[2025-12-01T20:15:02.793496] [DEBUG] [R-STATUS  ] Registered 'tdm' as a dependent service.
[2025-12-01T20:15:02.962780] [DEBUG] [R-STATUS  ] Registered 'sig' as a dependent service.
[2025-12-01T20:15:03.128315] [DEBUG] [R-STATUS  ] Registered 'sap' as a dependent service.
[2025-12-01T20:15:03.292163] [DEBUG] [R-STATUS  ] Registered 'exp' as a dependent service.
[2025-12-01T20:15:03.292449] [WARN ] [STATE     ] State set to: WAITING
[2025-12-01T20:15:03.292508] [INFO ] [STATE     ] Checking TDM service status...
[2025-12-01T20:15:03.328165] [WARN ] [tdm-status] Service 'tdm' is not running.
[2025-12-01T20:15:03.331808] [WARN ] [tdm-status] Service 'tdm' is not running, has completed successfully since the last trading day (2025-12-01), and is a dependency of this service.
[2025-12-01T20:15:03.367132] [WARN ] [sig-status] Service 'sig' is not running.
[2025-12-01T20:15:03.400950] [WARN ] [sap-status] Service 'sap' is not running.
[2025-12-01T20:15:03.434647] [WARN ] [exp-status] Service 'exp' is not running.
[2025-12-01T20:15:03.434855] [WARN ] [STATE     ] State set to: RUNNING
[2025-12-01T20:15:03.434914] [INFO ] [CACHE     ] Starting cache update
[2025-12-01T20:15:03.434951] [DEBUG] [REMOTE    ] Fetching unscheduled blackout dates from 'https://tdm.silogroup.org/cache/unscheduled_blackouts.txt'.
[2025-12-01T20:15:03.438094] [DEBUG] [REMOTE    ] Fetched 1 unscheduled blackout dates.
[2025-12-01T20:15:03.438352] [DEBUG] [LOCAL     ] Cached 1 unscheduled blackout dates
[2025-12-01T20:15:03.438394] [INFO ] [CACHE     ] Cache update completed successfully
[2025-12-01T20:15:03.438422] [INFO ] [sig       ] Resuming configuration (parallel mode, only unconfigured symbols)
[2025-12-01T20:15:03.438451] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-01T20:15:03.502850] [DEBUG] [REMOTE    ] Fetched 3634 unique symbols from directory listing.
[2025-12-01T20:15:03.510502] [INFO ] [sig       ] Skipping 3593 symbols with existing configuration
[2025-12-01T20:15:03.512262] [INFO ] [sig       ] Found 41 active symbols to configure
[2025-12-01T20:15:03.512355] [INFO ] [sig       ] Starting parallel configuration with 4 worker processes
[2025-12-01T20:15:03.553631] [INFO ] [CONFIGURE ] ABCL: Configurate test run.
[2025-12-01T20:15:03.553820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-01T20:15:03.553763] [INFO ] [CONFIGURE ] AAP: Configurate test run.
[2025-12-01T20:15:03.553921] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-01T20:15:03.553855] [INFO ] [CONFIGURE ] ADBE: Configurate test run.
[2025-12-01T20:15:03.553890] [INFO ] [CONFIGURE ] ABVC: Configurate test run.
[2025-12-01T20:15:03.554013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-01T20:15:03.554037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-01T20:15:03.575805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-01T20:15:03.576393] [INFO ] [CONFIGURE ] AAP: Testing with 29 available features
[2025-12-01T20:15:03.576449] [INFO ] [CONFIGURE ] AAP: Establishing baseline with no features...
[2025-12-01T20:15:03.577169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-01T20:15:03.577240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-01T20:15:03.577410] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-01T20:15:03.577808] [INFO ] [CONFIGURE ] ABCL: Testing with 29 available features
[2025-12-01T20:15:03.577867] [INFO ] [CONFIGURE ] ABCL: Establishing baseline with no features...
[2025-12-01T20:15:03.577890] [INFO ] [CONFIGURE ] ADBE: Testing with 29 available features
[2025-12-01T20:15:03.577897] [INFO ] [CONFIGURE ] ABVC: Testing with 29 available features
[2025-12-01T20:15:03.577952] [INFO ] [CONFIGURE ] ADBE: Establishing baseline with no features...
[2025-12-01T20:15:03.577960] [INFO ] [CONFIGURE ] ABVC: Establishing baseline with no features...
[2025-12-01T20:15:03.765143] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:03.768952] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:03.779231] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:03.781759] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:03.940769] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:03.948710] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:03.961816] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:03.962119] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:04.204595] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:04.207672] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:04.212948] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:04.216551] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:04.386121] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:04.386132] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:04.396765] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:04.400273] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:04.562659] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:04.565931] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:04.576515] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:04.587948] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:04.744047] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:04.747839] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:04.754135] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:04.771532] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:15:04.923761] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:04.931876] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:04.932447] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:04.955698] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:05.107201] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:05.111461] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:15:05.111598] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:05.140341] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:05.288205] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:05.289668] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:05.295179] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:05.323948] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:05.468071] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:15:05.468193] [INFO ] [CONFIGURE ] ABCL: Baseline score (no features): 50.00%
[2025-12-01T20:15:05.469789] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:05.469871] [INFO ] [CONFIGURE ] AAP: Baseline score (no features): 80.00%
[2025-12-01T20:15:05.470245] [INFO ] [CONFIGURE ] ABCL: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:15:05.470299] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:15:05.473035] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:05.473173] [INFO ] [CONFIGURE ] ADBE: Baseline score (no features): 20.00%
[2025-12-01T20:15:05.473230] [INFO ] [CONFIGURE ] AAP: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:15:05.473288] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:15:05.474312] [INFO ] [CONFIGURE ] ADBE: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:15:05.474367] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:15:05.514306] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:15:05.514433] [INFO ] [CONFIGURE ] ABVC: Baseline score (no features): 60.00%
[2025-12-01T20:15:05.515397] [INFO ] [CONFIGURE ] ABVC: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:15:05.515451] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:15:05.692106] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:05.694193] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:05.696798] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:05.741324] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:05.914368] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:05.918316] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:05.923699] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:05.973611] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:06.135589] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:06.140408] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:06.148990] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:06.210498] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:06.356921] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:06.361719] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:06.372020] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:06.434969] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:06.577741] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:06.585028] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:06.598215] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:06.661302] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:06.800495] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:06.814641] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:06.823562] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:06.888025] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:15:07.022641] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:07.041772] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:07.046721] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:07.116839] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:07.252919] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:15:07.271051] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:15:07.271689] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:07.363722] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:07.483296] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:07.495297] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:07.497709] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:07.607696] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:07.720952] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:07.721122] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-12-01T20:15:07.722117] [INFO ] [CONFIGURE ] JOB ETA: 17.2m | Tests: 5/1230 | Remaining: 1225 | Rate: 71.3/min
[2025-12-01T20:15:07.722179] [INFO ] [CONFIGURE ] ADBE: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:15:07.722394] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:15:07.724370] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:07.724526] [INFO ] [CONFIGURE ] AAP: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-12-01T20:15:07.725366] [INFO ] [CONFIGURE ] JOB ETA: 14.3m | Tests: 6/1230 | Remaining: 1224 | Rate: 85.5/min
[2025-12-01T20:15:07.725429] [INFO ] [CONFIGURE ] AAP: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:15:07.725462] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:15:07.729906] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:07.730023] [INFO ] [CONFIGURE ] ABCL: KEPT add_bollinger_bands (score: 60.00%)
[2025-12-01T20:15:07.730823] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Tests: 7/1230 | Remaining: 1223 | Rate: 99.6/min
[2025-12-01T20:15:07.730882] [INFO ] [CONFIGURE ] ABCL: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:15:07.730915] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:15:07.837451] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:15:07.837627] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-12-01T20:15:07.838498] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 8/1230 | Remaining: 1222 | Rate: 111.0/min
[2025-12-01T20:15:07.838560] [INFO ] [CONFIGURE ] ABVC: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:15:07.838622] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:15:07.958364] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:07.966324] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:08.006681] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:08.074171] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:08.194665] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:08.212157] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:08.309905] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:08.316457] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:08.433728] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:08.466785] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:08.557786] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:08.590154] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:08.679009] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:08.718388] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:08.798410] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:08.873691] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:08.919568] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:08.974655] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:09.040936] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:09.153150] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:09.163885] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:09.223105] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:09.279688] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:15:09.399648] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:15:09.422516] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:09.461943] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:09.528544] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:09.640220] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:09.695343] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:09.706613] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:15:09.768320] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:09.877567] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:09.952050] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:09.966761] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:10.006914] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:10.125445] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:10.125602] [INFO ] [CONFIGURE ] ADBE: KEPT add_cumulative_delta (score: 80.00%)
[2025-12-01T20:15:10.126467] [INFO ] [CONFIGURE ] JOB ETA: 15.0m | Tests: 9/1230 | Remaining: 1221 | Rate: 81.6/min
[2025-12-01T20:15:10.126523] [INFO ] [CONFIGURE ] ADBE: Testing feature 3/29: add_daily_returns
[2025-12-01T20:15:10.126558] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-12-01T20:15:10.197305] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:10.197445] [INFO ] [CONFIGURE ] AAP: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-12-01T20:15:10.198292] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 10/1230 | Remaining: 1220 | Rate: 89.7/min
[2025-12-01T20:15:10.198344] [INFO ] [CONFIGURE ] AAP: Testing feature 3/29: add_daily_returns
[2025-12-01T20:15:10.198376] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_daily_returns']
[2025-12-01T20:15:10.240167] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:10.250303] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:10.250441] [INFO ] [CONFIGURE ] ABVC: KEPT add_cumulative_delta (score: 80.00%)
[2025-12-01T20:15:10.251328] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 11/1230 | Remaining: 1219 | Rate: 97.9/min
[2025-12-01T20:15:10.251384] [INFO ] [CONFIGURE ] ABVC: Testing feature 3/29: add_daily_returns
[2025-12-01T20:15:10.251417] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-12-01T20:15:10.368809] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:10.394597] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:10.498336] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:10.516047] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:10.516180] [INFO ] [CONFIGURE ] ABCL: KEPT add_cumulative_delta (score: 70.00%)
[2025-12-01T20:15:10.516946] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 12/1230 | Remaining: 1218 | Rate: 102.8/min
[2025-12-01T20:15:10.516997] [INFO ] [CONFIGURE ] ABCL: Testing feature 3/29: add_daily_returns
[2025-12-01T20:15:10.517029] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-12-01T20:15:10.598234] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:10.609668] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:10.749628] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:10.801426] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:10.801984] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:10.870499] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:11.001144] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:11.012277] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:11.083062] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:11.118766] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:11.200092] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:11.263770] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:11.362289] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:11.365072] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:11.410846] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:11.517519] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:11.609704] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:11.619833] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:11.649165] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:11.762751] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:15:11.828687] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:11.859161] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:15:11.931273] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:12.010609] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:12.035415] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:12.115672] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:12.215002] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:12.240386] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:12.240534] [INFO ] [CONFIGURE ] AAP: DISCARDED add_daily_returns (score: 80.00%)
[2025-12-01T20:15:12.241366] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 13/1230 | Remaining: 1217 | Rate: 89.4/min
[2025-12-01T20:15:12.241418] [INFO ] [CONFIGURE ] AAP: Testing feature 4/29: add_ema
[2025-12-01T20:15:12.241451] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_ema']
[2025-12-01T20:15:12.260759] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:12.362477] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:12.497395] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:12.500888] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:12.536039] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:12.618128] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:12.618279] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_daily_returns (score: 60.00%)
[2025-12-01T20:15:12.619293] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 14/1230 | Remaining: 1216 | Rate: 92.2/min
[2025-12-01T20:15:12.619346] [INFO ] [CONFIGURE ] ADBE: Testing feature 4/29: add_ema
[2025-12-01T20:15:12.619378] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-12-01T20:15:12.761287] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:12.793652] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:12.808463] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:12.808628] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_daily_returns (score: 70.00%)
[2025-12-01T20:15:12.809465] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 15/1230 | Remaining: 1215 | Rate: 96.8/min
[2025-12-01T20:15:12.809516] [INFO ] [CONFIGURE ] ABVC: Testing feature 4/29: add_ema
[2025-12-01T20:15:12.809548] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-12-01T20:15:12.914317] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:13.003297] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:13.086964] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:13.106308] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:13.213754] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:13.243088] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:13.376145] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:13.376286] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_daily_returns (score: 70.00%)
[2025-12-01T20:15:13.377141] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 16/1230 | Remaining: 1214 | Rate: 97.3/min
[2025-12-01T20:15:13.377194] [INFO ] [CONFIGURE ] ABCL: Testing feature 4/29: add_ema
[2025-12-01T20:15:13.377225] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-12-01T20:15:13.396998] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:13.483786] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:13.501361] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:13.689598] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:13.707375] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:13.727436] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:13.792553] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:13.969686] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:13.979344] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:14.033523] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:14.084164] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:14.222390] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:15:14.286763] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:14.374068] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:14.385904] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:14.466788] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:14.585819] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:15:14.659226] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:14.707409] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:14.713116] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:14.713262] [INFO ] [CONFIGURE ] AAP: DISCARDED add_ema (score: 70.00%)
[2025-12-01T20:15:14.714131] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 17/1230 | Remaining: 1213 | Rate: 91.1/min
[2025-12-01T20:15:14.714184] [INFO ] [CONFIGURE ] AAP: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:15:14.714218] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:15:14.872853] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:14.951788] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:14.963826] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:15.031102] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:15.159020] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:15.207926] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:15.241776] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:15.358445] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:15.449720] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:15.456597] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:15.537770] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:15.537934] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_ema (score: 50.00%)
[2025-12-01T20:15:15.538772] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 18/1230 | Remaining: 1212 | Rate: 89.8/min
[2025-12-01T20:15:15.538826] [INFO ] [CONFIGURE ] ADBE: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:15:15.538858] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:15:15.680807] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:15.701497] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:15.743570] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:15.743744] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_ema (score: 80.00%)
[2025-12-01T20:15:15.744589] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Tests: 19/1230 | Remaining: 1211 | Rate: 93.2/min
[2025-12-01T20:15:15.744644] [INFO ] [CONFIGURE ] ABVC: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:15:15.744678] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:15:15.832225] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:15.953560] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:16.002810] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:16.058244] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:16.119096] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:16.209755] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:16.330556] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:16.363725] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:16.408195] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:16.468428] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:16.656430] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:16.658221] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:16.658396] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_ema (score: 70.00%)
[2025-12-01T20:15:16.659246] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 20/1230 | Remaining: 1210 | Rate: 91.3/min
[2025-12-01T20:15:16.659299] [INFO ] [CONFIGURE ] ABCL: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:15:16.659342] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:15:16.697621] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:16.725428] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:16.948934] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:16.986864] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:16.986895] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:16.989524] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:17.241050] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:17.250409] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:17.250561] [INFO ] [CONFIGURE ] AAP: KEPT add_exhaustion_signals (score: 90.00%)
[2025-12-01T20:15:17.251460] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 21/1230 | Remaining: 1209 | Rate: 91.7/min
[2025-12-01T20:15:17.251514] [INFO ] [CONFIGURE ] AAP: Testing feature 6/29: add_failed_moves
[2025-12-01T20:15:17.251548] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-12-01T20:15:17.284764] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:17.316269] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:17.516192] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:17.532434] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:15:17.574653] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:15:17.644791] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:17.783332] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:17.824670] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:15:17.862997] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:17.970382] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:15:18.049490] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:18.115260] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:18.154899] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:18.301948] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:18.316050] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:18.416595] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:18.438375] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:18.438522] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-12-01T20:15:18.439336] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 22/1230 | Remaining: 1208 | Rate: 88.4/min
[2025-12-01T20:15:18.439387] [INFO ] [CONFIGURE ] ADBE: Testing feature 6/29: add_failed_moves
[2025-12-01T20:15:18.439419] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-12-01T20:15:18.569946] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:18.635876] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:18.673163] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:18.729859] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:18.730045] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-12-01T20:15:18.730878] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 23/1230 | Remaining: 1207 | Rate: 90.7/min
[2025-12-01T20:15:18.730933] [INFO ] [CONFIGURE ] ABVC: Testing feature 6/29: add_failed_moves
[2025-12-01T20:15:18.730967] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-12-01T20:15:18.823357] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:18.905300] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:18.979814] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:18.980448] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:19.077275] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:19.140193] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:19.222251] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:19.307678] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:19.336107] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:19.370388] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:19.463646] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:19.591128] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:19.601707] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:19.640361] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:19.706515] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:19.844504] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:19.871630] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:19.871779] [INFO ] [CONFIGURE ] AAP: DISCARDED add_failed_moves (score: 90.00%)
[2025-12-01T20:15:19.872610] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 24/1230 | Remaining: 1206 | Rate: 88.0/min
[2025-12-01T20:15:19.872663] [INFO ] [CONFIGURE ] AAP: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:15:19.872695] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-12-01T20:15:19.949881] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:19.985125] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:19.985270] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-12-01T20:15:19.986104] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 25/1230 | Remaining: 1205 | Rate: 91.1/min
[2025-12-01T20:15:19.986158] [INFO ] [CONFIGURE ] ABCL: Testing feature 6/29: add_failed_moves
[2025-12-01T20:15:19.986192] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-12-01T20:15:20.078971] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:15:20.127920] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:20.196644] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:15:20.262774] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:20.324094] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:20.392868] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:20.436488] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:20.547118] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:20.572510] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:20.651558] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:20.676702] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:20.824693] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:20.824849] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_failed_moves (score: 70.00%)
[2025-12-01T20:15:20.825747] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 26/1230 | Remaining: 1204 | Rate: 90.1/min
[2025-12-01T20:15:20.825816] [INFO ] [CONFIGURE ] ADBE: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:15:20.825864] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-12-01T20:15:20.826278] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:20.904780] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:20.917234] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:21.064799] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:21.112705] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:21.164557] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:21.164564] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:21.164686] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_failed_moves (score: 70.00%)
[2025-12-01T20:15:21.165462] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Tests: 27/1230 | Remaining: 1203 | Rate: 91.8/min
[2025-12-01T20:15:21.165512] [INFO ] [CONFIGURE ] ABVC: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:15:21.165544] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-12-01T20:15:21.297043] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:21.390480] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:21.396851] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:21.425932] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:21.522681] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:21.618486] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:21.678487] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:21.691341] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:21.747463] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:21.851589] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:21.956607] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:21.965733] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:21.989819] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:22.082970] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:22.214423] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:22.218678] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:22.248415] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:22.312489] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:22.437896] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:15:22.480519] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:22.480673] [INFO ] [CONFIGURE ] AAP: DISCARDED add_lag_shelf (score: 80.00%)
[2025-12-01T20:15:22.481445] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 28/1230 | Remaining: 1202 | Rate: 88.6/min
[2025-12-01T20:15:22.481498] [INFO ] [CONFIGURE ] AAP: Testing feature 8/29: add_macd
[2025-12-01T20:15:22.481532] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-12-01T20:15:22.538397] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:22.548149] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:15:22.670616] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:22.782290] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:22.826333] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:22.826478] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_failed_moves (score: 70.00%)
[2025-12-01T20:15:22.827306] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 29/1230 | Remaining: 1201 | Rate: 90.1/min
[2025-12-01T20:15:22.827360] [INFO ] [CONFIGURE ] ABCL: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:15:22.827392] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-12-01T20:15:22.832783] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:22.898650] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:23.033882] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:23.098702] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:23.134888] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:23.135023] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_lag_shelf (score: 80.00%)
[2025-12-01T20:15:23.135855] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Tests: 30/1230 | Remaining: 1200 | Rate: 91.7/min
[2025-12-01T20:15:23.135908] [INFO ] [CONFIGURE ] ADBE: Testing feature 8/29: add_macd
[2025-12-01T20:15:23.135941] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-12-01T20:15:23.186431] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:23.268903] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:23.366022] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:23.473408] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:23.502748] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:23.502877] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_lag_shelf (score: 80.00%)
[2025-12-01T20:15:23.503697] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Tests: 31/1230 | Remaining: 1199 | Rate: 93.0/min
[2025-12-01T20:15:23.503749] [INFO ] [CONFIGURE ] ABVC: Testing feature 8/29: add_macd
[2025-12-01T20:15:23.503781] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-12-01T20:15:23.528746] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:23.637908] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:23.808003] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:23.843168] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:23.864002] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:23.913621] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:24.140416] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:24.187594] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:24.205361] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:24.209377] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:24.469857] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:24.487616] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:24.544026] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:24.556105] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:24.747904] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:24.826852] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:24.884601] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:24.898122] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:25.037077] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:25.162732] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:25.224922] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:25.250162] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:25.321311] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:25.497150] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:25.562635] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:25.590052] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:15:25.602018] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:25.602181] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_lag_shelf (score: 70.00%)
[2025-12-01T20:15:25.603032] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 32/1230 | Remaining: 1198 | Rate: 86.9/min
[2025-12-01T20:15:25.603086] [INFO ] [CONFIGURE ] ABCL: Testing feature 8/29: add_macd
[2025-12-01T20:15:25.603121] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-12-01T20:15:25.827767] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:25.902097] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:25.902261] [INFO ] [CONFIGURE ] AAP: DISCARDED add_macd (score: 60.00%)
[2025-12-01T20:15:25.903117] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 33/1230 | Remaining: 1197 | Rate: 88.4/min
[2025-12-01T20:15:25.903172] [INFO ] [CONFIGURE ] AAP: Testing feature 9/29: add_mfi
[2025-12-01T20:15:25.903205] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-12-01T20:15:25.933417] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:25.981076] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:26.160443] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:26.173015] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:26.272278] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:26.361149] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:26.440683] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:26.505370] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:26.505542] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_macd (score: 40.00%)
[2025-12-01T20:15:26.506416] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 34/1230 | Remaining: 1196 | Rate: 88.7/min
[2025-12-01T20:15:26.506470] [INFO ] [CONFIGURE ] ADBE: Testing feature 9/29: add_mfi
[2025-12-01T20:15:26.506504] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-12-01T20:15:26.617679] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:26.712903] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:26.750286] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:26.755189] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:26.965457] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:26.965634] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_macd (score: 70.00%)
[2025-12-01T20:15:26.966502] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 35/1230 | Remaining: 1195 | Rate: 89.5/min
[2025-12-01T20:15:26.966556] [INFO ] [CONFIGURE ] ABVC: Testing feature 9/29: add_mfi
[2025-12-01T20:15:26.966608] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-12-01T20:15:26.987654] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:27.001749] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:27.153195] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:15:27.211150] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:27.247791] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:27.265223] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:27.467837] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:27.505149] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:27.539324] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:27.552883] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:27.720980] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:27.749361] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:27.828132] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:27.947949] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:27.975450] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:27.995739] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:28.085539] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:15:28.223114] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:28.241818] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:15:28.342664] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:28.342933] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:28.472088] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:15:28.488608] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:28.605627] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:28.605778] [INFO ] [CONFIGURE ] AAP: DISCARDED add_mfi (score: 90.00%)
[2025-12-01T20:15:28.606602] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 36/1230 | Remaining: 1194 | Rate: 86.1/min
[2025-12-01T20:15:28.606653] [INFO ] [CONFIGURE ] AAP: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:15:28.606685] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:15:28.726226] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:28.736197] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:28.754909] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:28.948611] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:28.979286] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:28.979666] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:28.979823] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_mfi (score: 60.00%)
[2025-12-01T20:15:28.980641] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 37/1230 | Remaining: 1193 | Rate: 87.2/min
[2025-12-01T20:15:28.980694] [INFO ] [CONFIGURE ] ADBE: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:15:28.980728] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:15:29.156326] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:29.235145] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:29.289057] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:29.303212] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:29.492718] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:29.492892] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_mfi (score: 70.00%)
[2025-12-01T20:15:29.493733] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 38/1230 | Remaining: 1192 | Rate: 87.8/min
[2025-12-01T20:15:29.493791] [INFO ] [CONFIGURE ] ABVC: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:15:29.493827] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:15:29.556771] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:29.556931] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_macd (score: 60.00%)
[2025-12-01T20:15:29.557752] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 39/1230 | Remaining: 1191 | Rate: 89.8/min
[2025-12-01T20:15:29.557804] [INFO ] [CONFIGURE ] ABCL: Testing feature 9/29: add_mfi
[2025-12-01T20:15:29.557837] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-12-01T20:15:29.624853] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:29.652287] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:29.829772] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:29.846473] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:29.943596] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:30.008710] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:30.134924] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:30.167165] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:30.262255] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:30.356234] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:30.417667] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:30.503665] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:30.596129] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:30.702078] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:30.706978] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:30.836729] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:30.937730] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:30.998875] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:31.036543] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:31.172262] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:31.285531] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:31.287751] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:31.371115] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:15:31.505910] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:15:31.580692] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:31.627000] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:31.710526] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:31.846331] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:31.871923] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:15:31.964795] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:32.047329] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:32.047503] [INFO ] [CONFIGURE ] AAP: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-12-01T20:15:32.048357] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Tests: 40/1230 | Remaining: 1190 | Rate: 84.1/min
[2025-12-01T20:15:32.048419] [INFO ] [CONFIGURE ] AAP: Testing feature 11/29: add_obv_daily
[2025-12-01T20:15:32.048459] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-12-01T20:15:32.171331] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:32.180615] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:32.306731] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:32.306899] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-12-01T20:15:32.307731] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 41/1230 | Remaining: 1189 | Rate: 85.4/min
[2025-12-01T20:15:32.307786] [INFO ] [CONFIGURE ] ADBE: Testing feature 11/29: add_obv_daily
[2025-12-01T20:15:32.307820] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-12-01T20:15:32.338982] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:32.459146] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:32.459306] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_mfi (score: 60.00%)
[2025-12-01T20:15:32.460141] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 42/1230 | Remaining: 1188 | Rate: 87.1/min
[2025-12-01T20:15:32.460195] [INFO ] [CONFIGURE ] ABCL: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:15:32.460228] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:15:32.518187] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:32.571815] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:32.618956] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:32.827374] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:32.833927] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:32.851428] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:32.851587] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-12-01T20:15:32.852338] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 43/1230 | Remaining: 1187 | Rate: 87.9/min
[2025-12-01T20:15:32.852389] [INFO ] [CONFIGURE ] ABVC: Testing feature 11/29: add_obv_daily
[2025-12-01T20:15:32.852422] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-12-01T20:15:32.901172] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:33.096025] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:33.115400] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:33.184871] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:33.191808] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:33.365162] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:33.379990] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:15:33.472950] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:33.565997] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:33.637395] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:33.675604] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:33.780752] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:33.904467] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:33.938259] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:33.943416] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:34.062939] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:34.169706] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:15:34.209455] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:34.307612] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:34.345008] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:15:34.432127] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:34.479556] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:15:34.628782] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:34.679557] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:34.694645] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:34.749302] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:34.916145] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:34.916285] [INFO ] [CONFIGURE ] AAP: DISCARDED add_obv_daily (score: 50.00%)
[2025-12-01T20:15:34.917153] [INFO ] [CONFIGURE ] JOB ETA: 14.1m | Tests: 44/1230 | Remaining: 1186 | Rate: 84.1/min
[2025-12-01T20:15:34.917208] [INFO ] [CONFIGURE ] AAP: Testing feature 12/29: add_obv_interval
[2025-12-01T20:15:34.917242] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-12-01T20:15:34.956692] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:34.956835] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_obv_daily (score: 60.00%)
[2025-12-01T20:15:34.957653] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 45/1230 | Remaining: 1185 | Rate: 85.9/min
[2025-12-01T20:15:34.957705] [INFO ] [CONFIGURE ] ADBE: Testing feature 12/29: add_obv_interval
[2025-12-01T20:15:34.957737] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-12-01T20:15:35.017716] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:35.052076] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:35.180768] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:35.201008] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:35.284279] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:35.424083] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:35.443355] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:35.446457] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:35.552994] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:35.553137] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_obv_daily (score: 70.00%)
[2025-12-01T20:15:35.553970] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 46/1230 | Remaining: 1184 | Rate: 86.1/min
[2025-12-01T20:15:35.554023] [INFO ] [CONFIGURE ] ABVC: Testing feature 12/29: add_obv_interval
[2025-12-01T20:15:35.554056] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_obv_interval']
[2025-12-01T20:15:35.688329] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:35.713256] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:35.803475] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:35.809138] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:35.936054] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:35.983475] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:36.051057] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:36.178707] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:36.231622] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:36.231812] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-12-01T20:15:36.233155] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 47/1230 | Remaining: 1183 | Rate: 86.2/min
[2025-12-01T20:15:36.233228] [INFO ] [CONFIGURE ] ABCL: Testing feature 11/29: add_obv_daily
[2025-12-01T20:15:36.233284] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-12-01T20:15:36.251043] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:36.301965] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:36.435969] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:36.519995] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:36.547044] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:36.554034] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:36.691216] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:36.785433] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:36.804952] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:36.844073] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:36.937705] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:37.054144] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:37.054694] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:15:37.144192] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:37.186219] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:37.303490] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:37.318637] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:37.435910] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:37.436047] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_obv_interval (score: 50.00%)
[2025-12-01T20:15:37.436849] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 48/1230 | Remaining: 1182 | Rate: 84.9/min
[2025-12-01T20:15:37.436900] [INFO ] [CONFIGURE ] ADBE: Testing feature 13/29: add_opening_strength
[2025-12-01T20:15:37.436932] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:15:37.445059] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:37.556181] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:37.587876] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:37.588007] [INFO ] [CONFIGURE ] AAP: DISCARDED add_obv_interval (score: 90.00%)
[2025-12-01T20:15:37.588832] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 49/1230 | Remaining: 1181 | Rate: 86.3/min
[2025-12-01T20:15:37.588883] [INFO ] [CONFIGURE ] AAP: Testing feature 13/29: add_opening_strength
[2025-12-01T20:15:37.588916] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:15:37.730588] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:37.754096] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:37.807204] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:37.886834] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:38.009365] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:38.059186] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:38.061001] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:38.061142] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_obv_interval (score: 80.00%)
[2025-12-01T20:15:38.061984] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 50/1230 | Remaining: 1180 | Rate: 86.8/min
[2025-12-01T20:15:38.062036] [INFO ] [CONFIGURE ] ABVC: Testing feature 13/29: add_opening_strength
[2025-12-01T20:15:38.062068] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:15:38.182251] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:38.292006] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:38.340227] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:38.366138] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:38.480136] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:38.578207] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:38.622326] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:38.675221] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:38.780205] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:38.861037] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:38.905110] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:38.987956] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:39.081190] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:39.156177] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:39.186181] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:39.307888] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:39.308029] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_obv_daily (score: 70.00%)
[2025-12-01T20:15:39.308866] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 51/1230 | Remaining: 1179 | Rate: 85.5/min
[2025-12-01T20:15:39.308921] [INFO ] [CONFIGURE ] ABCL: Testing feature 12/29: add_obv_interval
[2025-12-01T20:15:39.308957] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-12-01T20:15:39.379037] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:39.453651] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:15:39.467097] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:39.594115] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:39.679470] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:39.746670] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:15:39.758887] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:15:39.877055] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:39.981285] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:15:40.030425] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:40.056758] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:40.159868] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:40.274674] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:40.319475] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:40.361429] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:40.361601] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_opening_strength (score: 70.00%)
[2025-12-01T20:15:40.362465] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 52/1230 | Remaining: 1178 | Rate: 84.7/min
[2025-12-01T20:15:40.362532] [INFO ] [CONFIGURE ] ADBE: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:15:40.362567] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-12-01T20:15:40.449280] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:40.583187] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:40.583361] [INFO ] [CONFIGURE ] AAP: DISCARDED add_opening_strength (score: 50.00%)
[2025-12-01T20:15:40.584148] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 53/1230 | Remaining: 1177 | Rate: 85.8/min
[2025-12-01T20:15:40.584202] [INFO ] [CONFIGURE ] AAP: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:15:40.584235] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-12-01T20:15:40.608758] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:40.673951] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:40.768174] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:40.890589] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:40.944756] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:40.944913] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_opening_strength (score: 60.00%)
[2025-12-01T20:15:40.945787] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 54/1230 | Remaining: 1176 | Rate: 86.6/min
[2025-12-01T20:15:40.945842] [INFO ] [CONFIGURE ] ABVC: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:15:40.945876] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_order_flow_imbalance']
[2025-12-01T20:15:41.007859] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:41.125759] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:41.224305] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:41.247647] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:41.378218] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:41.482033] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:41.576744] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:41.580955] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:15:41.674040] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:41.807731] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:15:41.914420] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:41.938493] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:41.973505] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:42.140372] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:42.243377] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:42.246800] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:42.247371] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:42.441319] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:42.441463] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_obv_interval (score: 40.00%)
[2025-12-01T20:15:42.442343] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 55/1230 | Remaining: 1175 | Rate: 84.8/min
[2025-12-01T20:15:42.442399] [INFO ] [CONFIGURE ] ABCL: Testing feature 13/29: add_opening_strength
[2025-12-01T20:15:42.442431] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:15:42.514246] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:42.537404] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:42.553949] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:42.761689] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:42.777998] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:15:42.824442] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:42.835951] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:43.044328] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:43.080899] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:43.093922] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:43.119981] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:43.309150] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:43.360653] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:43.360791] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-12-01T20:15:43.361653] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 56/1230 | Remaining: 1174 | Rate: 84.3/min
[2025-12-01T20:15:43.361705] [INFO ] [CONFIGURE ] ADBE: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:15:43.361739] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-12-01T20:15:43.396380] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:43.407524] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:43.576894] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:43.606641] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:43.698991] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:43.699153] [INFO ] [CONFIGURE ] AAP: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-12-01T20:15:43.699961] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 57/1230 | Remaining: 1173 | Rate: 85.1/min
[2025-12-01T20:15:43.700014] [INFO ] [CONFIGURE ] AAP: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:15:43.700045] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-12-01T20:15:43.721129] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:43.841520] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:43.841666] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-12-01T20:15:43.842455] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 58/1230 | Remaining: 1172 | Rate: 86.3/min
[2025-12-01T20:15:43.842505] [INFO ] [CONFIGURE ] ABVC: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:15:43.842536] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-12-01T20:15:43.860525] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:43.954502] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:44.044424] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:44.080891] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:44.099043] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:44.220017] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:44.320754] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:44.343633] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:44.365079] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:44.491276] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:44.561324] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:44.596889] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:44.693134] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:44.763541] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:44.802835] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:44.842338] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:45.016732] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:45.034664] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:45.042490] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:45.085115] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:15:45.283966] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:15:45.303733] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:45.329923] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:45.345553] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:45.527352] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:45.565441] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:45.584828] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:45.675228] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:45.675364] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_opening_strength (score: 70.00%)
[2025-12-01T20:15:45.676204] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 59/1230 | Remaining: 1171 | Rate: 84.0/min
[2025-12-01T20:15:45.676256] [INFO ] [CONFIGURE ] ABCL: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:15:45.676288] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-12-01T20:15:45.776383] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:45.830208] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:45.830344] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-12-01T20:15:45.831216] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 60/1230 | Remaining: 1170 | Rate: 85.1/min
[2025-12-01T20:15:45.831267] [INFO ] [CONFIGURE ] ADBE: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:15:45.831298] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-12-01T20:15:45.844140] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:15:46.012917] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:46.025811] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:46.093899] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:46.112254] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:46.270098] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:46.270227] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-12-01T20:15:46.271036] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 61/1230 | Remaining: 1169 | Rate: 85.6/min
[2025-12-01T20:15:46.271102] [INFO ] [CONFIGURE ] ABVC: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:15:46.271135] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-12-01T20:15:46.319763] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:46.369009] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:46.369166] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-12-01T20:15:46.370049] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 62/1230 | Remaining: 1168 | Rate: 86.8/min
[2025-12-01T20:15:46.370105] [INFO ] [CONFIGURE ] AAP: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:15:46.370139] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-12-01T20:15:46.380465] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:46.520312] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:46.618454] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:46.639282] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:46.640888] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:46.774480] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:46.903685] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:46.913703] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:46.917814] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:47.025460] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:47.174688] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:47.194289] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:47.225903] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:47.278596] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:47.437601] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:47.471927] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:47.530044] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:47.533041] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:47.705611] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:15:47.744056] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:47.782918] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:15:47.843586] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:47.966783] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:48.021310] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:48.035991] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:48.152940] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:48.223777] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:48.295957] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:48.303454] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:48.463669] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:48.485798] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:48.485938] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-12-01T20:15:48.486832] [INFO ] [CONFIGURE ] JOB ETA: 13.9m | Tests: 63/1230 | Remaining: 1167 | Rate: 84.0/min
[2025-12-01T20:15:48.486886] [INFO ] [CONFIGURE ] ADBE: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:15:48.486918] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-12-01T20:15:48.581286] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:15:48.582729] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:48.755703] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:48.777970] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:48.778113] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-12-01T20:15:48.779027] [INFO ] [CONFIGURE ] JOB ETA: 13.7m | Tests: 64/1230 | Remaining: 1166 | Rate: 84.8/min
[2025-12-01T20:15:48.779081] [INFO ] [CONFIGURE ] ABCL: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:15:48.779114] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-12-01T20:15:48.839916] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:48.840056] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-12-01T20:15:48.840939] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 65/1230 | Remaining: 1165 | Rate: 86.0/min
[2025-12-01T20:15:48.840991] [INFO ] [CONFIGURE ] ABVC: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:15:48.841024] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_pbf_return_2d']
[2025-12-01T20:15:48.863754] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:49.021247] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:49.065141] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:49.098654] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:49.149649] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:49.149803] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-12-01T20:15:49.150632] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 66/1230 | Remaining: 1164 | Rate: 86.8/min
[2025-12-01T20:15:49.150687] [INFO ] [CONFIGURE ] AAP: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:15:49.150721] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-12-01T20:15:49.291370] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:49.352684] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:49.355788] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:49.432793] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:49.550547] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:49.610901] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:49.636480] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:49.708403] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:15:49.817264] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:49.867057] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:49.920188] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:49.983895] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:50.093030] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:50.125085] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:50.206533] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:50.256418] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:50.364913] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:50.385270] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:15:50.491418] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:50.538334] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:50.636285] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:50.641816] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:50.775252] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:50.834997] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:50.906030] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:50.909322] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:51.061626] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:51.128244] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:51.168496] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:51.182348] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:51.182489] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-12-01T20:15:51.183397] [INFO ] [CONFIGURE ] JOB ETA: 13.8m | Tests: 67/1230 | Remaining: 1163 | Rate: 84.3/min
[2025-12-01T20:15:51.183453] [INFO ] [CONFIGURE ] ADBE: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:15:51.183487] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-12-01T20:15:51.354254] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:51.421916] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:51.423559] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:51.431508] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:51.431674] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-12-01T20:15:51.432486] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 68/1230 | Remaining: 1162 | Rate: 85.1/min
[2025-12-01T20:15:51.432537] [INFO ] [CONFIGURE ] ABVC: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:15:51.432569] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-12-01T20:15:51.640399] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:51.640535] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-12-01T20:15:51.641446] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 69/1230 | Remaining: 1161 | Rate: 86.0/min
[2025-12-01T20:15:51.641500] [INFO ] [CONFIGURE ] ABCL: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:15:51.641534] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-12-01T20:15:51.662465] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:51.671280] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:51.721904] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:51.907223] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:51.911276] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:51.945221] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:52.028523] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:52.028685] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-12-01T20:15:52.029569] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 70/1230 | Remaining: 1160 | Rate: 86.6/min
[2025-12-01T20:15:52.029650] [INFO ] [CONFIGURE ] AAP: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:15:52.029684] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-12-01T20:15:52.150221] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:52.155781] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:52.243260] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:52.289708] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:52.387333] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:52.397103] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:52.548024] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:52.559867] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:52.627962] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:52.641150] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:52.816029] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:52.857419] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:15:52.871548] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:15:52.885014] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:53.081971] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:53.111923] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:53.126039] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:53.173752] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:53.341992] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:53.352316] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:53.390003] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:53.482791] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:53.594158] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:53.604559] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:53.638706] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:53.638846] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-12-01T20:15:53.639702] [INFO ] [CONFIGURE ] JOB ETA: 13.6m | Tests: 71/1230 | Remaining: 1159 | Rate: 85.0/min
[2025-12-01T20:15:53.639754] [INFO ] [CONFIGURE ] ADBE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:15:53.640105] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-12-01T20:15:53.784421] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:53.839274] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:53.839404] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-12-01T20:15:53.840217] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 72/1230 | Remaining: 1158 | Rate: 85.8/min
[2025-12-01T20:15:53.840267] [INFO ] [CONFIGURE ] ABVC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:15:53.840299] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-12-01T20:15:53.865715] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:53.875361] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:54.074166] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:54.085207] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:54.112148] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:54.125843] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:54.307897] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:54.356847] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:54.390098] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:54.390558] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:54.541500] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:54.593451] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:54.655488] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:54.655644] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-12-01T20:15:54.656439] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 73/1230 | Remaining: 1157 | Rate: 85.6/min
[2025-12-01T20:15:54.656492] [INFO ] [CONFIGURE ] AAP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:15:54.656524] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-12-01T20:15:54.699989] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:54.700135] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-12-01T20:15:54.701027] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 74/1230 | Remaining: 1156 | Rate: 86.7/min
[2025-12-01T20:15:54.701084] [INFO ] [CONFIGURE ] ABCL: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:15:54.701165] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-12-01T20:15:54.778806] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:54.823972] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:54.904451] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:55.004990] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:55.013354] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:55.054059] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:55.150512] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:55.249811] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:15:55.292645] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:15:55.310207] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:55.398231] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:55.487708] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:55.539672] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:55.616222] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:55.648643] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:55.728851] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:55.781473] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:55.896335] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:55.916687] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:15:55.965329] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:56.021651] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:56.021787] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-12-01T20:15:56.022563] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 75/1230 | Remaining: 1155 | Rate: 85.7/min
[2025-12-01T20:15:56.022635] [INFO ] [CONFIGURE ] ADBE: Testing feature 20/29: add_price_rejection
[2025-12-01T20:15:56.022667] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-12-01T20:15:56.143072] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:56.205345] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:56.205469] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-01T20:15:56.206202] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 76/1230 | Remaining: 1154 | Rate: 86.5/min
[2025-12-01T20:15:56.206253] [INFO ] [CONFIGURE ] ABVC: Testing feature 20/29: add_price_rejection
[2025-12-01T20:15:56.206284] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_price_rejection']
[2025-12-01T20:15:56.221695] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:56.276125] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:56.395529] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:56.462416] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:56.530076] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:56.533838] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:56.646507] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:15:56.723282] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:56.795717] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:56.861345] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:56.898664] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:56.982476] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:57.054002] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:57.163592] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:57.163762] [INFO ] [CONFIGURE ] AAP: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-12-01T20:15:57.164611] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 77/1230 | Remaining: 1153 | Rate: 86.1/min
[2025-12-01T20:15:57.164667] [INFO ] [CONFIGURE ] AAP: Testing feature 20/29: add_price_rejection
[2025-12-01T20:15:57.164699] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-12-01T20:15:57.178321] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:57.241403] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:57.314384] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:57.471103] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:57.483882] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:57.503108] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:57.585154] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:57.752182] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:15:57.763749] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:15:57.794269] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:57.794405] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-12-01T20:15:57.795209] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 78/1230 | Remaining: 1152 | Rate: 86.2/min
[2025-12-01T20:15:57.795262] [INFO ] [CONFIGURE ] ABCL: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:15:57.795294] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-12-01T20:15:57.855069] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:15:58.021891] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:15:58.031352] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:15:58.072035] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:15:58.121951] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:15:58.285471] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:15:58.305651] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:15:58.360320] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:58.383241] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:15:58.550813] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:58.585028] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:15:58.649053] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:15:58.649215] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_price_rejection (score: 50.00%)
[2025-12-01T20:15:58.649557] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:15:58.650019] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 79/1230 | Remaining: 1151 | Rate: 86.0/min
[2025-12-01T20:15:58.650074] [INFO ] [CONFIGURE ] ADBE: Testing feature 21/29: add_range_position
[2025-12-01T20:15:58.650107] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-12-01T20:15:58.816741] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:15:58.816872] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_price_rejection (score: 80.00%)
[2025-12-01T20:15:58.817728] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 80/1230 | Remaining: 1150 | Rate: 86.8/min
[2025-12-01T20:15:58.817781] [INFO ] [CONFIGURE ] ABVC: Testing feature 21/29: add_range_position
[2025-12-01T20:15:58.817814] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_range_position']
[2025-12-01T20:15:58.870177] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:15:58.932193] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:58.946467] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:59.086690] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:15:59.149999] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:15:59.218201] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:59.243768] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:15:59.354154] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:15:59.427812] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:15:59.501665] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:59.534775] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:15:59.624330] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:15:59.705854] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:15:59.777150] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:15:59.825167] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:15:59.891921] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:15:59.986374] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:15:59.986535] [INFO ] [CONFIGURE ] AAP: DISCARDED add_price_rejection (score: 90.00%)
[2025-12-01T20:15:59.987411] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 81/1230 | Remaining: 1149 | Rate: 86.1/min
[2025-12-01T20:15:59.987467] [INFO ] [CONFIGURE ] AAP: Testing feature 21/29: add_range_position
[2025-12-01T20:15:59.987501] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-12-01T20:16:00.048819] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:00.108595] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:00.163097] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:00.306182] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:00.323072] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:00.400910] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:00.432200] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:16:00.603645] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:16:00.607173] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:16:00.702118] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:16:00.706215] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:00.706709] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-12-01T20:16:00.707767] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 82/1230 | Remaining: 1148 | Rate: 86.0/min
[2025-12-01T20:16:00.707836] [INFO ] [CONFIGURE ] ABCL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:16:00.707885] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-12-01T20:16:00.916754] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:00.943923] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:16:01.106185] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:01.148350] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:01.302002] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:01.387861] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:01.479808] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:01.492192] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:01.643346] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:16:01.643504] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_range_position (score: 50.00%)
[2025-12-01T20:16:01.644678] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 83/1230 | Remaining: 1147 | Rate: 85.7/min
[2025-12-01T20:16:01.644736] [INFO ] [CONFIGURE ] ADBE: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:16:01.644771] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-12-01T20:16:01.662508] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:16:01.785839] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:01.785989] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_range_position (score: 60.00%)
[2025-12-01T20:16:01.786836] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 84/1230 | Remaining: 1146 | Rate: 86.5/min
[2025-12-01T20:16:01.786890] [INFO ] [CONFIGURE ] ABVC: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:16:01.786921] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_realized_volatility']
[2025-12-01T20:16:01.867100] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:01.950488] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:02.023962] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:02.130843] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:02.226334] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:02.235315] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:02.357078] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:02.478756] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:02.514191] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:02.521115] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:02.690590] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:02.790148] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:02.825874] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:02.827438] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:16:03.028928] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:03.065002] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:03.134941] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:03.167513] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:03.343029] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:03.362393] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:03.438769] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:03.438912] [INFO ] [CONFIGURE ] AAP: DISCARDED add_range_position (score: 80.00%)
[2025-12-01T20:16:03.439754] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 85/1230 | Remaining: 1145 | Rate: 85.1/min
[2025-12-01T20:16:03.439809] [INFO ] [CONFIGURE ] AAP: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:16:03.439841] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-12-01T20:16:03.509778] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:03.630254] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:03.630393] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-01T20:16:03.631214] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 86/1230 | Remaining: 1144 | Rate: 85.8/min
[2025-12-01T20:16:03.631269] [INFO ] [CONFIGURE ] ABCL: Testing feature 20/29: add_price_rejection
[2025-12-01T20:16:03.631301] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-12-01T20:16:03.703440] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:03.803212] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:03.851262] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:16:03.935949] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:04.044019] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:16:04.173798] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:16:04.194554] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:16:04.247043] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:04.393087] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:16:04.536748] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:04.545168] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:16:04.558867] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:16:04.741522] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:04.875234] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:04.897312] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:04.935912] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:05.125018] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:16:05.125155] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_realized_volatility (score: 60.00%)
[2025-12-01T20:16:05.125955] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 87/1230 | Remaining: 1143 | Rate: 84.7/min
[2025-12-01T20:16:05.126007] [INFO ] [CONFIGURE ] ADBE: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:16:05.126041] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-12-01T20:16:05.194160] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:05.244242] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:05.244393] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-12-01T20:16:05.245252] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 88/1230 | Remaining: 1142 | Rate: 85.5/min
[2025-12-01T20:16:05.245307] [INFO ] [CONFIGURE ] ABVC: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:16:05.245340] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_recent_range_context']
[2025-12-01T20:16:05.293299] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:05.372965] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:05.492058] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:05.514671] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:05.638892] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:05.648360] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:05.736367] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:05.828767] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:05.906918] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:05.989662] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:06.006237] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:06.134490] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:06.152946] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:16:06.249070] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:06.372039] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:16:06.402366] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:06.437049] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:06.511311] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:06.658468] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:06.728853] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:06.737739] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:06.737888] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_price_rejection (score: 70.00%)
[2025-12-01T20:16:06.738717] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 89/1230 | Remaining: 1141 | Rate: 84.5/min
[2025-12-01T20:16:06.738772] [INFO ] [CONFIGURE ] ABCL: Testing feature 21/29: add_range_position
[2025-12-01T20:16:06.738806] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-12-01T20:16:06.776139] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:16:06.911994] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:16:07.043349] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:16:07.045919] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:07.089319] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:07.089467] [INFO ] [CONFIGURE ] AAP: DISCARDED add_realized_volatility (score: 70.00%)
[2025-12-01T20:16:07.090218] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 90/1230 | Remaining: 1140 | Rate: 84.9/min
[2025-12-01T20:16:07.090273] [INFO ] [CONFIGURE ] AAP: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:16:07.090305] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-12-01T20:16:07.165799] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:16:07.309093] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:07.358396] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:07.358891] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:07.419704] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:07.573566] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:07.622008] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:16:07.674286] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:16:07.679458] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:16:07.679640] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_recent_range_context (score: 60.00%)
[2025-12-01T20:16:07.680420] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 91/1230 | Remaining: 1139 | Rate: 85.1/min
[2025-12-01T20:16:07.680475] [INFO ] [CONFIGURE ] ADBE: Testing feature 24/29: add_rsi
[2025-12-01T20:16:07.680510] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-12-01T20:16:07.837353] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:07.837496] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-12-01T20:16:07.838793] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 92/1230 | Remaining: 1138 | Rate: 85.8/min
[2025-12-01T20:16:07.838862] [INFO ] [CONFIGURE ] ABVC: Testing feature 24/29: add_rsi
[2025-12-01T20:16:07.838896] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-12-01T20:16:07.891670] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:07.987036] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:07.991492] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:08.147433] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:08.165957] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:08.295017] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:08.314854] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:08.434987] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:08.462302] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:08.603295] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:08.631412] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:08.704167] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:08.773506] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:08.911643] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:16:08.946983] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:08.965289] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:09.082440] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:09.223368] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:09.228428] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:16:09.259276] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:09.399184] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:09.491918] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:09.518783] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:09.580912] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:09.713400] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:16:09.765883] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:09.766006] [INFO ] [CONFIGURE ] AAP: DISCARDED add_recent_range_context (score: 70.00%)
[2025-12-01T20:16:09.767108] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 93/1230 | Remaining: 1137 | Rate: 84.2/min
[2025-12-01T20:16:09.767163] [INFO ] [CONFIGURE ] AAP: Testing feature 24/29: add_rsi
[2025-12-01T20:16:09.767197] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-12-01T20:16:09.826664] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:16:09.902396] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:09.902543] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_range_position (score: 70.00%)
[2025-12-01T20:16:09.903364] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 94/1230 | Remaining: 1136 | Rate: 85.0/min
[2025-12-01T20:16:09.903434] [INFO ] [CONFIGURE ] ABCL: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:16:09.903468] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-12-01T20:16:10.020691] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:16:10.082523] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:10.141845] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:16:10.281382] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:10.326718] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:10.395242] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:16:10.455302] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:10.643558] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:10.658196] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:10.718654] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:10.762501] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:16:10.762653] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_rsi (score: 60.00%)
[2025-12-01T20:16:10.763525] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 95/1230 | Remaining: 1135 | Rate: 84.8/min
[2025-12-01T20:16:10.763594] [INFO ] [CONFIGURE ] ADBE: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:16:10.763628] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-12-01T20:16:10.960954] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:10.961101] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_rsi (score: 80.00%)
[2025-12-01T20:16:10.961978] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 96/1230 | Remaining: 1134 | Rate: 85.4/min
[2025-12-01T20:16:10.962033] [INFO ] [CONFIGURE ] ABVC: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:16:10.962066] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_tick_distribution']
[2025-12-01T20:16:11.004377] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:11.033139] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:11.050145] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:16:11.206588] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:11.246270] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:11.343211] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:11.432078] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:11.456720] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:11.488181] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:11.666224] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:11.713158] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:11.731964] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:16:11.825609] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:11.964095] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:11.986716] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:11.987944] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:12.204714] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:12.215112] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:12.240088] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:12.307391] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:16:12.463559] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:16:12.494753] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:16:12.583917] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:12.623776] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:12.717068] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:16:12.734332] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:16:12.944074] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:12.944203] [INFO ] [CONFIGURE ] AAP: DISCARDED add_rsi (score: 80.00%)
[2025-12-01T20:16:12.945061] [INFO ] [CONFIGURE ] JOB ETA: 13.5m | Tests: 97/1230 | Remaining: 1133 | Rate: 83.8/min
[2025-12-01T20:16:12.945121] [INFO ] [CONFIGURE ] AAP: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:16:12.945152] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-12-01T20:16:12.964042] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:12.969152] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:12.975391] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:13.199369] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:13.218148] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:16:13.218293] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_tick_distribution (score: 60.00%)
[2025-12-01T20:16:13.219114] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 98/1230 | Remaining: 1132 | Rate: 84.4/min
[2025-12-01T20:16:13.219165] [INFO ] [CONFIGURE ] ADBE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:16:13.219196] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-12-01T20:16:13.221348] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:13.347447] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:13.452510] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:16:13.463066] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:13.474879] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:13.475043] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-12-01T20:16:13.475880] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 99/1230 | Remaining: 1131 | Rate: 84.9/min
[2025-12-01T20:16:13.475934] [INFO ] [CONFIGURE ] ABVC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:16:13.475968] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-12-01T20:16:13.706745] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:13.710176] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:13.727956] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:13.728100] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_realized_volatility (score: 60.00%)
[2025-12-01T20:16:13.728944] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 100/1230 | Remaining: 1130 | Rate: 85.5/min
[2025-12-01T20:16:13.728995] [INFO ] [CONFIGURE ] ABCL: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:16:13.729027] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-12-01T20:16:13.731925] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:13.957395] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:13.963566] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:13.985902] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:14.012117] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:14.207858] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:16:14.228075] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:14.242117] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:14.302162] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:14.465520] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:14.489270] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:14.491544] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:14.591005] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:16:14.720490] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:14.745435] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:14.751562] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:14.878132] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:14.973231] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:16:14.995008] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:16:15.012047] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:16:15.164614] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:15.226208] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:16:15.248600] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:16:15.274170] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:15.453527] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:15.482968] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:15.504806] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:15.541616] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:15.541764] [INFO ] [CONFIGURE ] AAP: DISCARDED add_tick_distribution (score: 80.00%)
[2025-12-01T20:16:15.542553] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 101/1230 | Remaining: 1129 | Rate: 84.1/min
[2025-12-01T20:16:15.542618] [INFO ] [CONFIGURE ] AAP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:16:15.542652] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-12-01T20:16:15.738044] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:16:15.738187] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-12-01T20:16:15.739077] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 102/1230 | Remaining: 1128 | Rate: 84.7/min
[2025-12-01T20:16:15.739132] [INFO ] [CONFIGURE ] ADBE: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:16:15.739166] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-12-01T20:16:15.744614] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:15.760987] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:15.811025] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:16.011653] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:16.017202] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:16.017340] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-12-01T20:16:16.018164] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 103/1230 | Remaining: 1127 | Rate: 85.2/min
[2025-12-01T20:16:16.018215] [INFO ] [CONFIGURE ] ABVC: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:16:16.018247] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_volume_price_divergence']
[2025-12-01T20:16:16.036531] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:16.083720] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:16:16.280406] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:16.286134] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:16.328555] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:16.351459] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:16.551109] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:16.554619] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:16.617979] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:16.618111] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_recent_range_context (score: 70.00%)
[2025-12-01T20:16:16.618935] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 104/1230 | Remaining: 1126 | Rate: 85.4/min
[2025-12-01T20:16:16.618987] [INFO ] [CONFIGURE ] ABCL: Testing feature 24/29: add_rsi
[2025-12-01T20:16:16.619021] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-12-01T20:16:16.643814] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:16.809686] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:16:16.823638] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:16.940123] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:16.943082] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:17.067384] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:17.091412] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:17.205717] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:17.273306] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:17.328092] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:17.368002] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:17.474684] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:17.603479] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:16:17.606282] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:16:17.652025] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:16:17.746300] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:16:17.869153] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:16:17.932500] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:16:17.935352] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:18.027623] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:18.131141] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:18.222774] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:18.267124] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:18.297807] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:18.297937] [INFO ] [CONFIGURE ] AAP: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-12-01T20:16:18.298806] [INFO ] [CONFIGURE ] JOB ETA: 13.4m | Tests: 105/1230 | Remaining: 1125 | Rate: 84.2/min
[2025-12-01T20:16:18.298858] [INFO ] [CONFIGURE ] AAP: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:16:18.298891] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-12-01T20:16:18.400224] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:16:18.400382] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-12-01T20:16:18.401212] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 106/1230 | Remaining: 1124 | Rate: 84.9/min
[2025-12-01T20:16:18.401265] [INFO ] [CONFIGURE ] ADBE: Testing feature 28/29: add_volume_profile
[2025-12-01T20:16:18.401298] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-12-01T20:16:18.503192] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:18.578861] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:18.596758] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:18.654249] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:18.805301] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:18.805463] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-12-01T20:16:18.806279] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 107/1230 | Remaining: 1123 | Rate: 85.3/min
[2025-12-01T20:16:18.806349] [INFO ] [CONFIGURE ] ABVC: Testing feature 28/29: add_volume_profile
[2025-12-01T20:16:18.806383] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_volume_profile']
[2025-12-01T20:16:18.860935] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:16:18.914050] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:18.936550] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:19.071914] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:19.140223] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:19.171328] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:19.275123] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:19.329248] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:19.414749] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:19.422876] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:19.592115] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:19.610924] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:19.677854] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:19.697317] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:19.860064] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:19.934919] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:19.949200] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:19.949328] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_rsi (score: 70.00%)
[2025-12-01T20:16:19.950157] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 108/1230 | Remaining: 1122 | Rate: 84.8/min
[2025-12-01T20:16:19.950208] [INFO ] [CONFIGURE ] ABCL: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:16:19.950241] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-12-01T20:16:20.003135] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:20.124138] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:20.187165] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:16:20.223186] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:20.294628] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:20.382290] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:16:20.436758] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:16:20.501263] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:20.573735] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:16:20.652255] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:16:20.691841] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:20.784076] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:16:20.854145] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:20.921323] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:20.949484] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:16:20.949629] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_volume_profile (score: 40.00%)
[2025-12-01T20:16:20.950412] [INFO ] [CONFIGURE ] JOB ETA: 13.3m | Tests: 109/1230 | Remaining: 1121 | Rate: 84.5/min
[2025-12-01T20:16:20.950462] [INFO ] [CONFIGURE ] ADBE: Testing feature 29/29: add_vwap
[2025-12-01T20:16:20.950494] [INFO ] [CONFIGURE ] ADBE: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-12-01T20:16:21.071530] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:21.138761] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:21.138907] [INFO ] [CONFIGURE ] AAP: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-12-01T20:16:21.139736] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 110/1230 | Remaining: 1120 | Rate: 85.0/min
[2025-12-01T20:16:21.139788] [INFO ] [CONFIGURE ] AAP: Testing feature 28/29: add_volume_profile
[2025-12-01T20:16:21.139820] [INFO ] [CONFIGURE ] AAP: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-12-01T20:16:21.186531] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:21.203037] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:21.356802] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:21.415163] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:21.451595] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:21.451743] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_volume_profile (score: 60.00%)
[2025-12-01T20:16:21.452604] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Tests: 111/1230 | Remaining: 1119 | Rate: 85.5/min
[2025-12-01T20:16:21.452658] [INFO ] [CONFIGURE ] ABVC: Testing feature 29/29: add_vwap
[2025-12-01T20:16:21.452692] [INFO ] [CONFIGURE ] ABVC: Testing with features: ['add_cumulative_delta', 'add_vwap']
[2025-12-01T20:16:21.459542] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:21.640557] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:21.684899] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:16:21.713876] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:21.725385] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:21.924467] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:21.956419] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:21.967426] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:16:21.993140] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:22.209885] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:22.224732] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:22.228066] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:22.263069] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:22.483334] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:22.495680] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:22.509158] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:22.530974] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:22.742359] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:16:22.776939] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:22.777084] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_tick_distribution (score: 60.00%)
[2025-12-01T20:16:22.777925] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 112/1230 | Remaining: 1118 | Rate: 84.8/min
[2025-12-01T20:16:22.777978] [INFO ] [CONFIGURE ] ABCL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:16:22.778010] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-12-01T20:16:22.791660] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:22.791977] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:23.001544] [DEBUG] [FORECASTER] ADBE: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:16:23.053765] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:16:23.060898] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:23.078975] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:23.266141] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:23.319894] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:16:23.333718] [DEBUG] [FORECASTER] AAP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:16:23.397485] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:23.523696] [DEBUG] [FORECASTER] ADBE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:16:23.523828] [INFO ] [CONFIGURE ] ADBE: DISCARDED add_vwap (score: 40.00%)
[2025-12-01T20:16:23.524636] [INFO ] [CONFIGURE ] JOB ETA: 13.2m | Tests: 113/1230 | Remaining: 1117 | Rate: 84.7/min
[2025-12-01T20:16:23.524690] [INFO ] [CONFIGURE ] ADBE: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:16:23.524720] [INFO ] [CONFIGURE ] ADBE: Best accuracy: 80.00%
[2025-12-01T20:16:23.524749] [INFO ] [CONFIGURE ] ADBE: Best feature set (1 features): ['add_cumulative_delta']
[2025-12-01T20:16:23.524776] [INFO ] [CONFIGURE ] ADBE: Improvement over baseline: 60.00%
[2025-12-01T20:16:23.524801] [INFO ] [CONFIGURE ] ADBE: Total time: 1.3 minutes
[2025-12-01T20:16:23.524826] [INFO ] [CONFIGURE ] ADBE: Average time per feature: 2.7 seconds
[2025-12-01T20:16:23.524851] [INFO ] [CONFIGURE ] ADBE: Average speed: 0.37 features/sec
[2025-12-01T20:16:23.525092] [INFO ] [LOCAL     ] Saved configuration for ADBE: 1 features, 80.00% accuracy -> ./output/feature-sets/ADBE.json
[2025-12-01T20:16:23.525131] [INFO ] [CONFIGURE ] ADBE: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-12-01T20:16:23.525996] [INFO ] [sig       ] [1/41] ADBE OK in 1m 20s. ETA: 53m 21s. Rate: 0.7 sym/min
[2025-12-01T20:16:23.528984] [INFO ] [CONFIGURE ] ADEA: Configurate test run.
[2025-12-01T20:16:23.529045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-01T20:16:23.578058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-01T20:16:23.578625] [INFO ] [CONFIGURE ] ADEA: Testing with 29 available features
[2025-12-01T20:16:23.578676] [INFO ] [CONFIGURE ] ADEA: Establishing baseline with no features...
[2025-12-01T20:16:23.585935] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:23.606949] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:23.706166] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:16:23.751329] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:23.851562] [DEBUG] [FORECASTER] ABVC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:23.884229] [DEBUG] [FORECASTER] AAP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:23.884356] [INFO ] [CONFIGURE ] AAP: DISCARDED add_volume_profile (score: 60.00%)
[2025-12-01T20:16:23.885161] [INFO ] [CONFIGURE ] JOB ETA: 13.1m | Tests: 114/1230 | Remaining: 1116 | Rate: 85.1/min
[2025-12-01T20:16:23.885216] [INFO ] [CONFIGURE ] AAP: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:16:23.885246] [INFO ] [CONFIGURE ] AAP: Best accuracy: 90.00%
[2025-12-01T20:16:23.885275] [INFO ] [CONFIGURE ] AAP: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:16:23.885302] [INFO ] [CONFIGURE ] AAP: Improvement over baseline: 10.00%
[2025-12-01T20:16:23.885327] [INFO ] [CONFIGURE ] AAP: Total time: 1.3 minutes
[2025-12-01T20:16:23.885352] [INFO ] [CONFIGURE ] AAP: Average time per feature: 2.8 seconds
[2025-12-01T20:16:23.885378] [INFO ] [CONFIGURE ] AAP: Average speed: 0.37 features/sec
[2025-12-01T20:16:23.885629] [INFO ] [LOCAL     ] Saved configuration for AAP: 2 features, 90.00% accuracy -> ./output/feature-sets/AAP.json
[2025-12-01T20:16:23.885669] [INFO ] [CONFIGURE ] AAP: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-12-01T20:16:23.886627] [INFO ] [sig       ] [2/41] AAP OK in 1m 20s. ETA: 26m 7s. Rate: 1.5 sym/min
[2025-12-01T20:16:23.889985] [INFO ] [CONFIGURE ] AGI: Configurate test run.
[2025-12-01T20:16:23.890046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-01T20:16:23.902037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-01T20:16:23.902351] [INFO ] [CONFIGURE ] AGI: Testing with 29 available features
[2025-12-01T20:16:23.902397] [INFO ] [CONFIGURE ] AGI: Establishing baseline with no features...
[2025-12-01T20:16:23.925377] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:23.999360] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:24.077490] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:24.099708] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:24.118027] [DEBUG] [FORECASTER] ABVC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:24.118162] [INFO ] [CONFIGURE ] ABVC: DISCARDED add_vwap (score: 60.00%)
[2025-12-01T20:16:24.118986] [INFO ] [CONFIGURE ] JOB ETA: 13.0m | Tests: 115/1230 | Remaining: 1115 | Rate: 85.6/min
[2025-12-01T20:16:24.119040] [INFO ] [CONFIGURE ] ABVC: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:16:24.119070] [INFO ] [CONFIGURE ] ABVC: Best accuracy: 80.00%
[2025-12-01T20:16:24.119099] [INFO ] [CONFIGURE ] ABVC: Best feature set (1 features): ['add_cumulative_delta']
[2025-12-01T20:16:24.119124] [INFO ] [CONFIGURE ] ABVC: Improvement over baseline: 20.00%
[2025-12-01T20:16:24.119147] [INFO ] [CONFIGURE ] ABVC: Total time: 1.3 minutes
[2025-12-01T20:16:24.119171] [INFO ] [CONFIGURE ] ABVC: Average time per feature: 2.7 seconds
[2025-12-01T20:16:24.119195] [INFO ] [CONFIGURE ] ABVC: Average speed: 0.37 features/sec
[2025-12-01T20:16:24.119421] [INFO ] [LOCAL     ] Saved configuration for ABVC: 1 features, 80.00% accuracy -> ./output/feature-sets/ABVC.json
[2025-12-01T20:16:24.119460] [INFO ] [CONFIGURE ] ABVC: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-12-01T20:16:24.120249] [INFO ] [sig       ] [3/41] ABVC OK in 1m 21s. ETA: 17m 1s. Rate: 2.2 sym/min
[2025-12-01T20:16:24.123146] [INFO ] [CONFIGURE ] AGNC: Configurate test run.
[2025-12-01T20:16:24.123204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-01T20:16:24.135457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-01T20:16:24.135878] [INFO ] [CONFIGURE ] AGNC: Testing with 29 available features
[2025-12-01T20:16:24.135926] [INFO ] [CONFIGURE ] AGNC: Establishing baseline with no features...
[2025-12-01T20:16:24.254453] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:24.275455] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:24.298006] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:24.313467] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:24.430109] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:16:24.449633] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:24.488191] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:24.588797] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:24.606701] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:24.626394] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:24.664303] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:24.784363] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:24.800947] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:24.843985] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:16:24.884216] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:24.964167] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:24.985851] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:25.025493] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:16:25.139004] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:25.162032] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:25.177897] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:25.204555] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:25.317112] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:25.339787] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:16:25.339909] [INFO ] [CONFIGURE ] ADEA: Baseline score (no features): 60.00%
[2025-12-01T20:16:25.340308] [INFO ] [CONFIGURE ] ADEA: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:16:25.340355] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:16:25.384769] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:25.474198] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:25.496018] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:25.551630] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:25.574687] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:16:25.673885] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:25.674007] [INFO ] [CONFIGURE ] AGI: Baseline score (no features): 30.00%
[2025-12-01T20:16:25.674429] [INFO ] [CONFIGURE ] AGI: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:16:25.674478] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:16:25.759264] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:25.761100] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:25.766799] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:25.766938] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-12-01T20:16:25.767815] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Tests: 118/1230 | Remaining: 1112 | Rate: 86.1/min
[2025-12-01T20:16:25.767868] [INFO ] [CONFIGURE ] ABCL: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:16:25.767900] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_price_divergence']
[2025-12-01T20:16:25.892473] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:25.945494] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:25.945637] [INFO ] [CONFIGURE ] AGNC: Baseline score (no features): 20.00%
[2025-12-01T20:16:25.946037] [INFO ] [CONFIGURE ] AGNC: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:16:25.946084] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:16:25.973776] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:26.081735] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:26.109840] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:26.171050] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:26.184566] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:26.327546] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:16:26.383634] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:26.392741] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:26.394569] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:26.543431] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:26.609327] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:26.615864] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:26.685850] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:16:26.763222] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:26.825434] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:26.847416] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:16:26.983840] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:26.987154] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:27.041041] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:16:27.082352] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:16:27.202058] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:27.254783] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:27.286028] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:27.313220] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:27.420687] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:27.470518] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:27.470674] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-12-01T20:16:27.471463] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Tests: 120/1230 | Remaining: 1110 | Rate: 85.8/min
[2025-12-01T20:16:27.471512] [INFO ] [CONFIGURE ] ADEA: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:16:27.471543] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:16:27.542242] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:27.585679] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:27.638799] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:27.697396] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:27.795079] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:16:27.859348] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:27.859479] [INFO ] [CONFIGURE ] AGI: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-12-01T20:16:27.860281] [INFO ] [CONFIGURE ] JOB ETA: 12.9m | Tests: 121/1230 | Remaining: 1109 | Rate: 86.1/min
[2025-12-01T20:16:27.860330] [INFO ] [CONFIGURE ] AGI: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:16:27.860361] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:16:27.891784] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:27.922819] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:28.046684] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:28.101231] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:28.148659] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:28.194715] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:28.273878] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:28.274011] [INFO ] [CONFIGURE ] AGNC: KEPT add_bollinger_bands (score: 40.00%)
[2025-12-01T20:16:28.274818] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 122/1230 | Remaining: 1108 | Rate: 86.4/min
[2025-12-01T20:16:28.274868] [INFO ] [CONFIGURE ] AGNC: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:16:28.274900] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:16:28.329719] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:28.374141] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:28.505165] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:28.545603] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:28.564212] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:16:28.601763] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:28.803790] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:28.810022] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:28.810158] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-12-01T20:16:28.810604] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:28.810938] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 123/1230 | Remaining: 1107 | Rate: 86.5/min
[2025-12-01T20:16:28.810989] [INFO ] [CONFIGURE ] ABCL: Testing feature 28/29: add_volume_profile
[2025-12-01T20:16:28.811022] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_profile']
[2025-12-01T20:16:28.829073] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:29.042998] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:29.057622] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:29.077487] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:29.100665] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:29.276199] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:29.291559] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:16:29.354044] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:16:29.391381] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:29.504705] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:29.524416] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:29.623826] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:16:29.682303] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:16:29.730859] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:29.757848] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:29.757974] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-12-01T20:16:29.758731] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 124/1230 | Remaining: 1106 | Rate: 86.3/min
[2025-12-01T20:16:29.758781] [INFO ] [CONFIGURE ] ADEA: Testing feature 3/29: add_daily_returns
[2025-12-01T20:16:29.758813] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_daily_returns']
[2025-12-01T20:16:29.905759] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:29.945312] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:29.959566] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:29.974611] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:30.133658] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:30.189140] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:30.189266] [INFO ] [CONFIGURE ] AGI: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-12-01T20:16:30.190051] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 125/1230 | Remaining: 1105 | Rate: 86.5/min
[2025-12-01T20:16:30.190101] [INFO ] [CONFIGURE ] AGI: Testing feature 3/29: add_daily_returns
[2025-12-01T20:16:30.190132] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_daily_returns']
[2025-12-01T20:16:30.192992] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:30.267602] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:30.321791] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:30.377767] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:30.472122] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:16:30.509915] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:30.559696] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:30.565186] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:30.702244] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:30.752883] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:30.758411] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:16:30.853402] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:30.899014] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:30.952003] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:31.032380] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:31.032514] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-12-01T20:16:31.033339] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 126/1230 | Remaining: 1104 | Rate: 86.4/min
[2025-12-01T20:16:31.033390] [INFO ] [CONFIGURE ] AGNC: Testing feature 3/29: add_daily_returns
[2025-12-01T20:16:31.033422] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-12-01T20:16:31.093834] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:31.148613] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:31.149803] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:31.269205] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:31.286435] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:16:31.340631] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:31.448831] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:31.478601] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:31.508679] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:31.535051] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:31.671039] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:31.671165] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_daily_returns (score: 40.00%)
[2025-12-01T20:16:31.671974] [INFO ] [CONFIGURE ] JOB ETA: 12.8m | Tests: 127/1230 | Remaining: 1103 | Rate: 86.4/min
[2025-12-01T20:16:31.672024] [INFO ] [CONFIGURE ] ADEA: Testing feature 4/29: add_ema
[2025-12-01T20:16:31.672072] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema']
[2025-12-01T20:16:31.730155] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:31.743802] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:31.743931] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_volume_profile (score: 60.00%)
[2025-12-01T20:16:31.744743] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 128/1230 | Remaining: 1102 | Rate: 87.0/min
[2025-12-01T20:16:31.744793] [INFO ] [CONFIGURE ] ABCL: Testing feature 29/29: add_vwap
[2025-12-01T20:16:31.744825] [INFO ] [CONFIGURE ] ABCL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap']
[2025-12-01T20:16:31.748018] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:31.897636] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:31.926397] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:31.993306] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:32.040780] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:32.121395] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:32.121518] [INFO ] [CONFIGURE ] AGI: DISCARDED add_daily_returns (score: 30.00%)
[2025-12-01T20:16:32.122334] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 129/1230 | Remaining: 1101 | Rate: 87.3/min
[2025-12-01T20:16:32.122385] [INFO ] [CONFIGURE ] AGI: Testing feature 4/29: add_ema
[2025-12-01T20:16:32.122415] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema']
[2025-12-01T20:16:32.126343] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:32.236735] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:16:32.335853] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:32.352091] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:32.355545] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:32.483562] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:32.582000] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:32.587165] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:32.633553] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:16:32.733796] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:32.813188] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:16:32.819129] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:32.931997] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:32.983377] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:16:33.048540] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:33.051474] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:33.233094] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:33.235422] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:33.283356] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:33.285334] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:33.480220] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:33.480364] [INFO ] [CONFIGURE ] AGNC: KEPT add_daily_returns (score: 50.00%)
[2025-12-01T20:16:33.481188] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 130/1230 | Remaining: 1100 | Rate: 86.7/min
[2025-12-01T20:16:33.481243] [INFO ] [CONFIGURE ] AGNC: Testing feature 4/29: add_ema
[2025-12-01T20:16:33.481278] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-12-01T20:16:33.514770] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:33.515378] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:33.531881] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:33.745765] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:16:33.750149] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:33.780192] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:33.831412] [DEBUG] [FORECASTER] ABCL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:33.978001] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:33.978140] [INFO ] [CONFIGURE ] ADEA: KEPT add_ema (score: 70.00%)
[2025-12-01T20:16:33.978971] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 131/1230 | Remaining: 1099 | Rate: 86.9/min
[2025-12-01T20:16:33.979022] [INFO ] [CONFIGURE ] ADEA: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:16:33.979053] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:16:33.986466] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:34.074527] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:34.130777] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:34.223818] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:34.261832] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:34.381262] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:34.434262] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:34.461290] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:34.461450] [INFO ] [CONFIGURE ] AGI: KEPT add_ema (score: 40.00%)
[2025-12-01T20:16:34.462267] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 132/1230 | Remaining: 1098 | Rate: 87.1/min
[2025-12-01T20:16:34.462321] [INFO ] [CONFIGURE ] AGI: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:16:34.462353] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:16:34.561936] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:34.704114] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:16:34.781004] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:34.789905] [DEBUG] [FORECASTER] ABCL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:34.790071] [INFO ] [CONFIGURE ] ABCL: DISCARDED add_vwap (score: 50.00%)
[2025-12-01T20:16:34.790949] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 133/1230 | Remaining: 1097 | Rate: 87.4/min
[2025-12-01T20:16:34.791011] [INFO ] [CONFIGURE ] ABCL: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:16:34.791059] [INFO ] [CONFIGURE ] ABCL: Best accuracy: 70.00%
[2025-12-01T20:16:34.791091] [INFO ] [CONFIGURE ] ABCL: Best feature set (2 features): ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:16:34.791117] [INFO ] [CONFIGURE ] ABCL: Improvement over baseline: 20.00%
[2025-12-01T20:16:34.791143] [INFO ] [CONFIGURE ] ABCL: Total time: 1.5 minutes
[2025-12-01T20:16:34.791168] [INFO ] [CONFIGURE ] ABCL: Average time per feature: 3.1 seconds
[2025-12-01T20:16:34.791194] [INFO ] [CONFIGURE ] ABCL: Average speed: 0.32 features/sec
[2025-12-01T20:16:34.791439] [INFO ] [LOCAL     ] Saved configuration for ABCL: 2 features, 70.00% accuracy -> ./output/feature-sets/ABCL.json
[2025-12-01T20:16:34.791482] [INFO ] [CONFIGURE ] ABCL: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-12-01T20:16:34.792171] [INFO ] [sig       ] [4/41] ABCL OK in 1m 31s. ETA: 14m 4s. Rate: 2.6 sym/min
[2025-12-01T20:16:34.793326] [INFO ] [CONFIGURE ] ALG: Configurate test run.
[2025-12-01T20:16:34.793400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-01T20:16:34.805694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-01T20:16:34.806208] [INFO ] [CONFIGURE ] ALG: Testing with 29 available features
[2025-12-01T20:16:34.806257] [INFO ] [CONFIGURE ] ALG: Establishing baseline with no features...
[2025-12-01T20:16:34.972777] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:34.992619] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:16:35.061119] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:16:35.131466] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:35.177157] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:16:35.314791] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:35.404970] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:35.416132] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:35.508590] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:16:35.653347] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:35.657855] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:16:35.742512] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:35.837146] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:35.861881] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:16:35.971522] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:36.045017] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:16:36.066043] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:16:36.153236] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:36.221673] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:36.275328] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:36.368457] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:36.397054] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:16:36.444942] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:36.576564] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:36.578171] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:36.685780] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:36.685927] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_ema (score: 30.00%)
[2025-12-01T20:16:36.686725] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 134/1230 | Remaining: 1096 | Rate: 86.3/min
[2025-12-01T20:16:36.686777] [INFO ] [CONFIGURE ] AGNC: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:16:36.686812] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:16:36.738142] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:36.754277] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:16:36.754410] [INFO ] [CONFIGURE ] ALG: Baseline score (no features): 30.00%
[2025-12-01T20:16:36.754859] [INFO ] [CONFIGURE ] ALG: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:16:36.754909] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:16:36.879331] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:36.975082] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:16:36.986247] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:37.029414] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:37.180891] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:37.181040] [INFO ] [CONFIGURE ] ADEA: KEPT add_exhaustion_signals (score: 80.00%)
[2025-12-01T20:16:37.181874] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 136/1230 | Remaining: 1094 | Rate: 87.1/min
[2025-12-01T20:16:37.181939] [INFO ] [CONFIGURE ] ADEA: Testing feature 6/29: add_failed_moves
[2025-12-01T20:16:37.181984] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-12-01T20:16:37.210011] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:16:37.282995] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:37.318327] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:37.442967] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:37.477746] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:37.585488] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:37.612802] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:37.612946] [INFO ] [CONFIGURE ] AGI: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-12-01T20:16:37.613752] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 137/1230 | Remaining: 1093 | Rate: 87.4/min
[2025-12-01T20:16:37.613802] [INFO ] [CONFIGURE ] AGI: Testing feature 6/29: add_failed_moves
[2025-12-01T20:16:37.613834] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_failed_moves']
[2025-12-01T20:16:37.682005] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:37.771929] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:37.850970] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:37.890217] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:16:37.904897] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:16:38.067385] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:38.087107] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:38.123865] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:16:38.184424] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:16:38.327226] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:16:38.345782] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:38.363035] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:38.480875] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:38.566685] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:38.573107] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:16:38.658151] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:38.782946] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:38.803791] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:38.806843] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:38.956126] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:39.033792] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:16:39.033951] [INFO ] [CONFIGURE ] ALG: KEPT add_bollinger_bands (score: 50.00%)
[2025-12-01T20:16:39.034880] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 138/1230 | Remaining: 1092 | Rate: 86.7/min
[2025-12-01T20:16:39.034936] [INFO ] [CONFIGURE ] ALG: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:16:39.034972] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:16:39.047975] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:39.083171] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:16:39.255064] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:39.289967] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:39.308407] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:16:39.385365] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:39.531644] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:39.562616] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:39.592770] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:16:39.683855] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:39.684002] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-12-01T20:16:39.684805] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 139/1230 | Remaining: 1091 | Rate: 86.7/min
[2025-12-01T20:16:39.684855] [INFO ] [CONFIGURE ] AGNC: Testing feature 6/29: add_failed_moves
[2025-12-01T20:16:39.684888] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-12-01T20:16:39.776523] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:39.872902] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:16:39.881882] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:39.930201] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:40.025024] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:40.025151] [INFO ] [CONFIGURE ] AGI: DISCARDED add_failed_moves (score: 40.00%)
[2025-12-01T20:16:40.025958] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 140/1230 | Remaining: 1090 | Rate: 87.0/min
[2025-12-01T20:16:40.026010] [INFO ] [CONFIGURE ] AGI: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:16:40.026043] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_lag_shelf']
[2025-12-01T20:16:40.172667] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:40.177504] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:40.185217] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:40.185371] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_failed_moves (score: 60.00%)
[2025-12-01T20:16:40.186419] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 141/1230 | Remaining: 1089 | Rate: 87.5/min
[2025-12-01T20:16:40.186476] [INFO ] [CONFIGURE ] ADEA: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:16:40.186510] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-12-01T20:16:40.251807] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:40.415284] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:40.463460] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:16:40.477304] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:40.490696] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:40.658897] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:40.704809] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:16:40.748423] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:16:40.795958] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:40.903377] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:16:40.937834] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:41.021989] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:41.101231] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:41.147776] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:41.170400] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:41.294544] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:16:41.396608] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:41.405781] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:41.407131] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:41.568867] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:41.638785] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:41.658148] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:16:41.716824] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:41.844880] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:41.845019] [INFO ] [CONFIGURE ] ALG: KEPT add_cumulative_delta (score: 70.00%)
[2025-12-01T20:16:41.845846] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 142/1230 | Remaining: 1088 | Rate: 86.6/min
[2025-12-01T20:16:41.845898] [INFO ] [CONFIGURE ] ALG: Testing feature 3/29: add_daily_returns
[2025-12-01T20:16:41.845934] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-12-01T20:16:41.875552] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:41.924865] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:42.013767] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:42.115652] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:42.129173] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:16:42.193253] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:42.193390] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_failed_moves (score: 50.00%)
[2025-12-01T20:16:42.194308] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 143/1230 | Remaining: 1087 | Rate: 86.9/min
[2025-12-01T20:16:42.194365] [INFO ] [CONFIGURE ] AGNC: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:16:42.194400] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-12-01T20:16:42.308413] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:42.349990] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:42.350119] [INFO ] [CONFIGURE ] AGI: DISCARDED add_lag_shelf (score: 40.00%)
[2025-12-01T20:16:42.350931] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 144/1230 | Remaining: 1086 | Rate: 87.4/min
[2025-12-01T20:16:42.350982] [INFO ] [CONFIGURE ] AGI: Testing feature 8/29: add_macd
[2025-12-01T20:16:42.351014] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_vwap', 'add_macd']
[2025-12-01T20:16:42.414130] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:16:42.445683] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:42.604080] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:42.692021] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:42.701779] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:42.701817] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:42.906468] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:42.964390] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:42.993495] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:43.037604] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:43.211977] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:43.219364] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:43.219520] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_lag_shelf (score: 70.00%)
[2025-12-01T20:16:43.220401] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 145/1230 | Remaining: 1085 | Rate: 87.3/min
[2025-12-01T20:16:43.220456] [INFO ] [CONFIGURE ] ADEA: Testing feature 8/29: add_macd
[2025-12-01T20:16:43.220490] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-12-01T20:16:43.277175] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:16:43.376364] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:16:43.452738] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:16:43.563624] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:16:43.606323] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:43.697626] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:43.716445] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:43.860557] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:43.958507] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:44.011601] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:44.058648] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:44.159386] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:16:44.219615] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:16:44.403537] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:44.405068] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:44.459464] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:44.477800] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:44.736958] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:44.737093] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_lag_shelf (score: 40.00%)
[2025-12-01T20:16:44.737945] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 146/1230 | Remaining: 1084 | Rate: 86.5/min
[2025-12-01T20:16:44.738007] [INFO ] [CONFIGURE ] AGNC: Testing feature 8/29: add_macd
[2025-12-01T20:16:44.738044] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-12-01T20:16:44.748402] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:44.754238] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:44.754374] [INFO ] [CONFIGURE ] ALG: KEPT add_daily_returns (score: 80.00%)
[2025-12-01T20:16:44.755280] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 147/1230 | Remaining: 1083 | Rate: 87.1/min
[2025-12-01T20:16:44.755334] [INFO ] [CONFIGURE ] ALG: Testing feature 4/29: add_ema
[2025-12-01T20:16:44.755368] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-12-01T20:16:44.793041] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:45.090174] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:45.095875] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:45.097883] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:16:45.168236] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:45.440692] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:45.442788] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:45.445165] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:16:45.543243] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:45.787240] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:45.787388] [INFO ] [CONFIGURE ] AGI: DISCARDED add_macd (score: 40.00%)
[2025-12-01T20:16:45.788161] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 148/1230 | Remaining: 1082 | Rate: 86.8/min
[2025-12-01T20:16:45.788212] [INFO ] [CONFIGURE ] AGI: Testing feature 9/29: add_mfi
[2025-12-01T20:16:45.788244] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_mfi']
[2025-12-01T20:16:45.800216] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:45.802162] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:45.923294] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:46.033066] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:46.149528] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:46.170835] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:16:46.276678] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:46.301343] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:46.489284] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:16:46.520741] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:16:46.560380] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:16:46.691155] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:16:46.765427] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:46.825620] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:16:46.932383] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:47.011851] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:47.063556] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:16:47.063727] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_macd (score: 40.00%)
[2025-12-01T20:16:47.064614] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 149/1230 | Remaining: 1081 | Rate: 86.3/min
[2025-12-01T20:16:47.064671] [INFO ] [CONFIGURE ] ADEA: Testing feature 9/29: add_mfi
[2025-12-01T20:16:47.064704] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-12-01T20:16:47.164012] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:47.259747] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:47.310775] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:47.370887] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:47.501407] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:16:47.510557] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:47.678476] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:47.686466] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:16:47.762329] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:47.843840] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:47.977387] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:48.012367] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:48.070269] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:16:48.187537] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:48.187700] [INFO ] [CONFIGURE ] ALG: KEPT add_ema (score: 90.00%)
[2025-12-01T20:16:48.188541] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 150/1230 | Remaining: 1080 | Rate: 86.0/min
[2025-12-01T20:16:48.188607] [INFO ] [CONFIGURE ] ALG: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:16:48.188643] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:16:48.261990] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:48.262144] [INFO ] [CONFIGURE ] AGI: DISCARDED add_mfi (score: 40.00%)
[2025-12-01T20:16:48.262972] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 151/1230 | Remaining: 1079 | Rate: 86.5/min
[2025-12-01T20:16:48.263024] [INFO ] [CONFIGURE ] AGI: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:16:48.263060] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:16:48.278540] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:48.466745] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:48.466907] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_macd (score: 40.00%)
[2025-12-01T20:16:48.467805] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 152/1230 | Remaining: 1078 | Rate: 86.9/min
[2025-12-01T20:16:48.467862] [INFO ] [CONFIGURE ] AGNC: Testing feature 9/29: add_mfi
[2025-12-01T20:16:48.467895] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-12-01T20:16:48.579007] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:48.582684] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:16:48.582943] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:48.740282] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:48.880120] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:48.905646] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:48.975277] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:16:49.007623] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:49.180155] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:49.229551] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:16:49.272536] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:49.366326] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:49.480268] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:49.539960] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:16:49.552724] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:49.759430] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:49.784002] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:49.805175] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:16:49.876686] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:50.076874] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:50.088504] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:50.088673] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_mfi (score: 60.00%)
[2025-12-01T20:16:50.089397] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 153/1230 | Remaining: 1077 | Rate: 86.1/min
[2025-12-01T20:16:50.089451] [INFO ] [CONFIGURE ] ADEA: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:16:50.089483] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:16:50.154803] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:16:50.200839] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:50.347981] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:50.466900] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:50.527056] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:50.551986] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:16:50.620099] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:16:50.847508] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:50.857992] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:50.898203] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:50.955286] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:51.168955] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:51.169117] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_mfi (score: 40.00%)
[2025-12-01T20:16:51.170126] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 154/1230 | Remaining: 1076 | Rate: 85.8/min
[2025-12-01T20:16:51.170187] [INFO ] [CONFIGURE ] AGNC: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:16:51.170226] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:16:51.186365] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:51.230088] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:51.359022] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:16:51.512665] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:51.519265] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:51.519421] [INFO ] [CONFIGURE ] AGI: KEPT add_momentum_acceleration (score: 60.00%)
[2025-12-01T20:16:51.520257] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 155/1230 | Remaining: 1075 | Rate: 86.1/min
[2025-12-01T20:16:51.520309] [INFO ] [CONFIGURE ] AGI: Testing feature 11/29: add_obv_daily
[2025-12-01T20:16:51.520342] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-12-01T20:16:51.603737] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:51.761462] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:51.852923] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:51.878336] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:51.982150] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:52.171868] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:52.172015] [INFO ] [CONFIGURE ] ALG: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-12-01T20:16:52.172874] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 156/1230 | Remaining: 1074 | Rate: 86.1/min
[2025-12-01T20:16:52.172928] [INFO ] [CONFIGURE ] ALG: Testing feature 6/29: add_failed_moves
[2025-12-01T20:16:52.172962] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_failed_moves']
[2025-12-01T20:16:52.192307] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:52.238905] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:52.354862] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:52.518705] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:16:52.537321] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:52.599524] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:16:52.744454] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:52.865514] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:16:52.882501] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:16:52.964162] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:53.123984] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:53.212923] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:53.235181] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:53.329709] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:16:53.516660] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:53.566345] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:53.587181] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:53.706476] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:53.916217] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:53.916380] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-12-01T20:16:53.917226] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 157/1230 | Remaining: 1073 | Rate: 85.3/min
[2025-12-01T20:16:53.917279] [INFO ] [CONFIGURE ] ADEA: Testing feature 11/29: add_obv_daily
[2025-12-01T20:16:53.917311] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-12-01T20:16:53.920388] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:16:53.930600] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:16:54.079037] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:54.241770] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:54.276108] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:16:54.282043] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:54.450206] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:54.567679] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:54.627750] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:54.627894] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-12-01T20:16:54.628755] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 158/1230 | Remaining: 1072 | Rate: 85.3/min
[2025-12-01T20:16:54.628809] [INFO ] [CONFIGURE ] AGNC: Testing feature 11/29: add_obv_daily
[2025-12-01T20:16:54.628842] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-12-01T20:16:54.632107] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:54.819484] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:54.896770] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:54.897857] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:54.980466] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:16:55.172661] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:55.189857] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:55.190008] [INFO ] [CONFIGURE ] AGI: DISCARDED add_obv_daily (score: 50.00%)
[2025-12-01T20:16:55.190832] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 159/1230 | Remaining: 1071 | Rate: 85.4/min
[2025-12-01T20:16:55.190884] [INFO ] [CONFIGURE ] AGI: Testing feature 12/29: add_obv_interval
[2025-12-01T20:16:55.190915] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-12-01T20:16:55.210406] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:55.334270] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:55.440465] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:55.529954] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:55.536314] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:55.685510] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:55.685667] [INFO ] [CONFIGURE ] ALG: DISCARDED add_failed_moves (score: 90.00%)
[2025-12-01T20:16:55.686482] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 160/1230 | Remaining: 1070 | Rate: 85.6/min
[2025-12-01T20:16:55.686537] [INFO ] [CONFIGURE ] ALG: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:16:55.686587] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_lag_shelf']
[2025-12-01T20:16:55.706869] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:16:55.846591] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:55.882092] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:55.979037] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:16:56.033397] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:16:56.168436] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:56.227408] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:16:56.249752] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:56.379029] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:16:56.485865] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:56.538237] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:56.570958] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:16:56.727395] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:16:56.803470] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:16:56.813243] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:56.910486] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:57.076146] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:57.084922] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:57.118679] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:57.118815] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_obv_daily (score: 70.00%)
[2025-12-01T20:16:57.119620] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 161/1230 | Remaining: 1069 | Rate: 85.0/min
[2025-12-01T20:16:57.119672] [INFO ] [CONFIGURE ] ADEA: Testing feature 12/29: add_obv_interval
[2025-12-01T20:16:57.119704] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-12-01T20:16:57.252562] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:57.357744] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:57.357878] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_obv_daily (score: 50.00%)
[2025-12-01T20:16:57.358730] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 162/1230 | Remaining: 1068 | Rate: 85.4/min
[2025-12-01T20:16:57.358782] [INFO ] [CONFIGURE ] AGNC: Testing feature 12/29: add_obv_interval
[2025-12-01T20:16:57.358814] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-12-01T20:16:57.417186] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:16:57.418796] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:57.594343] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:57.613677] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:16:57.716655] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:16:57.755372] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:16:57.872470] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:57.938845] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:58.008258] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:58.094720] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:58.136694] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:16:58.285313] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:58.304200] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:16:58.396835] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:16:58.437694] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:16:58.603391] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:16:58.636035] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:16:58.636187] [INFO ] [CONFIGURE ] AGI: DISCARDED add_obv_interval (score: 50.00%)
[2025-12-01T20:16:58.637008] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 163/1230 | Remaining: 1067 | Rate: 85.0/min
[2025-12-01T20:16:58.637060] [INFO ] [CONFIGURE ] AGI: Testing feature 13/29: add_opening_strength
[2025-12-01T20:16:58.637094] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:16:58.660911] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:16:58.784795] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:58.904235] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:16:58.922993] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:16:59.018329] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:16:59.129619] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:16:59.129753] [INFO ] [CONFIGURE ] ALG: DISCARDED add_lag_shelf (score: 80.00%)
[2025-12-01T20:16:59.130540] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 164/1230 | Remaining: 1066 | Rate: 85.1/min
[2025-12-01T20:16:59.130608] [INFO ] [CONFIGURE ] ALG: Testing feature 8/29: add_macd
[2025-12-01T20:16:59.130645] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_macd']
[2025-12-01T20:16:59.185705] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:16:59.200378] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:16:59.402596] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:16:59.446812] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:16:59.499616] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:16:59.583449] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:16:59.708793] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:16:59.774533] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:16:59.796149] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:16:59.971471] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:16:59.971627] [INFO ] [CONFIGURE ] AGNC: KEPT add_obv_interval (score: 80.00%)
[2025-12-01T20:16:59.972445] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 165/1230 | Remaining: 1065 | Rate: 85.0/min
[2025-12-01T20:16:59.972496] [INFO ] [CONFIGURE ] AGNC: Testing feature 13/29: add_opening_strength
[2025-12-01T20:16:59.972529] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_opening_strength']
[2025-12-01T20:17:00.041610] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:17:00.099212] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:00.099351] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_obv_interval (score: 70.00%)
[2025-12-01T20:17:00.100141] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 166/1230 | Remaining: 1064 | Rate: 85.4/min
[2025-12-01T20:17:00.100192] [INFO ] [CONFIGURE ] ADEA: Testing feature 13/29: add_opening_strength
[2025-12-01T20:17:00.100225] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:17:00.150835] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:00.287436] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:00.431186] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:00.497946] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:00.525789] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:17:00.585167] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:00.762142] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:00.890186] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:00.910674] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:01.141329] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:01.144328] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:01.255422] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:17:01.512704] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:01.555441] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:01.635180] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:17:01.755820] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:01.883962] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:01.953260] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:02.093093] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:02.232310] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:02.247026] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:17:02.276120] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:02.497933] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:02.574180] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:02.586815] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:02.703255] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:02.895033] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:02.900552] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:02.900718] [INFO ] [CONFIGURE ] AGI: DISCARDED add_opening_strength (score: 60.00%)
[2025-12-01T20:17:02.901517] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 167/1230 | Remaining: 1063 | Rate: 83.9/min
[2025-12-01T20:17:02.901568] [INFO ] [CONFIGURE ] AGI: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:17:02.901618] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-12-01T20:17:02.916153] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:03.165220] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:17:03.197404] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:03.197541] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_opening_strength (score: 50.00%)
[2025-12-01T20:17:03.198368] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 168/1230 | Remaining: 1062 | Rate: 84.2/min
[2025-12-01T20:17:03.198431] [INFO ] [CONFIGURE ] AGNC: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:17:03.198465] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-12-01T20:17:03.254926] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:17:03.273206] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:03.492387] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:03.595735] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:03.595872] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_opening_strength (score: 70.00%)
[2025-12-01T20:17:03.596737] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 169/1230 | Remaining: 1061 | Rate: 84.4/min
[2025-12-01T20:17:03.596790] [INFO ] [CONFIGURE ] ADEA: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:17:03.596823] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-12-01T20:17:03.649309] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:03.659374] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:03.795647] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:03.925246] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:04.044275] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:04.094995] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:04.146358] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:04.146558] [INFO ] [CONFIGURE ] ALG: DISCARDED add_macd (score: 80.00%)
[2025-12-01T20:17:04.147426] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 170/1230 | Remaining: 1060 | Rate: 84.6/min
[2025-12-01T20:17:04.147482] [INFO ] [CONFIGURE ] ALG: Testing feature 9/29: add_mfi
[2025-12-01T20:17:04.147519] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi']
[2025-12-01T20:17:04.250957] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:04.389453] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:04.410540] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:04.506928] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:17:04.571707] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:04.681637] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:17:04.773253] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:17:04.857324] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:17:04.906756] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:04.969526] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:05.135563] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:05.225192] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:05.226819] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:05.261144] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:05.500351] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:05.542946] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:05.553155] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:05.594127] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:05.848545] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:05.864270] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:05.874476] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:05.962229] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:06.149388] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:06.149545] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-12-01T20:17:06.150454] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 171/1230 | Remaining: 1059 | Rate: 83.7/min
[2025-12-01T20:17:06.150512] [INFO ] [CONFIGURE ] AGNC: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:17:06.150546] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-12-01T20:17:06.189173] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:06.241042] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:06.334416] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:17:06.444232] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:06.521197] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:17:06.610107] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:06.610257] [INFO ] [CONFIGURE ] AGI: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-12-01T20:17:06.611117] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 172/1230 | Remaining: 1058 | Rate: 83.8/min
[2025-12-01T20:17:06.611175] [INFO ] [CONFIGURE ] AGI: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:17:06.611209] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-12-01T20:17:06.707455] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:06.708065] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:06.846640] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:06.846788] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-12-01T20:17:06.847673] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 173/1230 | Remaining: 1057 | Rate: 84.2/min
[2025-12-01T20:17:06.847728] [INFO ] [CONFIGURE ] ADEA: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:17:06.847762] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-12-01T20:17:06.978784] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:06.989096] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:07.074305] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:17:07.141679] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:07.253081] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:07.353622] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:07.444692] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:07.462554] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:07.518614] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:17:07.731744] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:07.755478] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:07.785621] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:07.829033] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:07.829188] [INFO ] [CONFIGURE ] ALG: DISCARDED add_mfi (score: 90.00%)
[2025-12-01T20:17:07.830095] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 174/1230 | Remaining: 1056 | Rate: 84.0/min
[2025-12-01T20:17:07.830149] [INFO ] [CONFIGURE ] ALG: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:17:07.830183] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:17:08.053165] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:08.062012] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:08.097735] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:08.259414] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:17:08.324169] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:08.377360] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:17:08.475412] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:08.596227] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:08.680436] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:08.736133] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:17:08.848564] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:08.871567] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:08.871747] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-12-01T20:17:08.872547] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 175/1230 | Remaining: 1055 | Rate: 83.8/min
[2025-12-01T20:17:08.872615] [INFO ] [CONFIGURE ] AGNC: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:17:08.872651] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-12-01T20:17:08.997958] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:09.164438] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:09.171181] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:09.218760] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:09.312137] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:09.452327] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:09.590506] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:09.602451] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:09.625896] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:09.736403] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:09.938964] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:09.939112] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-12-01T20:17:09.940051] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 176/1230 | Remaining: 1054 | Rate: 83.5/min
[2025-12-01T20:17:09.940108] [INFO ] [CONFIGURE ] ADEA: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:17:09.940145] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-12-01T20:17:09.964466] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:10.022082] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:10.041104] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:10.264008] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:10.308759] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:17:10.332253] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:10.332431] [INFO ] [CONFIGURE ] AGI: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-12-01T20:17:10.333266] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 177/1230 | Remaining: 1053 | Rate: 83.7/min
[2025-12-01T20:17:10.333319] [INFO ] [CONFIGURE ] AGI: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:17:10.333353] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-12-01T20:17:10.479517] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:17:10.584656] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:10.596486] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:10.706173] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:10.886031] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:10.891562] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:10.920540] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:11.083374] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:11.176183] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:11.212084] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:11.367663] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:17:11.445067] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:11.465488] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:11.538424] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:11.756656] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:11.757116] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-12-01T20:17:11.757971] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 178/1230 | Remaining: 1052 | Rate: 83.3/min
[2025-12-01T20:17:11.758025] [INFO ] [CONFIGURE ] AGNC: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:17:11.758060] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_return_2d']
[2025-12-01T20:17:11.804437] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:11.819658] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:11.865853] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:12.048420] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:12.190334] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:12.195833] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:12.240214] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:12.240380] [INFO ] [CONFIGURE ] ALG: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-12-01T20:17:12.241201] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 179/1230 | Remaining: 1051 | Rate: 83.4/min
[2025-12-01T20:17:12.241254] [INFO ] [CONFIGURE ] ALG: Testing feature 11/29: add_obv_daily
[2025-12-01T20:17:12.241287] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_daily']
[2025-12-01T20:17:12.336726] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:12.518075] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:12.584797] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:12.615603] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:17:12.631868] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:12.856680] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:12.921003] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:12.953441] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:12.986122] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:17:13.191050] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:17:13.191634] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-12-01T20:17:13.192547] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 180/1230 | Remaining: 1050 | Rate: 83.3/min
[2025-12-01T20:17:13.192637] [INFO ] [CONFIGURE ] ADEA: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:17:13.192685] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-12-01T20:17:13.211243] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:13.316871] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:13.351412] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:13.504490] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:13.525413] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:13.680800] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:13.727987] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:13.800325] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:13.857362] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:14.052612] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:17:14.052742] [INFO ] [CONFIGURE ] AGI: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-12-01T20:17:14.053486] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 181/1230 | Remaining: 1049 | Rate: 83.2/min
[2025-12-01T20:17:14.053538] [INFO ] [CONFIGURE ] AGI: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:17:14.053588] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-12-01T20:17:14.096615] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:14.106661] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:14.189452] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:14.395751] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:14.409557] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:14.469820] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:17:14.538216] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:14.713926] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:14.714078] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-12-01T20:17:14.714951] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 182/1230 | Remaining: 1048 | Rate: 83.2/min
[2025-12-01T20:17:14.715007] [INFO ] [CONFIGURE ] AGNC: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:17:14.715042] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-12-01T20:17:14.739197] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:14.841358] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:14.867011] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:14.987491] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:15.082431] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:15.205815] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:15.219131] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:17:15.269613] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:15.431297] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:15.519612] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:15.548919] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:15.599518] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:15.776099] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:15.828634] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:15.836116] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:15.979369] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:15.979842] [INFO ] [CONFIGURE ] ALG: DISCARDED add_obv_daily (score: 60.00%)
[2025-12-01T20:17:15.980712] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 183/1230 | Remaining: 1047 | Rate: 82.9/min
[2025-12-01T20:17:15.980767] [INFO ] [CONFIGURE ] ALG: Testing feature 12/29: add_obv_interval
[2025-12-01T20:17:15.980804] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval']
[2025-12-01T20:17:16.105994] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:16.117381] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:16.155752] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:16.338606] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:17:16.382870] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:16.463070] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:16.475670] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:16.475813] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-12-01T20:17:16.476561] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 184/1230 | Remaining: 1046 | Rate: 83.0/min
[2025-12-01T20:17:16.476629] [INFO ] [CONFIGURE ] ADEA: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:17:16.476662] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-12-01T20:17:16.676795] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:16.695480] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:17:16.788680] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:16.808685] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:16.950415] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:17.051737] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:17.093477] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:17.154898] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:17.237822] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:17.390299] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:17.407800] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:17:17.502709] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:17:17.502856] [INFO ] [CONFIGURE ] AGI: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-12-01T20:17:17.503668] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 185/1230 | Remaining: 1045 | Rate: 82.8/min
[2025-12-01T20:17:17.503720] [INFO ] [CONFIGURE ] AGI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:17:17.503753] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-12-01T20:17:17.521193] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:17.521343] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-12-01T20:17:17.522300] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 186/1230 | Remaining: 1044 | Rate: 83.3/min
[2025-12-01T20:17:17.522360] [INFO ] [CONFIGURE ] AGNC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:17:17.522395] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-12-01T20:17:17.687202] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:17.787686] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:17.800907] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:17.835758] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:17.981230] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:18.086500] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:18.169127] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:17:18.185696] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:18.275806] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:18.367513] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:18.514087] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:18.556747] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:18.571708] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:18.629025] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:18.845887] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:18.868565] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:18.894381] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:17:18.917087] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:17:19.156903] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:19.177874] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:19.182365] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:19.290610] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:19.437457] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:19.490278] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:19.490434] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-12-01T20:17:19.491335] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 187/1230 | Remaining: 1043 | Rate: 82.5/min
[2025-12-01T20:17:19.491390] [INFO ] [CONFIGURE ] ADEA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:17:19.491424] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-12-01T20:17:19.521171] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:19.685058] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:19.685196] [INFO ] [CONFIGURE ] ALG: DISCARDED add_obv_interval (score: 50.00%)
[2025-12-01T20:17:19.686037] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 188/1230 | Remaining: 1042 | Rate: 82.8/min
[2025-12-01T20:17:19.686089] [INFO ] [CONFIGURE ] ALG: Testing feature 13/29: add_opening_strength
[2025-12-01T20:17:19.686122] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength']
[2025-12-01T20:17:19.719623] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:19.798328] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:19.863550] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:19.997818] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:20.088358] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:17:20.100735] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:20.197569] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:20.264477] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:20.264633] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-01T20:17:20.265428] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 189/1230 | Remaining: 1041 | Rate: 82.9/min
[2025-12-01T20:17:20.265478] [INFO ] [CONFIGURE ] AGNC: Testing feature 20/29: add_price_rejection
[2025-12-01T20:17:20.265511] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_price_rejection']
[2025-12-01T20:17:20.400614] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:20.480115] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:17:20.531088] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:20.542815] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:20.725916] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:20.825076] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:20.866232] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:17:20.866376] [INFO ] [CONFIGURE ] AGI: DISCARDED add_pbf_vs_sma_5 (score: 50.00%)
[2025-12-01T20:17:20.867216] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 190/1230 | Remaining: 1040 | Rate: 83.0/min
[2025-12-01T20:17:20.867269] [INFO ] [CONFIGURE ] AGI: Testing feature 20/29: add_price_rejection
[2025-12-01T20:17:20.867301] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-12-01T20:17:20.894672] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:21.017171] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:21.116399] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:21.216656] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:21.271960] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:21.306528] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:21.415112] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:21.570404] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:21.593559] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:21.645227] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:21.711606] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:21.885639] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:21.928096] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:22.008525] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:22.024440] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:17:22.176355] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:22.286039] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:22.304520] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:22.407999] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:22.469675] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:22.469816] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-12-01T20:17:22.470772] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 191/1230 | Remaining: 1039 | Rate: 82.5/min
[2025-12-01T20:17:22.470824] [INFO ] [CONFIGURE ] ADEA: Testing feature 20/29: add_price_rejection
[2025-12-01T20:17:22.470856] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-12-01T20:17:22.594418] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:22.646166] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:17:22.788539] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:22.806964] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:17:22.903196] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:23.021019] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:23.156351] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:23.235256] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:23.239088] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:23.239277] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_price_rejection (score: 60.00%)
[2025-12-01T20:17:23.240631] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 192/1230 | Remaining: 1038 | Rate: 82.4/min
[2025-12-01T20:17:23.240710] [INFO ] [CONFIGURE ] AGNC: Testing feature 21/29: add_range_position
[2025-12-01T20:17:23.240766] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_range_position']
[2025-12-01T20:17:23.540709] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:23.581762] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:23.646275] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:23.690147] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:23.690303] [INFO ] [CONFIGURE ] ALG: DISCARDED add_opening_strength (score: 60.00%)
[2025-12-01T20:17:23.691146] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 193/1230 | Remaining: 1037 | Rate: 82.6/min
[2025-12-01T20:17:23.691201] [INFO ] [CONFIGURE ] ALG: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:17:23.691234] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance']
[2025-12-01T20:17:23.933970] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:23.989908] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:24.012541] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:24.095760] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:17:24.252876] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:24.310776] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:24.372183] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:24.506790] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:17:24.585282] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:24.615306] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:17:24.745981] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:17:24.746130] [INFO ] [CONFIGURE ] AGI: DISCARDED add_price_rejection (score: 50.00%)
[2025-12-01T20:17:24.747157] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 194/1230 | Remaining: 1036 | Rate: 82.4/min
[2025-12-01T20:17:24.747212] [INFO ] [CONFIGURE ] AGI: Testing feature 21/29: add_range_position
[2025-12-01T20:17:24.747245] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-12-01T20:17:24.906593] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:24.907487] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:24.916827] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:25.123551] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:25.222387] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:25.225474] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:25.314009] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:25.501108] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:25.526449] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:25.541563] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:25.689927] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:25.833739] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:25.870946] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:25.871088] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_price_rejection (score: 70.00%)
[2025-12-01T20:17:25.871901] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 195/1230 | Remaining: 1035 | Rate: 82.2/min
[2025-12-01T20:17:25.871956] [INFO ] [CONFIGURE ] ADEA: Testing feature 21/29: add_range_position
[2025-12-01T20:17:25.871989] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-12-01T20:17:25.877928] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:26.068037] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:17:26.137154] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:26.216184] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:26.252879] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:26.446565] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:26.447864] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:26.448013] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_range_position (score: 70.00%)
[2025-12-01T20:17:26.448907] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 196/1230 | Remaining: 1034 | Rate: 82.3/min
[2025-12-01T20:17:26.448964] [INFO ] [CONFIGURE ] AGNC: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:17:26.448997] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_realized_volatility']
[2025-12-01T20:17:26.559890] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:26.641417] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:17:26.810562] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:26.832041] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:17:26.912220] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:27.025019] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:27.185375] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:27.201665] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:27.259510] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:27.405669] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:27.547472] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:27.571496] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:27.571643] [INFO ] [CONFIGURE ] ALG: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-12-01T20:17:27.572428] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 197/1230 | Remaining: 1033 | Rate: 82.0/min
[2025-12-01T20:17:27.572479] [INFO ] [CONFIGURE ] ALG: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:17:27.572511] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum']
[2025-12-01T20:17:27.603049] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:27.794003] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:27.910554] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:17:27.922865] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:27.934079] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:28.176902] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:28.247998] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:17:28.276770] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:28.307969] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:28.564378] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:28.564535] [INFO ] [CONFIGURE ] AGI: DISCARDED add_range_position (score: 40.00%)
[2025-12-01T20:17:28.565351] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 198/1230 | Remaining: 1032 | Rate: 81.9/min
[2025-12-01T20:17:28.565403] [INFO ] [CONFIGURE ] AGI: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:17:28.565434] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-12-01T20:17:28.589506] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:28.618388] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:28.680281] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:28.930012] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:28.956296] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:17:28.998753] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:29.062867] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:29.270505] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:29.301114] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:29.301260] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_range_position (score: 70.00%)
[2025-12-01T20:17:29.302094] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 199/1230 | Remaining: 1031 | Rate: 81.9/min
[2025-12-01T20:17:29.302147] [INFO ] [CONFIGURE ] ADEA: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:17:29.302179] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-12-01T20:17:29.425859] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:29.437378] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:29.612096] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:17:29.689975] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:29.800378] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:29.856814] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:29.951928] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:30.084542] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:30.172505] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:30.172678] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-12-01T20:17:30.173505] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 200/1230 | Remaining: 1030 | Rate: 81.8/min
[2025-12-01T20:17:30.173601] [INFO ] [CONFIGURE ] AGNC: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:17:30.173639] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_recent_range_context']
[2025-12-01T20:17:30.286482] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:30.295748] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:17:30.469404] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:30.487648] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:30.639634] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:30.717445] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:30.767761] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:30.885701] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:30.986535] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:30.986681] [INFO ] [CONFIGURE ] ALG: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-12-01T20:17:30.987389] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 201/1230 | Remaining: 1029 | Rate: 81.8/min
[2025-12-01T20:17:30.987440] [INFO ] [CONFIGURE ] ALG: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:17:30.987472] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap']
[2025-12-01T20:17:31.061318] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:31.173406] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:31.281755] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:31.339216] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:17:31.348618] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:31.610948] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:31.638255] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:17:31.677522] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:31.691568] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:17:31.924784] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:32.044506] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:32.047622] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:32.077493] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:32.213854] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:32.394516] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:32.478824] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:32.496996] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:32.506902] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:32.752857] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:32.794399] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:32.885250] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:17:32.967864] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:17:32.968020] [INFO ] [CONFIGURE ] AGI: DISCARDED add_realized_volatility (score: 40.00%)
[2025-12-01T20:17:32.968901] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 202/1230 | Remaining: 1028 | Rate: 81.1/min
[2025-12-01T20:17:32.968957] [INFO ] [CONFIGURE ] AGI: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:17:32.968990] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-12-01T20:17:33.080714] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:33.080861] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-12-01T20:17:33.081709] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 203/1230 | Remaining: 1027 | Rate: 81.4/min
[2025-12-01T20:17:33.081764] [INFO ] [CONFIGURE ] AGNC: Testing feature 24/29: add_rsi
[2025-12-01T20:17:33.081798] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_ema', 'add_rsi']
[2025-12-01T20:17:33.109167] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:17:33.294605] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:33.294761] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_realized_volatility (score: 60.00%)
[2025-12-01T20:17:33.295665] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 204/1230 | Remaining: 1026 | Rate: 81.7/min
[2025-12-01T20:17:33.295722] [INFO ] [CONFIGURE ] ADEA: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:17:33.295757] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-12-01T20:17:33.334479] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:33.419856] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:33.470625] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:33.602613] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:33.696322] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:33.764834] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:33.837157] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:17:33.909935] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:34.059444] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:34.103791] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:34.199059] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:34.227209] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:34.414944] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:34.447287] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:34.538608] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:34.582137] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:34.582295] [INFO ] [CONFIGURE ] ALG: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-12-01T20:17:34.583188] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 205/1230 | Remaining: 1025 | Rate: 81.4/min
[2025-12-01T20:17:34.583244] [INFO ] [CONFIGURE ] ALG: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:17:34.583279] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_return_2d']
[2025-12-01T20:17:34.770094] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:34.786611] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:34.851415] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:17:34.986687] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:17:35.125757] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:35.129530] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:35.162194] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:35.363134] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:17:35.459926] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:35.471445] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:35.493612] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:35.731317] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:35.786263] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:35.794942] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:35.851424] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:36.091555] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:36.108163] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:17:36.124208] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:36.200024] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:36.432962] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:17:36.433134] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_recent_range_context (score: 50.00%)
[2025-12-01T20:17:36.434090] [INFO ] [CONFIGURE ] JOB ETA: 12.7m | Tests: 206/1230 | Remaining: 1024 | Rate: 80.8/min
[2025-12-01T20:17:36.434149] [INFO ] [CONFIGURE ] ADEA: Testing feature 24/29: add_rsi
[2025-12-01T20:17:36.434183] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_rsi']
[2025-12-01T20:17:36.455544] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:36.455690] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_rsi (score: 80.00%)
[2025-12-01T20:17:36.456479] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 207/1230 | Remaining: 1023 | Rate: 81.2/min
[2025-12-01T20:17:36.456529] [INFO ] [CONFIGURE ] AGNC: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:17:36.456562] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_tick_distribution']
[2025-12-01T20:17:36.484414] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:36.561870] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:17:36.562465] [INFO ] [CONFIGURE ] AGI: KEPT add_recent_range_context (score: 70.00%)
[2025-12-01T20:17:36.567265] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 208/1230 | Remaining: 1022 | Rate: 81.5/min
[2025-12-01T20:17:36.567331] [INFO ] [CONFIGURE ] AGI: Testing feature 24/29: add_rsi
[2025-12-01T20:17:36.567367] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context', 'add_rsi']
[2025-12-01T20:17:36.719324] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:36.750780] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:36.858984] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:17:36.942644] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:36.981091] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:37.061492] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:37.238024] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:37.245083] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:37.323775] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:37.378568] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:37.517069] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:37.615947] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:17:37.693678] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:37.698238] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:37.788979] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:37.991997] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:17:38.019384] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:38.058930] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:38.071769] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:38.331303] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:38.340697] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:38.369839] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:38.369971] [INFO ] [CONFIGURE ] ALG: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-12-01T20:17:38.370778] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 209/1230 | Remaining: 1021 | Rate: 81.0/min
[2025-12-01T20:17:38.370829] [INFO ] [CONFIGURE ] ALG: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:17:38.370863] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_volatility_5d']
[2025-12-01T20:17:38.441751] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:38.601838] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:38.662676] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:38.708795] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:17:38.810408] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:38.876514] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:38.982464] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:39.048621] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:17:39.150779] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:39.150921] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_tick_distribution (score: 80.00%)
[2025-12-01T20:17:39.151748] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 210/1230 | Remaining: 1020 | Rate: 81.0/min
[2025-12-01T20:17:39.151800] [INFO ] [CONFIGURE ] AGNC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:17:39.151834] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-12-01T20:17:39.193192] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:39.295928] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:39.389101] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:39.429987] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:39.579037] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:39.600465] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:39.600624] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_rsi (score: 80.00%)
[2025-12-01T20:17:39.601395] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 211/1230 | Remaining: 1019 | Rate: 81.1/min
[2025-12-01T20:17:39.601446] [INFO ] [CONFIGURE ] ADEA: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:17:39.601478] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-12-01T20:17:39.711919] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:39.733700] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:17:39.893974] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:39.954798] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:39.993846] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:40.079607] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:40.191318] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:40.273312] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:40.354167] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:40.354317] [INFO ] [CONFIGURE ] AGI: DISCARDED add_rsi (score: 50.00%)
[2025-12-01T20:17:40.355113] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 212/1230 | Remaining: 1018 | Rate: 81.1/min
[2025-12-01T20:17:40.355168] [INFO ] [CONFIGURE ] AGI: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:17:40.355202] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context', 'add_tick_distribution']
[2025-12-01T20:17:40.428433] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:17:40.484011] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:40.551826] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:17:40.724515] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:40.789874] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:40.792752] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:40.837323] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:41.095744] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:41.104428] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:41.119997] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:41.152904] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:17:41.402723] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:41.410795] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:41.452094] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:41.510594] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:41.684441] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:41.716032] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:41.813504] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:41.873335] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:41.873475] [INFO ] [CONFIGURE ] ALG: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-12-01T20:17:41.874728] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 213/1230 | Remaining: 1017 | Rate: 80.7/min
[2025-12-01T20:17:41.874785] [INFO ] [CONFIGURE ] ALG: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:17:41.874819] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_vs_sma_5']
[2025-12-01T20:17:41.979920] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:41.980076] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-12-01T20:17:41.980990] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 214/1230 | Remaining: 1016 | Rate: 81.0/min
[2025-12-01T20:17:41.981054] [INFO ] [CONFIGURE ] AGNC: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:17:41.981091] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_volume_price_divergence']
[2025-12-01T20:17:42.020134] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:42.198503] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:42.245702] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:17:42.283327] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:42.328703] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:42.569363] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:42.596512] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:42.639894] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:17:42.643511] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:42.643675] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_tick_distribution (score: 80.00%)
[2025-12-01T20:17:42.644665] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 215/1230 | Remaining: 1015 | Rate: 81.1/min
[2025-12-01T20:17:42.644731] [INFO ] [CONFIGURE ] ADEA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:17:42.644797] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-12-01T20:17:42.915872] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:42.940726] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:42.968923] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:43.004504] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:43.231182] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:43.282339] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:43.316436] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:43.355876] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:43.529885] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:43.601401] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:43.690959] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:43.723699] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:43.843349] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:43.938980] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:44.055560] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:44.055715] [INFO ] [CONFIGURE ] AGI: DISCARDED add_tick_distribution (score: 60.00%)
[2025-12-01T20:17:44.056543] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 216/1230 | Remaining: 1014 | Rate: 80.7/min
[2025-12-01T20:17:44.056609] [INFO ] [CONFIGURE ] AGI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:17:44.056643] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-12-01T20:17:44.099121] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:17:44.136969] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:44.273396] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:44.415462] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:44.438681] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:44.445192] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:44.605840] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:44.739634] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:44.785500] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:44.790101] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:17:44.936617] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:45.034750] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:45.034880] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-12-01T20:17:45.035675] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 217/1230 | Remaining: 1013 | Rate: 80.6/min
[2025-12-01T20:17:45.035742] [INFO ] [CONFIGURE ] AGNC: Testing feature 28/29: add_volume_profile
[2025-12-01T20:17:45.035774] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_volume_profile']
[2025-12-01T20:17:45.131066] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:45.149357] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:45.268294] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:45.316295] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:45.474735] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:45.474868] [INFO ] [CONFIGURE ] ALG: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-12-01T20:17:45.475670] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 218/1230 | Remaining: 1012 | Rate: 80.8/min
[2025-12-01T20:17:45.475721] [INFO ] [CONFIGURE ] ALG: Testing feature 20/29: add_price_rejection
[2025-12-01T20:17:45.475753] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_price_rejection']
[2025-12-01T20:17:45.518086] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:45.576330] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:45.600072] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:45.837645] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:17:45.885170] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:45.889653] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:17:45.889786] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-12-01T20:17:45.890624] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 219/1230 | Remaining: 1011 | Rate: 80.9/min
[2025-12-01T20:17:45.890675] [INFO ] [CONFIGURE ] ADEA: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:17:45.890706] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-12-01T20:17:45.905983] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:46.167650] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:46.195803] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:17:46.208120] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:46.286978] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:46.453828] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:46.529517] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:46.555234] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:46.668044] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:46.742997] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:46.845594] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:46.915165] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:47.024976] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:47.037216] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:47.167105] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:47.287771] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:47.320253] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:47.433078] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:17:47.496298] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:47.620826] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:47.662930] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:17:47.823641] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:17:47.823801] [INFO ] [CONFIGURE ] AGI: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-12-01T20:17:47.824921] [INFO ] [CONFIGURE ] JOB ETA: 12.6m | Tests: 220/1230 | Remaining: 1010 | Rate: 80.3/min
[2025-12-01T20:17:47.824995] [INFO ] [CONFIGURE ] AGI: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:17:47.825041] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-12-01T20:17:47.825203] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:47.909886] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:47.910017] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_volume_profile (score: 70.00%)
[2025-12-01T20:17:47.910825] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 221/1230 | Remaining: 1009 | Rate: 80.7/min
[2025-12-01T20:17:47.910876] [INFO ] [CONFIGURE ] AGNC: Testing feature 29/29: add_vwap
[2025-12-01T20:17:47.910909] [INFO ] [CONFIGURE ] AGNC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval', 'add_vwap']
[2025-12-01T20:17:48.041008] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:48.148443] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:48.198129] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:48.228611] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:48.414678] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:17:48.474897] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:48.489154] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:48.627218] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:48.779423] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:48.788713] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:48.797234] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:49.019816] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:49.066559] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:49.121214] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:49.121354] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-12-01T20:17:49.122193] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 222/1230 | Remaining: 1008 | Rate: 80.4/min
[2025-12-01T20:17:49.122247] [INFO ] [CONFIGURE ] ADEA: Testing feature 28/29: add_volume_profile
[2025-12-01T20:17:49.122294] [INFO ] [CONFIGURE ] ADEA: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-12-01T20:17:49.155031] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:49.155169] [INFO ] [CONFIGURE ] ALG: DISCARDED add_price_rejection (score: 70.00%)
[2025-12-01T20:17:49.155989] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 223/1230 | Remaining: 1007 | Rate: 80.8/min
[2025-12-01T20:17:49.156040] [INFO ] [CONFIGURE ] ALG: Testing feature 21/29: add_range_position
[2025-12-01T20:17:49.156073] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_range_position']
[2025-12-01T20:17:49.353657] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:17:49.411761] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:49.431269] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:49.531225] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:17:49.645445] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:49.742667] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:49.814525] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:17:49.913820] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:17:49.937526] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:50.055402] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:17:50.201672] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:50.230398] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:50.303958] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:50.367166] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:50.521786] [DEBUG] [FORECASTER] AGNC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:50.590629] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:50.677773] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:17:50.718048] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:50.811246] [DEBUG] [FORECASTER] AGNC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:50.811375] [INFO ] [CONFIGURE ] AGNC: DISCARDED add_vwap (score: 60.00%)
[2025-12-01T20:17:50.812186] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 224/1230 | Remaining: 1006 | Rate: 80.3/min
[2025-12-01T20:17:50.812240] [INFO ] [CONFIGURE ] AGNC: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:17:50.812271] [INFO ] [CONFIGURE ] AGNC: Best accuracy: 80.00%
[2025-12-01T20:17:50.812300] [INFO ] [CONFIGURE ] AGNC: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-12-01T20:17:50.812327] [INFO ] [CONFIGURE ] AGNC: Improvement over baseline: 60.00%
[2025-12-01T20:17:50.812351] [INFO ] [CONFIGURE ] AGNC: Total time: 1.4 minutes
[2025-12-01T20:17:50.812384] [INFO ] [CONFIGURE ] AGNC: Average time per feature: 2.9 seconds
[2025-12-01T20:17:50.812409] [INFO ] [CONFIGURE ] AGNC: Average speed: 0.34 features/sec
[2025-12-01T20:17:50.812645] [INFO ] [LOCAL     ] Saved configuration for AGNC: 3 features, 80.00% accuracy -> ./output/feature-sets/AGNC.json
[2025-12-01T20:17:50.812685] [INFO ] [CONFIGURE ] AGNC: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-12-01T20:17:50.813308] [INFO ] [sig       ] [5/41] AGNC OK in 1m 27s. ETA: 20m 5s. Rate: 1.8 sym/min
[2025-12-01T20:17:50.814273] [INFO ] [CONFIGURE ] AMC: Configurate test run.
[2025-12-01T20:17:50.814321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-01T20:17:50.970992] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:50.987121] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:51.009823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-01T20:17:51.010113] [INFO ] [CONFIGURE ] AMC: Testing with 29 available features
[2025-12-01T20:17:51.013503] [INFO ] [CONFIGURE ] AMC: Establishing baseline with no features...
[2025-12-01T20:17:51.122600] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:51.190302] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:51.297957] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:51.348641] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:51.364826] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:51.518675] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:17:51.539951] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:51.614271] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:17:51.715413] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:51.725629] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:17:51.725768] [INFO ] [CONFIGURE ] AGI: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-12-01T20:17:51.726568] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 225/1230 | Remaining: 1005 | Rate: 80.3/min
[2025-12-01T20:17:51.726641] [INFO ] [CONFIGURE ] AGI: Testing feature 28/29: add_volume_profile
[2025-12-01T20:17:51.726673] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context', 'add_volume_profile']
[2025-12-01T20:17:51.897909] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:51.920481] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:51.929306] [DEBUG] [FORECASTER] ADEA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:17:52.078464] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:52.089979] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:52.240694] [DEBUG] [FORECASTER] ADEA: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:52.240826] [INFO ] [CONFIGURE ] ADEA: DISCARDED add_volume_profile (score: 40.00%)
[2025-12-01T20:17:52.241654] [INFO ] [CONFIGURE ] JOB ETA: 12.5m | Tests: 226/1230 | Remaining: 1004 | Rate: 80.4/min
[2025-12-01T20:17:52.241709] [INFO ] [CONFIGURE ] ADEA: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:17:52.241739] [INFO ] [CONFIGURE ] ADEA: Best accuracy: 80.00%
[2025-12-01T20:17:52.241768] [INFO ] [CONFIGURE ] ADEA: Best feature set (3 features): ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:17:52.241795] [INFO ] [CONFIGURE ] ADEA: Improvement over baseline: 20.00%
[2025-12-01T20:17:52.241820] [INFO ] [CONFIGURE ] ADEA: Total time: 1.4 minutes
[2025-12-01T20:17:52.241846] [INFO ] [CONFIGURE ] ADEA: Average time per feature: 3.1 seconds
[2025-12-01T20:17:52.241871] [INFO ] [CONFIGURE ] ADEA: Average speed: 0.33 features/sec
[2025-12-01T20:17:52.242097] [INFO ] [LOCAL     ] Saved configuration for ADEA: 3 features, 80.00% accuracy -> ./output/feature-sets/ADEA.json
[2025-12-01T20:17:52.242137] [INFO ] [CONFIGURE ] ADEA: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-12-01T20:17:52.242604] [INFO ] [sig       ] [6/41] ADEA OK in 1m 29s. ETA: 16m 24s. Rate: 2.1 sym/min
[2025-12-01T20:17:52.243693] [INFO ] [CONFIGURE ] AMX: Configurate test run.
[2025-12-01T20:17:52.243740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-01T20:17:52.254993] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-01T20:17:52.255332] [INFO ] [CONFIGURE ] AMX: Testing with 29 available features
[2025-12-01T20:17:52.255379] [INFO ] [CONFIGURE ] AMX: Establishing baseline with no features...
[2025-12-01T20:17:52.258744] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:52.334380] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:17:52.430718] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:52.444077] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:17:52.453730] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:52.605291] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:17:52.632077] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:52.718428] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:52.782426] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:52.813483] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:52.813626] [INFO ] [CONFIGURE ] AMC: Baseline score (no features): 50.00%
[2025-12-01T20:17:52.814030] [INFO ] [CONFIGURE ] AMC: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:17:52.814078] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:17:52.818377] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:52.958955] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:53.036565] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:53.106533] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:53.106721] [INFO ] [CONFIGURE ] ALG: DISCARDED add_range_position (score: 70.00%)
[2025-12-01T20:17:53.107633] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 228/1230 | Remaining: 1002 | Rate: 80.7/min
[2025-12-01T20:17:53.107702] [INFO ] [CONFIGURE ] ALG: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:17:53.107739] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_realized_volatility']
[2025-12-01T20:17:53.135253] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:53.186252] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:53.256862] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:53.314203] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:53.482199] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:53.500916] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:53.566291] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:53.583126] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:17:53.689880] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:17:53.711480] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:53.871274] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:53.939950] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:53.960413] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:54.052261] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:17:54.054447] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:17:54.054591] [INFO ] [CONFIGURE ] AMX: Baseline score (no features): 80.00%
[2025-12-01T20:17:54.055011] [INFO ] [CONFIGURE ] AMX: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:17:54.055061] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:17:54.191089] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:54.283646] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:17:54.322366] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:54.416701] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:54.507060] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:17:54.529914] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:54.640477] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:17:54.699613] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:54.732258] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:54.864933] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:17:54.958608] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:54.988728] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:55.076994] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:17:55.086934] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:55.087068] [INFO ] [CONFIGURE ] AMC: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-12-01T20:17:55.087902] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 230/1230 | Remaining: 1000 | Rate: 80.4/min
[2025-12-01T20:17:55.087952] [INFO ] [CONFIGURE ] AMC: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:17:55.087983] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:17:55.183845] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:17:55.315743] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:55.405338] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:55.455994] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:17:55.456144] [INFO ] [CONFIGURE ] AGI: DISCARDED add_volume_profile (score: 60.00%)
[2025-12-01T20:17:55.456550] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:55.456981] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 231/1230 | Remaining: 999 | Rate: 80.6/min
[2025-12-01T20:17:55.457050] [INFO ] [CONFIGURE ] AGI: Testing feature 29/29: add_vwap
[2025-12-01T20:17:55.457087] [INFO ] [CONFIGURE ] AGI: Testing with features: ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context', 'add_vwap']
[2025-12-01T20:17:55.545026] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:55.628163] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:55.775969] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:55.831706] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:55.850090] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:17:55.897094] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:17:56.010048] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:56.074336] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:17:56.208407] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:56.245044] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:56.303292] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:17:56.303437] [INFO ] [CONFIGURE ] AMX: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-12-01T20:17:56.304269] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 232/1230 | Remaining: 998 | Rate: 80.6/min
[2025-12-01T20:17:56.304322] [INFO ] [CONFIGURE ] AMX: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:17:56.304355] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:17:56.334394] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:56.478141] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:56.544595] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:56.587044] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:56.713327] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:56.771757] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:17:56.777659] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:17:56.949462] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:17:56.969097] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:57.009491] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:57.190380] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:17:57.227449] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:17:57.241137] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:57.362903] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:57.433070] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:17:57.433211] [INFO ] [CONFIGURE ] AMC: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-12-01T20:17:57.434019] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 233/1230 | Remaining: 997 | Rate: 80.4/min
[2025-12-01T20:17:57.434070] [INFO ] [CONFIGURE ] AMC: Testing feature 3/29: add_daily_returns
[2025-12-01T20:17:57.434101] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_daily_returns']
[2025-12-01T20:17:57.480362] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:17:57.628608] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:57.708736] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:17:57.708890] [INFO ] [CONFIGURE ] ALG: DISCARDED add_realized_volatility (score: 60.00%)
[2025-12-01T20:17:57.709700] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 234/1230 | Remaining: 996 | Rate: 80.6/min
[2025-12-01T20:17:57.709754] [INFO ] [CONFIGURE ] ALG: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:17:57.709788] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_recent_range_context']
[2025-12-01T20:17:57.715543] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:57.740049] [DEBUG] [FORECASTER] AGI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:57.823018] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:57.955077] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:58.021108] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:17:58.057176] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:17:58.116496] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:17:58.195750] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:17:58.218214] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:17:58.410274] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:17:58.412778] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:17:58.430742] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:17:58.494480] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:17:58.607216] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:17:58.669300] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:58.669435] [INFO ] [CONFIGURE ] AMX: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-12-01T20:17:58.670292] [INFO ] [CONFIGURE ] JOB ETA: 12.4m | Tests: 235/1230 | Remaining: 995 | Rate: 80.5/min
[2025-12-01T20:17:58.670351] [INFO ] [CONFIGURE ] AMX: Testing feature 3/29: add_daily_returns
[2025-12-01T20:17:58.670384] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_daily_returns']
[2025-12-01T20:17:58.765388] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:58.803699] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:17:58.864770] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:58.870117] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:17:59.001247] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:17:59.067180] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:17:59.122790] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:17:59.199951] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:17:59.259678] [DEBUG] [FORECASTER] AGI: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:17:59.259835] [INFO ] [CONFIGURE ] AGI: DISCARDED add_vwap (score: 50.00%)
[2025-12-01T20:17:59.260673] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Tests: 236/1230 | Remaining: 994 | Rate: 80.6/min
[2025-12-01T20:17:59.260727] [INFO ] [CONFIGURE ] AGI: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:17:59.260757] [INFO ] [CONFIGURE ] AGI: Best accuracy: 70.00%
[2025-12-01T20:17:59.260787] [INFO ] [CONFIGURE ] AGI: Best feature set (4 features): ['add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-12-01T20:17:59.260814] [INFO ] [CONFIGURE ] AGI: Improvement over baseline: 40.00%
[2025-12-01T20:17:59.260840] [INFO ] [CONFIGURE ] AGI: Total time: 1.6 minutes
[2025-12-01T20:17:59.260864] [INFO ] [CONFIGURE ] AGI: Average time per feature: 3.3 seconds
[2025-12-01T20:17:59.260890] [INFO ] [CONFIGURE ] AGI: Average speed: 0.31 features/sec
[2025-12-01T20:17:59.261082] [INFO ] [LOCAL     ] Saved configuration for AGI: 4 features, 70.00% accuracy -> ./output/feature-sets/AGI.json
[2025-12-01T20:17:59.261120] [INFO ] [CONFIGURE ] AGI: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-12-01T20:17:59.262661] [INFO ] [sig       ] [7/41] AGI OK in 1m 35s. ETA: 14m 14s. Rate: 2.4 sym/min
[2025-12-01T20:17:59.264162] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:17:59.264543] [INFO ] [CONFIGURE ] APGE: Configurate test run.
[2025-12-01T20:17:59.264608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-01T20:17:59.276253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-01T20:17:59.276587] [INFO ] [CONFIGURE ] APGE: Testing with 29 available features
[2025-12-01T20:17:59.276635] [INFO ] [CONFIGURE ] APGE: Establishing baseline with no features...
[2025-12-01T20:17:59.398629] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:17:59.398759] [INFO ] [CONFIGURE ] AMC: DISCARDED add_daily_returns (score: 30.00%)
[2025-12-01T20:17:59.399558] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Tests: 237/1230 | Remaining: 993 | Rate: 80.8/min
[2025-12-01T20:17:59.399624] [INFO ] [CONFIGURE ] AMC: Testing feature 4/29: add_ema
[2025-12-01T20:17:59.399657] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_ema']
[2025-12-01T20:17:59.452888] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:59.459594] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:17:59.509843] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:17:59.628634] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:17:59.633249] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:17:59.659949] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:17:59.803626] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:17:59.858559] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:17:59.870045] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:17:59.872374] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:17:59.979148] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:00.059071] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:00.119270] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:18:00.156708] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:00.235081] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:00.256470] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:00.334014] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:00.357899] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:00.454470] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:00.517095] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:00.596201] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:00.600633] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:00.656183] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:00.656314] [INFO ] [CONFIGURE ] AMX: DISCARDED add_daily_returns (score: 50.00%)
[2025-12-01T20:18:00.657151] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Tests: 238/1230 | Remaining: 992 | Rate: 80.6/min
[2025-12-01T20:18:00.657212] [INFO ] [CONFIGURE ] AMX: Testing feature 4/29: add_ema
[2025-12-01T20:18:00.657246] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_ema']
[2025-12-01T20:18:00.698797] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:00.835531] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:00.886374] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:00.902213] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:01.076248] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:18:01.094643] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:01.094742] [INFO ] [CONFIGURE ] APGE: Baseline score (no features): 60.00%
[2025-12-01T20:18:01.095719] [INFO ] [CONFIGURE ] APGE: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:18:01.095771] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:18:01.114424] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:01.138812] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:01.406894] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:01.422058] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:01.496868] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:01.660763] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:01.714377] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:18:01.714500] [INFO ] [CONFIGURE ] ALG: DISCARDED add_recent_range_context (score: 70.00%)
[2025-12-01T20:18:01.715307] [INFO ] [CONFIGURE ] JOB ETA: 12.3m | Tests: 240/1230 | Remaining: 990 | Rate: 80.8/min
[2025-12-01T20:18:01.715359] [INFO ] [CONFIGURE ] ALG: Testing feature 24/29: add_rsi
[2025-12-01T20:18:01.715392] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-12-01T20:18:01.722213] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:01.726774] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:01.922377] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:01.955468] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:02.002450] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:02.002643] [INFO ] [CONFIGURE ] AMC: DISCARDED add_ema (score: 40.00%)
[2025-12-01T20:18:02.003521] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Tests: 241/1230 | Remaining: 989 | Rate: 81.0/min
[2025-12-01T20:18:02.003589] [INFO ] [CONFIGURE ] AMC: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:18:02.003646] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:18:02.176725] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:18:02.179308] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:02.188162] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:02.248911] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:02.402913] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:02.432258] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:02.491601] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:18:02.545939] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:18:02.627687] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:02.677975] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:02.732641] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:02.852858] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:02.903084] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:02.921037] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:02.975670] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:03.076586] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:18:03.159012] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:03.159168] [INFO ] [CONFIGURE ] AMX: DISCARDED add_ema (score: 50.00%)
[2025-12-01T20:18:03.159998] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Tests: 242/1230 | Remaining: 988 | Rate: 80.8/min
[2025-12-01T20:18:03.160050] [INFO ] [CONFIGURE ] AMX: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:18:03.160082] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:18:03.219272] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:03.255628] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:03.299294] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:03.401010] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:03.464939] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:03.527266] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:03.527399] [INFO ] [CONFIGURE ] APGE: KEPT add_bollinger_bands (score: 70.00%)
[2025-12-01T20:18:03.528213] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Tests: 243/1230 | Remaining: 987 | Rate: 81.0/min
[2025-12-01T20:18:03.528265] [INFO ] [CONFIGURE ] APGE: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:18:03.528324] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:18:03.612007] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:18:03.642359] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:18:03.710307] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:03.811568] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:03.885838] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:03.960163] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:03.981037] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:18:04.093535] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:18:04.140510] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:04.209732] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:18:04.337898] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:04.374767] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:04.387546] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:04.454174] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:04.454310] [INFO ] [CONFIGURE ] AMC: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-12-01T20:18:04.455053] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Tests: 244/1230 | Remaining: 986 | Rate: 80.9/min
[2025-12-01T20:18:04.455103] [INFO ] [CONFIGURE ] AMC: Testing feature 6/29: add_failed_moves
[2025-12-01T20:18:04.455135] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_failed_moves']
[2025-12-01T20:18:04.634261] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:04.641925] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:04.658133] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:04.698568] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:04.827514] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:04.881021] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:04.943678] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:05.015779] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:18:05.062348] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:18:05.133141] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:05.202089] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:05.231350] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:05.378147] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:18:05.390614] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:05.423057] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:18:05.423193] [INFO ] [CONFIGURE ] ALG: DISCARDED add_rsi (score: 70.00%)
[2025-12-01T20:18:05.423988] [INFO ] [CONFIGURE ] JOB ETA: 12.2m | Tests: 245/1230 | Remaining: 985 | Rate: 80.8/min
[2025-12-01T20:18:05.424040] [INFO ] [CONFIGURE ] ALG: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:18:05.424073] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_tick_distribution']
[2025-12-01T20:18:05.517568] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:05.582625] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:05.623284] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:05.623422] [INFO ] [CONFIGURE ] AMX: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-12-01T20:18:05.624247] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Tests: 246/1230 | Remaining: 984 | Rate: 81.0/min
[2025-12-01T20:18:05.624300] [INFO ] [CONFIGURE ] AMX: Testing feature 6/29: add_failed_moves
[2025-12-01T20:18:05.624333] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_failed_moves']
[2025-12-01T20:18:05.770459] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:18:05.772776] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:05.813009] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:05.830471] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:05.968244] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:06.004987] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:06.122789] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:18:06.160484] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:06.164287] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:06.194112] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:06.356378] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:06.356503] [INFO ] [CONFIGURE ] AMC: DISCARDED add_failed_moves (score: 50.00%)
[2025-12-01T20:18:06.357504] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Tests: 247/1230 | Remaining: 983 | Rate: 81.1/min
[2025-12-01T20:18:06.357553] [INFO ] [CONFIGURE ] AMC: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:18:06.357599] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_lag_shelf']
[2025-12-01T20:18:06.383334] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:06.480121] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:06.481077] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:06.481221] [INFO ] [CONFIGURE ] APGE: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-12-01T20:18:06.482053] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Tests: 248/1230 | Remaining: 982 | Rate: 81.3/min
[2025-12-01T20:18:06.482108] [INFO ] [CONFIGURE ] APGE: Testing feature 3/29: add_daily_returns
[2025-12-01T20:18:06.482140] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-12-01T20:18:06.537417] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:06.590446] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:06.716040] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:06.740866] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:06.780267] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:06.837315] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:18:06.906909] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:18:06.982556] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:07.002097] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:07.090441] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:07.170528] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:07.195064] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:18:07.241853] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:07.276692] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:07.358462] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:07.463429] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:07.483512] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:07.544841] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:18:07.550627] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:07.550761] [INFO ] [CONFIGURE ] AMX: DISCARDED add_failed_moves (score: 40.00%)
[2025-12-01T20:18:07.551566] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Tests: 249/1230 | Remaining: 981 | Rate: 81.2/min
[2025-12-01T20:18:07.551634] [INFO ] [CONFIGURE ] AMX: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:18:07.551668] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_lag_shelf']
[2025-12-01T20:18:07.650667] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:07.726475] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:07.731234] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:07.833941] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:07.889152] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:07.907097] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:18:07.963314] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:08.014612] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:08.088932] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:08.199529] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:08.199675] [INFO ] [CONFIGURE ] AMC: DISCARDED add_lag_shelf (score: 50.00%)
[2025-12-01T20:18:08.200467] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Tests: 250/1230 | Remaining: 980 | Rate: 81.2/min
[2025-12-01T20:18:08.200519] [INFO ] [CONFIGURE ] AMC: Testing feature 8/29: add_macd
[2025-12-01T20:18:08.200553] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd']
[2025-12-01T20:18:08.205104] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:08.238952] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:08.274112] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:08.451636] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:08.459529] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:08.499696] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:08.591754] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:18:08.642352] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:08.692652] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:18:08.791334] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:18:08.827757] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:08.938459] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:08.938607] [INFO ] [CONFIGURE ] APGE: DISCARDED add_daily_returns (score: 60.00%)
[2025-12-01T20:18:08.939418] [INFO ] [CONFIGURE ] JOB ETA: 12.1m | Tests: 251/1230 | Remaining: 979 | Rate: 81.2/min
[2025-12-01T20:18:08.939472] [INFO ] [CONFIGURE ] APGE: Testing feature 4/29: add_ema
[2025-12-01T20:18:08.939503] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-12-01T20:18:08.940434] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:18:08.940893] [INFO ] [CONFIGURE ] ALG: DISCARDED add_tick_distribution (score: 80.00%)
[2025-12-01T20:18:08.941715] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Tests: 252/1230 | Remaining: 978 | Rate: 81.5/min
[2025-12-01T20:18:08.941766] [INFO ] [CONFIGURE ] ALG: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:18:08.941798] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_volume_momentum_confirmation']
[2025-12-01T20:18:09.008831] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:09.083793] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:09.192727] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:18:09.223808] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:09.297276] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:18:09.376737] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:09.376827] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:09.376953] [INFO ] [CONFIGURE ] AMX: DISCARDED add_lag_shelf (score: 80.00%)
[2025-12-01T20:18:09.377762] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Tests: 253/1230 | Remaining: 977 | Rate: 81.7/min
[2025-12-01T20:18:09.377813] [INFO ] [CONFIGURE ] AMX: Testing feature 8/29: add_macd
[2025-12-01T20:18:09.377845] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap', 'add_macd']
[2025-12-01T20:18:09.505926] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:18:09.648302] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:09.666613] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:09.692264] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:09.793134] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:18:09.957222] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:09.998357] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:18:10.003057] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:10.076078] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:18:10.250300] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:10.312010] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:18:10.359033] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:10.360681] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:18:10.542193] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:10.615640] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:10.642979] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:10.722226] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:18:10.835349] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:18:10.917710] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:10.932071] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:11.102470] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:18:11.130419] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:11.130565] [INFO ] [CONFIGURE ] AMC: KEPT add_macd (score: 60.00%)
[2025-12-01T20:18:11.131391] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Tests: 254/1230 | Remaining: 976 | Rate: 81.2/min
[2025-12-01T20:18:11.131442] [INFO ] [CONFIGURE ] AMC: Testing feature 9/29: add_mfi
[2025-12-01T20:18:11.131474] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_mfi']
[2025-12-01T20:18:11.224117] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:11.226968] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:11.447864] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:11.468382] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:11.521190] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:11.537880] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:11.757101] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:18:11.808346] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:11.808495] [INFO ] [CONFIGURE ] APGE: DISCARDED add_ema (score: 40.00%)
[2025-12-01T20:18:11.809387] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Tests: 255/1230 | Remaining: 975 | Rate: 81.3/min
[2025-12-01T20:18:11.809443] [INFO ] [CONFIGURE ] APGE: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:18:11.809477] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:18:11.841049] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:11.847449] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:12.067963] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:12.093798] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:12.158386] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:12.224078] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:18:12.372712] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:18:12.373737] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:12.476896] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:12.477070] [INFO ] [CONFIGURE ] AMX: DISCARDED add_macd (score: 30.00%)
[2025-12-01T20:18:12.477908] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Tests: 256/1230 | Remaining: 974 | Rate: 81.3/min
[2025-12-01T20:18:12.477961] [INFO ] [CONFIGURE ] AMX: Testing feature 9/29: add_mfi
[2025-12-01T20:18:12.477995] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_mfi']
[2025-12-01T20:18:12.607209] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:18:12.607352] [INFO ] [CONFIGURE ] ALG: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-12-01T20:18:12.608195] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 257/1230 | Remaining: 973 | Rate: 81.5/min
[2025-12-01T20:18:12.608249] [INFO ] [CONFIGURE ] ALG: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:18:12.608316] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_volume_price_divergence']
[2025-12-01T20:18:12.654674] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:12.684071] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:12.693263] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:12.895812] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:18:12.941385] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:12.998630] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:13.001817] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:18:13.112329] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:13.226544] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:13.308820] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:13.310352] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:13.390412] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:18:13.511819] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:13.529658] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:13.622562] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:13.718087] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:13.787317] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:13.848891] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:13.924287] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:13.937499] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:14.122319] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:14.162222] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:14.184876] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:14.250741] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:14.250898] [INFO ] [CONFIGURE ] AMC: DISCARDED add_mfi (score: 60.00%)
[2025-12-01T20:18:14.251769] [INFO ] [CONFIGURE ] JOB ETA: 12.0m | Tests: 258/1230 | Remaining: 972 | Rate: 81.2/min
[2025-12-01T20:18:14.252223] [INFO ] [CONFIGURE ] AMC: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:18:14.252278] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:18:14.333496] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:18:14.464017] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:18:14.539132] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:14.539321] [INFO ] [CONFIGURE ] AMX: DISCARDED add_mfi (score: 60.00%)
[2025-12-01T20:18:14.540208] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 259/1230 | Remaining: 971 | Rate: 81.3/min
[2025-12-01T20:18:14.540268] [INFO ] [CONFIGURE ] AMX: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:18:14.540303] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:18:14.581206] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:18:14.636153] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:14.769308] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:14.769467] [INFO ] [CONFIGURE ] APGE: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-12-01T20:18:14.770324] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 260/1230 | Remaining: 970 | Rate: 81.6/min
[2025-12-01T20:18:14.770379] [INFO ] [CONFIGURE ] APGE: Testing feature 6/29: add_failed_moves
[2025-12-01T20:18:14.770412] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-12-01T20:18:14.813704] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:14.973506] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:18:15.014078] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:15.016591] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:15.089987] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:18:15.246373] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:15.367784] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:15.371308] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:18:15.402054] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:18:15.478404] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:15.657456] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:15.714787] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:15.765427] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:15.789701] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:15.940511] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:15.949818] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:16.164702] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:18:16.180112] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:16.185591] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:16.223242] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:16.418463] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:16.511150] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:16.563957] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:18:16.564106] [INFO ] [CONFIGURE ] ALG: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-12-01T20:18:16.565145] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 261/1230 | Remaining: 969 | Rate: 81.1/min
[2025-12-01T20:18:16.565203] [INFO ] [CONFIGURE ] ALG: Testing feature 28/29: add_volume_profile
[2025-12-01T20:18:16.565239] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_volume_profile']
[2025-12-01T20:18:16.567656] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:16.653916] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:18:16.790331] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:16.891291] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:16.936501] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:18:16.972997] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:17.074311] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:18:17.125931] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:17.126074] [INFO ] [CONFIGURE ] APGE: DISCARDED add_failed_moves (score: 60.00%)
[2025-12-01T20:18:17.126888] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 262/1230 | Remaining: 968 | Rate: 81.2/min
[2025-12-01T20:18:17.126939] [INFO ] [CONFIGURE ] APGE: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:18:17.126972] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-12-01T20:18:17.309371] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:17.347735] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:17.347906] [INFO ] [CONFIGURE ] AMX: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-12-01T20:18:17.348739] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 263/1230 | Remaining: 967 | Rate: 81.4/min
[2025-12-01T20:18:17.348793] [INFO ] [CONFIGURE ] AMX: Testing feature 11/29: add_obv_daily
[2025-12-01T20:18:17.349127] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_obv_daily']
[2025-12-01T20:18:17.351038] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:17.360274] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:17.559432] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:17.577291] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:18:17.673996] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:17.749173] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:18:17.774634] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:17.801484] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:17.985769] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:18.026034] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:18.036036] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:18.147091] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:18.147274] [INFO ] [CONFIGURE ] AMC: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-12-01T20:18:18.148163] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 264/1230 | Remaining: 966 | Rate: 81.4/min
[2025-12-01T20:18:18.148222] [INFO ] [CONFIGURE ] AMC: Testing feature 11/29: add_obv_daily
[2025-12-01T20:18:18.148258] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_daily']
[2025-12-01T20:18:18.200440] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:18.273455] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:18.401363] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:18:18.418938] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:18.483071] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:18.513024] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:18.643059] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:18.764638] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:18.773625] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:18:18.813808] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:18.863820] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:19.002406] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:19.081538] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:19.130664] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:19.163725] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:19.244951] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:19.302317] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:19.454751] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:19.484971] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:19.485110] [INFO ] [CONFIGURE ] APGE: DISCARDED add_lag_shelf (score: 70.00%)
[2025-12-01T20:18:19.485969] [INFO ] [CONFIGURE ] JOB ETA: 11.9m | Tests: 265/1230 | Remaining: 965 | Rate: 81.1/min
[2025-12-01T20:18:19.486023] [INFO ] [CONFIGURE ] APGE: Testing feature 8/29: add_macd
[2025-12-01T20:18:19.486056] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-12-01T20:18:19.520950] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:19.521097] [INFO ] [CONFIGURE ] AMX: DISCARDED add_obv_daily (score: 50.00%)
[2025-12-01T20:18:19.521996] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 266/1230 | Remaining: 964 | Rate: 81.4/min
[2025-12-01T20:18:19.522055] [INFO ] [CONFIGURE ] AMX: Testing feature 12/29: add_obv_interval
[2025-12-01T20:18:19.522087] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_obv_interval']
[2025-12-01T20:18:19.527821] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:19.728882] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:19.781343] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:19.823859] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:19.900035] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:18:19.929257] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:18:20.106442] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:20.135335] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:20.162598] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:18:20.272307] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:18:20.272454] [INFO ] [CONFIGURE ] ALG: DISCARDED add_volume_profile (score: 80.00%)
[2025-12-01T20:18:20.273308] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 267/1230 | Remaining: 963 | Rate: 81.4/min
[2025-12-01T20:18:20.273364] [INFO ] [CONFIGURE ] ALG: Testing feature 29/29: add_vwap
[2025-12-01T20:18:20.273399] [INFO ] [CONFIGURE ] ALG: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap']
[2025-12-01T20:18:20.340911] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:20.429550] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:20.506871] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:20.543141] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:20.646277] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:18:20.752872] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:20.758839] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:20.857145] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:20.969780] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:21.013980] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:21.088056] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:18:21.181471] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:21.208479] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:21.383847] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:21.392843] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:21.421439] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:21.421613] [INFO ] [CONFIGURE ] AMC: DISCARDED add_obv_daily (score: 60.00%)
[2025-12-01T20:18:21.422391] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 268/1230 | Remaining: 962 | Rate: 81.2/min
[2025-12-01T20:18:21.422442] [INFO ] [CONFIGURE ] AMC: Testing feature 12/29: add_obv_interval
[2025-12-01T20:18:21.422474] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_obv_interval']
[2025-12-01T20:18:21.566862] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:21.606680] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:21.606814] [INFO ] [CONFIGURE ] AMX: DISCARDED add_obv_interval (score: 60.00%)
[2025-12-01T20:18:21.607612] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 269/1230 | Remaining: 961 | Rate: 81.5/min
[2025-12-01T20:18:21.607665] [INFO ] [CONFIGURE ] AMX: Testing feature 13/29: add_opening_strength
[2025-12-01T20:18:21.607699] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-12-01T20:18:21.734538] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:21.765534] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:21.857736] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:21.925032] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:22.047608] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:18:22.094382] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:18:22.155446] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:18:22.269398] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:18:22.334332] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:22.357754] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:22.546343] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:18:22.580829] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:22.619089] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:18:22.672069] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:22.822629] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:22.919882] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:22.961409] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:22.961566] [INFO ] [CONFIGURE ] APGE: DISCARDED add_macd (score: 50.00%)
[2025-12-01T20:18:22.962372] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 270/1230 | Remaining: 960 | Rate: 81.2/min
[2025-12-01T20:18:22.962432] [INFO ] [CONFIGURE ] APGE: Testing feature 9/29: add_mfi
[2025-12-01T20:18:22.962465] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-12-01T20:18:22.986736] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:23.069900] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:23.203626] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:23.305673] [DEBUG] [FORECASTER] ALG: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:23.306561] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:23.312869] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:23.444043] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:18:23.554635] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:23.648518] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:23.697072] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:23.701869] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:18:23.806243] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:23.944958] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:23.960436] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:24.055028] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:24.055181] [INFO ] [CONFIGURE ] AMX: DISCARDED add_opening_strength (score: 40.00%)
[2025-12-01T20:18:24.055939] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 271/1230 | Remaining: 959 | Rate: 81.1/min
[2025-12-01T20:18:24.055991] [INFO ] [CONFIGURE ] AMX: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:18:24.056024] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_order_flow_imbalance']
[2025-12-01T20:18:24.081808] [DEBUG] [FORECASTER] ALG: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:18:24.081967] [INFO ] [CONFIGURE ] ALG: DISCARDED add_vwap (score: 70.00%)
[2025-12-01T20:18:24.083004] [INFO ] [CONFIGURE ] JOB ETA: 11.8m | Tests: 272/1230 | Remaining: 958 | Rate: 81.4/min
[2025-12-01T20:18:24.083066] [INFO ] [CONFIGURE ] ALG: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:18:24.083099] [INFO ] [CONFIGURE ] ALG: Best accuracy: 90.00%
[2025-12-01T20:18:24.083132] [INFO ] [CONFIGURE ] ALG: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-12-01T20:18:24.083161] [INFO ] [CONFIGURE ] ALG: Improvement over baseline: 60.00%
[2025-12-01T20:18:24.083187] [INFO ] [CONFIGURE ] ALG: Total time: 1.8 minutes
[2025-12-01T20:18:24.083213] [INFO ] [CONFIGURE ] ALG: Average time per feature: 3.7 seconds
[2025-12-01T20:18:24.083241] [INFO ] [CONFIGURE ] ALG: Average speed: 0.27 features/sec
[2025-12-01T20:18:24.083458] [INFO ] [LOCAL     ] Saved configuration for ALG: 4 features, 90.00% accuracy -> ./output/feature-sets/ALG.json
[2025-12-01T20:18:24.083809] [INFO ] [CONFIGURE ] ALG: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-12-01T20:18:24.085056] [INFO ] [sig       ] [8/41] ALG OK in 1m 49s. ETA: 13m 47s. Rate: 2.4 sym/min
[2025-12-01T20:18:24.087017] [INFO ] [CONFIGURE ] APRE: Configurate test run.
[2025-12-01T20:18:24.087104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APRE' from 'https://tdm.silogroup.org/data/derivative_storage/APRE.csv'.
[2025-12-01T20:18:24.099158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APRE'.
[2025-12-01T20:18:24.099462] [INFO ] [CONFIGURE ] APRE: Testing with 29 available features
[2025-12-01T20:18:24.099507] [INFO ] [CONFIGURE ] APRE: Establishing baseline with no features...
[2025-12-01T20:18:24.197619] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:24.275309] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:18:24.283717] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:24.292142] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:24.447000] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:24.452850] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:24.497916] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:24.614890] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:24.615059] [INFO ] [CONFIGURE ] AMC: DISCARDED add_obv_interval (score: 50.00%)
[2025-12-01T20:18:24.615884] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Tests: 273/1230 | Remaining: 957 | Rate: 81.5/min
[2025-12-01T20:18:24.615937] [INFO ] [CONFIGURE ] AMC: Testing feature 13/29: add_opening_strength
[2025-12-01T20:18:24.615970] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:18:24.620365] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:18:24.697167] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:24.710328] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:24.791143] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:24.924073] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:24.942963] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:24.965287] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:24.968964] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:25.142067] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:25.148410] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:25.193664] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:25.319046] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:25.330166] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:25.367845] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:25.436665] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:25.436803] [INFO ] [CONFIGURE ] APGE: DISCARDED add_mfi (score: 70.00%)
[2025-12-01T20:18:25.437601] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Tests: 274/1230 | Remaining: 956 | Rate: 81.4/min
[2025-12-01T20:18:25.437652] [INFO ] [CONFIGURE ] APGE: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:18:25.437685] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:18:25.492297] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:25.582119] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:25.671920] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:25.686193] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:25.754715] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:25.796600] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:25.848537] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:25.848657] [INFO ] [CONFIGURE ] APRE: Baseline score (no features): 50.00%
[2025-12-01T20:18:25.849073] [INFO ] [CONFIGURE ] APRE: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:18:25.849120] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:18:26.009476] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:26.035434] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:26.062101] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:18:26.086692] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:18:26.223041] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:26.223169] [INFO ] [CONFIGURE ] AMX: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-12-01T20:18:26.223985] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Tests: 276/1230 | Remaining: 954 | Rate: 81.7/min
[2025-12-01T20:18:26.224036] [INFO ] [CONFIGURE ] AMX: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:18:26.224068] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_morning_momentum']
[2025-12-01T20:18:26.279452] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:26.388462] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:26.408725] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:26.420383] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:26.501542] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:18:26.595539] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:18:26.724381] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:26.744233] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:26.748061] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:26.785189] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:26.949022] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:26.975007] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:27.073383] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:27.103292] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:27.165848] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:27.175055] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:27.357279] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:27.397464] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:27.402171] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:27.465313] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:27.549855] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:27.631490] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:18:27.716869] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:27.741372] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:27.821280] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:18:27.860164] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:27.932502] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:28.035516] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:28.083413] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:28.083552] [INFO ] [CONFIGURE ] APRE: KEPT add_bollinger_bands (score: 60.00%)
[2025-12-01T20:18:28.084358] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Tests: 277/1230 | Remaining: 953 | Rate: 81.2/min
[2025-12-01T20:18:28.084407] [INFO ] [CONFIGURE ] APRE: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:18:28.084439] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:18:28.120806] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:28.120935] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-12-01T20:18:28.122059] [INFO ] [CONFIGURE ] JOB ETA: 11.7m | Tests: 278/1230 | Remaining: 952 | Rate: 81.5/min
[2025-12-01T20:18:28.122108] [INFO ] [CONFIGURE ] AMX: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:18:28.122153] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_overnight_gap']
[2025-12-01T20:18:28.169127] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:28.169275] [INFO ] [CONFIGURE ] AMC: KEPT add_opening_strength (score: 70.00%)
[2025-12-01T20:18:28.170128] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Tests: 279/1230 | Remaining: 951 | Rate: 81.8/min
[2025-12-01T20:18:28.170178] [INFO ] [CONFIGURE ] AMC: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:18:28.170211] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-12-01T20:18:28.321238] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:28.357731] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:28.361504] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:18:28.525840] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:18:28.552354] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:28.634964] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:28.678485] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:28.678637] [INFO ] [CONFIGURE ] APGE: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-12-01T20:18:28.679381] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Tests: 280/1230 | Remaining: 950 | Rate: 81.9/min
[2025-12-01T20:18:28.679431] [INFO ] [CONFIGURE ] APGE: Testing feature 11/29: add_obv_daily
[2025-12-01T20:18:28.679463] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-12-01T20:18:28.728377] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:28.912634] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:28.930738] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:28.933915] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:28.934559] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:29.134076] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:29.188379] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:29.196248] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:29.316848] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:29.338147] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:29.446611] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:29.481375] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:29.546115] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:29.698890] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:29.713077] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:18:29.752899] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:29.771197] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:29.961346] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:29.973514] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:30.062345] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:30.085043] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:30.168215] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:30.168398] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-12-01T20:18:30.169244] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Tests: 281/1230 | Remaining: 949 | Rate: 81.6/min
[2025-12-01T20:18:30.169295] [INFO ] [CONFIGURE ] AMX: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:18:30.169327] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_return_2d']
[2025-12-01T20:18:30.234185] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:30.346978] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:18:30.379478] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:30.467645] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:30.491472] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:30.590834] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:30.634703] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:30.751336] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:30.803971] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:30.858093] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:30.926132] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:30.926272] [INFO ] [CONFIGURE ] APRE: KEPT add_cumulative_delta (score: 70.00%)
[2025-12-01T20:18:30.927331] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Tests: 282/1230 | Remaining: 948 | Rate: 81.6/min
[2025-12-01T20:18:30.927394] [INFO ] [CONFIGURE ] APRE: Testing feature 3/29: add_daily_returns
[2025-12-01T20:18:30.927433] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-12-01T20:18:31.014788] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:31.017275] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:31.228921] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:18:31.232049] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:31.252383] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:31.275332] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:31.275468] [INFO ] [CONFIGURE ] APGE: DISCARDED add_obv_daily (score: 70.00%)
[2025-12-01T20:18:31.276275] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Tests: 283/1230 | Remaining: 947 | Rate: 81.7/min
[2025-12-01T20:18:31.276326] [INFO ] [CONFIGURE ] APGE: Testing feature 12/29: add_obv_interval
[2025-12-01T20:18:31.276381] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-12-01T20:18:31.459214] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:31.517097] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:31.532947] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:31.649272] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:18:31.689883] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:31.759809] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:31.826421] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:31.916538] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:32.012065] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:32.047986] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:32.048135] [INFO ] [CONFIGURE ] AMC: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-12-01T20:18:32.048955] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Tests: 284/1230 | Remaining: 946 | Rate: 81.7/min
[2025-12-01T20:18:32.049007] [INFO ] [CONFIGURE ] AMC: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:18:32.049039] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-12-01T20:18:32.121018] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:32.127027] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:18:32.254231] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:32.340173] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:32.340305] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-12-01T20:18:32.341114] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Tests: 285/1230 | Remaining: 945 | Rate: 81.9/min
[2025-12-01T20:18:32.341165] [INFO ] [CONFIGURE ] AMX: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:18:32.341196] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_volatility_5d']
[2025-12-01T20:18:32.398025] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:32.416254] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:32.497822] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:32.525037] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:32.710126] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:32.710592] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:32.738965] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:32.750473] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:32.897218] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:32.991202] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:33.004446] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:33.085371] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:33.108391] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:33.237105] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:18:33.271984] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:33.303188] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:33.460962] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:33.475934] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:33.486965] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:33.604882] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:33.650933] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:33.738118] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:33.738255] [INFO ] [CONFIGURE ] APGE: DISCARDED add_obv_interval (score: 60.00%)
[2025-12-01T20:18:33.739073] [INFO ] [CONFIGURE ] JOB ETA: 11.6m | Tests: 286/1230 | Remaining: 944 | Rate: 81.6/min
[2025-12-01T20:18:33.739130] [INFO ] [CONFIGURE ] APGE: Testing feature 13/29: add_opening_strength
[2025-12-01T20:18:33.739163] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:18:33.837072] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:33.840933] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:33.909618] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:33.909763] [INFO ] [CONFIGURE ] APRE: KEPT add_daily_returns (score: 90.00%)
[2025-12-01T20:18:33.910539] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Tests: 287/1230 | Remaining: 943 | Rate: 81.8/min
[2025-12-01T20:18:33.910624] [INFO ] [CONFIGURE ] APRE: Testing feature 4/29: add_ema
[2025-12-01T20:18:33.910668] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-12-01T20:18:34.024158] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:34.031872] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:18:34.197050] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:34.221154] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:34.221279] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-12-01T20:18:34.222102] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Tests: 288/1230 | Remaining: 942 | Rate: 82.0/min
[2025-12-01T20:18:34.222153] [INFO ] [CONFIGURE ] AMX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:18:34.222185] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_pbf_vs_sma_5']
[2025-12-01T20:18:34.261234] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:18:34.301055] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:18:34.402057] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:34.552859] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:34.581018] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:34.581454] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:34.612165] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:34.765820] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:34.876091] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:34.908331] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:34.949689] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:34.979687] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:18:35.137321] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:35.172225] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:35.308470] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:35.321064] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:35.349868] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:35.517381] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:35.521656] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:35.711884] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:35.743331] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:35.743517] [INFO ] [CONFIGURE ] AMC: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-12-01T20:18:35.744535] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Tests: 289/1230 | Remaining: 941 | Rate: 81.7/min
[2025-12-01T20:18:35.744616] [INFO ] [CONFIGURE ] AMC: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:18:35.744658] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-12-01T20:18:35.797206] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:35.830283] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:35.929206] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:18:36.137854] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:36.137998] [INFO ] [CONFIGURE ] AMX: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-12-01T20:18:36.138858] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Tests: 290/1230 | Remaining: 940 | Rate: 81.8/min
[2025-12-01T20:18:36.138913] [INFO ] [CONFIGURE ] AMX: Testing feature 20/29: add_price_rejection
[2025-12-01T20:18:36.138944] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_price_rejection']
[2025-12-01T20:18:36.196233] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:36.204289] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:36.256457] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:36.361821] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:36.540662] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:18:36.560967] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:36.580416] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:18:36.667847] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:36.792758] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:36.838169] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:36.838348] [INFO ] [CONFIGURE ] APGE: DISCARDED add_opening_strength (score: 60.00%)
[2025-12-01T20:18:36.839293] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Tests: 291/1230 | Remaining: 939 | Rate: 81.8/min
[2025-12-01T20:18:36.839358] [INFO ] [CONFIGURE ] APGE: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:18:36.839393] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-12-01T20:18:36.903086] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:18:37.002995] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:37.041536] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:37.108453] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:37.212883] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:37.245150] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:37.377182] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:18:37.415153] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:37.428599] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:37.628492] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:37.628699] [INFO ] [CONFIGURE ] APRE: DISCARDED add_ema (score: 70.00%)
[2025-12-01T20:18:37.629547] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Tests: 292/1230 | Remaining: 938 | Rate: 81.8/min
[2025-12-01T20:18:37.629617] [INFO ] [CONFIGURE ] APRE: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:18:37.629652] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:18:37.647930] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:37.649673] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:37.791344] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:37.863077] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:37.922359] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:37.978595] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:18:38.083169] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:38.168992] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:38.196980] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:38.299403] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:38.299541] [INFO ] [CONFIGURE ] AMX: DISCARDED add_price_rejection (score: 40.00%)
[2025-12-01T20:18:38.300375] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 293/1230 | Remaining: 937 | Rate: 81.8/min
[2025-12-01T20:18:38.300428] [INFO ] [CONFIGURE ] AMX: Testing feature 21/29: add_range_position
[2025-12-01T20:18:38.300461] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_range_position']
[2025-12-01T20:18:38.318474] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:38.466743] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:38.529906] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:38.545391] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:38.660079] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:18:38.744443] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:38.764335] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:18:38.927097] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:38.995559] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:39.004509] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:39.009340] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:18:39.251270] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:39.283568] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:39.300559] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:18:39.351803] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:39.489740] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:39.548741] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:39.548882] [INFO ] [CONFIGURE ] APGE: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-12-01T20:18:39.549684] [INFO ] [CONFIGURE ] JOB ETA: 11.5m | Tests: 294/1230 | Remaining: 936 | Rate: 81.7/min
[2025-12-01T20:18:39.549736] [INFO ] [CONFIGURE ] APGE: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:18:39.549767] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-12-01T20:18:39.684402] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:39.684559] [INFO ] [CONFIGURE ] AMC: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-12-01T20:18:39.685403] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 295/1230 | Remaining: 935 | Rate: 81.9/min
[2025-12-01T20:18:39.685454] [INFO ] [CONFIGURE ] AMC: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:18:39.685487] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-12-01T20:18:39.700422] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:39.719096] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:39.790898] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:39.952570] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:40.030396] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:18:40.046886] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:40.067720] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:40.190486] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:40.272505] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:40.397001] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:18:40.429127] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:40.445860] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:40.512311] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:40.665811] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:40.665953] [INFO ] [CONFIGURE ] AMX: DISCARDED add_range_position (score: 30.00%)
[2025-12-01T20:18:40.666807] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 296/1230 | Remaining: 934 | Rate: 81.8/min
[2025-12-01T20:18:40.666859] [INFO ] [CONFIGURE ] AMX: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:18:40.666892] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_realized_volatility']
[2025-12-01T20:18:40.747963] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:40.750607] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:40.822530] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:40.957432] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:40.987749] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:41.114033] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:41.114200] [INFO ] [CONFIGURE ] APRE: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-12-01T20:18:41.115050] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 297/1230 | Remaining: 933 | Rate: 81.9/min
[2025-12-01T20:18:41.115106] [INFO ] [CONFIGURE ] APRE: Testing feature 6/29: add_failed_moves
[2025-12-01T20:18:41.115138] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-12-01T20:18:41.205143] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:41.233093] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:41.259916] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:41.420599] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:18:41.479370] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:41.564655] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:41.589194] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:41.721222] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:41.731166] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:41.862144] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:41.969078] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:41.972867] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:41.973003] [INFO ] [CONFIGURE ] APGE: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-12-01T20:18:41.973743] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 298/1230 | Remaining: 932 | Rate: 81.8/min
[2025-12-01T20:18:41.973794] [INFO ] [CONFIGURE ] APGE: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:18:41.973825] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-12-01T20:18:42.035357] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:42.163053] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:42.225531] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:42.326195] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:42.358251] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:42.468750] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:42.488956] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:42.630411] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:42.748220] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:42.755856] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:42.777121] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:42.925007] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:43.012445] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:18:43.105868] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:43.130064] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:18:43.222028] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:43.266177] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:43.407303] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:43.515803] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:43.515951] [INFO ] [CONFIGURE ] AMC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-12-01T20:18:43.516771] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 299/1230 | Remaining: 931 | Rate: 81.5/min
[2025-12-01T20:18:43.516828] [INFO ] [CONFIGURE ] AMC: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:18:43.516862] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-12-01T20:18:43.521961] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:43.523297] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:43.712121] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:43.712272] [INFO ] [CONFIGURE ] AMX: DISCARDED add_realized_volatility (score: 30.00%)
[2025-12-01T20:18:43.713083] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 300/1230 | Remaining: 930 | Rate: 81.7/min
[2025-12-01T20:18:43.713135] [INFO ] [CONFIGURE ] AMX: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:18:43.713169] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_recent_range_context']
[2025-12-01T20:18:43.785373] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:43.817881] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:43.870793] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:43.912904] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:44.042310] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:44.114553] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:44.125472] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:44.125623] [INFO ] [CONFIGURE ] APRE: DISCARDED add_failed_moves (score: 90.00%)
[2025-12-01T20:18:44.126434] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 301/1230 | Remaining: 929 | Rate: 81.9/min
[2025-12-01T20:18:44.126486] [INFO ] [CONFIGURE ] APRE: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:18:44.126518] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-12-01T20:18:44.224747] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:44.303170] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:44.314962] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:44.425273] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:18:44.517993] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:44.565313] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:44.565458] [INFO ] [CONFIGURE ] APGE: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-12-01T20:18:44.566243] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 302/1230 | Remaining: 928 | Rate: 82.0/min
[2025-12-01T20:18:44.566297] [INFO ] [CONFIGURE ] APGE: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:18:44.566331] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-12-01T20:18:44.578036] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:44.716939] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:44.718658] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:44.827062] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:44.920691] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:44.930396] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:45.012650] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:18:45.079995] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:18:45.122615] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:45.281803] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:45.302319] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:45.329397] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:45.341355] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:18:45.531963] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:45.592633] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:45.600785] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:45.635589] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:45.739171] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:45.739308] [INFO ] [CONFIGURE ] AMX: DISCARDED add_recent_range_context (score: 50.00%)
[2025-12-01T20:18:45.740099] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 303/1230 | Remaining: 927 | Rate: 81.8/min
[2025-12-01T20:18:45.740153] [INFO ] [CONFIGURE ] AMX: Testing feature 24/29: add_rsi
[2025-12-01T20:18:45.740189] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_ema', 'add_rsi']
[2025-12-01T20:18:45.856756] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:45.891029] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:45.989872] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:45.997271] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:46.111433] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:46.187812] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:46.257919] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:18:46.347978] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:46.366045] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:46.490392] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:46.518296] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:46.628220] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:46.715384] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:46.781279] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:46.786752] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:46.887289] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:47.037331] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:47.080811] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:47.080950] [INFO ] [CONFIGURE ] AMC: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-12-01T20:18:47.081795] [INFO ] [CONFIGURE ] JOB ETA: 11.4m | Tests: 304/1230 | Remaining: 926 | Rate: 81.6/min
[2025-12-01T20:18:47.081848] [INFO ] [CONFIGURE ] AMC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:18:47.081881] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-12-01T20:18:47.083501] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:47.083653] [INFO ] [CONFIGURE ] APRE: DISCARDED add_lag_shelf (score: 80.00%)
[2025-12-01T20:18:47.084513] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 305/1230 | Remaining: 925 | Rate: 81.9/min
[2025-12-01T20:18:47.084567] [INFO ] [CONFIGURE ] APRE: Testing feature 8/29: add_macd
[2025-12-01T20:18:47.084618] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-12-01T20:18:47.151665] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:47.151802] [INFO ] [CONFIGURE ] APGE: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-12-01T20:18:47.152639] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 306/1230 | Remaining: 924 | Rate: 82.1/min
[2025-12-01T20:18:47.152693] [INFO ] [CONFIGURE ] APGE: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:18:47.152727] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-12-01T20:18:47.297035] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:47.390172] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:47.431563] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:47.485993] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:18:47.553143] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:47.641189] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:47.783007] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:47.811635] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:47.890261] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:47.896611] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:48.075802] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:48.138823] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:48.164236] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:48.295846] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:48.351813] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:48.351952] [INFO ] [CONFIGURE ] AMX: DISCARDED add_rsi (score: 60.00%)
[2025-12-01T20:18:48.352828] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 307/1230 | Remaining: 923 | Rate: 81.9/min
[2025-12-01T20:18:48.352884] [INFO ] [CONFIGURE ] AMX: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:18:48.352919] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_tick_distribution']
[2025-12-01T20:18:48.372336] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:48.530936] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:48.549832] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:48.608417] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:48.694593] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:48.757305] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:48.846429] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:48.880688] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:48.961362] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:49.083189] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:18:49.093306] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:49.158926] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:49.227066] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:49.314711] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:49.366777] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:49.490152] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:49.553237] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:49.553394] [INFO ] [CONFIGURE ] APGE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-12-01T20:18:49.554279] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 308/1230 | Remaining: 922 | Rate: 81.8/min
[2025-12-01T20:18:49.554336] [INFO ] [CONFIGURE ] APGE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:18:49.554370] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-12-01T20:18:49.564361] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:49.575838] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:49.761819] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:49.785810] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:49.911361] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:49.928021] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:49.959282] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:50.012048] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:50.159540] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:50.236092] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:50.278380] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:18:50.341534] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:50.351201] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:50.351334] [INFO ] [CONFIGURE ] AMX: DISCARDED add_tick_distribution (score: 40.00%)
[2025-12-01T20:18:50.352147] [INFO ] [CONFIGURE ] JOB ETA: 11.3m | Tests: 309/1230 | Remaining: 921 | Rate: 81.7/min
[2025-12-01T20:18:50.352198] [INFO ] [CONFIGURE ] AMX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:18:50.352229] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_volume_momentum_confirmation']
[2025-12-01T20:18:50.458171] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:50.549617] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:50.641430] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:50.641630] [INFO ] [CONFIGURE ] AMC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-01T20:18:50.642833] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Tests: 310/1230 | Remaining: 920 | Rate: 81.9/min
[2025-12-01T20:18:50.642909] [INFO ] [CONFIGURE ] AMC: Testing feature 20/29: add_price_rejection
[2025-12-01T20:18:50.642962] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-12-01T20:18:50.685047] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:50.747365] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:50.764916] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:50.915646] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:50.949633] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:51.024278] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:51.146855] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:51.160721] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:51.187646] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:51.187841] [INFO ] [CONFIGURE ] APRE: DISCARDED add_macd (score: 90.00%)
[2025-12-01T20:18:51.188922] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Tests: 311/1230 | Remaining: 919 | Rate: 82.0/min
[2025-12-01T20:18:51.188987] [INFO ] [CONFIGURE ] APRE: Testing feature 9/29: add_mfi
[2025-12-01T20:18:51.189031] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-12-01T20:18:51.373166] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:51.376459] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:51.404668] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:51.514524] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:18:51.573412] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:51.603484] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:51.776636] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:51.782473] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:51.818516] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:51.833235] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:51.833366] [INFO ] [CONFIGURE ] APGE: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-01T20:18:51.834160] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Tests: 312/1230 | Remaining: 918 | Rate: 82.0/min
[2025-12-01T20:18:51.834211] [INFO ] [CONFIGURE ] APGE: Testing feature 20/29: add_price_rejection
[2025-12-01T20:18:51.834391] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-12-01T20:18:51.978305] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:52.091126] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:52.123086] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:18:52.159883] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:18:52.179590] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:52.340550] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:52.383325] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:52.383451] [INFO ] [CONFIGURE ] AMX: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-12-01T20:18:52.384286] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Tests: 313/1230 | Remaining: 917 | Rate: 82.1/min
[2025-12-01T20:18:52.384337] [INFO ] [CONFIGURE ] AMX: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:18:52.384370] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_volume_price_divergence']
[2025-12-01T20:18:52.427359] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:52.540310] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:52.595242] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:52.599012] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:52.736567] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:52.813616] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:52.850414] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:52.922824] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:53.028872] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:53.044470] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:53.103289] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:53.242268] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:53.304756] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:53.344976] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:53.355538] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:53.459898] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:53.611617] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:53.651138] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:53.675876] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:53.684785] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:53.867109] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:18:53.894204] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:53.952569] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:54.070862] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:18:54.111431] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:54.121562] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:54.259807] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:54.259950] [INFO ] [CONFIGURE ] APRE: DISCARDED add_mfi (score: 80.00%)
[2025-12-01T20:18:54.260820] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Tests: 314/1230 | Remaining: 916 | Rate: 81.6/min
[2025-12-01T20:18:54.260871] [INFO ] [CONFIGURE ] APRE: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:18:54.260903] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:18:54.331128] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:54.382679] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:54.382810] [INFO ] [CONFIGURE ] APGE: DISCARDED add_price_rejection (score: 70.00%)
[2025-12-01T20:18:54.383621] [INFO ] [CONFIGURE ] JOB ETA: 11.2m | Tests: 315/1230 | Remaining: 915 | Rate: 81.9/min
[2025-12-01T20:18:54.383672] [INFO ] [CONFIGURE ] APGE: Testing feature 21/29: add_range_position
[2025-12-01T20:18:54.383703] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-12-01T20:18:54.462595] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:54.462739] [INFO ] [CONFIGURE ] AMC: DISCARDED add_price_rejection (score: 50.00%)
[2025-12-01T20:18:54.463607] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 316/1230 | Remaining: 914 | Rate: 82.1/min
[2025-12-01T20:18:54.463658] [INFO ] [CONFIGURE ] AMC: Testing feature 21/29: add_range_position
[2025-12-01T20:18:54.463690] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-12-01T20:18:54.550729] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:54.550874] [INFO ] [CONFIGURE ] AMX: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-12-01T20:18:54.551721] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 317/1230 | Remaining: 913 | Rate: 82.3/min
[2025-12-01T20:18:54.551773] [INFO ] [CONFIGURE ] AMX: Testing feature 28/29: add_volume_profile
[2025-12-01T20:18:54.551804] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_volume_profile']
[2025-12-01T20:18:54.637397] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:18:54.652850] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:54.757368] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:54.847615] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:54.934479] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:54.963435] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:55.009829] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:55.170943] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:55.206501] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:55.236224] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:55.376462] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:55.383318] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:18:55.478486] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:55.581944] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:55.640634] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:55.756536] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:55.771875] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:55.798799] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:56.010275] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:56.029452] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:56.038670] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:56.166893] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:56.224325] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:56.304791] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:56.434556] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:56.443213] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:56.552652] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:56.577982] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:18:56.643228] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:56.643357] [INFO ] [CONFIGURE ] AMX: DISCARDED add_volume_profile (score: 40.00%)
[2025-12-01T20:18:56.644177] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 318/1230 | Remaining: 912 | Rate: 81.8/min
[2025-12-01T20:18:56.644230] [INFO ] [CONFIGURE ] AMX: Testing feature 29/29: add_vwap
[2025-12-01T20:18:56.644264] [INFO ] [CONFIGURE ] AMX: Testing with features: ['add_vwap']
[2025-12-01T20:18:56.837538] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:18:56.849953] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:56.856108] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:56.935275] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:18:57.065788] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:18:57.123102] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:57.123240] [INFO ] [CONFIGURE ] APGE: DISCARDED add_range_position (score: 60.00%)
[2025-12-01T20:18:57.124083] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 319/1230 | Remaining: 911 | Rate: 81.9/min
[2025-12-01T20:18:57.124148] [INFO ] [CONFIGURE ] APGE: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:18:57.124211] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-12-01T20:18:57.231773] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:57.277284] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:18:57.321206] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:18:57.459678] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:18:57.491698] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:57.632632] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:18:57.709631] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:57.716439] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:18:57.804988] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:18:57.926764] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:58.031206] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:18:58.106372] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:58.106519] [INFO ] [CONFIGURE ] APRE: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-12-01T20:18:58.107323] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 320/1230 | Remaining: 910 | Rate: 81.8/min
[2025-12-01T20:18:58.107375] [INFO ] [CONFIGURE ] APRE: Testing feature 11/29: add_obv_daily
[2025-12-01T20:18:58.107407] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-12-01T20:18:58.138886] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:58.142024] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:58.361350] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:18:58.421263] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:18:58.424258] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:18:58.424417] [INFO ] [CONFIGURE ] AMC: DISCARDED add_range_position (score: 50.00%)
[2025-12-01T20:18:58.425344] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 321/1230 | Remaining: 909 | Rate: 82.0/min
[2025-12-01T20:18:58.425399] [INFO ] [CONFIGURE ] AMC: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:18:58.425433] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-12-01T20:18:58.472947] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:18:58.579617] [DEBUG] [FORECASTER] AMX: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:18:58.735393] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:58.798385] [DEBUG] [FORECASTER] AMX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:18:58.798519] [INFO ] [CONFIGURE ] AMX: DISCARDED add_vwap (score: 40.00%)
[2025-12-01T20:18:58.799368] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 322/1230 | Remaining: 908 | Rate: 82.1/min
[2025-12-01T20:18:58.799419] [INFO ] [CONFIGURE ] AMX: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:18:58.799449] [INFO ] [CONFIGURE ] AMX: Best accuracy: 80.00%
[2025-12-01T20:18:58.799477] [INFO ] [CONFIGURE ] AMX: Best feature set (0 features): []
[2025-12-01T20:18:58.799503] [INFO ] [CONFIGURE ] AMX: Improvement over baseline: 0.00%
[2025-12-01T20:18:58.799544] [INFO ] [CONFIGURE ] AMX: Total time: 1.1 minutes
[2025-12-01T20:18:58.799569] [INFO ] [CONFIGURE ] AMX: Average time per feature: 2.2 seconds
[2025-12-01T20:18:58.799611] [INFO ] [CONFIGURE ] AMX: Average speed: 0.45 features/sec
[2025-12-01T20:18:58.799790] [INFO ] [LOCAL     ] Saved configuration for AMX: 0 features, 80.00% accuracy -> ./output/feature-sets/AMX.json
[2025-12-01T20:18:58.800124] [INFO ] [CONFIGURE ] AMX: Configuration saved successfully: 0 features, 80.00% accuracy.
[2025-12-01T20:18:58.800775] [INFO ] [sig       ] [9/41] AMX OK in 1m 7s. ETA: 13m 57s. Rate: 2.3 sym/min
[2025-12-01T20:18:58.801736] [INFO ] [CONFIGURE ] ATHA: Configurate test run.
[2025-12-01T20:18:58.801782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-01T20:18:58.803660] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:18:58.889597] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:18:58.983569] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-01T20:18:58.984114] [INFO ] [CONFIGURE ] ATHA: Testing with 29 available features
[2025-12-01T20:18:58.984166] [INFO ] [CONFIGURE ] ATHA: Establishing baseline with no features...
[2025-12-01T20:18:59.047181] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:59.137293] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:18:59.164717] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:18:59.342658] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:59.360896] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:18:59.365403] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:18:59.466650] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:18:59.522993] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:18:59.696365] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:18:59.701958] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:18:59.802419] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:18:59.823142] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:18:59.883280] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:00.027836] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:00.064439] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:19:00.138849] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:00.245744] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:00.308939] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:00.364552] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:00.430481] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:00.475809] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:00.475950] [INFO ] [CONFIGURE ] APGE: DISCARDED add_realized_volatility (score: 40.00%)
[2025-12-01T20:19:00.476785] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 323/1230 | Remaining: 907 | Rate: 81.8/min
[2025-12-01T20:19:00.476854] [INFO ] [CONFIGURE ] APGE: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:19:00.476888] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-12-01T20:19:00.613121] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:00.703053] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:19:00.717885] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:19:00.776974] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:00.796116] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:00.796237] [INFO ] [CONFIGURE ] ATHA: Baseline score (no features): 30.00%
[2025-12-01T20:19:00.796659] [INFO ] [CONFIGURE ] ATHA: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:19:00.796707] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:19:00.966003] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:01.047388] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:01.122694] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:01.256233] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:01.471312] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:01.496476] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:01.496524] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:01.499704] [INFO ] [CONFIGURE ] APRE: DISCARDED add_obv_daily (score: 70.00%)
[2025-12-01T20:19:01.501234] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 325/1230 | Remaining: 905 | Rate: 81.9/min
[2025-12-01T20:19:01.501300] [INFO ] [CONFIGURE ] APRE: Testing feature 12/29: add_obv_interval
[2025-12-01T20:19:01.501334] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-12-01T20:19:01.583154] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:01.738151] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:01.818918] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:01.948894] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:19:01.981877] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:02.002150] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:02.091781] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:02.230877] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:02.315173] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:02.322856] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:02.419322] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:19:02.475770] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:19:02.548638] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:19:02.632687] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:02.717094] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:02.779977] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:02.891711] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:19:02.939827] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:02.966619] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:02.966762] [INFO ] [CONFIGURE ] APGE: DISCARDED add_recent_range_context (score: 60.00%)
[2025-12-01T20:19:02.967550] [INFO ] [CONFIGURE ] JOB ETA: 11.1m | Tests: 326/1230 | Remaining: 904 | Rate: 81.7/min
[2025-12-01T20:19:02.967616] [INFO ] [CONFIGURE ] APGE: Testing feature 24/29: add_rsi
[2025-12-01T20:19:02.967650] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-12-01T20:19:03.010468] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:03.237443] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:03.257229] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:03.262369] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:19:03.343267] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:03.343408] [INFO ] [CONFIGURE ] AMC: DISCARDED add_realized_volatility (score: 60.00%)
[2025-12-01T20:19:03.344215] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 327/1230 | Remaining: 903 | Rate: 81.8/min
[2025-12-01T20:19:03.344266] [INFO ] [CONFIGURE ] AMC: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:19:03.344297] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-12-01T20:19:03.463604] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:03.463750] [INFO ] [CONFIGURE ] ATHA: KEPT add_bollinger_bands (score: 60.00%)
[2025-12-01T20:19:03.464552] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 328/1230 | Remaining: 902 | Rate: 82.0/min
[2025-12-01T20:19:03.464620] [INFO ] [CONFIGURE ] ATHA: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:19:03.464653] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:19:03.561523] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:03.567255] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:03.699960] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:19:03.733211] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:03.861255] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:03.870443] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:04.000222] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:04.063513] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:04.161976] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:19:04.179236] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:19:04.272043] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:04.432952] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:04.464148] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:04.488431] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:04.545054] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:19:04.771840] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:04.795261] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:19:04.799512] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:04.799665] [INFO ] [CONFIGURE ] APRE: DISCARDED add_obv_interval (score: 70.00%)
[2025-12-01T20:19:04.800448] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 329/1230 | Remaining: 901 | Rate: 81.8/min
[2025-12-01T20:19:04.800498] [INFO ] [CONFIGURE ] APRE: Testing feature 13/29: add_opening_strength
[2025-12-01T20:19:04.800529] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:19:04.818532] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:05.076005] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:05.090455] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:19:05.119482] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:05.156257] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:05.362671] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:19:05.379863] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:05.436398] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:05.518552] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:05.635456] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:05.686354] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:05.753070] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:05.882021] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:19:05.912484] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:19:05.994646] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:05.994798] [INFO ] [CONFIGURE ] APGE: DISCARDED add_rsi (score: 50.00%)
[2025-12-01T20:19:05.995604] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 330/1230 | Remaining: 900 | Rate: 81.7/min
[2025-12-01T20:19:05.995656] [INFO ] [CONFIGURE ] APGE: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:19:05.995687] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-12-01T20:19:06.102114] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:06.185641] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:06.185784] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-12-01T20:19:06.186601] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 331/1230 | Remaining: 899 | Rate: 81.8/min
[2025-12-01T20:19:06.186653] [INFO ] [CONFIGURE ] ATHA: Testing feature 3/29: add_daily_returns
[2025-12-01T20:19:06.186686] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-12-01T20:19:06.230783] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:19:06.258981] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:19:06.423883] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:19:06.426465] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:06.465334] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:06.628797] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:19:06.663337] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:06.701268] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:06.737628] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:06.903421] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:06.934653] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:06.996374] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:06.996513] [INFO ] [CONFIGURE ] AMC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-12-01T20:19:06.997278] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 332/1230 | Remaining: 898 | Rate: 81.8/min
[2025-12-01T20:19:06.997330] [INFO ] [CONFIGURE ] AMC: Testing feature 24/29: add_rsi
[2025-12-01T20:19:06.997663] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-12-01T20:19:07.063354] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:07.142998] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:19:07.168449] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:07.382565] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:07.395908] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:07.399933] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:07.417053] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:19:07.619450] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:19:07.643937] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:07.719291] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:07.830909] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:07.860705] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:07.881123] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:08.048155] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:08.048311] [INFO ] [CONFIGURE ] APRE: DISCARDED add_opening_strength (score: 70.00%)
[2025-12-01T20:19:08.049435] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 333/1230 | Remaining: 897 | Rate: 81.7/min
[2025-12-01T20:19:08.049486] [INFO ] [CONFIGURE ] APRE: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:19:08.049518] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-12-01T20:19:08.102974] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:08.115700] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:08.250842] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:08.342208] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:08.348482] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:08.348626] [INFO ] [CONFIGURE ] APGE: DISCARDED add_tick_distribution (score: 70.00%)
[2025-12-01T20:19:08.349362] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 334/1230 | Remaining: 896 | Rate: 81.9/min
[2025-12-01T20:19:08.349411] [INFO ] [CONFIGURE ] APGE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:19:08.349443] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-12-01T20:19:08.362926] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:08.582491] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:08.582660] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_daily_returns (score: 60.00%)
[2025-12-01T20:19:08.583394] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 335/1230 | Remaining: 895 | Rate: 82.0/min
[2025-12-01T20:19:08.583445] [INFO ] [CONFIGURE ] ATHA: Testing feature 4/29: add_ema
[2025-12-01T20:19:08.583477] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-12-01T20:19:08.596555] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:19:08.674790] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:19:08.684355] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:08.840300] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:08.861062] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:09.007136] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:09.082135] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:09.095779] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:09.140802] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:09.326083] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:09.326220] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:09.419533] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:09.519260] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:09.565668] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:09.642411] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:09.698928] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:19:09.821533] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:09.938119] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:19:09.961420] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:09.980011] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:10.079397] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:19:10.260594] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:19:10.286620] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:10.340132] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:10.364315] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:19:10.545091] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:10.586847] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:10.614047] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:10.791033] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:19:10.827877] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:10.834286] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:10.834414] [INFO ] [CONFIGURE ] APGE: KEPT add_volume_momentum_confirmation (score: 80.00%)
[2025-12-01T20:19:10.835218] [INFO ] [CONFIGURE ] JOB ETA: 11.0m | Tests: 336/1230 | Remaining: 894 | Rate: 81.5/min
[2025-12-01T20:19:10.835268] [INFO ] [CONFIGURE ] APGE: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:19:10.835300] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-12-01T20:19:10.951926] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:11.107351] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:19:11.118770] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:11.213332] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:11.213489] [INFO ] [CONFIGURE ] AMC: DISCARDED add_rsi (score: 40.00%)
[2025-12-01T20:19:11.214251] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 337/1230 | Remaining: 893 | Rate: 81.6/min
[2025-12-01T20:19:11.214304] [INFO ] [CONFIGURE ] AMC: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:19:11.214337] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-12-01T20:19:11.284630] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:11.284770] [INFO ] [CONFIGURE ] APRE: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-12-01T20:19:11.285601] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 338/1230 | Remaining: 892 | Rate: 81.8/min
[2025-12-01T20:19:11.285655] [INFO ] [CONFIGURE ] APRE: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:19:11.285689] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-12-01T20:19:11.381489] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:11.410527] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:11.410701] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_ema (score: 60.00%)
[2025-12-01T20:19:11.411618] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 339/1230 | Remaining: 891 | Rate: 82.0/min
[2025-12-01T20:19:11.411676] [INFO ] [CONFIGURE ] ATHA: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:19:11.411711] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:19:11.570269] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:19:11.590832] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:11.659414] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:11.707595] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:11.901601] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:11.922519] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:11.935987] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:12.002921] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:12.212861] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:12.219598] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:12.282346] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:12.294602] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:12.494531] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:12.538471] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:12.581856] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:12.666384] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:19:12.776388] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:19:12.844837] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:12.864296] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:13.053479] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:13.053738] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:13.153523] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:13.161148] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:19:13.335305] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:13.418614] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:13.454937] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:13.461770] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:13.621986] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:13.622123] [INFO ] [CONFIGURE ] APGE: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-12-01T20:19:13.622933] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 340/1230 | Remaining: 890 | Rate: 81.6/min
[2025-12-01T20:19:13.622985] [INFO ] [CONFIGURE ] APGE: Testing feature 28/29: add_volume_profile
[2025-12-01T20:19:13.623018] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-12-01T20:19:13.749188] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:13.776810] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:19:13.793349] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:19:13.897200] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:19:14.048180] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:14.094961] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:14.156162] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:19:14.179167] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:14.344227] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:14.344384] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-12-01T20:19:14.345211] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 341/1230 | Remaining: 889 | Rate: 81.6/min
[2025-12-01T20:19:14.345268] [INFO ] [CONFIGURE ] ATHA: Testing feature 6/29: add_failed_moves
[2025-12-01T20:19:14.345301] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-12-01T20:19:14.406629] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:14.406760] [INFO ] [CONFIGURE ] APRE: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-12-01T20:19:14.407472] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 342/1230 | Remaining: 888 | Rate: 81.8/min
[2025-12-01T20:19:14.407526] [INFO ] [CONFIGURE ] APRE: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:19:14.407558] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-12-01T20:19:14.464072] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:14.521259] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:19:14.586748] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:14.715265] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:14.744910] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:14.830432] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:14.880155] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:14.880292] [INFO ] [CONFIGURE ] AMC: DISCARDED add_tick_distribution (score: 50.00%)
[2025-12-01T20:19:14.881018] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Tests: 343/1230 | Remaining: 887 | Rate: 81.9/min
[2025-12-01T20:19:14.881069] [INFO ] [CONFIGURE ] AMC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:19:14.881101] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-12-01T20:19:15.026255] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:15.043593] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:15.069273] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:15.240121] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:19:15.308810] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:15.326289] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:15.380878] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:15.543780] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:15.606708] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:15.643677] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:15.686364] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:15.779762] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:19:15.921537] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:15.992986] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:15.993513] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:16.011721] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:16.199698] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:16.247131] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:16.319446] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:16.370604] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:19:16.485985] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:16.486126] [INFO ] [CONFIGURE ] APGE: DISCARDED add_volume_profile (score: 80.00%)
[2025-12-01T20:19:16.486966] [INFO ] [CONFIGURE ] JOB ETA: 10.9m | Tests: 344/1230 | Remaining: 886 | Rate: 81.6/min
[2025-12-01T20:19:16.487020] [INFO ] [CONFIGURE ] APGE: Testing feature 29/29: add_vwap
[2025-12-01T20:19:16.487054] [INFO ] [CONFIGURE ] APGE: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-12-01T20:19:16.487361] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:16.633220] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:16.728295] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:16.728432] [INFO ] [CONFIGURE ] ATHA: KEPT add_failed_moves (score: 70.00%)
[2025-12-01T20:19:16.729289] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Tests: 345/1230 | Remaining: 885 | Rate: 81.7/min
[2025-12-01T20:19:16.729344] [INFO ] [CONFIGURE ] ATHA: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:19:16.729378] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_lag_shelf']
[2025-12-01T20:19:16.747450] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:16.764103] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:19:16.960383] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:16.973836] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:17.041511] [DEBUG] [FORECASTER] APGE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:17.124397] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:17.218423] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:17.276889] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:17.326642] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:17.471072] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:17.499344] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:17.589455] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:17.589625] [INFO ] [CONFIGURE ] APRE: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-12-01T20:19:17.590463] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Tests: 346/1230 | Remaining: 884 | Rate: 81.7/min
[2025-12-01T20:19:17.590515] [INFO ] [CONFIGURE ] APRE: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:19:17.590553] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-12-01T20:19:17.616276] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:17.709944] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:19:17.877829] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:19:17.906532] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:17.911786] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:17.943035] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:18.197642] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:19:18.211389] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:18.237252] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:18.279310] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:19:18.435698] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:18.502819] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:18.559284] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:18.664846] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:18.665000] [INFO ] [CONFIGURE ] AMC: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-12-01T20:19:18.665827] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Tests: 347/1230 | Remaining: 883 | Rate: 81.6/min
[2025-12-01T20:19:18.665878] [INFO ] [CONFIGURE ] AMC: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:19:18.665911] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-12-01T20:19:18.673487] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:18.801057] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:18.873602] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:18.914167] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:19.052327] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:19:19.099316] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:19.150951] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:19.151090] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_lag_shelf (score: 50.00%)
[2025-12-01T20:19:19.151910] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Tests: 348/1230 | Remaining: 882 | Rate: 81.7/min
[2025-12-01T20:19:19.151960] [INFO ] [CONFIGURE ] ATHA: Testing feature 8/29: add_macd
[2025-12-01T20:19:19.151994] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-12-01T20:19:19.188996] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:19.387938] [DEBUG] [FORECASTER] APGE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:19.388085] [INFO ] [CONFIGURE ] APGE: DISCARDED add_vwap (score: 80.00%)
[2025-12-01T20:19:19.388920] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Tests: 349/1230 | Remaining: 881 | Rate: 81.8/min
[2025-12-01T20:19:19.388971] [INFO ] [CONFIGURE ] APGE: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:19:19.389001] [INFO ] [CONFIGURE ] APGE: Best accuracy: 80.00%
[2025-12-01T20:19:19.389030] [INFO ] [CONFIGURE ] APGE: Best feature set (2 features): ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-12-01T20:19:19.389057] [INFO ] [CONFIGURE ] APGE: Improvement over baseline: 20.00%
[2025-12-01T20:19:19.389098] [INFO ] [CONFIGURE ] APGE: Total time: 1.3 minutes
[2025-12-01T20:19:19.389123] [INFO ] [CONFIGURE ] APGE: Average time per feature: 2.7 seconds
[2025-12-01T20:19:19.389148] [INFO ] [CONFIGURE ] APGE: Average speed: 0.37 features/sec
[2025-12-01T20:19:19.389346] [INFO ] [LOCAL     ] Saved configuration for APGE: 2 features, 80.00% accuracy -> ./output/feature-sets/APGE.json
[2025-12-01T20:19:19.389385] [INFO ] [CONFIGURE ] APGE: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-12-01T20:19:19.390693] [INFO ] [sig       ] [10/41] APGE OK in 1m 20s. ETA: 13m 13s. Rate: 2.3 sym/min
[2025-12-01T20:19:19.392951] [INFO ] [CONFIGURE ] AVAL: Configurate test run.
[2025-12-01T20:19:19.392996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-01T20:19:19.404070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-01T20:19:19.404468] [INFO ] [CONFIGURE ] AVAL: Testing with 29 available features
[2025-12-01T20:19:19.404515] [INFO ] [CONFIGURE ] AVAL: Establishing baseline with no features...
[2025-12-01T20:19:19.433568] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:19.493441] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:19.508745] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:19.584285] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:19.767930] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:19.819990] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:19.827038] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:19.836009] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:19.942853] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:20.120791] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:19:20.150425] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:19:20.180415] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:20.197012] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:19:20.295823] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:19:20.469812] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:20.474141] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:20.528413] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:20.576311] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:20.645019] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:20.797926] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:20.798062] [INFO ] [CONFIGURE ] APRE: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-12-01T20:19:20.798909] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Tests: 350/1230 | Remaining: 880 | Rate: 81.6/min
[2025-12-01T20:19:20.798961] [INFO ] [CONFIGURE ] APRE: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:19:20.798994] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-12-01T20:19:20.822006] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:20.877827] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:20.959643] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:20.997412] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:21.093902] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:21.171737] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:21.171860] [INFO ] [CONFIGURE ] AVAL: Baseline score (no features): 30.00%
[2025-12-01T20:19:21.172259] [INFO ] [CONFIGURE ] AVAL: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:19:21.172306] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:19:21.233314] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:19:21.339169] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:21.387347] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:21.389301] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:21.578680] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:21.601490] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:21.685770] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:21.712128] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:19:21.818012] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:21.928620] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:21.974368] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:22.038419] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:19:22.101098] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:19:22.256079] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:19:22.264847] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:22.277781] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:22.478610] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:22.478641] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:22.478769] [INFO ] [CONFIGURE ] AMC: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-12-01T20:19:22.479554] [INFO ] [CONFIGURE ] JOB ETA: 10.8m | Tests: 352/1230 | Remaining: 878 | Rate: 81.6/min
[2025-12-01T20:19:22.479618] [INFO ] [CONFIGURE ] AMC: Testing feature 28/29: add_volume_profile
[2025-12-01T20:19:22.479651] [INFO ] [CONFIGURE ] AMC: Testing with features: ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-12-01T20:19:22.566867] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:22.634524] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:22.634709] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_macd (score: 60.00%)
[2025-12-01T20:19:22.635499] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Tests: 353/1230 | Remaining: 877 | Rate: 81.7/min
[2025-12-01T20:19:22.635551] [INFO ] [CONFIGURE ] ATHA: Testing feature 9/29: add_mfi
[2025-12-01T20:19:22.635600] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_mfi']
[2025-12-01T20:19:22.698456] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:22.847589] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:19:22.857530] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:22.882996] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:22.921179] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:23.143235] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:23.148860] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:23.167732] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:19:23.227799] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:23.385835] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:23.385998] [INFO ] [CONFIGURE ] AVAL: KEPT add_bollinger_bands (score: 60.00%)
[2025-12-01T20:19:23.386866] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Tests: 354/1230 | Remaining: 876 | Rate: 81.7/min
[2025-12-01T20:19:23.386922] [INFO ] [CONFIGURE ] AVAL: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:19:23.386956] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:19:23.410601] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:23.487384] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:23.642089] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:23.706526] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:23.722090] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:19:23.855796] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:23.855956] [INFO ] [CONFIGURE ] APRE: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-12-01T20:19:23.856784] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Tests: 355/1230 | Remaining: 875 | Rate: 81.8/min
[2025-12-01T20:19:23.856839] [INFO ] [CONFIGURE ] APRE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:19:23.856872] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-12-01T20:19:24.051688] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:24.070316] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:24.100660] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:19:24.249189] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:24.364242] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:19:24.413611] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:24.545086] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:24.583270] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:24.651329] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:24.720328] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:19:24.880366] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:24.921600] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:24.926031] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:24.998075] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:19:25.176842] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:25.186014] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:25.267776] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:25.319930] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:25.438797] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:25.438957] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_mfi (score: 50.00%)
[2025-12-01T20:19:25.439818] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Tests: 356/1230 | Remaining: 874 | Rate: 81.5/min
[2025-12-01T20:19:25.439882] [INFO ] [CONFIGURE ] ATHA: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:19:25.439917] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:19:25.476619] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:25.537981] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:25.697438] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:19:25.763048] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:25.775176] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:25.818539] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:26.066453] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:26.081050] [DEBUG] [FORECASTER] AMC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:19:26.081359] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:26.086381] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:26.358828] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:26.358969] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-12-01T20:19:26.359878] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Tests: 357/1230 | Remaining: 873 | Rate: 81.5/min
[2025-12-01T20:19:26.359943] [INFO ] [CONFIGURE ] AVAL: Testing feature 3/29: add_daily_returns
[2025-12-01T20:19:26.359977] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-12-01T20:19:26.362326] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:26.406893] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:26.461274] [DEBUG] [FORECASTER] AMC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:26.461423] [INFO ] [CONFIGURE ] AMC: DISCARDED add_volume_profile (score: 70.00%)
[2025-12-01T20:19:26.462239] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Tests: 358/1230 | Remaining: 872 | Rate: 81.7/min
[2025-12-01T20:19:26.462292] [INFO ] [CONFIGURE ] AMC: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:19:26.462322] [INFO ] [CONFIGURE ] AMC: Best accuracy: 70.00%
[2025-12-01T20:19:26.462352] [INFO ] [CONFIGURE ] AMC: Best feature set (4 features): ['add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:19:26.462378] [INFO ] [CONFIGURE ] AMC: Improvement over baseline: 20.00%
[2025-12-01T20:19:26.462418] [INFO ] [CONFIGURE ] AMC: Total time: 1.6 minutes
[2025-12-01T20:19:26.462443] [INFO ] [CONFIGURE ] AMC: Average time per feature: 3.3 seconds
[2025-12-01T20:19:26.462468] [INFO ] [CONFIGURE ] AMC: Average speed: 0.31 features/sec
[2025-12-01T20:19:26.462665] [INFO ] [LOCAL     ] Saved configuration for AMC: 4 features, 70.00% accuracy -> ./output/feature-sets/AMC.json
[2025-12-01T20:19:26.462703] [INFO ] [CONFIGURE ] AMC: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-12-01T20:19:26.463658] [INFO ] [sig       ] [11/41] AMC OK in 1m 36s. ETA: 11m 57s. Rate: 2.5 sym/min
[2025-12-01T20:19:26.466440] [INFO ] [CONFIGURE ] AVB: Configurate test run.
[2025-12-01T20:19:26.466488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-01T20:19:26.477558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-01T20:19:26.477893] [INFO ] [CONFIGURE ] AVB: Testing with 29 available features
[2025-12-01T20:19:26.477939] [INFO ] [CONFIGURE ] AVB: Establishing baseline with no features...
[2025-12-01T20:19:26.610704] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:26.653779] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:26.667842] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:26.731883] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:19:26.833937] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:26.837038] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:26.963534] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:26.963697] [INFO ] [CONFIGURE ] APRE: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-12-01T20:19:26.964596] [INFO ] [CONFIGURE ] JOB ETA: 10.7m | Tests: 359/1230 | Remaining: 871 | Rate: 81.8/min
[2025-12-01T20:19:26.964655] [INFO ] [CONFIGURE ] APRE: Testing feature 20/29: add_price_rejection
[2025-12-01T20:19:26.964690] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_price_rejection']
[2025-12-01T20:19:27.018080] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:19:27.058515] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:27.064529] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:27.201542] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:27.285241] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:27.298985] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:27.386449] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:27.389272] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:19:27.535711] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:27.565102] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:27.629871] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:27.732238] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:27.744926] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:27.775310] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:27.926015] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:19:27.958389] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:28.015200] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:28.067669] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:28.105914] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:28.275391] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:28.287803] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:28.287932] [INFO ] [CONFIGURE ] AVB: Baseline score (no features): 80.00%
[2025-12-01T20:19:28.288199] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:28.288446] [INFO ] [CONFIGURE ] AVB: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:19:28.288508] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:19:28.402110] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:19:28.514540] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:28.534383] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:28.585678] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:28.721168] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:28.721327] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-12-01T20:19:28.722142] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Tests: 361/1230 | Remaining: 869 | Rate: 81.7/min
[2025-12-01T20:19:28.722194] [INFO ] [CONFIGURE ] ATHA: Testing feature 11/29: add_obv_daily
[2025-12-01T20:19:28.722227] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_daily']
[2025-12-01T20:19:28.744418] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:28.766536] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:28.766686] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_daily_returns (score: 60.00%)
[2025-12-01T20:19:28.767476] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Tests: 362/1230 | Remaining: 868 | Rate: 81.9/min
[2025-12-01T20:19:28.767526] [INFO ] [CONFIGURE ] AVAL: Testing feature 4/29: add_ema
[2025-12-01T20:19:28.767558] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-12-01T20:19:28.905982] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:28.967100] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:19:28.987554] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:29.036878] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:29.195181] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:29.244473] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:29.256344] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:29.332905] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:29.420036] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:29.524002] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:29.557387] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:19:29.612542] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:29.649801] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:29.793372] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:19:29.869978] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:29.886071] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:29.896652] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:19:30.069946] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:30.118720] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:19:30.184744] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:30.184872] [INFO ] [CONFIGURE ] APRE: DISCARDED add_price_rejection (score: 60.00%)
[2025-12-01T20:19:30.185677] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Tests: 363/1230 | Remaining: 867 | Rate: 81.7/min
[2025-12-01T20:19:30.185727] [INFO ] [CONFIGURE ] APRE: Testing feature 21/29: add_range_position
[2025-12-01T20:19:30.185760] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-12-01T20:19:30.189174] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:19:30.350225] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:19:30.350533] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:30.476867] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:30.512720] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:30.589908] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:30.590070] [INFO ] [CONFIGURE ] AVB: DISCARDED add_bollinger_bands (score: 70.00%)
[2025-12-01T20:19:30.590918] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Tests: 364/1230 | Remaining: 866 | Rate: 81.8/min
[2025-12-01T20:19:30.590971] [INFO ] [CONFIGURE ] AVB: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:19:30.591004] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:19:30.640308] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:30.773073] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:30.818054] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:30.831890] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:30.918083] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:31.054467] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:31.055560] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:31.151404] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:31.197085] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:31.302938] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:19:31.345176] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:31.468343] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:31.468513] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_obv_daily (score: 50.00%)
[2025-12-01T20:19:31.469375] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Tests: 365/1230 | Remaining: 865 | Rate: 81.7/min
[2025-12-01T20:19:31.469431] [INFO ] [CONFIGURE ] ATHA: Testing feature 12/29: add_obv_interval
[2025-12-01T20:19:31.469465] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_obv_interval']
[2025-12-01T20:19:31.471734] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:31.537479] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:31.627095] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:31.627250] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_ema (score: 60.00%)
[2025-12-01T20:19:31.628018] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 366/1230 | Remaining: 864 | Rate: 81.9/min
[2025-12-01T20:19:31.628070] [INFO ] [CONFIGURE ] AVAL: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:19:31.628102] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:19:31.729319] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:31.772450] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:31.794860] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:31.918381] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:31.996986] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:32.018737] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:32.117456] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:32.198922] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:32.253978] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:32.260754] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:32.441926] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:32.483968] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:32.493827] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:19:32.513483] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:32.726371] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:32.764547] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:19:32.767148] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:32.767929] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:19:32.953445] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:32.953594] [INFO ] [CONFIGURE ] AVB: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-12-01T20:19:32.954375] [INFO ] [CONFIGURE ] JOB ETA: 10.6m | Tests: 367/1230 | Remaining: 863 | Rate: 81.7/min
[2025-12-01T20:19:32.954424] [INFO ] [CONFIGURE ] AVB: Testing feature 3/29: add_daily_returns
[2025-12-01T20:19:32.954455] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns']
[2025-12-01T20:19:33.031548] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:19:33.045820] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:33.094589] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:33.150022] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:33.289696] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:33.330913] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:33.349951] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:33.429101] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:33.429254] [INFO ] [CONFIGURE ] APRE: DISCARDED add_range_position (score: 70.00%)
[2025-12-01T20:19:33.430100] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 368/1230 | Remaining: 862 | Rate: 81.8/min
[2025-12-01T20:19:33.430153] [INFO ] [CONFIGURE ] APRE: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:19:33.430187] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility']
[2025-12-01T20:19:33.550824] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:33.558885] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:19:33.620338] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:33.759881] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:33.815891] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:33.834391] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:33.914329] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:33.953875] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:34.074800] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:34.074944] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_obv_interval (score: 60.00%)
[2025-12-01T20:19:34.075797] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 369/1230 | Remaining: 861 | Rate: 81.8/min
[2025-12-01T20:19:34.075851] [INFO ] [CONFIGURE ] ATHA: Testing feature 13/29: add_opening_strength
[2025-12-01T20:19:34.075887] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:19:34.146969] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:34.207809] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:34.251089] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:34.344440] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:34.366170] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:34.504172] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:34.504516] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-12-01T20:19:34.505295] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 370/1230 | Remaining: 860 | Rate: 81.9/min
[2025-12-01T20:19:34.505350] [INFO ] [CONFIGURE ] AVAL: Testing feature 6/29: add_failed_moves
[2025-12-01T20:19:34.505383] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-12-01T20:19:34.545838] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:19:34.657440] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:34.666312] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:34.737056] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:34.743588] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:34.940836] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:34.941275] [INFO ] [CONFIGURE ] AVB: DISCARDED add_daily_returns (score: 80.00%)
[2025-12-01T20:19:34.942102] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 371/1230 | Remaining: 859 | Rate: 82.0/min
[2025-12-01T20:19:34.942152] [INFO ] [CONFIGURE ] AVB: Testing feature 4/29: add_ema
[2025-12-01T20:19:34.942185] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_ema']
[2025-12-01T20:19:34.955791] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:34.964085] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:35.063375] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:35.170887] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:35.188340] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:35.249044] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:35.403154] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:35.410824] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:19:35.456232] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:35.545133] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:35.635054] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:19:35.637351] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:19:35.840356] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:19:35.855059] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:35.864427] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:35.873418] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:36.092288] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:36.109254] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:36.139626] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:36.273589] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:36.318308] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:36.346870] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:36.435117] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:36.544773] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:36.582216] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:36.671360] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:36.732439] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:36.772865] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:36.772990] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_failed_moves (score: 50.00%)
[2025-12-01T20:19:36.773808] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 372/1230 | Remaining: 858 | Rate: 81.7/min
[2025-12-01T20:19:36.773859] [INFO ] [CONFIGURE ] AVAL: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:19:36.773891] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-12-01T20:19:36.817772] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:19:36.992371] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:37.025188] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:37.025332] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_opening_strength (score: 70.00%)
[2025-12-01T20:19:37.026256] [INFO ] [CONFIGURE ] JOB ETA: 10.5m | Tests: 373/1230 | Remaining: 857 | Rate: 81.8/min
[2025-12-01T20:19:37.026312] [INFO ] [CONFIGURE ] ATHA: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:19:37.029951] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-12-01T20:19:37.060772] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:37.074748] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:37.214707] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:37.304494] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:37.304647] [INFO ] [CONFIGURE ] AVB: DISCARDED add_ema (score: 80.00%)
[2025-12-01T20:19:37.305607] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Tests: 374/1230 | Remaining: 856 | Rate: 82.0/min
[2025-12-01T20:19:37.305671] [INFO ] [CONFIGURE ] AVB: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:19:37.305712] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:19:37.310110] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:37.438833] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:37.473830] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:37.473961] [INFO ] [CONFIGURE ] APRE: DISCARDED add_realized_volatility (score: 90.00%)
[2025-12-01T20:19:37.474779] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Tests: 375/1230 | Remaining: 855 | Rate: 82.1/min
[2025-12-01T20:19:37.474830] [INFO ] [CONFIGURE ] APRE: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:19:37.474863] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context']
[2025-12-01T20:19:37.550347] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:37.577459] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:37.661258] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:19:37.769782] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:37.789993] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:37.847152] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:37.885045] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:38.040860] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:19:38.065815] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:38.110018] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:38.114434] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:19:38.293909] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:38.333325] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:38.366042] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:38.387329] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:38.545365] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:38.555532] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:38.667738] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:38.682453] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:19:38.781632] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:38.792824] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:38.975875] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:38.980338] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:39.014112] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:39.014242] [INFO ] [CONFIGURE ] AVAL: KEPT add_lag_shelf (score: 70.00%)
[2025-12-01T20:19:39.015043] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Tests: 376/1230 | Remaining: 854 | Rate: 81.9/min
[2025-12-01T20:19:39.015093] [INFO ] [CONFIGURE ] AVAL: Testing feature 8/29: add_macd
[2025-12-01T20:19:39.015129] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-12-01T20:19:39.038889] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:39.258783] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:39.280658] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:39.297411] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:19:39.350497] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:39.541009] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:39.544394] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:19:39.581997] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:39.675066] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:39.786199] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:39.786338] [INFO ] [CONFIGURE ] AVB: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-12-01T20:19:39.787187] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Tests: 377/1230 | Remaining: 853 | Rate: 81.9/min
[2025-12-01T20:19:39.787239] [INFO ] [CONFIGURE ] AVB: Testing feature 6/29: add_failed_moves
[2025-12-01T20:19:39.787272] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_failed_moves']
[2025-12-01T20:19:39.817733] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:39.817880] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-12-01T20:19:39.818738] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Tests: 378/1230 | Remaining: 852 | Rate: 82.1/min
[2025-12-01T20:19:39.818792] [INFO ] [CONFIGURE ] ATHA: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:19:39.818824] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-12-01T20:19:39.885045] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:39.978114] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:40.008338] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:40.064318] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:40.167644] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:40.189045] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:40.306250] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:40.340000] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:40.354552] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:19:40.496005] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:40.496145] [INFO ] [CONFIGURE ] APRE: DISCARDED add_recent_range_context (score: 80.00%)
[2025-12-01T20:19:40.496891] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Tests: 379/1230 | Remaining: 851 | Rate: 82.1/min
[2025-12-01T20:19:40.496944] [INFO ] [CONFIGURE ] APRE: Testing feature 24/29: add_rsi
[2025-12-01T20:19:40.496977] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-12-01T20:19:40.541851] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:40.553417] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:40.674980] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:40.729724] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:40.802022] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:19:40.853804] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:40.916164] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:41.013000] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:41.051911] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:41.103353] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:41.200162] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:41.289707] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:19:41.297291] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:19:41.349294] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:41.477272] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:19:41.553677] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:41.557625] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:41.665156] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:41.665292] [INFO ] [CONFIGURE ] AVB: DISCARDED add_failed_moves (score: 60.00%)
[2025-12-01T20:19:41.666058] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Tests: 380/1230 | Remaining: 850 | Rate: 82.0/min
[2025-12-01T20:19:41.666110] [INFO ] [CONFIGURE ] AVB: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:19:41.666162] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_lag_shelf']
[2025-12-01T20:19:41.686141] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:41.798524] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:41.839803] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:41.909253] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:42.014384] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:42.022973] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:42.052335] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:42.189092] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:19:42.264373] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:42.299287] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:42.299417] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-12-01T20:19:42.300335] [INFO ] [CONFIGURE ] JOB ETA: 10.4m | Tests: 381/1230 | Remaining: 849 | Rate: 82.0/min
[2025-12-01T20:19:42.300390] [INFO ] [CONFIGURE ] ATHA: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:19:42.300423] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-12-01T20:19:42.359771] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:42.359939] [INFO ] [CONFIGURE ] AVAL: KEPT add_macd (score: 80.00%)
[2025-12-01T20:19:42.360849] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Tests: 382/1230 | Remaining: 848 | Rate: 82.2/min
[2025-12-01T20:19:42.360907] [INFO ] [CONFIGURE ] AVAL: Testing feature 9/29: add_mfi
[2025-12-01T20:19:42.360940] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_mfi']
[2025-12-01T20:19:42.364429] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:42.540754] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:42.564407] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:42.626410] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:42.717454] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:42.732146] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:42.825062] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:42.897101] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:42.984742] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:43.076638] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:19:43.091820] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:43.106087] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:43.254675] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:43.342564] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:19:43.349413] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:19:43.434898] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:43.435036] [INFO ] [CONFIGURE ] AVB: DISCARDED add_lag_shelf (score: 80.00%)
[2025-12-01T20:19:43.436055] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Tests: 383/1230 | Remaining: 847 | Rate: 82.1/min
[2025-12-01T20:19:43.436107] [INFO ] [CONFIGURE ] AVB: Testing feature 8/29: add_macd
[2025-12-01T20:19:43.436139] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_vwap', 'add_macd']
[2025-12-01T20:19:43.451949] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:43.609218] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:43.706778] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:43.726553] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:43.798981] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:43.870751] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:19:44.018934] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:44.074357] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:44.074492] [INFO ] [CONFIGURE ] APRE: DISCARDED add_rsi (score: 70.00%)
[2025-12-01T20:19:44.075409] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Tests: 384/1230 | Remaining: 846 | Rate: 82.1/min
[2025-12-01T20:19:44.075461] [INFO ] [CONFIGURE ] APRE: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:19:44.075494] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution']
[2025-12-01T20:19:44.138854] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:44.151991] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:44.310885] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:19:44.368569] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:44.409670] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:44.511460] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:44.606348] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:44.664489] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:44.680229] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:44.888507] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:44.902315] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:44.952211] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:44.952361] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-12-01T20:19:44.953184] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Tests: 385/1230 | Remaining: 845 | Rate: 82.1/min
[2025-12-01T20:19:44.953241] [INFO ] [CONFIGURE ] ATHA: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:19:44.953275] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_return_2d']
[2025-12-01T20:19:44.964233] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:45.193494] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:45.223389] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:45.252372] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:45.262186] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:45.492676] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:45.505966] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:45.564871] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:19:45.614348] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:45.764225] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:45.799716] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:19:45.863834] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:45.976698] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:45.976888] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_mfi (score: 80.00%)
[2025-12-01T20:19:45.978177] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Tests: 386/1230 | Remaining: 844 | Rate: 82.0/min
[2025-12-01T20:19:45.978234] [INFO ] [CONFIGURE ] AVAL: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:19:45.978291] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:19:46.040476] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:46.092804] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:46.162216] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:46.309700] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:46.382861] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:46.383009] [INFO ] [CONFIGURE ] AVB: DISCARDED add_macd (score: 80.00%)
[2025-12-01T20:19:46.383790] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Tests: 387/1230 | Remaining: 843 | Rate: 82.1/min
[2025-12-01T20:19:46.383840] [INFO ] [CONFIGURE ] AVB: Testing feature 9/29: add_mfi
[2025-12-01T20:19:46.383872] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_mfi']
[2025-12-01T20:19:46.405921] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:46.455242] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:46.570207] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:19:46.574380] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:46.749176] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:46.766045] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:46.832627] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:46.835916] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:46.958753] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:19:47.052240] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:47.052371] [INFO ] [CONFIGURE ] APRE: DISCARDED add_tick_distribution (score: 70.00%)
[2025-12-01T20:19:47.053185] [INFO ] [CONFIGURE ] JOB ETA: 10.3m | Tests: 388/1230 | Remaining: 842 | Rate: 82.1/min
[2025-12-01T20:19:47.053236] [INFO ] [CONFIGURE ] APRE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:19:47.053268] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-12-01T20:19:47.098364] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:47.152014] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:47.275484] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:47.345662] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:47.351372] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:47.382862] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:47.564841] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:47.649459] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:47.649619] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-12-01T20:19:47.650443] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Tests: 389/1230 | Remaining: 841 | Rate: 82.1/min
[2025-12-01T20:19:47.650495] [INFO ] [CONFIGURE ] ATHA: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:19:47.650526] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-12-01T20:19:47.652830] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:47.708212] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:47.762526] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:47.894320] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:47.957156] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:47.959563] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:19:48.133715] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:48.139635] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:48.156234] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:19:48.260218] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:48.354166] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:48.354318] [INFO ] [CONFIGURE ] AVB: DISCARDED add_mfi (score: 40.00%)
[2025-12-01T20:19:48.355113] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Tests: 390/1230 | Remaining: 840 | Rate: 82.2/min
[2025-12-01T20:19:48.355164] [INFO ] [CONFIGURE ] AVB: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:19:48.355196] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:19:48.374977] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:48.564266] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:48.573024] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:48.619538] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:19:48.623767] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:48.860642] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:48.866928] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:48.892843] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:49.013978] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:49.101750] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:19:49.162498] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:19:49.170895] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:49.344160] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:49.434078] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:49.449753] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:49.469325] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:49.590933] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:49.705022] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:49.774967] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:49.838990] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:49.884355] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:49.977726] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:50.077794] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:50.077943] [INFO ] [CONFIGURE ] APRE: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-12-01T20:19:50.078806] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Tests: 391/1230 | Remaining: 839 | Rate: 81.9/min
[2025-12-01T20:19:50.078862] [INFO ] [CONFIGURE ] APRE: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:19:50.078897] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence']
[2025-12-01T20:19:50.086753] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:50.086886] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-12-01T20:19:50.087700] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Tests: 392/1230 | Remaining: 838 | Rate: 82.1/min
[2025-12-01T20:19:50.087750] [INFO ] [CONFIGURE ] ATHA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:19:50.087782] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-12-01T20:19:50.179587] [FATAL] [FORECASTER] Failed to test lookback=11: [20:19:50] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97438a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f9743beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f9743be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f9743bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f9743b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97437b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f976c463056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f976c45e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f976c46164e]


[2025-12-01T20:19:50.248235] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:50.279630] [FATAL] [FORECASTER] Failed to test lookback=10: [20:19:50] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97438a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f9743beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f9743be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f9743bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f9743b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97437b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f976c463056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f976c45e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f976c46164e]


[2025-12-01T20:19:50.320481] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:50.321178] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:50.321321] [INFO ] [CONFIGURE ] AVAL: KEPT add_momentum_acceleration (score: 90.00%)
[2025-12-01T20:19:50.322148] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Tests: 393/1230 | Remaining: 837 | Rate: 82.2/min
[2025-12-01T20:19:50.322201] [INFO ] [CONFIGURE ] AVAL: Testing feature 11/29: add_obv_daily
[2025-12-01T20:19:50.322234] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-12-01T20:19:50.377001] [FATAL] [FORECASTER] Failed to test lookback=9: [20:19:50] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97438a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f9743beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f9743be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f9743bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f9743b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97437b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f976c463056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f976c45e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f976c46164e]


[2025-12-01T20:19:50.473011] [FATAL] [FORECASTER] Failed to test lookback=8: [20:19:50] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97438a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f9743beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f9743be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f9743bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f9743b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97437b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f976c463056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f976c45e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f976c46164e]


[2025-12-01T20:19:50.518423] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:19:50.555751] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:50.568536] [FATAL] [FORECASTER] Failed to test lookback=7: [20:19:50] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97438a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f9743beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f9743be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f9743bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f9743b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97437b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f976c463056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f976c45e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f976c46164e]


[2025-12-01T20:19:50.664918] [FATAL] [FORECASTER] Failed to test lookback=6: [20:19:50] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97438a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f9743beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f9743be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f9743bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f9743b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97437b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f976c463056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f976c45e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f976c46164e]


[2025-12-01T20:19:50.762429] [FATAL] [FORECASTER] Failed to test lookback=5: [20:19:50] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97438a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f9743beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f9743be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f9743bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f9743b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97437b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f976c463056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f976c45e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f976c46164e]


[2025-12-01T20:19:50.775326] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:50.789487] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:50.807628] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:50.859655] [FATAL] [FORECASTER] Failed to test lookback=4: [20:19:50] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97438a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f9743beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f9743be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f9743bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f9743b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97437b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f976c463056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f976c45e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f976c46164e]


[2025-12-01T20:19:50.958841] [FATAL] [FORECASTER] Failed to test lookback=3: [20:19:50] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97438a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f9743beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f9743be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f9743bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f9743b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97437b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f976c463056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f976c45e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f976c46164e]


[2025-12-01T20:19:51.045525] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:51.061609] [FATAL] [FORECASTER] Failed to test lookback=2: [20:19:51] /workspace/src/data/gradient_index.h:100: Check failed: valid: Input data contains `inf` or a value too large, while `missing` is not set to `inf`
Stack trace:
  [bt] (0) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x2a6e7c) [0x7f97438a6e7c]
  [bt] (1) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5eba2d) [0x7f9743beba2d]
  [bt] (2) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5e96cb) [0x7f9743be96cb]
  [bt] (3) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x5ea8f9) [0x7f9743bea8f9]
  [bt] (4) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(+0x57b4f1) [0x7f9743b7b4f1]
  [bt] (5) /usr/local/lib/python3.13/site-packages/xgboost/lib/libxgboost.so(XGQuantileDMatrixCreateFromCallback+0x178) [0x7f97437b9378]
  [bt] (6) /lib64/libffi.so.8(+0x9056) [0x7f976c463056]
  [bt] (7) /lib64/libffi.so.8(+0x474d) [0x7f976c45e74d]
  [bt] (8) /lib64/libffi.so.8(ffi_call+0x12e) [0x7f976c46164e]


[2025-12-01T20:19:51.061911] [INFO ] [CONFIGURE ] APRE: DISCARDED add_volume_price_divergence (score: 0.00%)
[2025-12-01T20:19:51.062720] [INFO ] [CONFIGURE ] JOB ETA: 10.2m | Tests: 394/1230 | Remaining: 836 | Rate: 82.2/min
[2025-12-01T20:19:51.062772] [INFO ] [CONFIGURE ] APRE: Testing feature 28/29: add_volume_profile
[2025-12-01T20:19:51.062803] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_volume_profile']
[2025-12-01T20:19:51.069975] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:51.070134] [INFO ] [CONFIGURE ] AVB: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-12-01T20:19:51.070959] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Tests: 395/1230 | Remaining: 835 | Rate: 82.4/min
[2025-12-01T20:19:51.071012] [INFO ] [CONFIGURE ] AVB: Testing feature 11/29: add_obv_daily
[2025-12-01T20:19:51.071044] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_obv_daily']
[2025-12-01T20:19:51.217416] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:51.283564] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:51.283727] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:51.371418] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:51.504696] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:51.521107] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:19:51.669134] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:51.688604] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:51.720693] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:19:51.758302] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:51.935383] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:52.000831] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:52.011315] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:19:52.122082] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:52.151338] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:52.254771] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:19:52.317840] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:52.363198] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:52.523931] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:52.524114] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-12-01T20:19:52.525252] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Tests: 396/1230 | Remaining: 834 | Rate: 82.2/min
[2025-12-01T20:19:52.525326] [INFO ] [CONFIGURE ] ATHA: Testing feature 20/29: add_price_rejection
[2025-12-01T20:19:52.525376] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_price_rejection']
[2025-12-01T20:19:52.577055] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:52.578762] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:52.643094] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:52.795367] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:19:52.799834] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:52.963728] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:53.013405] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:19:53.043487] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:53.065794] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:53.225985] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:53.226113] [INFO ] [CONFIGURE ] AVB: DISCARDED add_obv_daily (score: 70.00%)
[2025-12-01T20:19:53.226916] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Tests: 397/1230 | Remaining: 833 | Rate: 82.2/min
[2025-12-01T20:19:53.226967] [INFO ] [CONFIGURE ] AVB: Testing feature 12/29: add_obv_interval
[2025-12-01T20:19:53.227014] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_obv_interval']
[2025-12-01T20:19:53.272225] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:53.327674] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:53.423958] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:53.515712] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:19:53.592269] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:53.602914] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:53.623023] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:53.818268] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:19:53.878651] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:53.912763] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:53.981287] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:54.016198] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:54.138594] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:19:54.218602] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:54.227870] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:54.228012] [INFO ] [CONFIGURE ] APRE: DISCARDED add_volume_profile (score: 70.00%)
[2025-12-01T20:19:54.228851] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Tests: 398/1230 | Remaining: 832 | Rate: 82.1/min
[2025-12-01T20:19:54.228904] [INFO ] [CONFIGURE ] APRE: Testing feature 29/29: add_vwap
[2025-12-01T20:19:54.228936] [INFO ] [CONFIGURE ] APRE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_vwap']
[2025-12-01T20:19:54.410030] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:54.419513] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:54.438007] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:19:54.572532] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:54.620104] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:54.679905] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:54.820972] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:19:54.897548] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:54.897721] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_obv_daily (score: 50.00%)
[2025-12-01T20:19:54.898519] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Tests: 399/1230 | Remaining: 831 | Rate: 82.2/min
[2025-12-01T20:19:54.898570] [INFO ] [CONFIGURE ] AVAL: Testing feature 12/29: add_obv_interval
[2025-12-01T20:19:54.898618] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-12-01T20:19:54.899968] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:54.947778] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:19:55.025717] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:19:55.216455] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:55.216636] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_price_rejection (score: 60.00%)
[2025-12-01T20:19:55.217558] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Tests: 400/1230 | Remaining: 830 | Rate: 82.3/min
[2025-12-01T20:19:55.217632] [INFO ] [CONFIGURE ] ATHA: Testing feature 21/29: add_range_position
[2025-12-01T20:19:55.217665] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_range_position']
[2025-12-01T20:19:55.224216] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:55.226437] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:55.226589] [INFO ] [CONFIGURE ] AVB: DISCARDED add_obv_interval (score: 60.00%)
[2025-12-01T20:19:55.227395] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Tests: 401/1230 | Remaining: 829 | Rate: 82.5/min
[2025-12-01T20:19:55.227445] [INFO ] [CONFIGURE ] AVB: Testing feature 13/29: add_opening_strength
[2025-12-01T20:19:55.227476] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-12-01T20:19:55.328971] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:55.459036] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:55.504496] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:55.547689] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:55.690603] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:55.763981] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:55.776740] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:55.874217] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:55.922282] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:19:56.053047] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:56.155296] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:56.201038] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:56.206519] [DEBUG] [FORECASTER] APRE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:19:56.340907] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:19:56.388375] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:56.546699] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:56.624748] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:56.628815] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:56.634968] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:19:56.857303] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:56.868973] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:56.916599] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:19:57.067734] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:19:57.092758] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:19:57.192818] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:57.205160] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:19:57.327953] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:19:57.483673] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:57.503597] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:57.524176] [DEBUG] [FORECASTER] APRE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:57.524323] [INFO ] [CONFIGURE ] APRE: DISCARDED add_vwap (score: 80.00%)
[2025-12-01T20:19:57.525147] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Tests: 402/1230 | Remaining: 828 | Rate: 82.0/min
[2025-12-01T20:19:57.525200] [INFO ] [CONFIGURE ] APRE: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:19:57.525231] [INFO ] [CONFIGURE ] APRE: Best accuracy: 90.00%
[2025-12-01T20:19:57.525263] [INFO ] [CONFIGURE ] APRE: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-12-01T20:19:57.525290] [INFO ] [CONFIGURE ] APRE: Improvement over baseline: 40.00%
[2025-12-01T20:19:57.525316] [INFO ] [CONFIGURE ] APRE: Total time: 1.5 minutes
[2025-12-01T20:19:57.525341] [INFO ] [CONFIGURE ] APRE: Average time per feature: 3.2 seconds
[2025-12-01T20:19:57.525366] [INFO ] [CONFIGURE ] APRE: Average speed: 0.32 features/sec
[2025-12-01T20:19:57.525568] [INFO ] [LOCAL     ] Saved configuration for APRE: 3 features, 90.00% accuracy -> ./output/feature-sets/APRE.json
[2025-12-01T20:19:57.525628] [INFO ] [CONFIGURE ] APRE: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-12-01T20:19:57.526658] [INFO ] [sig       ] [12/41] APRE OK in 1m 33s. ETA: 11m 51s. Rate: 2.4 sym/min
[2025-12-01T20:19:57.531249] [INFO ] [CONFIGURE ] AXTI: Configurate test run.
[2025-12-01T20:19:57.531325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-01T20:19:57.543641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-01T20:19:57.543955] [INFO ] [CONFIGURE ] AXTI: Testing with 29 available features
[2025-12-01T20:19:57.544002] [INFO ] [CONFIGURE ] AXTI: Establishing baseline with no features...
[2025-12-01T20:19:57.565443] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:57.565570] [INFO ] [CONFIGURE ] AVB: DISCARDED add_opening_strength (score: 40.00%)
[2025-12-01T20:19:57.566376] [INFO ] [CONFIGURE ] JOB ETA: 10.1m | Tests: 403/1230 | Remaining: 827 | Rate: 82.2/min
[2025-12-01T20:19:57.566425] [INFO ] [CONFIGURE ] AVB: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:19:57.566457] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_order_flow_imbalance']
[2025-12-01T20:19:57.724472] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:57.769184] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:19:57.779828] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:57.905164] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:57.966857] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:57.997501] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:19:58.050965] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:58.051123] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_range_position (score: 50.00%)
[2025-12-01T20:19:58.051983] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 404/1230 | Remaining: 826 | Rate: 82.3/min
[2025-12-01T20:19:58.052037] [INFO ] [CONFIGURE ] ATHA: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:19:58.052088] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_realized_volatility']
[2025-12-01T20:19:58.085851] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:19:58.215135] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:19:58.266755] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:19:58.425005] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:58.429940] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:19:58.433814] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:58.445424] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:19:58.626693] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:58.642595] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:19:58.763336] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:58.810086] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:19:58.855611] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:19:58.880332] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:19:58.994076] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:19:59.071677] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:19:59.099055] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:19:59.177726] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:59.295346] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:19:59.343859] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:19:59.344016] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_obv_interval (score: 70.00%)
[2025-12-01T20:19:59.344887] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 405/1230 | Remaining: 825 | Rate: 82.1/min
[2025-12-01T20:19:59.344943] [INFO ] [CONFIGURE ] AVAL: Testing feature 13/29: add_opening_strength
[2025-12-01T20:19:59.344978] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:19:59.363824] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:19:59.363950] [INFO ] [CONFIGURE ] AXTI: Baseline score (no features): 50.00%
[2025-12-01T20:19:59.364370] [INFO ] [CONFIGURE ] AXTI: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:19:59.364419] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:19:59.432211] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:19:59.521917] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:19:59.589746] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:19:59.736418] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:19:59.736539] [INFO ] [CONFIGURE ] AVB: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-12-01T20:19:59.737332] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 407/1230 | Remaining: 823 | Rate: 82.4/min
[2025-12-01T20:19:59.737382] [INFO ] [CONFIGURE ] AVB: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:19:59.737428] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_morning_momentum']
[2025-12-01T20:19:59.771294] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:19:59.815291] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:19:59.817010] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:19:59.923678] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:00.044473] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:00.108553] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:00.114040] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:20:00.271482] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:00.295717] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:00.296251] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:00.464886] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:00.487976] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:20:00.502292] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:00.674998] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:20:00.733473] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:00.805803] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:00.810393] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:00.863981] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:01.092964] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:20:01.141680] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:01.204160] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:20:01.352734] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:01.419289] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:20:01.622541] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:01.643372] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:01.691058] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:01.691215] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_realized_volatility (score: 60.00%)
[2025-12-01T20:20:01.692326] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 408/1230 | Remaining: 822 | Rate: 82.1/min
[2025-12-01T20:20:01.692381] [INFO ] [CONFIGURE ] ATHA: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:20:01.692413] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_recent_range_context']
[2025-12-01T20:20:01.846754] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:20:01.846913] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-12-01T20:20:01.847741] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 409/1230 | Remaining: 821 | Rate: 82.3/min
[2025-12-01T20:20:01.847802] [INFO ] [CONFIGURE ] AVB: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:20:01.847834] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_overnight_gap']
[2025-12-01T20:20:01.864257] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:01.950634] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:01.981910] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:02.058563] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:02.229286] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:02.255912] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:02.256059] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-12-01T20:20:02.256926] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 410/1230 | Remaining: 820 | Rate: 82.3/min
[2025-12-01T20:20:02.256979] [INFO ] [CONFIGURE ] AXTI: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:20:02.257013] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:20:02.284205] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:02.489469] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:02.490332] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:02.491537] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:02.516068] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:02.701270] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:20:02.754708] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:02.765864] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:02.913022] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:20:02.966752] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:03.003561] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:03.013243] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:20:03.127753] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:03.244845] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:03.289835] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:20:03.343821] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:03.473676] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:03.489863] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:03.549748] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:03.561425] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:20:03.734354] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:03.780533] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:03.817285] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:03.980644] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:03.983300] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:20:04.001544] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:04.001723] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-12-01T20:20:04.002523] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 411/1230 | Remaining: 819 | Rate: 82.1/min
[2025-12-01T20:20:04.002589] [INFO ] [CONFIGURE ] AVB: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:20:04.002623] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_return_2d']
[2025-12-01T20:20:04.081035] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:20:04.225300] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:04.235516] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:04.356568] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:04.356758] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_recent_range_context (score: 50.00%)
[2025-12-01T20:20:04.357598] [INFO ] [CONFIGURE ] JOB ETA: 10.0m | Tests: 412/1230 | Remaining: 818 | Rate: 82.2/min
[2025-12-01T20:20:04.357657] [INFO ] [CONFIGURE ] ATHA: Testing feature 24/29: add_rsi
[2025-12-01T20:20:04.357694] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_ema', 'add_rsi']
[2025-12-01T20:20:04.441041] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:04.481246] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:04.481396] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_opening_strength (score: 80.00%)
[2025-12-01T20:20:04.482224] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Tests: 413/1230 | Remaining: 817 | Rate: 82.3/min
[2025-12-01T20:20:04.482278] [INFO ] [CONFIGURE ] AVAL: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:20:04.482311] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-12-01T20:20:04.485420] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:04.659508] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:20:04.680012] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:04.734201] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:04.734336] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-12-01T20:20:04.735156] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Tests: 414/1230 | Remaining: 816 | Rate: 82.5/min
[2025-12-01T20:20:04.735207] [INFO ] [CONFIGURE ] AXTI: Testing feature 3/29: add_daily_returns
[2025-12-01T20:20:04.735239] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_daily_returns']
[2025-12-01T20:20:04.877403] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:20:04.933598] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:04.942318] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:04.992870] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:05.096289] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:20:05.136521] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:05.309856] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:05.314380] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:05.335264] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:05.400033] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:05.534325] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:05.541547] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:05.637255] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:05.735444] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:05.768662] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:20:05.856350] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:05.937775] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:05.973477] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:20:05.996221] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:06.141418] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:06.212656] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:06.212783] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-12-01T20:20:06.213568] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Tests: 415/1230 | Remaining: 815 | Rate: 82.3/min
[2025-12-01T20:20:06.213635] [INFO ] [CONFIGURE ] AVB: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:20:06.213666] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_volatility_5d']
[2025-12-01T20:20:06.287379] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:20:06.320221] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:06.345978] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:06.397765] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:06.551426] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:06.590066] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:06.599609] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:06.753310] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:20:06.753436] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_daily_returns (score: 40.00%)
[2025-12-01T20:20:06.754208] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Tests: 416/1230 | Remaining: 814 | Rate: 82.3/min
[2025-12-01T20:20:06.754259] [INFO ] [CONFIGURE ] AXTI: Testing feature 4/29: add_ema
[2025-12-01T20:20:06.754292] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_ema']
[2025-12-01T20:20:06.787222] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:06.790911] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:06.904433] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:06.976200] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:20:06.990081] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:07.172892] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:20:07.217150] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:20:07.227108] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:07.259334] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:07.370880] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:07.466130] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:07.524440] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:07.524592] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_rsi (score: 40.00%)
[2025-12-01T20:20:07.525365] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Tests: 417/1230 | Remaining: 813 | Rate: 82.3/min
[2025-12-01T20:20:07.525415] [INFO ] [CONFIGURE ] ATHA: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:20:07.525447] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_tick_distribution']
[2025-12-01T20:20:07.566832] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:07.707292] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:07.731159] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:07.761997] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:07.767009] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:20:07.947097] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:07.964401] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:08.003794] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:08.163313] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:20:08.163477] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-12-01T20:20:08.164356] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Tests: 418/1230 | Remaining: 812 | Rate: 82.3/min
[2025-12-01T20:20:08.164415] [INFO ] [CONFIGURE ] AVB: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:20:08.164449] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_pbf_vs_sma_5']
[2025-12-01T20:20:08.187782] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:08.199462] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:08.249365] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:08.354390] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:08.430784] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:20:08.492647] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:20:08.548408] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:08.671909] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:08.673884] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:08.732994] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:20:08.741228] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:08.917327] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:08.939376] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:20:08.983506] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:20:09.137595] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:09.137726] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-12-01T20:20:09.138508] [INFO ] [CONFIGURE ] JOB ETA: 9.9m | Tests: 419/1230 | Remaining: 811 | Rate: 82.3/min
[2025-12-01T20:20:09.138560] [INFO ] [CONFIGURE ] AVAL: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:20:09.138609] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-12-01T20:20:09.138698] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:20:09.160703] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:09.160853] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_ema (score: 50.00%)
[2025-12-01T20:20:09.161706] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Tests: 420/1230 | Remaining: 810 | Rate: 82.4/min
[2025-12-01T20:20:09.161758] [INFO ] [CONFIGURE ] AXTI: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:20:09.161790] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:20:09.237595] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:09.334205] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:09.400107] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:09.491931] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:09.521017] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:09.575833] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:09.639840] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:09.708007] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:20:09.749993] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:20:09.874889] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:09.896729] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:10.007192] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:10.007361] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_tick_distribution (score: 60.00%)
[2025-12-01T20:20:10.008329] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Tests: 421/1230 | Remaining: 809 | Rate: 82.4/min
[2025-12-01T20:20:10.008385] [INFO ] [CONFIGURE ] ATHA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:20:10.008418] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-12-01T20:20:10.017824] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:10.080801] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:10.080926] [INFO ] [CONFIGURE ] AVB: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-01T20:20:10.081731] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Tests: 422/1230 | Remaining: 808 | Rate: 82.6/min
[2025-12-01T20:20:10.081781] [INFO ] [CONFIGURE ] AVB: Testing feature 20/29: add_price_rejection
[2025-12-01T20:20:10.081812] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_price_rejection']
[2025-12-01T20:20:10.112520] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:10.266258] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:10.288266] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:10.347736] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:10.453129] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:10.496630] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:10.524894] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:10.588687] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:10.712214] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:10.785859] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:10.828410] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:10.893559] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:10.928569] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:20:11.052109] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:11.085956] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:11.139333] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:20:11.314627] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:20:11.332630] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:11.334432] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:11.361209] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:11.572432] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:20:11.576618] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:11.585862] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:11.586038] [INFO ] [CONFIGURE ] AXTI: KEPT add_exhaustion_signals (score: 80.00%)
[2025-12-01T20:20:11.587513] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Tests: 423/1230 | Remaining: 807 | Rate: 82.4/min
[2025-12-01T20:20:11.587610] [INFO ] [CONFIGURE ] AXTI: Testing feature 6/29: add_failed_moves
[2025-12-01T20:20:11.587670] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-12-01T20:20:11.781157] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:11.790039] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:20:11.828425] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:11.845699] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:12.016097] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:12.100106] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:12.129118] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:12.232617] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:20:12.232748] [INFO ] [CONFIGURE ] AVB: DISCARDED add_price_rejection (score: 50.00%)
[2025-12-01T20:20:12.233606] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Tests: 424/1230 | Remaining: 806 | Rate: 82.4/min
[2025-12-01T20:20:12.233659] [INFO ] [CONFIGURE ] AVB: Testing feature 21/29: add_range_position
[2025-12-01T20:20:12.233693] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_range_position']
[2025-12-01T20:20:12.236081] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:20:12.362260] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:20:12.377451] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:12.456981] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:12.627792] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:12.627954] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-12-01T20:20:12.628392] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:12.628845] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Tests: 425/1230 | Remaining: 805 | Rate: 82.5/min
[2025-12-01T20:20:12.628903] [INFO ] [CONFIGURE ] ATHA: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:20:12.628936] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_price_divergence']
[2025-12-01T20:20:12.681678] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:12.686338] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:12.871072] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:12.901146] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:12.908222] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:13.118619] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:13.126348] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:13.135241] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:13.177073] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:13.366901] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:20:13.402384] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:20:13.460785] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:13.577547] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:20:13.577714] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-12-01T20:20:13.578627] [INFO ] [CONFIGURE ] JOB ETA: 9.8m | Tests: 426/1230 | Remaining: 804 | Rate: 82.4/min
[2025-12-01T20:20:13.578684] [INFO ] [CONFIGURE ] AVAL: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:20:13.578717] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-12-01T20:20:13.594891] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:13.657757] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:13.738231] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:13.823320] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:13.908494] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:14.015903] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:20:14.046219] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:20:14.047494] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:14.158852] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:14.159015] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_failed_moves (score: 70.00%)
[2025-12-01T20:20:14.159853] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 427/1230 | Remaining: 803 | Rate: 82.5/min
[2025-12-01T20:20:14.159907] [INFO ] [CONFIGURE ] AXTI: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:20:14.159940] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-12-01T20:20:14.269629] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:14.297096] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:20:14.409490] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:14.498886] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:20:14.499034] [INFO ] [CONFIGURE ] AVB: DISCARDED add_range_position (score: 50.00%)
[2025-12-01T20:20:14.499869] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 428/1230 | Remaining: 802 | Rate: 82.6/min
[2025-12-01T20:20:14.499925] [INFO ] [CONFIGURE ] AVB: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:20:14.499963] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_realized_volatility']
[2025-12-01T20:20:14.523018] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:14.584731] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:14.673752] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:14.785040] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:14.862637] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:14.926916] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:15.006469] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:15.080195] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:15.147978] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:20:15.172015] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:15.375792] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:15.418781] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:15.425208] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:15.425355] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-12-01T20:20:15.426126] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 429/1230 | Remaining: 801 | Rate: 82.5/min
[2025-12-01T20:20:15.426181] [INFO ] [CONFIGURE ] ATHA: Testing feature 28/29: add_volume_profile
[2025-12-01T20:20:15.426215] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_volume_profile']
[2025-12-01T20:20:15.481729] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:15.670080] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:15.670767] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:20:15.690048] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:15.923417] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:15.959034] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:15.959763] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:15.964255] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:20:16.167876] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:16.227531] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:16.257473] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:16.412192] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:16.426991] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:16.496975] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:16.555149] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:16.657870] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:16.657997] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_lag_shelf (score: 80.00%)
[2025-12-01T20:20:16.658852] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 430/1230 | Remaining: 800 | Rate: 82.4/min
[2025-12-01T20:20:16.658904] [INFO ] [CONFIGURE ] AXTI: Testing feature 8/29: add_macd
[2025-12-01T20:20:16.658937] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-12-01T20:20:16.764499] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:20:16.851413] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:20:16.891678] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:16.995558] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:17.056067] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:20:17.153827] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:17.329639] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:17.362345] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:17.421654] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:17.502493] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:17.502700] [INFO ] [CONFIGURE ] AVB: DISCARDED add_realized_volatility (score: 70.00%)
[2025-12-01T20:20:17.503753] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 431/1230 | Remaining: 799 | Rate: 82.4/min
[2025-12-01T20:20:17.503822] [INFO ] [CONFIGURE ] AVB: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:20:17.503868] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_recent_range_context']
[2025-12-01T20:20:17.685845] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:17.690812] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:17.726004] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:17.958901] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:17.991763] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:18.003242] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:20:18.056382] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:18.188783] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:18.340110] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:18.340253] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_volume_profile (score: 50.00%)
[2025-12-01T20:20:18.341077] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 432/1230 | Remaining: 798 | Rate: 82.3/min
[2025-12-01T20:20:18.341131] [INFO ] [CONFIGURE ] ATHA: Testing feature 29/29: add_vwap
[2025-12-01T20:20:18.341165] [INFO ] [CONFIGURE ] ATHA: Testing with features: ['add_bollinger_bands', 'add_failed_moves', 'add_vwap']
[2025-12-01T20:20:18.390061] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:18.395951] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:20:18.517417] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:18.517596] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-12-01T20:20:18.518481] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 433/1230 | Remaining: 797 | Rate: 82.5/min
[2025-12-01T20:20:18.518540] [INFO ] [CONFIGURE ] AVAL: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:20:18.518596] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-12-01T20:20:18.595404] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:20:18.622063] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:18.720372] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:18.794264] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:18.895837] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:18.987232] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:18.992350] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:19.053943] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:19.170012] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:19.189630] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:20:19.384799] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:20:19.391503] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:19.428268] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:19.443477] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:20:19.599281] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:19.599413] [INFO ] [CONFIGURE ] AVB: DISCARDED add_recent_range_context (score: 80.00%)
[2025-12-01T20:20:19.600203] [INFO ] [CONFIGURE ] JOB ETA: 9.7m | Tests: 434/1230 | Remaining: 796 | Rate: 82.4/min
[2025-12-01T20:20:19.600258] [INFO ] [CONFIGURE ] AVB: Testing feature 24/29: add_rsi
[2025-12-01T20:20:19.600291] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_ema', 'add_rsi']
[2025-12-01T20:20:19.716733] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:20:19.718863] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:19.853026] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:19.877512] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:19.988560] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:20:20.053155] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:20.053310] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_macd (score: 40.00%)
[2025-12-01T20:20:20.054190] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Tests: 435/1230 | Remaining: 795 | Rate: 82.5/min
[2025-12-01T20:20:20.054244] [INFO ] [CONFIGURE ] AXTI: Testing feature 9/29: add_mfi
[2025-12-01T20:20:20.054279] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-12-01T20:20:20.110054] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:20.265118] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:20.318706] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:20.338217] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:20.364112] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:20.532023] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:20.581989] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:20.616837] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:20:20.790259] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:20.808244] [DEBUG] [FORECASTER] ATHA: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:20:20.845756] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:20.874727] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:20:21.080612] [DEBUG] [FORECASTER] ATHA: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:21.080741] [INFO ] [CONFIGURE ] ATHA: DISCARDED add_vwap (score: 60.00%)
[2025-12-01T20:20:21.081529] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Tests: 436/1230 | Remaining: 794 | Rate: 82.4/min
[2025-12-01T20:20:21.081621] [INFO ] [CONFIGURE ] ATHA: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:20:21.081656] [INFO ] [CONFIGURE ] ATHA: Best accuracy: 70.00%
[2025-12-01T20:20:21.081686] [INFO ] [CONFIGURE ] ATHA: Best feature set (2 features): ['add_bollinger_bands', 'add_failed_moves']
[2025-12-01T20:20:21.081749] [INFO ] [CONFIGURE ] ATHA: Improvement over baseline: 40.00%
[2025-12-01T20:20:21.081777] [INFO ] [CONFIGURE ] ATHA: Total time: 1.3 minutes
[2025-12-01T20:20:21.081801] [INFO ] [CONFIGURE ] ATHA: Average time per feature: 2.8 seconds
[2025-12-01T20:20:21.081826] [INFO ] [CONFIGURE ] ATHA: Average speed: 0.36 features/sec
[2025-12-01T20:20:21.082055] [INFO ] [LOCAL     ] Saved configuration for ATHA: 2 features, 70.00% accuracy -> ./output/feature-sets/ATHA.json
[2025-12-01T20:20:21.082093] [INFO ] [CONFIGURE ] ATHA: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-12-01T20:20:21.082710] [INFO ] [sig       ] [13/41] ATHA OK in 1m 22s. ETA: 11m 24s. Rate: 2.5 sym/min
[2025-12-01T20:20:21.087326] [INFO ] [CONFIGURE ] BAM: Configurate test run.
[2025-12-01T20:20:21.087424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-01T20:20:21.109245] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:21.129035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-01T20:20:21.129422] [INFO ] [CONFIGURE ] BAM: Testing with 29 available features
[2025-12-01T20:20:21.129471] [INFO ] [CONFIGURE ] BAM: Establishing baseline with no features...
[2025-12-01T20:20:21.172789] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:21.258707] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:21.311834] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:20:21.373678] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:21.424943] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:21.490151] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:21.629632] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:21.668926] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:21.682660] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:20:21.715475] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:21.858302] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:21.887778] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:21.940672] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:22.035805] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:22.142160] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:22.160111] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:22.200395] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:22.200531] [INFO ] [CONFIGURE ] AVB: DISCARDED add_rsi (score: 80.00%)
[2025-12-01T20:20:22.201364] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Tests: 437/1230 | Remaining: 793 | Rate: 82.3/min
[2025-12-01T20:20:22.201416] [INFO ] [CONFIGURE ] AVB: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:20:22.201449] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_tick_distribution']
[2025-12-01T20:20:22.213457] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:22.393823] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:20:22.397629] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:22.399499] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:22.573055] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:22.590939] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:22.600179] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:22.657637] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:22.657785] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_mfi (score: 80.00%)
[2025-12-01T20:20:22.658628] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Tests: 438/1230 | Remaining: 792 | Rate: 82.3/min
[2025-12-01T20:20:22.658681] [INFO ] [CONFIGURE ] AXTI: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:20:22.658713] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:20:22.753158] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:22.796592] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:22.934598] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:22.934724] [INFO ] [CONFIGURE ] BAM: Baseline score (no features): 50.00%
[2025-12-01T20:20:22.935182] [INFO ] [CONFIGURE ] BAM: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:20:22.935239] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:20:22.985116] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:22.985864] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:20:23.054067] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:23.054246] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-12-01T20:20:23.055133] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Tests: 440/1230 | Remaining: 790 | Rate: 82.6/min
[2025-12-01T20:20:23.055189] [INFO ] [CONFIGURE ] AVAL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:20:23.055223] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-12-01T20:20:23.156392] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:20:23.177050] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:20:23.320197] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:23.369844] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:23.375588] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:23.487858] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:23.562279] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:23.598722] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:23.651916] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:23.754277] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:20:23.820046] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:23.914647] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:23.945599] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:23.982304] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:24.037934] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:24.138243] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:24.138390] [INFO ] [CONFIGURE ] AVB: DISCARDED add_tick_distribution (score: 60.00%)
[2025-12-01T20:20:24.139177] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Tests: 441/1230 | Remaining: 789 | Rate: 82.5/min
[2025-12-01T20:20:24.139227] [INFO ] [CONFIGURE ] AVB: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:20:24.139258] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_volume_momentum_confirmation']
[2025-12-01T20:20:24.260176] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:24.319769] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:24.337317] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:24.343541] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:24.486244] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:24.544816] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:24.660388] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:24.710204] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:24.745366] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:20:24.759870] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:24.931073] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:24.945312] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:20:25.000161] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:25.149769] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:20:25.155525] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:25.155674] [INFO ] [CONFIGURE ] BAM: KEPT add_bollinger_bands (score: 60.00%)
[2025-12-01T20:20:25.156461] [INFO ] [CONFIGURE ] JOB ETA: 9.6m | Tests: 442/1230 | Remaining: 788 | Rate: 82.5/min
[2025-12-01T20:20:25.156511] [INFO ] [CONFIGURE ] BAM: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:20:25.156542] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:20:25.182841] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:25.339278] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:25.353418] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:25.442206] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:20:25.557225] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:25.607747] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:25.684379] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:25.719282] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:25.762896] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:20:25.969508] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:25.994030] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:26.034641] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:26.034762] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-12-01T20:20:26.035635] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 443/1230 | Remaining: 787 | Rate: 82.4/min
[2025-12-01T20:20:26.035691] [INFO ] [CONFIGURE ] AXTI: Testing feature 11/29: add_obv_daily
[2025-12-01T20:20:26.035724] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-12-01T20:20:26.041005] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:26.175309] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:26.175447] [INFO ] [CONFIGURE ] AVB: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-12-01T20:20:26.176299] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 444/1230 | Remaining: 786 | Rate: 82.6/min
[2025-12-01T20:20:26.176366] [INFO ] [CONFIGURE ] AVB: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:20:26.176397] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_volume_price_divergence']
[2025-12-01T20:20:26.277130] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:26.319510] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:26.396609] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:26.482946] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:26.592376] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:26.596899] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:26.610435] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:26.823999] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:26.864006] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:26.867169] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:26.914215] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:27.049234] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:20:27.135054] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:27.139052] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:27.270621] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:20:27.357127] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:20:27.357275] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-12-01T20:20:27.358124] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 445/1230 | Remaining: 785 | Rate: 82.4/min
[2025-12-01T20:20:27.358488] [INFO ] [CONFIGURE ] AVAL: Testing feature 20/29: add_price_rejection
[2025-12-01T20:20:27.358524] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-12-01T20:20:27.410040] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:27.425547] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:27.485500] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:27.691913] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:27.705560] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:27.707726] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:27.806103] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:27.926973] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:20:27.969474] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:27.969645] [INFO ] [CONFIGURE ] BAM: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-12-01T20:20:27.970680] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 446/1230 | Remaining: 784 | Rate: 82.5/min
[2025-12-01T20:20:27.970734] [INFO ] [CONFIGURE ] BAM: Testing feature 3/29: add_daily_returns
[2025-12-01T20:20:27.970769] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-12-01T20:20:27.992875] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:28.148544] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:28.204805] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:20:28.251662] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:28.271190] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:28.364025] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:20:28.364161] [INFO ] [CONFIGURE ] AVB: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-12-01T20:20:28.364995] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 447/1230 | Remaining: 783 | Rate: 82.6/min
[2025-12-01T20:20:28.365045] [INFO ] [CONFIGURE ] AVB: Testing feature 28/29: add_volume_profile
[2025-12-01T20:20:28.365077] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_volume_profile']
[2025-12-01T20:20:28.436803] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:28.547419] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:28.573854] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:28.674087] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:28.696092] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:28.785786] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:28.833971] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:28.834106] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_obv_daily (score: 80.00%)
[2025-12-01T20:20:28.834940] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 448/1230 | Remaining: 782 | Rate: 82.6/min
[2025-12-01T20:20:28.834994] [INFO ] [CONFIGURE ] AXTI: Testing feature 12/29: add_obv_interval
[2025-12-01T20:20:28.835027] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-12-01T20:20:28.911053] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:29.020415] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:29.097330] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:29.154268] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:29.175605] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:29.230013] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:20:29.359417] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:29.387678] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:29.447921] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:20:29.622147] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:29.625674] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:29.630635] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:29.664909] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:29.859100] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:29.886362] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:29.897391] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:30.084172] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:30.093613] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:30.104511] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:20:30.179776] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:30.314624] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:30.326773] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:30.326902] [INFO ] [CONFIGURE ] BAM: DISCARDED add_daily_returns (score: 50.00%)
[2025-12-01T20:20:30.327721] [INFO ] [CONFIGURE ] JOB ETA: 9.5m | Tests: 449/1230 | Remaining: 781 | Rate: 82.4/min
[2025-12-01T20:20:30.327771] [INFO ] [CONFIGURE ] BAM: Testing feature 4/29: add_ema
[2025-12-01T20:20:30.327803] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-12-01T20:20:30.440857] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:30.524105] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:30.524241] [INFO ] [CONFIGURE ] AVB: DISCARDED add_volume_profile (score: 70.00%)
[2025-12-01T20:20:30.525104] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Tests: 450/1230 | Remaining: 780 | Rate: 82.6/min
[2025-12-01T20:20:30.525158] [INFO ] [CONFIGURE ] AVB: Testing feature 29/29: add_vwap
[2025-12-01T20:20:30.525191] [INFO ] [CONFIGURE ] AVB: Testing with features: ['add_vwap']
[2025-12-01T20:20:30.532965] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:30.598324] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:20:30.702379] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:30.748853] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:30.871908] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:30.971156] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:30.987818] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:30.992274] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:31.141380] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:31.219689] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:31.238309] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:31.412526] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:31.431388] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:20:31.433734] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:31.505857] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:31.506001] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_obv_interval (score: 80.00%)
[2025-12-01T20:20:31.506747] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Tests: 451/1230 | Remaining: 779 | Rate: 82.5/min
[2025-12-01T20:20:31.506799] [INFO ] [CONFIGURE ] AXTI: Testing feature 13/29: add_opening_strength
[2025-12-01T20:20:31.506831] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:20:31.648111] [DEBUG] [FORECASTER] AVB: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:20:31.683985] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:31.800953] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:31.864374] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:31.886159] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:31.886302] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_price_rejection (score: 60.00%)
[2025-12-01T20:20:31.887140] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Tests: 452/1230 | Remaining: 778 | Rate: 82.6/min
[2025-12-01T20:20:31.887192] [INFO ] [CONFIGURE ] AVAL: Testing feature 21/29: add_range_position
[2025-12-01T20:20:31.887224] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-12-01T20:20:31.957604] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:32.082428] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:32.108897] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:32.230490] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:32.306907] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:20:32.339512] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:32.404924] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:32.506770] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:32.525786] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:32.702500] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:32.743691] [DEBUG] [FORECASTER] AVB: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:32.743825] [INFO ] [CONFIGURE ] AVB: KEPT add_vwap (score: 90.00%)
[2025-12-01T20:20:32.744653] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Tests: 453/1230 | Remaining: 777 | Rate: 82.6/min
[2025-12-01T20:20:32.744704] [INFO ] [CONFIGURE ] AVB: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:20:32.744734] [INFO ] [CONFIGURE ] AVB: Best accuracy: 90.00%
[2025-12-01T20:20:32.744763] [INFO ] [CONFIGURE ] AVB: Best feature set (1 features): ['add_vwap']
[2025-12-01T20:20:32.744789] [INFO ] [CONFIGURE ] AVB: Improvement over baseline: 10.00%
[2025-12-01T20:20:32.744814] [INFO ] [CONFIGURE ] AVB: Total time: 1.1 minutes
[2025-12-01T20:20:32.744838] [INFO ] [CONFIGURE ] AVB: Average time per feature: 2.2 seconds
[2025-12-01T20:20:32.744864] [INFO ] [CONFIGURE ] AVB: Average speed: 0.45 features/sec
[2025-12-01T20:20:32.745112] [INFO ] [LOCAL     ] Saved configuration for AVB: 1 features, 90.00% accuracy -> ./output/feature-sets/AVB.json
[2025-12-01T20:20:32.745150] [INFO ] [CONFIGURE ] AVB: Configuration saved successfully: 1 features, 90.00% accuracy.
[2025-12-01T20:20:32.745536] [INFO ] [sig       ] [14/41] AVB OK in 1m 6s. ETA: 10m 35s. Rate: 2.6 sym/min
[2025-12-01T20:20:32.750000] [INFO ] [CONFIGURE ] BDTX: Configurate test run.
[2025-12-01T20:20:32.750047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-01T20:20:32.785406] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:32.826562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-01T20:20:32.826903] [INFO ] [CONFIGURE ] BDTX: Testing with 29 available features
[2025-12-01T20:20:32.826950] [INFO ] [CONFIGURE ] BDTX: Establishing baseline with no features...
[2025-12-01T20:20:32.843271] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:33.003262] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:20:33.010592] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:33.059109] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:33.059249] [INFO ] [CONFIGURE ] BAM: KEPT add_ema (score: 70.00%)
[2025-12-01T20:20:33.060065] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Tests: 454/1230 | Remaining: 776 | Rate: 82.7/min
[2025-12-01T20:20:33.060117] [INFO ] [CONFIGURE ] BAM: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:20:33.060150] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:20:33.178266] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:33.311792] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:33.352216] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:33.358130] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:20:33.382794] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:20:33.531206] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:33.614253] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:33.707692] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:33.713821] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:33.821926] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:33.883524] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:33.918736] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:34.049038] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:34.062551] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:34.218189] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:34.242556] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:20:34.292466] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:34.384504] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:34.421863] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:34.530040] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:34.530173] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_opening_strength (score: 50.00%)
[2025-12-01T20:20:34.530966] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Tests: 455/1230 | Remaining: 775 | Rate: 82.5/min
[2025-12-01T20:20:34.531019] [INFO ] [CONFIGURE ] AXTI: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:20:34.531050] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-12-01T20:20:34.601781] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:34.601906] [INFO ] [CONFIGURE ] BDTX: Baseline score (no features): 60.00%
[2025-12-01T20:20:34.602314] [INFO ] [CONFIGURE ] BDTX: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:20:34.602362] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:20:34.715993] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:34.765193] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:34.814632] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:34.825285] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:20:35.043396] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:35.049975] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:35.097451] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:35.224493] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:35.264068] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:35.378514] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:35.379327] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:35.485858] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:35.664467] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:35.685179] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:35.710849] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:35.710885] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:35.938811] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:35.951415] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:36.046500] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:36.153883] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:36.163561] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:36.238998] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:36.378651] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:20:36.378801] [INFO ] [CONFIGURE ] BAM: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-12-01T20:20:36.379611] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Tests: 457/1230 | Remaining: 773 | Rate: 82.4/min
[2025-12-01T20:20:36.379664] [INFO ] [CONFIGURE ] BAM: Testing feature 6/29: add_failed_moves
[2025-12-01T20:20:36.379696] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-12-01T20:20:36.388165] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:20:36.534544] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:20:36.613254] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:36.625713] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:20:36.625872] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_range_position (score: 70.00%)
[2025-12-01T20:20:36.626682] [INFO ] [CONFIGURE ] JOB ETA: 9.4m | Tests: 458/1230 | Remaining: 772 | Rate: 82.5/min
[2025-12-01T20:20:36.626733] [INFO ] [CONFIGURE ] AVAL: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:20:36.626766] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-12-01T20:20:36.660964] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:20:36.820499] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:20:36.840685] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:36.840835] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-12-01T20:20:36.841673] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Tests: 459/1230 | Remaining: 771 | Rate: 82.6/min
[2025-12-01T20:20:36.841725] [INFO ] [CONFIGURE ] BDTX: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:20:36.841757] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:20:36.956624] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:37.075328] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:20:37.108823] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:37.157179] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:37.238023] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:37.311521] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:37.395454] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:37.395608] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-12-01T20:20:37.396411] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Tests: 460/1230 | Remaining: 770 | Rate: 82.7/min
[2025-12-01T20:20:37.396468] [INFO ] [CONFIGURE ] AXTI: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:20:37.396501] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-12-01T20:20:37.526432] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:37.547293] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:37.650088] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:37.719520] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:37.785004] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:37.805777] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:37.900423] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:38.019844] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:38.105041] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:38.151197] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:38.252330] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:38.260039] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:38.399118] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:38.406902] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:38.486873] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:38.666570] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:38.692062] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:38.721448] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:38.821770] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:38.930355] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:38.961887] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:38.996017] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:39.191668] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:39.197192] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:39.197329] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-12-01T20:20:39.198158] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Tests: 461/1230 | Remaining: 769 | Rate: 82.4/min
[2025-12-01T20:20:39.198212] [INFO ] [CONFIGURE ] BDTX: Testing feature 3/29: add_daily_returns
[2025-12-01T20:20:39.198245] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns']
[2025-12-01T20:20:39.295282] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:39.295434] [INFO ] [CONFIGURE ] BAM: DISCARDED add_failed_moves (score: 70.00%)
[2025-12-01T20:20:39.296247] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Tests: 462/1230 | Remaining: 768 | Rate: 82.6/min
[2025-12-01T20:20:39.296301] [INFO ] [CONFIGURE ] BAM: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:20:39.296334] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_lag_shelf']
[2025-12-01T20:20:39.375155] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:39.389190] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:20:39.448419] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:39.577090] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:39.585649] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:20:39.716069] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:39.765803] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:39.885145] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:39.934951] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:39.954096] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:39.979173] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:39.979305] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-12-01T20:20:39.980101] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Tests: 463/1230 | Remaining: 767 | Rate: 82.6/min
[2025-12-01T20:20:39.980152] [INFO ] [CONFIGURE ] AXTI: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:20:39.980183] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-12-01T20:20:40.143701] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:40.172341] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:40.261080] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:40.332287] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:40.455436] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:40.473949] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:40.522357] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:40.523016] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:40.715562] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:40.738192] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:40.790868] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:40.907882] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:41.022053] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:41.027349] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:41.059426] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:41.101412] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:41.101546] [INFO ] [CONFIGURE ] BDTX: KEPT add_daily_returns (score: 80.00%)
[2025-12-01T20:20:41.102356] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Tests: 464/1230 | Remaining: 766 | Rate: 82.5/min
[2025-12-01T20:20:41.102406] [INFO ] [CONFIGURE ] BDTX: Testing feature 4/29: add_ema
[2025-12-01T20:20:41.102438] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_ema']
[2025-12-01T20:20:41.312881] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:20:41.325026] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:41.363670] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:20:41.551769] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:41.589203] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:41.597129] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:41.616923] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:41.860641] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:41.867871] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:41.883425] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:42.091264] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:20:42.091413] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_realized_volatility (score: 50.00%)
[2025-12-01T20:20:42.092235] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Tests: 465/1230 | Remaining: 765 | Rate: 82.4/min
[2025-12-01T20:20:42.092289] [INFO ] [CONFIGURE ] AVAL: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:20:42.092324] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-12-01T20:20:42.113758] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:42.128883] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:42.159468] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:42.159625] [INFO ] [CONFIGURE ] BAM: DISCARDED add_lag_shelf (score: 50.00%)
[2025-12-01T20:20:42.160320] [INFO ] [CONFIGURE ] JOB ETA: 9.3m | Tests: 466/1230 | Remaining: 764 | Rate: 82.6/min
[2025-12-01T20:20:42.160372] [INFO ] [CONFIGURE ] BAM: Testing feature 8/29: add_macd
[2025-12-01T20:20:42.160405] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_macd']
[2025-12-01T20:20:42.377041] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:42.405832] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:42.549532] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:42.551058] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:20:42.637560] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:42.678956] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:42.679097] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-12-01T20:20:42.679935] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 467/1230 | Remaining: 763 | Rate: 82.6/min
[2025-12-01T20:20:42.683691] [INFO ] [CONFIGURE ] AXTI: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:20:42.683734] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-12-01T20:20:42.894894] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:42.942279] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:42.968607] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:42.989976] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:43.151743] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:43.248664] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:43.325285] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:43.410683] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:43.452396] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:43.517086] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:43.664499] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:43.664656] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_ema (score: 80.00%)
[2025-12-01T20:20:43.665452] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 468/1230 | Remaining: 762 | Rate: 82.6/min
[2025-12-01T20:20:43.665503] [INFO ] [CONFIGURE ] BDTX: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:20:43.665535] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:20:43.711080] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:43.785938] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:43.900360] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:43.913702] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:20:44.060643] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:44.086119] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:44.158777] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:44.333926] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:44.356854] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:44.411498] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:44.467144] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:44.605313] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:44.670852] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:44.805306] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:44.851675] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:44.874954] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:20:44.927168] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:45.147788] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:45.185516] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:45.238802] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:45.270503] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:45.431203] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:20:45.431339] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-12-01T20:20:45.432158] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 469/1230 | Remaining: 761 | Rate: 82.3/min
[2025-12-01T20:20:45.432210] [INFO ] [CONFIGURE ] AXTI: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:20:45.432243] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-12-01T20:20:45.438501] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:45.621587] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:45.682978] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:45.690702] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:45.720733] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:45.938109] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:45.945508] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:46.003383] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:20:46.003547] [INFO ] [CONFIGURE ] BAM: DISCARDED add_macd (score: 60.00%)
[2025-12-01T20:20:46.004366] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 470/1230 | Remaining: 760 | Rate: 82.3/min
[2025-12-01T20:20:46.004419] [INFO ] [CONFIGURE ] BAM: Testing feature 9/29: add_mfi
[2025-12-01T20:20:46.004452] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_mfi']
[2025-12-01T20:20:46.178663] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:46.187698] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:46.200194] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:46.200339] [INFO ] [CONFIGURE ] BDTX: KEPT add_exhaustion_signals (score: 90.00%)
[2025-12-01T20:20:46.201203] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 471/1230 | Remaining: 759 | Rate: 82.5/min
[2025-12-01T20:20:46.201258] [INFO ] [CONFIGURE ] BDTX: Testing feature 6/29: add_failed_moves
[2025-12-01T20:20:46.201291] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_failed_moves']
[2025-12-01T20:20:46.287705] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:20:46.456261] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:46.462112] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:20:46.573202] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:46.649511] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:46.649690] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_recent_range_context (score: 60.00%)
[2025-12-01T20:20:46.650488] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 472/1230 | Remaining: 758 | Rate: 82.5/min
[2025-12-01T20:20:46.650540] [INFO ] [CONFIGURE ] AVAL: Testing feature 24/29: add_rsi
[2025-12-01T20:20:46.650586] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_ema', 'add_rsi']
[2025-12-01T20:20:46.705424] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:46.734985] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:46.857769] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:46.953278] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:47.003095] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:47.140985] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:47.141540] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:47.207493] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:47.266251] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:47.426738] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:47.464940] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:47.530412] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:47.645729] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:47.713399] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:47.715027] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:47.798074] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:47.963608] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:20:47.963751] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-12-01T20:20:47.964543] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 473/1230 | Remaining: 757 | Rate: 82.4/min
[2025-12-01T20:20:47.964611] [INFO ] [CONFIGURE ] AXTI: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:20:47.964645] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-12-01T20:20:48.000486] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:48.059059] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:48.143739] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:48.205043] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:48.287734] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:48.328610] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:48.448238] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:48.579327] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:48.612471] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:48.641871] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:48.694114] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:48.875061] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:48.875220] [INFO ] [CONFIGURE ] BAM: DISCARDED add_mfi (score: 60.00%)
[2025-12-01T20:20:48.876027] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 474/1230 | Remaining: 756 | Rate: 82.3/min
[2025-12-01T20:20:48.876079] [INFO ] [CONFIGURE ] BAM: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:20:48.876111] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:20:48.880246] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:48.880402] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_failed_moves (score: 80.00%)
[2025-12-01T20:20:48.881276] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 475/1230 | Remaining: 755 | Rate: 82.5/min
[2025-12-01T20:20:48.881332] [INFO ] [CONFIGURE ] BDTX: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:20:48.881364] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_lag_shelf']
[2025-12-01T20:20:48.942056] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:49.145530] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:20:49.150911] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:49.196267] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:49.252923] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:20:49.416223] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:49.444639] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:49.628948] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:49.640129] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:49.674696] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:49.698187] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:49.933438] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:49.950733] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:20:49.993758] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:50.137865] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:50.188943] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:50.212608] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:50.353671] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:50.441180] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:50.459877] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:50.460021] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-12-01T20:20:50.460852] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 476/1230 | Remaining: 754 | Rate: 82.3/min
[2025-12-01T20:20:50.460905] [INFO ] [CONFIGURE ] AXTI: Testing feature 20/29: add_price_rejection
[2025-12-01T20:20:50.460953] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-12-01T20:20:50.640265] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:50.697956] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:50.714890] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:50.732491] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:20:50.962993] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:51.009113] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:51.097614] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:51.151447] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:51.225434] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:51.284625] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:51.483050] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:51.483514] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:20:51.483673] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_lag_shelf (score: 60.00%)
[2025-12-01T20:20:51.484510] [INFO ] [CONFIGURE ] JOB ETA: 9.2m | Tests: 477/1230 | Remaining: 753 | Rate: 82.2/min
[2025-12-01T20:20:51.484590] [INFO ] [CONFIGURE ] BDTX: Testing feature 8/29: add_macd
[2025-12-01T20:20:51.484637] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_macd']
[2025-12-01T20:20:51.558445] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:51.658209] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:51.658374] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_rsi (score: 70.00%)
[2025-12-01T20:20:51.659185] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 478/1230 | Remaining: 752 | Rate: 82.4/min
[2025-12-01T20:20:51.659237] [INFO ] [CONFIGURE ] AVAL: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:20:51.659271] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-12-01T20:20:51.827488] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:20:51.835231] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:51.864280] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:52.092689] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:52.115385] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:52.157730] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:52.245718] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:52.387637] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:52.502968] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:52.526333] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:52.612472] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:20:52.612646] [INFO ] [CONFIGURE ] BAM: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-12-01T20:20:52.613456] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 479/1230 | Remaining: 751 | Rate: 82.3/min
[2025-12-01T20:20:52.613510] [INFO ] [CONFIGURE ] BAM: Testing feature 11/29: add_obv_daily
[2025-12-01T20:20:52.613543] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_daily']
[2025-12-01T20:20:52.662074] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:52.833307] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:52.929920] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:20:52.941473] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:52.955675] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:53.157968] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:53.218300] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:53.218459] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_price_rejection (score: 50.00%)
[2025-12-01T20:20:53.219285] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 480/1230 | Remaining: 750 | Rate: 82.4/min
[2025-12-01T20:20:53.219340] [INFO ] [CONFIGURE ] AXTI: Testing feature 21/29: add_range_position
[2025-12-01T20:20:53.219374] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-12-01T20:20:53.230492] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:53.386143] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:53.483421] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:53.505667] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:53.535557] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:53.797390] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:53.814309] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:53.823567] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:53.841462] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:54.095255] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:54.147013] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:54.158830] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:54.265943] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:54.386923] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:54.477444] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:54.493456] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:54.683546] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:54.713750] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:54.793160] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:54.828078] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:20:54.828242] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_macd (score: 60.00%)
[2025-12-01T20:20:54.829168] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 481/1230 | Remaining: 749 | Rate: 82.1/min
[2025-12-01T20:20:54.829237] [INFO ] [CONFIGURE ] BDTX: Testing feature 9/29: add_mfi
[2025-12-01T20:20:54.829272] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_mfi']
[2025-12-01T20:20:54.978487] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:55.095420] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:20:55.110727] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:55.150880] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:55.267239] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:20:55.377256] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:55.417447] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:55.560138] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:55.595992] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:55.650650] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:55.716661] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:55.716805] [INFO ] [CONFIGURE ] BAM: DISCARDED add_obv_daily (score: 70.00%)
[2025-12-01T20:20:55.717615] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 482/1230 | Remaining: 748 | Rate: 82.1/min
[2025-12-01T20:20:55.717956] [INFO ] [CONFIGURE ] BAM: Testing feature 12/29: add_obv_interval
[2025-12-01T20:20:55.717991] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_obv_interval']
[2025-12-01T20:20:55.854084] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:20:55.928665] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:56.003117] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:20:56.037343] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:56.037496] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_tick_distribution (score: 70.00%)
[2025-12-01T20:20:56.038333] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 483/1230 | Remaining: 747 | Rate: 82.2/min
[2025-12-01T20:20:56.038385] [INFO ] [CONFIGURE ] AVAL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:20:56.038418] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-12-01T20:20:56.146436] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:20:56.146603] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_range_position (score: 40.00%)
[2025-12-01T20:20:56.147423] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 484/1230 | Remaining: 746 | Rate: 82.4/min
[2025-12-01T20:20:56.147477] [INFO ] [CONFIGURE ] AXTI: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:20:56.147510] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-12-01T20:20:56.201570] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:56.292672] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:56.477361] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:56.484293] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:56.511690] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:20:56.591704] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:56.745122] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:56.868007] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:56.891736] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:20:56.927798] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:20:57.009999] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:57.198704] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:57.229756] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:20:57.278383] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:57.380890] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:57.490871] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:57.554873] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:57.555033] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_mfi (score: 80.00%)
[2025-12-01T20:20:57.555821] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 485/1230 | Remaining: 745 | Rate: 82.2/min
[2025-12-01T20:20:57.555877] [INFO ] [CONFIGURE ] BDTX: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:20:57.555917] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:20:57.592623] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:57.811652] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:57.837987] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:20:57.936496] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:20:57.961506] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:58.112068] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:58.300799] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:20:58.306304] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:58.327458] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:58.429889] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:58.679376] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:20:58.693924] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:20:58.741908] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:20:58.742097] [INFO ] [CONFIGURE ] BAM: DISCARDED add_obv_interval (score: 60.00%)
[2025-12-01T20:20:58.742979] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 486/1230 | Remaining: 744 | Rate: 82.1/min
[2025-12-01T20:20:58.743037] [INFO ] [CONFIGURE ] BAM: Testing feature 13/29: add_opening_strength
[2025-12-01T20:20:58.743073] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:20:58.756072] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:20:59.052282] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:20:59.052789] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:20:59.071253] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:20:59.238649] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:20:59.391121] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:20:59.404010] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:20:59.410885] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:20:59.707709] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:20:59.723834] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:20:59.730229] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:20:59.777529] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:20:59.777693] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_realized_volatility (score: 50.00%)
[2025-12-01T20:20:59.778531] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 487/1230 | Remaining: 743 | Rate: 82.0/min
[2025-12-01T20:20:59.778601] [INFO ] [CONFIGURE ] AXTI: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:20:59.778637] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-12-01T20:21:00.040774] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:00.044262] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:00.072774] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:00.167249] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:00.311798] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:00.447215] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:00.578155] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:00.692267] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:00.692421] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-12-01T20:21:00.693184] [INFO ] [CONFIGURE ] JOB ETA: 9.1m | Tests: 488/1230 | Remaining: 742 | Rate: 82.0/min
[2025-12-01T20:21:00.693236] [INFO ] [CONFIGURE ] AVAL: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:21:00.693268] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-12-01T20:21:00.842057] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:00.881617] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:00.919298] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:01.100403] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:21:01.223166] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:01.301985] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:01.302140] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-12-01T20:21:01.302953] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 489/1230 | Remaining: 741 | Rate: 82.0/min
[2025-12-01T20:21:01.303022] [INFO ] [CONFIGURE ] BDTX: Testing feature 11/29: add_obv_daily
[2025-12-01T20:21:01.303056] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_daily']
[2025-12-01T20:21:01.335970] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:01.360137] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:01.547036] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:01.588252] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:01.622149] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:01.848598] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:01.873816] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:01.884757] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:01.884854] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:02.149269] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:02.174259] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:21:02.201532] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:02.201692] [INFO ] [CONFIGURE ] BAM: DISCARDED add_opening_strength (score: 40.00%)
[2025-12-01T20:21:02.202496] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 490/1230 | Remaining: 740 | Rate: 82.0/min
[2025-12-01T20:21:02.202549] [INFO ] [CONFIGURE ] BAM: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:21:02.202598] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_order_flow_imbalance']
[2025-12-01T20:21:02.353182] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:02.406648] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:02.460159] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:02.507059] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:21:02.667873] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:21:02.668003] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_recent_range_context (score: 70.00%)
[2025-12-01T20:21:02.668807] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 491/1230 | Remaining: 739 | Rate: 82.0/min
[2025-12-01T20:21:02.668859] [INFO ] [CONFIGURE ] AXTI: Testing feature 24/29: add_rsi
[2025-12-01T20:21:02.668892] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-12-01T20:21:02.759188] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:02.810785] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:02.859639] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:21:02.975346] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:03.050901] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:03.119527] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:03.280282] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:03.307882] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:03.327173] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:03.439046] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:03.592502] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:03.627282] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:03.759070] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:03.781535] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:03.910714] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:21:03.918300] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:04.115158] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:04.207478] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:04.207646] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_obv_daily (score: 60.00%)
[2025-12-01T20:21:04.210802] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 492/1230 | Remaining: 738 | Rate: 81.8/min
[2025-12-01T20:21:04.210884] [INFO ] [CONFIGURE ] BDTX: Testing feature 12/29: add_obv_interval
[2025-12-01T20:21:04.210917] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_obv_interval']
[2025-12-01T20:21:04.212680] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:04.229761] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:04.445124] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:04.485297] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:04.551047] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:04.665318] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:04.759516] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:04.769745] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:04.929833] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:05.047667] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:05.109391] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:05.143299] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:05.382208] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:05.399337] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:05.482694] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:05.482863] [INFO ] [CONFIGURE ] BAM: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-12-01T20:21:05.483706] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 493/1230 | Remaining: 737 | Rate: 81.7/min
[2025-12-01T20:21:05.483763] [INFO ] [CONFIGURE ] BAM: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:21:05.483797] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_morning_momentum']
[2025-12-01T20:21:05.688936] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:05.689113] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-12-01T20:21:05.689979] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 494/1230 | Remaining: 736 | Rate: 81.8/min
[2025-12-01T20:21:05.690052] [INFO ] [CONFIGURE ] AVAL: Testing feature 28/29: add_volume_profile
[2025-12-01T20:21:05.690088] [INFO ] [CONFIGURE ] AVAL: Testing with features: ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-12-01T20:21:05.716054] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:05.728375] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:05.868268] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:21:06.029158] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:06.070489] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:21:06.070669] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_rsi (score: 70.00%)
[2025-12-01T20:21:06.071519] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 495/1230 | Remaining: 735 | Rate: 81.9/min
[2025-12-01T20:21:06.071592] [INFO ] [CONFIGURE ] AXTI: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:21:06.071628] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-12-01T20:21:06.186065] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:06.191642] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:06.323762] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:06.341621] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:06.507514] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:06.585413] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:06.653726] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:06.657924] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:06.796877] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:06.842392] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:06.936864] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:07.082664] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:07.103958] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:21:07.129646] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:21:07.207826] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:07.207978] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_obv_interval (score: 70.00%)
[2025-12-01T20:21:07.208747] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 496/1230 | Remaining: 734 | Rate: 81.8/min
[2025-12-01T20:21:07.208799] [INFO ] [CONFIGURE ] BDTX: Testing feature 13/29: add_opening_strength
[2025-12-01T20:21:07.208833] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_opening_strength']
[2025-12-01T20:21:07.359338] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:07.400867] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:07.505611] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:07.607190] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:07.616637] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:07.733990] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:07.807560] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:07.882857] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:08.076218] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:08.077914] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:08.130064] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:08.148610] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:08.385710] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:08.410279] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:08.470546] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:08.588179] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:08.672569] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:21:08.672733] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_tick_distribution (score: 80.00%)
[2025-12-01T20:21:08.673624] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 497/1230 | Remaining: 733 | Rate: 81.7/min
[2025-12-01T20:21:08.673680] [INFO ] [CONFIGURE ] AXTI: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:21:08.673714] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-12-01T20:21:08.732655] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:08.732795] [INFO ] [CONFIGURE ] BAM: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-12-01T20:21:08.733665] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Tests: 498/1230 | Remaining: 732 | Rate: 81.8/min
[2025-12-01T20:21:08.733720] [INFO ] [CONFIGURE ] BAM: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:21:08.733753] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_overnight_gap']
[2025-12-01T20:21:08.816694] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:08.941076] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:09.033406] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:21:09.051933] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:09.189024] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:09.206995] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:09.344840] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:09.462988] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:09.476439] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:09.511033] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:09.640839] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:09.718065] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:21:09.769463] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:09.942378] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:09.987991] [DEBUG] [FORECASTER] AVAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:09.995856] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:10.066680] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:10.239430] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:10.263032] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:10.369181] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:10.369334] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_opening_strength (score: 80.00%)
[2025-12-01T20:21:10.370242] [INFO ] [CONFIGURE ] JOB ETA: 9.0m | Tests: 499/1230 | Remaining: 731 | Rate: 81.6/min
[2025-12-01T20:21:10.370303] [INFO ] [CONFIGURE ] BDTX: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:21:10.370337] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_order_flow_imbalance']
[2025-12-01T20:21:10.456006] [DEBUG] [FORECASTER] AVAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:10.456159] [INFO ] [CONFIGURE ] AVAL: DISCARDED add_volume_profile (score: 80.00%)
[2025-12-01T20:21:10.456972] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Tests: 500/1230 | Remaining: 730 | Rate: 81.8/min
[2025-12-01T20:21:10.457310] [INFO ] [CONFIGURE ] AVAL: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:21:10.457344] [INFO ] [CONFIGURE ] AVAL: Best accuracy: 90.00%
[2025-12-01T20:21:10.457376] [INFO ] [CONFIGURE ] AVAL: Best feature set (6 features): ['add_bollinger_bands', 'add_lag_shelf', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:21:10.457403] [INFO ] [CONFIGURE ] AVAL: Improvement over baseline: 60.00%
[2025-12-01T20:21:10.457426] [INFO ] [CONFIGURE ] AVAL: Total time: 1.8 minutes
[2025-12-01T20:21:10.457450] [INFO ] [CONFIGURE ] AVAL: Average time per feature: 4.0 seconds
[2025-12-01T20:21:10.457474] [INFO ] [CONFIGURE ] AVAL: Average speed: 0.27 features/sec
[2025-12-01T20:21:10.457728] [INFO ] [LOCAL     ] Saved configuration for AVAL: 6 features, 90.00% accuracy -> ./output/feature-sets/AVAL.json
[2025-12-01T20:21:10.457769] [INFO ] [CONFIGURE ] AVAL: Configuration saved successfully: 6 features, 90.00% accuracy.
[2025-12-01T20:21:10.458319] [INFO ] [sig       ] [15/41] AVAL OK in 1m 51s. ETA: 10m 36s. Rate: 2.5 sym/min
[2025-12-01T20:21:10.460468] [INFO ] [CONFIGURE ] BKH: Configurate test run.
[2025-12-01T20:21:10.460515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-01T20:21:10.472837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-01T20:21:10.473268] [INFO ] [CONFIGURE ] BKH: Testing with 29 available features
[2025-12-01T20:21:10.473316] [INFO ] [CONFIGURE ] BKH: Establishing baseline with no features...
[2025-12-01T20:21:10.535888] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:10.537649] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:10.660948] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:10.670908] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:10.808308] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:10.841679] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:10.842025] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:10.954931] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:11.022163] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:11.075066] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:11.137301] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:11.203135] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:11.240426] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:11.338195] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:21:11.338359] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-12-01T20:21:11.339234] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Tests: 501/1230 | Remaining: 729 | Rate: 81.7/min
[2025-12-01T20:21:11.339289] [INFO ] [CONFIGURE ] AXTI: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:21:11.339322] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-12-01T20:21:11.380282] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:11.432982] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:11.521771] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:11.559651] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:11.612447] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:11.752427] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:11.767785] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:11.767947] [INFO ] [CONFIGURE ] BAM: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-12-01T20:21:11.768845] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Tests: 502/1230 | Remaining: 728 | Rate: 81.8/min
[2025-12-01T20:21:11.768899] [INFO ] [CONFIGURE ] BAM: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:21:11.768932] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_return_2d']
[2025-12-01T20:21:11.816832] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:11.899880] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:11.938479] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:12.084378] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:21:12.108707] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:12.118744] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:12.181648] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:12.305247] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:12.305378] [INFO ] [CONFIGURE ] BKH: Baseline score (no features): 70.00%
[2025-12-01T20:21:12.305820] [INFO ] [CONFIGURE ] BKH: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:21:12.305871] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:21:12.401507] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:12.404770] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:12.472527] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:21:12.541124] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:12.713812] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:12.747895] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:12.764385] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:12.782638] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:12.991957] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:13.019673] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:13.021215] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:13.086936] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:13.222650] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:13.306079] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:13.315492] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:13.315647] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_order_flow_imbalance (score: 90.00%)
[2025-12-01T20:21:13.316446] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Tests: 504/1230 | Remaining: 726 | Rate: 81.8/min
[2025-12-01T20:21:13.316497] [INFO ] [CONFIGURE ] BDTX: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:21:13.316529] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_morning_momentum']
[2025-12-01T20:21:13.398708] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:13.452882] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:13.582080] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:13.583214] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:13.681545] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:13.713805] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:13.844384] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:13.861756] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:13.909404] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:14.031310] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:14.107131] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:14.135045] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:21:14.135191] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-12-01T20:21:14.135187] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:14.136008] [INFO ] [CONFIGURE ] JOB ETA: 8.9m | Tests: 505/1230 | Remaining: 725 | Rate: 81.8/min
[2025-12-01T20:21:14.136061] [INFO ] [CONFIGURE ] AXTI: Testing feature 28/29: add_volume_profile
[2025-12-01T20:21:14.136092] [INFO ] [CONFIGURE ] AXTI: Testing with features: ['add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-12-01T20:21:14.345220] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:14.359808] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:14.366151] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:14.400382] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:21:14.589784] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:14.589930] [INFO ] [CONFIGURE ] BKH: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-12-01T20:21:14.590805] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Tests: 506/1230 | Remaining: 724 | Rate: 81.8/min
[2025-12-01T20:21:14.590860] [INFO ] [CONFIGURE ] BKH: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:21:14.590894] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:21:14.632299] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:14.668840] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:14.669664] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:14.847110] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:21:14.908456] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:14.943976] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:14.996026] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:14.996173] [INFO ] [CONFIGURE ] BAM: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-12-01T20:21:14.996975] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Tests: 507/1230 | Remaining: 723 | Rate: 81.9/min
[2025-12-01T20:21:14.997026] [INFO ] [CONFIGURE ] BAM: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:21:14.997058] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_volatility_5d']
[2025-12-01T20:21:15.098291] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:15.187221] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:15.221027] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:21:15.287379] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:21:15.347073] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:15.468201] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:15.501155] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:15.600329] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:15.609470] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:21:15.752323] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:15.778140] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:15.864818] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:15.898927] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:16.023651] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:16.023788] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-12-01T20:21:16.024604] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Tests: 508/1230 | Remaining: 722 | Rate: 81.8/min
[2025-12-01T20:21:16.024657] [INFO ] [CONFIGURE ] BDTX: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:21:16.024689] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_overnight_gap']
[2025-12-01T20:21:16.056030] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:16.114041] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:16.187174] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:16.316441] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:16.327945] [DEBUG] [FORECASTER] AXTI: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:16.368708] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:16.502787] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:16.612858] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:16.615893] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:16.625749] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:16.795796] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:16.877253] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:16.890410] [DEBUG] [FORECASTER] AXTI: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:21:16.890541] [INFO ] [CONFIGURE ] AXTI: DISCARDED add_volume_profile (score: 60.00%)
[2025-12-01T20:21:16.891338] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Tests: 509/1230 | Remaining: 721 | Rate: 81.8/min
[2025-12-01T20:21:16.891390] [INFO ] [CONFIGURE ] AXTI: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:21:16.891420] [INFO ] [CONFIGURE ] AXTI: Best accuracy: 80.00%
[2025-12-01T20:21:16.891450] [INFO ] [CONFIGURE ] AXTI: Best feature set (2 features): ['add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:21:16.891476] [INFO ] [CONFIGURE ] AXTI: Improvement over baseline: 30.00%
[2025-12-01T20:21:16.891500] [INFO ] [CONFIGURE ] AXTI: Total time: 1.3 minutes
[2025-12-01T20:21:16.891525] [INFO ] [CONFIGURE ] AXTI: Average time per feature: 2.8 seconds
[2025-12-01T20:21:16.891549] [INFO ] [CONFIGURE ] AXTI: Average speed: 0.37 features/sec
[2025-12-01T20:21:16.891753] [INFO ] [LOCAL     ] Saved configuration for AXTI: 2 features, 80.00% accuracy -> ./output/feature-sets/AXTI.json
[2025-12-01T20:21:16.891791] [INFO ] [CONFIGURE ] AXTI: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-12-01T20:21:16.892919] [INFO ] [sig       ] [16/41] AXTI OK in 1m 19s. ETA: 9m 43s. Rate: 2.6 sym/min
[2025-12-01T20:21:16.893007] [INFO ] [CONFIGURE ] BKSY: Configurate test run.
[2025-12-01T20:21:16.893056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-01T20:21:16.904258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-01T20:21:16.904866] [INFO ] [CONFIGURE ] BKSY: Testing with 29 available features
[2025-12-01T20:21:16.904923] [INFO ] [CONFIGURE ] BKSY: Establishing baseline with no features...
[2025-12-01T20:21:16.905227] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:17.076852] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:17.078110] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:21:17.121399] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:17.121536] [INFO ] [CONFIGURE ] BKH: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-12-01T20:21:17.122337] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Tests: 510/1230 | Remaining: 720 | Rate: 81.9/min
[2025-12-01T20:21:17.122392] [INFO ] [CONFIGURE ] BKH: Testing feature 3/29: add_daily_returns
[2025-12-01T20:21:17.122424] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_daily_returns']
[2025-12-01T20:21:17.183905] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:17.255094] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:17.322184] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:21:17.364811] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:17.429963] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:17.463644] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:17.522183] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:17.606249] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:17.658399] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:17.725994] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:17.746016] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:17.791636] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:17.929731] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:17.950522] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:17.950682] [INFO ] [CONFIGURE ] BAM: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-12-01T20:21:17.951498] [INFO ] [CONFIGURE ] JOB ETA: 8.8m | Tests: 511/1230 | Remaining: 719 | Rate: 81.9/min
[2025-12-01T20:21:17.951551] [INFO ] [CONFIGURE ] BAM: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:21:17.951601] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_pbf_vs_sma_5']
[2025-12-01T20:21:17.972195] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:18.033498] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:18.129360] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:18.156885] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:18.224797] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:21:18.317293] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:18.333798] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:18.377188] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:18.500599] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:18.536603] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:18.564185] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:21:18.602442] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:18.748384] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:18.760922] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:18.761050] [INFO ] [CONFIGURE ] BKSY: Baseline score (no features): 30.00%
[2025-12-01T20:21:18.761464] [INFO ] [CONFIGURE ] BKSY: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:21:18.761521] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:21:18.801308] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:18.898031] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:18.898166] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-12-01T20:21:18.899016] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 513/1230 | Remaining: 717 | Rate: 82.0/min
[2025-12-01T20:21:18.899069] [INFO ] [CONFIGURE ] BDTX: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:21:18.899103] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_return_2d']
[2025-12-01T20:21:18.952089] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:18.986313] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:21:19.123034] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:19.158107] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:19.158243] [INFO ] [CONFIGURE ] BKH: DISCARDED add_daily_returns (score: 70.00%)
[2025-12-01T20:21:19.159256] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 514/1230 | Remaining: 716 | Rate: 82.1/min
[2025-12-01T20:21:19.159309] [INFO ] [CONFIGURE ] BKH: Testing feature 4/29: add_ema
[2025-12-01T20:21:19.159342] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_ema']
[2025-12-01T20:21:19.194126] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:19.218327] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:19.412283] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:19.419313] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:19.442716] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:19.482332] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:19.650608] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:19.701886] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:21:19.711944] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:19.772515] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:19.892877] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:21:19.936511] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:20.000208] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:20.060566] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:20.140794] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:20.184007] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:20.292131] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:20.367913] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:20.408722] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:20.456073] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:20.596316] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:20.666896] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:20.674763] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:20.704119] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:20.884941] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:20.885086] [INFO ] [CONFIGURE ] BAM: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-12-01T20:21:20.885952] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 515/1230 | Remaining: 715 | Rate: 81.9/min
[2025-12-01T20:21:20.886006] [INFO ] [CONFIGURE ] BAM: Testing feature 20/29: add_price_rejection
[2025-12-01T20:21:20.886040] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection']
[2025-12-01T20:21:20.920405] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:20.957877] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:21:20.970957] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:21.166312] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:21.198712] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:21.198881] [INFO ] [CONFIGURE ] BKSY: KEPT add_bollinger_bands (score: 50.00%)
[2025-12-01T20:21:21.199843] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 516/1230 | Remaining: 714 | Rate: 82.0/min
[2025-12-01T20:21:21.199896] [INFO ] [CONFIGURE ] BKSY: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:21:21.199931] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:21:21.201984] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:21.271970] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:21.412740] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:21.496802] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:21:21.520171] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:21.618475] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:21.657053] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:21.657195] [INFO ] [CONFIGURE ] BKH: DISCARDED add_ema (score: 60.00%)
[2025-12-01T20:21:21.657935] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 517/1230 | Remaining: 713 | Rate: 82.0/min
[2025-12-01T20:21:21.657986] [INFO ] [CONFIGURE ] BKH: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:21:21.658018] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:21:21.785081] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:21.839127] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:21:21.903542] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:21:21.927241] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:21.927394] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-12-01T20:21:21.928223] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 518/1230 | Remaining: 712 | Rate: 82.1/min
[2025-12-01T20:21:21.928292] [INFO ] [CONFIGURE ] BDTX: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:21:21.928325] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_volatility_5d']
[2025-12-01T20:21:22.077818] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:22.150007] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:22.160259] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:22.204637] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:22.365028] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:22.397440] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:22.473705] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:22.480507] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:22.642517] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:22.645905] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:22.731546] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:22.796234] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:22.892455] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:22.918403] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:23.009154] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:23.098615] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:23.136505] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:23.192389] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:23.269435] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:23.383078] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:23.405642] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:23.468070] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:23.530264] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:23.633304] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:23.720810] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:23.750293] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:21:23.797022] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:23.880518] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:24.030935] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:24.031085] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-12-01T20:21:24.031903] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 519/1230 | Remaining: 711 | Rate: 81.8/min
[2025-12-01T20:21:24.031955] [INFO ] [CONFIGURE ] BKSY: Testing feature 3/29: add_daily_returns
[2025-12-01T20:21:24.031987] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-12-01T20:21:24.043231] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:24.043390] [INFO ] [CONFIGURE ] BAM: KEPT add_price_rejection (score: 80.00%)
[2025-12-01T20:21:24.044211] [INFO ] [CONFIGURE ] JOB ETA: 8.7m | Tests: 520/1230 | Remaining: 710 | Rate: 82.0/min
[2025-12-01T20:21:24.044263] [INFO ] [CONFIGURE ] BAM: Testing feature 21/29: add_range_position
[2025-12-01T20:21:24.044297] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection', 'add_range_position']
[2025-12-01T20:21:24.056229] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:24.126884] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:24.127045] [INFO ] [CONFIGURE ] BKH: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-12-01T20:21:24.127957] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Tests: 521/1230 | Remaining: 709 | Rate: 82.1/min
[2025-12-01T20:21:24.128015] [INFO ] [CONFIGURE ] BKH: Testing feature 6/29: add_failed_moves
[2025-12-01T20:21:24.128047] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_failed_moves']
[2025-12-01T20:21:24.274454] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:21:24.327339] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:24.329031] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:24.397868] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:24.515401] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:24.526249] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:24.601516] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:24.601674] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-12-01T20:21:24.602498] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Tests: 522/1230 | Remaining: 708 | Rate: 82.2/min
[2025-12-01T20:21:24.602553] [INFO ] [CONFIGURE ] BDTX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:21:24.602607] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_pbf_vs_sma_5']
[2025-12-01T20:21:24.723860] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:24.750862] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:24.752995] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:24.862860] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:24.922681] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:24.990661] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:25.094645] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:21:25.121422] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:25.122454] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:25.230319] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:25.321887] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:25.384807] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:25.442204] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:25.468529] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:25.524468] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:25.642791] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:25.709593] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:25.727157] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:25.789598] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:25.899879] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:25.930820] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:25.955465] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:26.139854] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:26.140005] [INFO ] [CONFIGURE ] BKH: DISCARDED add_failed_moves (score: 70.00%)
[2025-12-01T20:21:26.140907] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Tests: 523/1230 | Remaining: 707 | Rate: 82.0/min
[2025-12-01T20:21:26.140963] [INFO ] [CONFIGURE ] BKH: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:21:26.140997] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_lag_shelf']
[2025-12-01T20:21:26.142180] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:26.171963] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:26.197806] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:21:26.330300] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:26.437796] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:26.441298] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:26.441433] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_daily_returns (score: 30.00%)
[2025-12-01T20:21:26.442265] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Tests: 524/1230 | Remaining: 706 | Rate: 82.1/min
[2025-12-01T20:21:26.442316] [INFO ] [CONFIGURE ] BKSY: Testing feature 4/29: add_ema
[2025-12-01T20:21:26.442348] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-12-01T20:21:26.496708] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:26.521650] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:26.705155] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:26.709541] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:26.737745] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:21:26.849629] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:26.893749] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:26.965838] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:27.016962] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:27.073509] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:27.214471] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:27.234696] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:27.234834] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-12-01T20:21:27.235665] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Tests: 525/1230 | Remaining: 705 | Rate: 82.1/min
[2025-12-01T20:21:27.235719] [INFO ] [CONFIGURE ] BDTX: Testing feature 20/29: add_price_rejection
[2025-12-01T20:21:27.235752] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_price_rejection']
[2025-12-01T20:21:27.258047] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:27.294161] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:27.443688] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:27.512996] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:27.588420] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:27.593000] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:27.593151] [INFO ] [CONFIGURE ] BAM: DISCARDED add_range_position (score: 70.00%)
[2025-12-01T20:21:27.594017] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Tests: 526/1230 | Remaining: 704 | Rate: 82.2/min
[2025-12-01T20:21:27.594073] [INFO ] [CONFIGURE ] BAM: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:21:27.594107] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection', 'add_realized_volatility']
[2025-12-01T20:21:27.632751] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:27.791885] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:27.822950] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:27.866163] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:28.014885] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:28.015217] [INFO ] [CONFIGURE ] BKH: DISCARDED add_lag_shelf (score: 70.00%)
[2025-12-01T20:21:28.016040] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 527/1230 | Remaining: 703 | Rate: 82.2/min
[2025-12-01T20:21:28.016093] [INFO ] [CONFIGURE ] BKH: Testing feature 8/29: add_macd
[2025-12-01T20:21:28.016126] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_vwap', 'add_macd']
[2025-12-01T20:21:28.021461] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:28.082154] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:28.170351] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:28.342075] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:21:28.359434] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:28.447819] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:28.466266] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:28.638172] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:28.647420] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:28.794037] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:28.867763] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:28.920149] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:28.947272] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:29.077736] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:21:29.194681] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:29.272444] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:29.284587] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:21:29.359543] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:29.359707] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_ema (score: 40.00%)
[2025-12-01T20:21:29.360535] [INFO ] [CONFIGURE ] JOB ETA: 8.6m | Tests: 528/1230 | Remaining: 702 | Rate: 82.1/min
[2025-12-01T20:21:29.360602] [INFO ] [CONFIGURE ] BKSY: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:21:29.360637] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:21:29.478698] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:29.598761] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:29.647239] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:21:29.684880] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:29.761534] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:29.925410] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:29.950140] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:30.047297] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:30.047447] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_price_rejection (score: 80.00%)
[2025-12-01T20:21:30.048290] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 529/1230 | Remaining: 701 | Rate: 82.1/min
[2025-12-01T20:21:30.048343] [INFO ] [CONFIGURE ] BDTX: Testing feature 21/29: add_range_position
[2025-12-01T20:21:30.048376] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_range_position']
[2025-12-01T20:21:30.106456] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:30.205481] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:30.292447] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:30.340140] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:30.483545] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:30.533676] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:30.611633] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:30.632019] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:30.766257] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:30.921475] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:30.931737] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:30.969208] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:31.061440] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:31.232556] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:31.232727] [INFO ] [CONFIGURE ] BKH: DISCARDED add_macd (score: 50.00%)
[2025-12-01T20:21:31.233535] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 530/1230 | Remaining: 700 | Rate: 82.0/min
[2025-12-01T20:21:31.233886] [INFO ] [CONFIGURE ] BKH: Testing feature 9/29: add_mfi
[2025-12-01T20:21:31.233921] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_mfi']
[2025-12-01T20:21:31.237968] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:31.353819] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:31.403620] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:31.429137] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:31.530598] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:31.638665] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:31.641179] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:31.822633] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:31.833689] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:31.834208] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:31.834373] [INFO ] [CONFIGURE ] BAM: KEPT add_realized_volatility (score: 90.00%)
[2025-12-01T20:21:31.835229] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 531/1230 | Remaining: 699 | Rate: 82.0/min
[2025-12-01T20:21:31.835290] [INFO ] [CONFIGURE ] BAM: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:21:31.835331] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection', 'add_realized_volatility', 'add_recent_range_context']
[2025-12-01T20:21:31.924431] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:21:32.027947] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:32.125217] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:32.210122] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:32.210260] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-12-01T20:21:32.211076] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 532/1230 | Remaining: 698 | Rate: 82.1/min
[2025-12-01T20:21:32.211129] [INFO ] [CONFIGURE ] BKSY: Testing feature 6/29: add_failed_moves
[2025-12-01T20:21:32.211164] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-12-01T20:21:32.222864] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:32.280359] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:32.416511] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:32.432927] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:32.437993] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:21:32.627018] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:32.667196] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:32.736868] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:32.742793] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:32.837349] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:32.898049] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:33.031177] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:33.031314] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_range_position (score: 50.00%)
[2025-12-01T20:21:33.032163] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 533/1230 | Remaining: 697 | Rate: 82.1/min
[2025-12-01T20:21:33.032216] [INFO ] [CONFIGURE ] BDTX: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:21:33.032249] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_realized_volatility']
[2025-12-01T20:21:33.033036] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:33.125684] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:33.212335] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:33.227625] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:33.227767] [INFO ] [CONFIGURE ] BKH: DISCARDED add_mfi (score: 70.00%)
[2025-12-01T20:21:33.228570] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 534/1230 | Remaining: 696 | Rate: 82.2/min
[2025-12-01T20:21:33.228636] [INFO ] [CONFIGURE ] BKH: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:21:33.228667] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:21:33.353463] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:33.389893] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:33.496561] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:33.591272] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:33.629610] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:33.741956] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:33.763476] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:33.826272] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:34.034448] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:21:34.059897] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:34.080929] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:34.096293] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:34.298170] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:21:34.311389] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:21:34.452636] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:34.537981] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:34.538111] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_failed_moves (score: 30.00%)
[2025-12-01T20:21:34.538900] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 535/1230 | Remaining: 695 | Rate: 82.1/min
[2025-12-01T20:21:34.538953] [INFO ] [CONFIGURE ] BKSY: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:21:34.538985] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-12-01T20:21:34.550459] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:34.584449] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:34.764671] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:21:34.825555] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:34.853915] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:34.987993] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:35.017109] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:35.124954] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:35.202036] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:35.216977] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:35.396805] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:35.438627] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:35.444726] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:35.567132] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:35.672942] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:35.689930] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:35.860722] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:35.902138] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:35.938119] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:35.992476] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:35.992651] [INFO ] [CONFIGURE ] BKH: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-12-01T20:21:35.993446] [INFO ] [CONFIGURE ] JOB ETA: 8.5m | Tests: 536/1230 | Remaining: 694 | Rate: 81.9/min
[2025-12-01T20:21:35.993498] [INFO ] [CONFIGURE ] BKH: Testing feature 11/29: add_obv_daily
[2025-12-01T20:21:35.993529] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_obv_daily']
[2025-12-01T20:21:36.132921] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:36.203898] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:21:36.287211] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:36.287363] [INFO ] [CONFIGURE ] BAM: DISCARDED add_recent_range_context (score: 70.00%)
[2025-12-01T20:21:36.288174] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Tests: 537/1230 | Remaining: 693 | Rate: 82.0/min
[2025-12-01T20:21:36.288227] [INFO ] [CONFIGURE ] BAM: Testing feature 24/29: add_rsi
[2025-12-01T20:21:36.288260] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection', 'add_realized_volatility', 'add_rsi']
[2025-12-01T20:21:36.315087] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:36.361734] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:36.431186] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:36.594643] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:21:36.647488] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:21:36.696672] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:36.696833] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_realized_volatility (score: 60.00%)
[2025-12-01T20:21:36.697652] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Tests: 538/1230 | Remaining: 692 | Rate: 82.1/min
[2025-12-01T20:21:36.697705] [INFO ] [CONFIGURE ] BDTX: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:21:36.697737] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_recent_range_context']
[2025-12-01T20:21:36.708642] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:36.828022] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:36.828160] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_lag_shelf (score: 50.00%)
[2025-12-01T20:21:36.829017] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Tests: 539/1230 | Remaining: 691 | Rate: 82.2/min
[2025-12-01T20:21:36.829070] [INFO ] [CONFIGURE ] BKSY: Testing feature 8/29: add_macd
[2025-12-01T20:21:36.829104] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-12-01T20:21:36.859230] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:36.963059] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:37.075727] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:37.130301] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:37.166469] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:37.229624] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:37.305592] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:37.502353] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:37.509777] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:37.537671] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:37.556178] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:37.769343] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:37.773915] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:37.850125] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:37.983799] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:37.986446] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:38.042013] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:38.193050] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:21:38.206281] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:38.206433] [INFO ] [CONFIGURE ] BKH: DISCARDED add_obv_daily (score: 50.00%)
[2025-12-01T20:21:38.207259] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Tests: 540/1230 | Remaining: 690 | Rate: 82.1/min
[2025-12-01T20:21:38.207311] [INFO ] [CONFIGURE ] BKH: Testing feature 12/29: add_obv_interval
[2025-12-01T20:21:38.207343] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_obv_interval']
[2025-12-01T20:21:38.311100] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:38.403828] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:38.460067] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:38.539412] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:38.579101] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:38.600083] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:38.799480] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:21:38.850199] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:38.881415] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:38.891369] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:38.999418] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:39.115629] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:39.197195] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:39.223722] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:39.322195] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:39.381042] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:39.381177] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_recent_range_context (score: 80.00%)
[2025-12-01T20:21:39.381977] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Tests: 541/1230 | Remaining: 689 | Rate: 82.0/min
[2025-12-01T20:21:39.382039] [INFO ] [CONFIGURE ] BDTX: Testing feature 24/29: add_rsi
[2025-12-01T20:21:39.382072] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_ema', 'add_rsi']
[2025-12-01T20:21:39.397713] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:39.564555] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:39.599658] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:39.704560] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:39.768451] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:39.802988] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:39.905673] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:21:40.009686] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:40.042228] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:40.197226] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:40.241907] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:40.242044] [INFO ] [CONFIGURE ] BKH: DISCARDED add_obv_interval (score: 40.00%)
[2025-12-01T20:21:40.243043] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Tests: 542/1230 | Remaining: 688 | Rate: 82.0/min
[2025-12-01T20:21:40.243094] [INFO ] [CONFIGURE ] BKH: Testing feature 13/29: add_opening_strength
[2025-12-01T20:21:40.243126] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-12-01T20:21:40.255051] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:40.255232] [INFO ] [CONFIGURE ] BKSY: KEPT add_macd (score: 80.00%)
[2025-12-01T20:21:40.256074] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Tests: 543/1230 | Remaining: 687 | Rate: 82.1/min
[2025-12-01T20:21:40.256129] [INFO ] [CONFIGURE ] BKSY: Testing feature 9/29: add_mfi
[2025-12-01T20:21:40.256163] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_mfi']
[2025-12-01T20:21:40.365569] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:40.478102] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:21:40.617460] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:40.636275] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:40.636426] [INFO ] [CONFIGURE ] BAM: DISCARDED add_rsi (score: 80.00%)
[2025-12-01T20:21:40.637244] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 544/1230 | Remaining: 686 | Rate: 82.2/min
[2025-12-01T20:21:40.637314] [INFO ] [CONFIGURE ] BAM: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:21:40.637348] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection', 'add_realized_volatility', 'add_tick_distribution']
[2025-12-01T20:21:40.688591] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:40.714784] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:40.952162] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:40.984321] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:41.014549] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:41.057560] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:41.182895] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:21:41.332387] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:41.341384] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:41.409016] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:41.466674] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:41.644037] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:41.655258] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:41.697115] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:21:41.883396] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:41.890471] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:42.000336] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:42.057570] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:42.122088] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:42.307720] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:42.332318] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:42.355455] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:42.415818] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:42.589723] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:42.592808] [INFO ] [CONFIGURE ] BKH: DISCARDED add_opening_strength (score: 50.00%)
[2025-12-01T20:21:42.594700] [INFO ] [CONFIGURE ] JOB ETA: 8.4m | Tests: 545/1230 | Remaining: 685 | Rate: 81.9/min
[2025-12-01T20:21:42.594754] [INFO ] [CONFIGURE ] BKH: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:21:42.594785] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_order_flow_imbalance']
[2025-12-01T20:21:42.673331] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:42.673480] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_rsi (score: 70.00%)
[2025-12-01T20:21:42.674324] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 546/1230 | Remaining: 684 | Rate: 82.1/min
[2025-12-01T20:21:42.674378] [INFO ] [CONFIGURE ] BDTX: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:21:42.674410] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_tick_distribution']
[2025-12-01T20:21:42.727679] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:42.777675] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:42.809763] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:42.955001] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:43.030793] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:43.139599] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:43.150859] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:43.216658] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:43.253037] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:43.480743] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:43.489745] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:43.501522] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:21:43.576016] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:43.709462] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:43.757491] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:43.866164] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:43.866336] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_mfi (score: 80.00%)
[2025-12-01T20:21:43.867186] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 547/1230 | Remaining: 683 | Rate: 82.0/min
[2025-12-01T20:21:43.867240] [INFO ] [CONFIGURE ] BKSY: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:21:43.867273] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:21:43.937085] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:43.995764] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:44.020900] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:44.163985] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:44.284292] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:44.300363] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:44.389243] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:44.415075] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:44.547883] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:44.615722] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:44.732680] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:44.809413] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:44.837525] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:44.837690] [INFO ] [CONFIGURE ] BAM: DISCARDED add_tick_distribution (score: 80.00%)
[2025-12-01T20:21:44.838523] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 548/1230 | Remaining: 682 | Rate: 81.9/min
[2025-12-01T20:21:44.838591] [INFO ] [CONFIGURE ] BAM: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:21:44.838643] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection', 'add_realized_volatility', 'add_volume_momentum_confirmation']
[2025-12-01T20:21:44.844798] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:44.844926] [INFO ] [CONFIGURE ] BKH: KEPT add_order_flow_imbalance (score: 80.00%)
[2025-12-01T20:21:44.845721] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 549/1230 | Remaining: 681 | Rate: 82.1/min
[2025-12-01T20:21:44.845775] [INFO ] [CONFIGURE ] BKH: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:21:44.845808] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-12-01T20:21:45.073886] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:45.081481] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:45.167870] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:45.259792] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:45.322688] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:45.344493] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:45.344641] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_tick_distribution (score: 80.00%)
[2025-12-01T20:21:45.345435] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 550/1230 | Remaining: 680 | Rate: 82.1/min
[2025-12-01T20:21:45.345505] [INFO ] [CONFIGURE ] BDTX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:21:45.345538] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_momentum_confirmation']
[2025-12-01T20:21:45.566090] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:45.612196] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:45.622043] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:45.686201] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:45.801490] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:45.896455] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:46.032455] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:46.049492] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:46.104187] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:21:46.176310] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:46.270701] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:46.461886] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:46.489992] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:46.516464] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:46.527802] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:46.738113] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:46.751587] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:46.924360] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:46.952082] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:46.984463] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:47.025110] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:47.219259] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:47.219403] [INFO ] [CONFIGURE ] BKH: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-12-01T20:21:47.220240] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 551/1230 | Remaining: 679 | Rate: 81.9/min
[2025-12-01T20:21:47.220293] [INFO ] [CONFIGURE ] BKH: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:21:47.220326] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-12-01T20:21:47.307308] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:47.370754] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:47.394460] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:47.469291] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:21:47.630536] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:47.711687] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:47.825697] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:21:47.853165] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:47.934009] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:47.956819] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:48.197999] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:48.212550] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:48.212709] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-12-01T20:21:48.213523] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 552/1230 | Remaining: 678 | Rate: 81.8/min
[2025-12-01T20:21:48.213591] [INFO ] [CONFIGURE ] BDTX: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:21:48.213629] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_price_divergence']
[2025-12-01T20:21:48.266212] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:48.266370] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-12-01T20:21:48.267197] [INFO ] [CONFIGURE ] JOB ETA: 8.3m | Tests: 553/1230 | Remaining: 677 | Rate: 82.0/min
[2025-12-01T20:21:48.267250] [INFO ] [CONFIGURE ] BKSY: Testing feature 11/29: add_obv_daily
[2025-12-01T20:21:48.267778] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_daily']
[2025-12-01T20:21:48.298939] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:48.447098] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:48.500522] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:48.633828] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:48.687054] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:48.725963] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:48.798429] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:48.938110] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:49.018155] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:49.082708] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:49.160515] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:49.160681] [INFO ] [CONFIGURE ] BAM: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-12-01T20:21:49.161428] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 554/1230 | Remaining: 676 | Rate: 81.9/min
[2025-12-01T20:21:49.161480] [INFO ] [CONFIGURE ] BAM: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:21:49.161513] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection', 'add_realized_volatility', 'add_volume_price_divergence']
[2025-12-01T20:21:49.180809] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:49.368965] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:49.377930] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:49.423550] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:49.601947] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:49.655928] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:49.667246] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:49.667380] [INFO ] [CONFIGURE ] BKH: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-12-01T20:21:49.668188] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 555/1230 | Remaining: 675 | Rate: 82.0/min
[2025-12-01T20:21:49.668239] [INFO ] [CONFIGURE ] BKH: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:21:49.668271] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-12-01T20:21:49.739759] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:49.917812] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:49.940568] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:50.049257] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:50.104409] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:50.162532] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:50.224365] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:50.407473] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:50.462609] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:50.472887] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:50.508398] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:50.659018] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:50.797276] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:50.829060] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:50.899074] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:50.907074] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:51.082208] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:51.082344] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-12-01T20:21:51.083178] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 556/1230 | Remaining: 674 | Rate: 81.9/min
[2025-12-01T20:21:51.083230] [INFO ] [CONFIGURE ] BDTX: Testing feature 28/29: add_volume_profile
[2025-12-01T20:21:51.083262] [INFO ] [CONFIGURE ] BDTX: Testing with features: ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals', 'add_volume_profile']
[2025-12-01T20:21:51.159459] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:51.194651] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:51.325441] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:51.360812] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:21:51.414700] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:51.565282] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:21:51.633335] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:51.666364] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:51.755997] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:51.909941] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:51.922025] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:51.934568] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:51.934724] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_obv_daily (score: 50.00%)
[2025-12-01T20:21:51.935518] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 557/1230 | Remaining: 673 | Rate: 81.8/min
[2025-12-01T20:21:51.935568] [INFO ] [CONFIGURE ] BKSY: Testing feature 12/29: add_obv_interval
[2025-12-01T20:21:51.935616] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_obv_interval']
[2025-12-01T20:21:52.177979] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:52.178112] [INFO ] [CONFIGURE ] BKH: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-12-01T20:21:52.178993] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 558/1230 | Remaining: 672 | Rate: 81.9/min
[2025-12-01T20:21:52.179047] [INFO ] [CONFIGURE ] BKH: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:21:52.179080] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-12-01T20:21:52.184998] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:21:52.186240] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:52.283720] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:52.408375] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:52.464490] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:52.611401] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:52.632387] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:52.636823] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:52.744851] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:52.879819] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:52.987708] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:53.029629] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:21:53.040066] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:53.109026] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:53.311871] [DEBUG] [FORECASTER] BDTX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:53.344167] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:53.349116] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:53.469555] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:53.469703] [INFO ] [CONFIGURE ] BAM: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-12-01T20:21:53.470483] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 559/1230 | Remaining: 671 | Rate: 81.8/min
[2025-12-01T20:21:53.470534] [INFO ] [CONFIGURE ] BAM: Testing feature 28/29: add_volume_profile
[2025-12-01T20:21:53.470566] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection', 'add_realized_volatility', 'add_volume_profile']
[2025-12-01T20:21:53.575530] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:53.589687] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:53.709605] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:53.804195] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:53.866270] [DEBUG] [FORECASTER] BDTX: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:53.866399] [INFO ] [CONFIGURE ] BDTX: DISCARDED add_volume_profile (score: 70.00%)
[2025-12-01T20:21:53.867206] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 560/1230 | Remaining: 670 | Rate: 81.9/min
[2025-12-01T20:21:53.867258] [INFO ] [CONFIGURE ] BDTX: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:21:53.867288] [INFO ] [CONFIGURE ] BDTX: Best accuracy: 90.00%
[2025-12-01T20:21:53.867317] [INFO ] [CONFIGURE ] BDTX: Best feature set (3 features): ['add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:21:53.867343] [INFO ] [CONFIGURE ] BDTX: Improvement over baseline: 30.00%
[2025-12-01T20:21:53.867369] [INFO ] [CONFIGURE ] BDTX: Total time: 1.3 minutes
[2025-12-01T20:21:53.867393] [INFO ] [CONFIGURE ] BDTX: Average time per feature: 2.8 seconds
[2025-12-01T20:21:53.867417] [INFO ] [CONFIGURE ] BDTX: Average speed: 0.37 features/sec
[2025-12-01T20:21:53.867619] [INFO ] [LOCAL     ] Saved configuration for BDTX: 3 features, 90.00% accuracy -> ./output/feature-sets/BDTX.json
[2025-12-01T20:21:53.867659] [INFO ] [CONFIGURE ] BDTX: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-12-01T20:21:53.867923] [INFO ] [sig       ] [17/41] BDTX OK in 1m 21s. ETA: 9m 39s. Rate: 2.5 sym/min
[2025-12-01T20:21:53.869079] [INFO ] [CONFIGURE ] BROS: Configurate test run.
[2025-12-01T20:21:53.869126] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-01T20:21:53.883437] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:54.038567] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:54.067452] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:54.071603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-01T20:21:54.072012] [INFO ] [CONFIGURE ] BROS: Testing with 29 available features
[2025-12-01T20:21:54.072074] [INFO ] [CONFIGURE ] BROS: Establishing baseline with no features...
[2025-12-01T20:21:54.249805] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:54.268648] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:54.300879] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:54.425423] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:54.430503] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:54.497236] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:54.497365] [INFO ] [CONFIGURE ] BKH: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-12-01T20:21:54.498167] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 561/1230 | Remaining: 669 | Rate: 81.9/min
[2025-12-01T20:21:54.498218] [INFO ] [CONFIGURE ] BKH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:21:54.498250] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-12-01T20:21:54.603226] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:54.718341] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:21:54.721201] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:21:54.779618] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:21:54.795588] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:54.936814] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:54.956291] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:21:55.134406] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:55.139089] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:55.155191] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:55.162101] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:21:55.320201] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:55.374955] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:55.501219] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:55.537194] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:55.537350] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_obv_interval (score: 70.00%)
[2025-12-01T20:21:55.538166] [INFO ] [CONFIGURE ] JOB ETA: 8.2m | Tests: 562/1230 | Remaining: 668 | Rate: 81.8/min
[2025-12-01T20:21:55.538218] [INFO ] [CONFIGURE ] BKSY: Testing feature 13/29: add_opening_strength
[2025-12-01T20:21:55.538251] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:21:55.557998] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:55.594551] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:55.684340] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:21:55.811798] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:55.865518] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:21:55.865986] [INFO ] [CONFIGURE ] BROS: Baseline score (no features): 40.00%
[2025-12-01T20:21:55.866384] [INFO ] [CONFIGURE ] BROS: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:21:55.866433] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:21:55.922598] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:21:55.983242] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:56.032823] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:56.095546] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:56.252861] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:56.313867] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:56.330942] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:56.402796] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:21:56.473352] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:21:56.561146] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:56.694261] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:56.694389] [INFO ] [CONFIGURE ] BKH: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-01T20:21:56.695189] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Tests: 564/1230 | Remaining: 666 | Rate: 81.9/min
[2025-12-01T20:21:56.695240] [INFO ] [CONFIGURE ] BKH: Testing feature 20/29: add_price_rejection
[2025-12-01T20:21:56.695272] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_order_flow_imbalance', 'add_price_rejection']
[2025-12-01T20:21:56.714653] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:21:56.785429] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:21:56.832330] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:56.936892] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:57.007068] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:21:57.105561] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:57.179981] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:57.228429] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:57.258009] [DEBUG] [FORECASTER] BAM: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:57.422719] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:57.451982] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:57.501106] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:57.665333] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:21:57.675310] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:57.681277] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:57.681412] [INFO ] [CONFIGURE ] BAM: DISCARDED add_volume_profile (score: 70.00%)
[2025-12-01T20:21:57.682207] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Tests: 565/1230 | Remaining: 665 | Rate: 81.9/min
[2025-12-01T20:21:57.682258] [INFO ] [CONFIGURE ] BAM: Testing feature 29/29: add_vwap
[2025-12-01T20:21:57.682290] [INFO ] [CONFIGURE ] BAM: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_price_rejection', 'add_realized_volatility', 'add_vwap']
[2025-12-01T20:21:57.890977] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:57.899221] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:21:57.910989] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:21:58.105379] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:58.121639] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:21:58.121773] [INFO ] [CONFIGURE ] BROS: KEPT add_bollinger_bands (score: 50.00%)
[2025-12-01T20:21:58.122555] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Tests: 566/1230 | Remaining: 664 | Rate: 81.9/min
[2025-12-01T20:21:58.122619] [INFO ] [CONFIGURE ] BROS: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:21:58.122653] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:21:58.160495] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:21:58.279862] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:58.391495] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:58.412020] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:21:58.526287] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:58.665057] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:21:58.665652] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:21:58.667329] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:21:58.923515] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:21:58.939437] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:21:58.949458] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:21:59.060817] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:21:59.174388] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:21:59.174522] [INFO ] [CONFIGURE ] BKH: DISCARDED add_price_rejection (score: 60.00%)
[2025-12-01T20:21:59.175356] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Tests: 567/1230 | Remaining: 663 | Rate: 81.8/min
[2025-12-01T20:21:59.175411] [INFO ] [CONFIGURE ] BKH: Testing feature 21/29: add_range_position
[2025-12-01T20:21:59.175444] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_order_flow_imbalance', 'add_range_position']
[2025-12-01T20:21:59.209655] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:21:59.372458] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:21:59.439541] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:21:59.468808] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:21:59.468967] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_opening_strength (score: 20.00%)
[2025-12-01T20:21:59.469813] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Tests: 568/1230 | Remaining: 662 | Rate: 81.9/min
[2025-12-01T20:21:59.469867] [INFO ] [CONFIGURE ] BKSY: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:21:59.469902] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_order_flow_imbalance']
[2025-12-01T20:21:59.485871] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:21:59.702299] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:21:59.766710] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:21:59.793788] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:21:59.834084] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:21:59.961925] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:00.048750] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:00.229826] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:00.236875] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:00.243851] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:00.339029] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:00.550445] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:00.731803] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:00.808200] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:00.891233] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:00.966845] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:22:01.065293] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:01.193074] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:01.201172] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:01.201292] [INFO ] [CONFIGURE ] BROS: KEPT add_cumulative_delta (score: 60.00%)
[2025-12-01T20:22:01.202131] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Tests: 569/1230 | Remaining: 661 | Rate: 81.7/min
[2025-12-01T20:22:01.202183] [INFO ] [CONFIGURE ] BROS: Testing feature 3/29: add_daily_returns
[2025-12-01T20:22:01.202216] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-12-01T20:22:01.335308] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:01.429034] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:01.502054] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:01.602619] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:01.646824] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:01.814657] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:01.816278] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:01.869827] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:01.869986] [INFO ] [CONFIGURE ] BKH: DISCARDED add_range_position (score: 80.00%)
[2025-12-01T20:22:01.870788] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Tests: 570/1230 | Remaining: 660 | Rate: 81.7/min
[2025-12-01T20:22:01.870840] [INFO ] [CONFIGURE ] BKH: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:22:01.870871] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_order_flow_imbalance', 'add_realized_volatility']
[2025-12-01T20:22:02.097214] [DEBUG] [FORECASTER] BAM: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:02.097364] [INFO ] [CONFIGURE ] BAM: KEPT add_vwap (score: 100.00%)
[2025-12-01T20:22:02.098224] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Tests: 571/1230 | Remaining: 659 | Rate: 81.8/min
[2025-12-01T20:22:02.098294] [INFO ] [CONFIGURE ] BAM: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:22:02.098328] [INFO ] [CONFIGURE ] BAM: Best accuracy: 100.00%
[2025-12-01T20:22:02.098359] [INFO ] [CONFIGURE ] BAM: Best feature set (5 features): ['add_bollinger_bands', 'add_ema', 'add_price_rejection', 'add_realized_volatility', 'add_vwap']
[2025-12-01T20:22:02.098388] [INFO ] [CONFIGURE ] BAM: Improvement over baseline: 50.00%
[2025-12-01T20:22:02.098412] [INFO ] [CONFIGURE ] BAM: Total time: 1.7 minutes
[2025-12-01T20:22:02.098441] [INFO ] [CONFIGURE ] BAM: Average time per feature: 3.4 seconds
[2025-12-01T20:22:02.098465] [INFO ] [CONFIGURE ] BAM: Average speed: 0.29 features/sec
[2025-12-01T20:22:02.098691] [INFO ] [LOCAL     ] Saved configuration for BAM: 5 features, 100.00% accuracy -> ./output/feature-sets/BAM.json
[2025-12-01T20:22:02.098731] [INFO ] [CONFIGURE ] BAM: Configuration saved successfully: 5 features, 100.00% accuracy.
[2025-12-01T20:22:02.099417] [INFO ] [sig       ] [18/41] BAM OK in 1m 41s. ETA: 8m 55s. Rate: 2.6 sym/min
[2025-12-01T20:22:02.103127] [INFO ] [CONFIGURE ] BRSP: Configurate test run.
[2025-12-01T20:22:02.103221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-01T20:22:02.114663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-01T20:22:02.115310] [INFO ] [CONFIGURE ] BRSP: Testing with 29 available features
[2025-12-01T20:22:02.115356] [INFO ] [CONFIGURE ] BRSP: Establishing baseline with no features...
[2025-12-01T20:22:02.124995] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:22:02.192718] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:02.197603] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:02.290403] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:02.433364] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:02.466380] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:02.509699] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:02.597469] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:02.642419] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:02.743942] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:22:02.820265] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:02.829531] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:02.983975] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:02.994805] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:03.051208] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:03.146704] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:03.181069] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:03.349940] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:03.362233] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:03.370147] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:03.463641] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:03.559432] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:03.644719] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:03.741372] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:03.741516] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-12-01T20:22:03.742345] [INFO ] [CONFIGURE ] JOB ETA: 8.1m | Tests: 572/1230 | Remaining: 658 | Rate: 81.7/min
[2025-12-01T20:22:03.742397] [INFO ] [CONFIGURE ] BKSY: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:22:03.742430] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_morning_momentum']
[2025-12-01T20:22:03.746899] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:03.780145] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:03.936986] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:03.937120] [INFO ] [CONFIGURE ] BRSP: Baseline score (no features): 70.00%
[2025-12-01T20:22:03.937541] [INFO ] [CONFIGURE ] BRSP: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:22:03.937608] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:22:03.939362] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:04.085391] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:04.097797] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:04.166052] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:04.245974] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:04.246122] [INFO ] [CONFIGURE ] BROS: KEPT add_daily_returns (score: 70.00%)
[2025-12-01T20:22:04.246971] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Tests: 574/1230 | Remaining: 656 | Rate: 81.9/min
[2025-12-01T20:22:04.247025] [INFO ] [CONFIGURE ] BROS: Testing feature 4/29: add_ema
[2025-12-01T20:22:04.247058] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-12-01T20:22:04.398991] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:04.417853] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:04.448958] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:04.595688] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:04.614880] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:04.740384] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:22:04.791870] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:04.834375] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:04.939507] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:05.061662] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:05.063055] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:05.063196] [INFO ] [CONFIGURE ] BKH: DISCARDED add_realized_volatility (score: 70.00%)
[2025-12-01T20:22:05.064006] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Tests: 575/1230 | Remaining: 655 | Rate: 81.8/min
[2025-12-01T20:22:05.064079] [INFO ] [CONFIGURE ] BKH: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:22:05.064112] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_order_flow_imbalance', 'add_recent_range_context']
[2025-12-01T20:22:05.133024] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:05.280353] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:05.284566] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:22:05.300804] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:05.495022] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:05.498742] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:05.534597] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:05.632814] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:05.715388] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:05.766492] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:22:05.859120] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:05.933656] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:05.986107] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:22:05.997597] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:06.150841] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:06.150987] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_bollinger_bands (score: 40.00%)
[2025-12-01T20:22:06.151819] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Tests: 576/1230 | Remaining: 654 | Rate: 81.8/min
[2025-12-01T20:22:06.151871] [INFO ] [CONFIGURE ] BRSP: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:22:06.151902] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:22:06.211435] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:06.229708] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:06.346640] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:06.382263] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:06.461711] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:06.569618] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:06.614651] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:06.694602] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:06.701706] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:06.851069] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:06.928218] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:06.939734] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:07.052816] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:07.089522] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:07.161510] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:07.299123] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:07.299271] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-12-01T20:22:07.300092] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Tests: 577/1230 | Remaining: 653 | Rate: 81.7/min
[2025-12-01T20:22:07.300144] [INFO ] [CONFIGURE ] BKSY: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:22:07.300176] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_overnight_gap']
[2025-12-01T20:22:07.329421] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:07.397094] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:07.397253] [INFO ] [CONFIGURE ] BKH: DISCARDED add_recent_range_context (score: 70.00%)
[2025-12-01T20:22:07.398089] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Tests: 578/1230 | Remaining: 652 | Rate: 81.8/min
[2025-12-01T20:22:07.398141] [INFO ] [CONFIGURE ] BKH: Testing feature 24/29: add_rsi
[2025-12-01T20:22:07.398175] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-12-01T20:22:07.406941] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:07.567168] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:07.655919] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:07.683005] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:07.769438] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:07.769612] [INFO ] [CONFIGURE ] BROS: KEPT add_ema (score: 80.00%)
[2025-12-01T20:22:07.770552] [INFO ] [CONFIGURE ] JOB ETA: 8.0m | Tests: 579/1230 | Remaining: 651 | Rate: 81.9/min
[2025-12-01T20:22:07.770626] [INFO ] [CONFIGURE ] BROS: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:22:07.770660] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:22:07.801682] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:07.966459] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:08.025039] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:08.037103] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:08.174975] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:08.249831] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:22:08.273900] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:08.384674] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:08.508763] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:08.508897] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-12-01T20:22:08.509705] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 580/1230 | Remaining: 650 | Rate: 81.9/min
[2025-12-01T20:22:08.509757] [INFO ] [CONFIGURE ] BRSP: Testing feature 3/29: add_daily_returns
[2025-12-01T20:22:08.509788] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_daily_returns']
[2025-12-01T20:22:08.533044] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:08.580382] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:08.701747] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:08.739049] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:08.825874] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:08.896407] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:08.991438] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:22:09.089232] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:09.100937] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:09.114285] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:09.283555] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:09.401612] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:09.402424] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:09.466785] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:09.475719] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:09.669707] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:09.693029] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:09.798502] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:22:09.839841] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:09.865463] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:09.983450] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:22:10.058008] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:10.207435] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:10.219634] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:10.252287] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:10.273095] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:10.273206] [INFO ] [CONFIGURE ] BKH: DISCARDED add_rsi (score: 60.00%)
[2025-12-01T20:22:10.274014] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 581/1230 | Remaining: 649 | Rate: 81.7/min
[2025-12-01T20:22:10.274065] [INFO ] [CONFIGURE ] BKH: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:22:10.274096] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_order_flow_imbalance', 'add_tick_distribution']
[2025-12-01T20:22:10.447283] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:10.447412] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_daily_returns (score: 60.00%)
[2025-12-01T20:22:10.448223] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 582/1230 | Remaining: 648 | Rate: 81.8/min
[2025-12-01T20:22:10.448291] [INFO ] [CONFIGURE ] BRSP: Testing feature 4/29: add_ema
[2025-12-01T20:22:10.448323] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_ema']
[2025-12-01T20:22:10.499109] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:10.575886] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:10.628563] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:10.677143] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:10.724529] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:10.907421] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:10.950284] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:10.950454] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-12-01T20:22:10.951217] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 583/1230 | Remaining: 647 | Rate: 81.8/min
[2025-12-01T20:22:10.951269] [INFO ] [CONFIGURE ] BKSY: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:22:10.951301] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_return_2d']
[2025-12-01T20:22:10.953051] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:11.040535] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:11.136883] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:22:11.180597] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:11.316912] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:22:11.370887] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:11.408477] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:11.450324] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:11.606750] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:11.634918] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:11.692714] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:11.848150] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:11.851327] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:11.851469] [INFO ] [CONFIGURE ] BROS: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-12-01T20:22:11.852310] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 584/1230 | Remaining: 646 | Rate: 81.8/min
[2025-12-01T20:22:11.852363] [INFO ] [CONFIGURE ] BROS: Testing feature 6/29: add_failed_moves
[2025-12-01T20:22:11.852396] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_failed_moves']
[2025-12-01T20:22:11.860821] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:12.064780] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:12.090225] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:12.091530] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:12.206910] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:12.321427] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:22:12.333286] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:12.427842] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:12.552939] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:12.553066] [INFO ] [CONFIGURE ] BKH: DISCARDED add_tick_distribution (score: 50.00%)
[2025-12-01T20:22:12.553866] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 585/1230 | Remaining: 645 | Rate: 81.8/min
[2025-12-01T20:22:12.553932] [INFO ] [CONFIGURE ] BKH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:22:12.553964] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-12-01T20:22:12.573317] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:12.576261] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:12.785352] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:12.789160] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:12.818127] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:12.818339] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_ema (score: 40.00%)
[2025-12-01T20:22:12.819471] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 586/1230 | Remaining: 644 | Rate: 81.9/min
[2025-12-01T20:22:12.819525] [INFO ] [CONFIGURE ] BRSP: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:22:12.819559] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:22:12.932203] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:22:13.019311] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:13.066428] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:22:13.157502] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:13.250009] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:13.285632] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:13.313024] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:13.481876] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:13.524442] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:13.557565] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:13.639710] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:22:13.714810] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:13.803370] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:13.893991] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:13.949443] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:13.998137] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:14.049283] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:14.187659] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:14.260668] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:14.292927] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:14.355534] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:14.425353] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:14.540663] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:14.629072] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:14.629239] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-12-01T20:22:14.630077] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 587/1230 | Remaining: 643 | Rate: 81.7/min
[2025-12-01T20:22:14.630263] [INFO ] [CONFIGURE ] BKSY: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:22:14.630301] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_volatility_5d']
[2025-12-01T20:22:14.663046] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:14.708889] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:14.782184] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:14.900654] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:14.900791] [INFO ] [CONFIGURE ] BKH: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-12-01T20:22:14.901570] [INFO ] [CONFIGURE ] JOB ETA: 7.9m | Tests: 588/1230 | Remaining: 642 | Rate: 81.8/min
[2025-12-01T20:22:14.901636] [INFO ] [CONFIGURE ] BKH: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:22:14.901668] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-12-01T20:22:14.974652] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:15.025902] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:15.059967] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:15.151757] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:15.294696] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:15.294835] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-12-01T20:22:15.295559] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Tests: 589/1230 | Remaining: 641 | Rate: 81.8/min
[2025-12-01T20:22:15.295626] [INFO ] [CONFIGURE ] BRSP: Testing feature 6/29: add_failed_moves
[2025-12-01T20:22:15.295658] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_failed_moves']
[2025-12-01T20:22:15.321601] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:15.402161] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:15.416828] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:15.416967] [INFO ] [CONFIGURE ] BROS: DISCARDED add_failed_moves (score: 80.00%)
[2025-12-01T20:22:15.417797] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Tests: 590/1230 | Remaining: 640 | Rate: 82.0/min
[2025-12-01T20:22:15.417850] [INFO ] [CONFIGURE ] BROS: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:22:15.417883] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_lag_shelf']
[2025-12-01T20:22:15.477456] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:15.654296] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:15.662307] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:15.666310] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:15.759405] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:15.847567] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:15.905128] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:16.008830] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:16.034721] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:16.107885] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:16.164741] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:16.225765] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:16.377993] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:16.451688] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:16.456624] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:16.493011] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:22:16.677511] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:16.730344] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:16.775651] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:16.860770] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:16.873788] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:17.024551] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:17.086157] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:17.169752] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:17.279611] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:22:17.288383] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:17.288537] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_failed_moves (score: 70.00%)
[2025-12-01T20:22:17.289346] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Tests: 591/1230 | Remaining: 639 | Rate: 81.7/min
[2025-12-01T20:22:17.289405] [INFO ] [CONFIGURE ] BRSP: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:22:17.289438] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_lag_shelf']
[2025-12-01T20:22:17.332612] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:17.489908] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:17.586294] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:17.601858] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:17.602002] [INFO ] [CONFIGURE ] BKH: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-12-01T20:22:17.602873] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Tests: 592/1230 | Remaining: 638 | Rate: 81.8/min
[2025-12-01T20:22:17.602926] [INFO ] [CONFIGURE ] BKH: Testing feature 28/29: add_volume_profile
[2025-12-01T20:22:17.602959] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_order_flow_imbalance', 'add_volume_profile']
[2025-12-01T20:22:17.666958] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:17.673394] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:17.848652] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:17.855204] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:17.932520] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:18.025066] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:18.033848] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:18.090251] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:18.212361] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:18.281325] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:18.281478] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-12-01T20:22:18.282299] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Tests: 593/1230 | Remaining: 637 | Rate: 81.8/min
[2025-12-01T20:22:18.282352] [INFO ] [CONFIGURE ] BKSY: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:22:18.282385] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_pbf_vs_sma_5']
[2025-12-01T20:22:18.337058] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:18.390075] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:18.413901] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:18.568569] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:18.579988] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:18.618614] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:18.750450] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:18.768361] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:18.824469] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:18.929520] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:18.960614] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:19.072985] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:19.109137] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:19.109268] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_lag_shelf (score: 70.00%)
[2025-12-01T20:22:19.110125] [INFO ] [CONFIGURE ] JOB ETA: 7.8m | Tests: 594/1230 | Remaining: 636 | Rate: 81.8/min
[2025-12-01T20:22:19.110184] [INFO ] [CONFIGURE ] BRSP: Testing feature 8/29: add_macd
[2025-12-01T20:22:19.110220] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_vwap', 'add_macd']
[2025-12-01T20:22:19.122129] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:19.122278] [INFO ] [CONFIGURE ] BROS: DISCARDED add_lag_shelf (score: 70.00%)
[2025-12-01T20:22:19.123143] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 595/1230 | Remaining: 635 | Rate: 82.0/min
[2025-12-01T20:22:19.123197] [INFO ] [CONFIGURE ] BROS: Testing feature 8/29: add_macd
[2025-12-01T20:22:19.123230] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_macd']
[2025-12-01T20:22:19.300679] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:19.323733] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:19.399263] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:19.574424] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:19.601734] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:19.641493] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:19.706078] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:19.824036] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:22:19.981638] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:20.004935] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:20.078710] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:20.078850] [INFO ] [CONFIGURE ] BKH: DISCARDED add_volume_profile (score: 50.00%)
[2025-12-01T20:22:20.079211] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:20.079679] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 596/1230 | Remaining: 634 | Rate: 81.9/min
[2025-12-01T20:22:20.079752] [INFO ] [CONFIGURE ] BKH: Testing feature 29/29: add_vwap
[2025-12-01T20:22:20.079786] [INFO ] [CONFIGURE ] BKH: Testing with features: ['add_order_flow_imbalance', 'add_vwap']
[2025-12-01T20:22:20.302063] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:20.332057] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:20.343971] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:22:20.543340] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:22:20.592728] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:20.602402] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:20.675276] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:20.855720] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:20.888886] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:21.003388] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:21.021691] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:21.115695] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:21.179891] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:21.365587] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:21.367551] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:21.454694] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:22:21.469362] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:21.614470] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:21.721739] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:21.721894] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-12-01T20:22:21.722748] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 597/1230 | Remaining: 633 | Rate: 81.7/min
[2025-12-01T20:22:21.722803] [INFO ] [CONFIGURE ] BKSY: Testing feature 20/29: add_price_rejection
[2025-12-01T20:22:21.722837] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_price_rejection']
[2025-12-01T20:22:21.762168] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:21.867801] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:21.914853] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:22.053615] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:22.053758] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_macd (score: 60.00%)
[2025-12-01T20:22:22.054546] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 598/1230 | Remaining: 632 | Rate: 81.8/min
[2025-12-01T20:22:22.054611] [INFO ] [CONFIGURE ] BRSP: Testing feature 9/29: add_mfi
[2025-12-01T20:22:22.054644] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_mfi']
[2025-12-01T20:22:22.090306] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:22.125726] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:22.245680] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:22:22.377383] [DEBUG] [FORECASTER] BKH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:22.378314] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:22.438692] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:22.451567] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:22.637184] [DEBUG] [FORECASTER] BKH: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:22.637332] [INFO ] [CONFIGURE ] BKH: DISCARDED add_vwap (score: 50.00%)
[2025-12-01T20:22:22.638152] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 599/1230 | Remaining: 631 | Rate: 81.8/min
[2025-12-01T20:22:22.638205] [INFO ] [CONFIGURE ] BKH: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:22:22.638236] [INFO ] [CONFIGURE ] BKH: Best accuracy: 80.00%
[2025-12-01T20:22:22.638267] [INFO ] [CONFIGURE ] BKH: Best feature set (1 features): ['add_order_flow_imbalance']
[2025-12-01T20:22:22.638321] [INFO ] [CONFIGURE ] BKH: Improvement over baseline: 10.00%
[2025-12-01T20:22:22.638351] [INFO ] [CONFIGURE ] BKH: Total time: 1.2 minutes
[2025-12-01T20:22:22.638376] [INFO ] [CONFIGURE ] BKH: Average time per feature: 2.4 seconds
[2025-12-01T20:22:22.638402] [INFO ] [CONFIGURE ] BKH: Average speed: 0.41 features/sec
[2025-12-01T20:22:22.638620] [INFO ] [LOCAL     ] Saved configuration for BKH: 1 features, 80.00% accuracy -> ./output/feature-sets/BKH.json
[2025-12-01T20:22:22.638660] [INFO ] [CONFIGURE ] BKH: Configuration saved successfully: 1 features, 80.00% accuracy.
[2025-12-01T20:22:22.639323] [INFO ] [sig       ] [19/41] BKH OK in 1m 12s. ETA: 8m 28s. Rate: 2.6 sym/min
[2025-12-01T20:22:22.640063] [INFO ] [CONFIGURE ] BYRN: Configurate test run.
[2025-12-01T20:22:22.640113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-01T20:22:22.642373] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:22.651286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-01T20:22:22.651712] [INFO ] [CONFIGURE ] BYRN: Testing with 29 available features
[2025-12-01T20:22:22.651764] [INFO ] [CONFIGURE ] BYRN: Establishing baseline with no features...
[2025-12-01T20:22:22.820743] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:22.831884] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:22.832421] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:22:22.839133] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:23.007695] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:23.042137] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:23.184589] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:23.191668] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:23.248111] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:23.290961] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:23.361406] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:23.441840] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:23.540519] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:23.557031] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:23.635376] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:23.722409] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:23.757431] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:23.757613] [INFO ] [CONFIGURE ] BROS: DISCARDED add_macd (score: 80.00%)
[2025-12-01T20:22:23.758463] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 600/1230 | Remaining: 630 | Rate: 81.8/min
[2025-12-01T20:22:23.758518] [INFO ] [CONFIGURE ] BROS: Testing feature 9/29: add_mfi
[2025-12-01T20:22:23.758551] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi']
[2025-12-01T20:22:23.830424] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:23.902998] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:22:23.922148] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:24.026345] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:24.026486] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_mfi (score: 50.00%)
[2025-12-01T20:22:24.027316] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 601/1230 | Remaining: 629 | Rate: 81.9/min
[2025-12-01T20:22:24.027366] [INFO ] [CONFIGURE ] BRSP: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:22:24.027398] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:22:24.083201] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:24.127183] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:24.265344] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:24.288638] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:24.294030] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:24.449171] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:24.449299] [INFO ] [CONFIGURE ] BYRN: Baseline score (no features): 50.00%
[2025-12-01T20:22:24.449728] [INFO ] [CONFIGURE ] BYRN: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:22:24.449778] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:22:24.501472] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:24.564018] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:24.662522] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:24.679706] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:24.832772] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:24.873899] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:22:24.904853] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:25.030169] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:25.102825] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:25.131321] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:25.234546] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:25.359204] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:25.377496] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:25.409482] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:25.409647] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_price_rejection (score: 80.00%)
[2025-12-01T20:22:25.410512] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 603/1230 | Remaining: 627 | Rate: 81.9/min
[2025-12-01T20:22:25.410564] [INFO ] [CONFIGURE ] BKSY: Testing feature 21/29: add_range_position
[2025-12-01T20:22:25.410616] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_range_position']
[2025-12-01T20:22:25.582965] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:25.606277] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:22:25.646402] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:25.787819] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:25.809801] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:25.917669] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:25.978857] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:26.032658] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:22:26.156904] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:26.189130] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:26.257593] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:26.349615] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:26.461921] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:26.487300] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:26.527766] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:26.715289] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:26.715423] [INFO ] [CONFIGURE ] BYRN: KEPT add_bollinger_bands (score: 70.00%)
[2025-12-01T20:22:26.716275] [INFO ] [CONFIGURE ] JOB ETA: 7.7m | Tests: 604/1230 | Remaining: 626 | Rate: 81.8/min
[2025-12-01T20:22:26.716330] [INFO ] [CONFIGURE ] BYRN: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:22:26.716362] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:22:26.717586] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:26.736095] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:26.736298] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-12-01T20:22:26.737139] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Tests: 605/1230 | Remaining: 625 | Rate: 81.9/min
[2025-12-01T20:22:26.737190] [INFO ] [CONFIGURE ] BRSP: Testing feature 11/29: add_obv_daily
[2025-12-01T20:22:26.737222] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_obv_daily']
[2025-12-01T20:22:26.902037] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:26.950558] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:26.987993] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:27.089055] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:27.169166] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:27.261910] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:27.269329] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:27.380039] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:22:27.465644] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:27.465822] [INFO ] [CONFIGURE ] BROS: DISCARDED add_mfi (score: 70.00%)
[2025-12-01T20:22:27.466666] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Tests: 606/1230 | Remaining: 624 | Rate: 81.9/min
[2025-12-01T20:22:27.466727] [INFO ] [CONFIGURE ] BROS: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:22:27.466767] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:22:27.544680] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:27.592866] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:27.654824] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:27.804596] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:27.821734] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:27.913796] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:28.018464] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:28.037341] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:28.099599] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:28.232010] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:28.348439] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:28.379892] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:28.426223] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:28.447992] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:28.662396] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:28.664319] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:22:28.778098] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:22:28.805826] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:28.877453] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:28.877626] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_obv_daily (score: 60.00%)
[2025-12-01T20:22:28.878436] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Tests: 607/1230 | Remaining: 623 | Rate: 81.8/min
[2025-12-01T20:22:28.878486] [INFO ] [CONFIGURE ] BRSP: Testing feature 12/29: add_obv_interval
[2025-12-01T20:22:28.878517] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_obv_interval']
[2025-12-01T20:22:28.947783] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:29.077126] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:29.199491] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:29.199661] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_range_position (score: 50.00%)
[2025-12-01T20:22:29.200491] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Tests: 608/1230 | Remaining: 622 | Rate: 81.9/min
[2025-12-01T20:22:29.200543] [INFO ] [CONFIGURE ] BKSY: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:22:29.200590] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_realized_volatility']
[2025-12-01T20:22:29.211129] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:29.231009] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:29.274132] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:29.470622] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:29.501723] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:29.501863] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-12-01T20:22:29.502711] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Tests: 609/1230 | Remaining: 621 | Rate: 81.9/min
[2025-12-01T20:22:29.502762] [INFO ] [CONFIGURE ] BYRN: Testing feature 3/29: add_daily_returns
[2025-12-01T20:22:29.502795] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-12-01T20:22:29.642932] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:22:29.647033] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:29.672853] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:29.755381] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:29.874238] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:29.993757] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:30.078450] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:30.083202] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:30.087128] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:30.229414] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:30.289894] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:30.466524] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:30.508245] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:30.523151] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:30.527216] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:30.702738] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:30.718244] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:30.925789] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:30.925932] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_obv_interval (score: 70.00%)
[2025-12-01T20:22:30.926739] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Tests: 610/1230 | Remaining: 620 | Rate: 81.8/min
[2025-12-01T20:22:30.926807] [INFO ] [CONFIGURE ] BRSP: Testing feature 13/29: add_opening_strength
[2025-12-01T20:22:30.926842] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-12-01T20:22:30.948446] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:30.968780] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:30.983214] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:31.155348] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:22:31.192179] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:22:31.379824] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:31.409647] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:31.414266] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:31.433238] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:31.605069] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:31.673683] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:31.831638] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:31.847568] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:31.847717] [INFO ] [CONFIGURE ] BROS: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-12-01T20:22:31.848594] [INFO ] [CONFIGURE ] JOB ETA: 7.6m | Tests: 611/1230 | Remaining: 619 | Rate: 81.8/min
[2025-12-01T20:22:31.848646] [INFO ] [CONFIGURE ] BROS: Testing feature 11/29: add_obv_daily
[2025-12-01T20:22:31.848680] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_daily']
[2025-12-01T20:22:31.854621] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:31.918184] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:31.918342] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_daily_returns (score: 60.00%)
[2025-12-01T20:22:31.919128] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 612/1230 | Remaining: 618 | Rate: 81.9/min
[2025-12-01T20:22:31.919183] [INFO ] [CONFIGURE ] BYRN: Testing feature 4/29: add_ema
[2025-12-01T20:22:31.919220] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-12-01T20:22:32.064010] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:32.200083] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:32.208890] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:32.292504] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:32.303422] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:32.478122] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:32.524820] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:32.574221] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:32.754049] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:32.756154] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:32.761220] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:22:32.940281] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:22:32.988501] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:33.051510] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:33.210051] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:33.219337] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:33.219472] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_opening_strength (score: 40.00%)
[2025-12-01T20:22:33.220341] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 613/1230 | Remaining: 617 | Rate: 81.8/min
[2025-12-01T20:22:33.220393] [INFO ] [CONFIGURE ] BRSP: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:22:33.220427] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_order_flow_imbalance']
[2025-12-01T20:22:33.305298] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:33.337771] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:33.434803] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:33.628245] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:33.647371] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:33.667447] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:22:33.668673] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:33.668824] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_realized_volatility (score: 60.00%)
[2025-12-01T20:22:33.669676] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 614/1230 | Remaining: 616 | Rate: 81.8/min
[2025-12-01T20:22:33.669729] [INFO ] [CONFIGURE ] BKSY: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:22:33.669762] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_recent_range_context']
[2025-12-01T20:22:33.861111] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:22:33.914853] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:22:34.026421] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:34.031755] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:34.079936] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:34.204375] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:34.302994] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:34.386328] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:34.414881] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:34.495256] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:34.524366] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:34.742147] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:34.744560] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:34.784559] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:34.784722] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_ema (score: 70.00%)
[2025-12-01T20:22:34.785624] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 615/1230 | Remaining: 615 | Rate: 81.8/min
[2025-12-01T20:22:34.785680] [INFO ] [CONFIGURE ] BYRN: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:22:34.785725] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:22:34.799676] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:34.970130] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:35.066980] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:35.101103] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:35.184805] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:35.195100] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:35.349317] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:35.417700] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:35.417835] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-12-01T20:22:35.418678] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 616/1230 | Remaining: 614 | Rate: 81.8/min
[2025-12-01T20:22:35.418731] [INFO ] [CONFIGURE ] BRSP: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:22:35.418762] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_pbf_morning_momentum']
[2025-12-01T20:22:35.458804] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:35.565083] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:35.565235] [INFO ] [CONFIGURE ] BROS: DISCARDED add_obv_daily (score: 60.00%)
[2025-12-01T20:22:35.566097] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 617/1230 | Remaining: 613 | Rate: 81.9/min
[2025-12-01T20:22:35.566159] [INFO ] [CONFIGURE ] BROS: Testing feature 12/29: add_obv_interval
[2025-12-01T20:22:35.566199] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval']
[2025-12-01T20:22:35.619093] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:35.626181] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:35.823896] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:35.828317] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:35.899008] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:35.931569] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:36.036310] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:36.176162] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:36.184718] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:36.237163] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:36.307307] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:36.429642] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:36.451464] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:36.544879] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:36.620127] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:36.671728] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:22:36.728103] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:22:36.812287] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:36.902052] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:37.009179] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:37.032492] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:37.033436] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:37.208195] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:37.265346] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:37.265481] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_recent_range_context (score: 80.00%)
[2025-12-01T20:22:37.266304] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 618/1230 | Remaining: 612 | Rate: 81.7/min
[2025-12-01T20:22:37.266355] [INFO ] [CONFIGURE ] BKSY: Testing feature 24/29: add_rsi
[2025-12-01T20:22:37.266387] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_ema', 'add_rsi']
[2025-12-01T20:22:37.320298] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:37.404613] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:37.404751] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-12-01T20:22:37.405628] [INFO ] [CONFIGURE ] JOB ETA: 7.5m | Tests: 619/1230 | Remaining: 611 | Rate: 81.8/min
[2025-12-01T20:22:37.405682] [INFO ] [CONFIGURE ] BRSP: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:22:37.405716] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_pbf_overnight_gap']
[2025-12-01T20:22:37.414512] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:22:37.612293] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:37.612438] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-12-01T20:22:37.612545] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:37.613268] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 620/1230 | Remaining: 610 | Rate: 81.9/min
[2025-12-01T20:22:37.613322] [INFO ] [CONFIGURE ] BYRN: Testing feature 6/29: add_failed_moves
[2025-12-01T20:22:37.613355] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-12-01T20:22:37.664154] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:37.774175] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:37.817466] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:37.852544] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:38.021115] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:38.067930] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:38.092448] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:38.131320] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:38.226546] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:38.333537] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:38.432439] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:38.472821] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:22:38.507402] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:38.567485] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:38.638901] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:38.805502] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:38.843164] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:38.876510] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:38.880186] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:39.040383] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:39.050754] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:39.256259] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:39.256401] [INFO ] [CONFIGURE ] BROS: KEPT add_obv_interval (score: 90.00%)
[2025-12-01T20:22:39.257245] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 621/1230 | Remaining: 609 | Rate: 81.8/min
[2025-12-01T20:22:39.257299] [INFO ] [CONFIGURE ] BROS: Testing feature 13/29: add_opening_strength
[2025-12-01T20:22:39.257333] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_opening_strength']
[2025-12-01T20:22:39.260103] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:39.274554] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:22:39.283633] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:39.464548] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:39.464701] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-12-01T20:22:39.465525] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 622/1230 | Remaining: 608 | Rate: 81.9/min
[2025-12-01T20:22:39.465591] [INFO ] [CONFIGURE ] BRSP: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:22:39.465627] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_pbf_return_2d']
[2025-12-01T20:22:39.505337] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:39.658607] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:39.675703] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:22:39.687789] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:39.740893] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:39.887106] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:39.975569] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:39.975734] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_failed_moves (score: 70.00%)
[2025-12-01T20:22:39.976538] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 623/1230 | Remaining: 607 | Rate: 81.9/min
[2025-12-01T20:22:39.976603] [INFO ] [CONFIGURE ] BYRN: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:22:39.976635] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-12-01T20:22:40.074490] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:40.096442] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:40.097821] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:40.193291] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:40.305936] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:40.416082] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:40.476857] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:22:40.505958] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:40.519017] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:40.640815] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:40.735270] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:40.866615] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:40.892271] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:40.916372] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:40.948199] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:41.089103] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:41.160094] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:41.300759] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:22:41.312558] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:41.325811] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:41.325950] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_rsi (score: 60.00%)
[2025-12-01T20:22:41.326796] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 624/1230 | Remaining: 606 | Rate: 81.8/min
[2025-12-01T20:22:41.326848] [INFO ] [CONFIGURE ] BKSY: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:22:41.326881] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_tick_distribution']
[2025-12-01T20:22:41.374857] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:41.534931] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:22:41.589799] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:41.589939] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-12-01T20:22:41.590788] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 625/1230 | Remaining: 605 | Rate: 81.9/min
[2025-12-01T20:22:41.590840] [INFO ] [CONFIGURE ] BRSP: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:22:41.590871] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_pbf_volatility_5d']
[2025-12-01T20:22:41.668303] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:22:41.705378] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:41.761527] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:41.775559] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:41.964023] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:41.987562] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:42.021602] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:42.104635] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:42.148947] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:42.213210] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:42.213342] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_lag_shelf (score: 70.00%)
[2025-12-01T20:22:42.214193] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 626/1230 | Remaining: 604 | Rate: 81.9/min
[2025-12-01T20:22:42.214244] [INFO ] [CONFIGURE ] BYRN: Testing feature 8/29: add_macd
[2025-12-01T20:22:42.214277] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-12-01T20:22:42.335230] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:42.386850] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:22:42.508522] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:42.523803] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:42.535996] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:42.712940] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:42.806792] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:42.863178] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:42.902285] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:42.927652] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:43.091940] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:43.182091] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:43.189589] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:43.283134] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:43.355058] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:43.355210] [INFO ] [CONFIGURE ] BROS: DISCARDED add_opening_strength (score: 60.00%)
[2025-12-01T20:22:43.356108] [INFO ] [CONFIGURE ] JOB ETA: 7.4m | Tests: 627/1230 | Remaining: 603 | Rate: 81.8/min
[2025-12-01T20:22:43.356164] [INFO ] [CONFIGURE ] BROS: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:22:43.356198] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-12-01T20:22:43.475793] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:43.475933] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-12-01T20:22:43.476772] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 628/1230 | Remaining: 602 | Rate: 81.9/min
[2025-12-01T20:22:43.476865] [INFO ] [CONFIGURE ] BRSP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:22:43.476900] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_pbf_vs_sma_5']
[2025-12-01T20:22:43.517313] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:43.529894] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:43.659555] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:43.765172] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:43.844190] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:43.854667] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:43.883071] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:44.028646] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:44.160154] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:44.185999] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:44.212071] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:44.241120] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:44.401751] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:44.518567] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:22:44.559963] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:22:44.588613] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:44.592910] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:44.783382] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:44.853879] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:44.951763] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:44.951912] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_tick_distribution (score: 50.00%)
[2025-12-01T20:22:44.952717] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 629/1230 | Remaining: 601 | Rate: 81.8/min
[2025-12-01T20:22:44.952771] [INFO ] [CONFIGURE ] BKSY: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:22:44.952805] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_momentum_confirmation']
[2025-12-01T20:22:44.968126] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:44.972324] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:45.157446] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:45.188048] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:45.307912] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:22:45.348985] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:45.349123] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-01T20:22:45.350029] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 630/1230 | Remaining: 600 | Rate: 81.8/min
[2025-12-01T20:22:45.350084] [INFO ] [CONFIGURE ] BRSP: Testing feature 20/29: add_price_rejection
[2025-12-01T20:22:45.350119] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_price_rejection']
[2025-12-01T20:22:45.374228] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:22:45.525367] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:45.525511] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_macd (score: 50.00%)
[2025-12-01T20:22:45.526345] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 631/1230 | Remaining: 599 | Rate: 81.9/min
[2025-12-01T20:22:45.526397] [INFO ] [CONFIGURE ] BYRN: Testing feature 9/29: add_mfi
[2025-12-01T20:22:45.526429] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-12-01T20:22:45.570944] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:45.665448] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:45.760879] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:45.772724] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:45.785988] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:45.995218] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:45.998902] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:46.019329] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:46.174829] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:46.217869] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:46.231139] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:46.373847] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:46.435800] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:46.468325] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:46.579441] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:46.652278] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:46.700276] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:46.729732] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:46.867531] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:46.937854] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:46.975534] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:47.084765] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:47.085412] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:47.171927] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:22:47.301213] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:47.373641] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:47.373772] [INFO ] [CONFIGURE ] BROS: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-12-01T20:22:47.374601] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 632/1230 | Remaining: 598 | Rate: 81.7/min
[2025-12-01T20:22:47.378185] [INFO ] [CONFIGURE ] BROS: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:22:47.378225] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_pbf_morning_momentum']
[2025-12-01T20:22:47.411354] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:47.447898] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:47.518609] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:47.518750] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_price_rejection (score: 70.00%)
[2025-12-01T20:22:47.519546] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 633/1230 | Remaining: 597 | Rate: 81.9/min
[2025-12-01T20:22:47.519613] [INFO ] [CONFIGURE ] BRSP: Testing feature 21/29: add_range_position
[2025-12-01T20:22:47.519647] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_range_position']
[2025-12-01T20:22:47.650855] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:47.747185] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:47.747550] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:47.818131] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:47.892261] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:47.892411] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_mfi (score: 70.00%)
[2025-12-01T20:22:47.893228] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 634/1230 | Remaining: 596 | Rate: 81.9/min
[2025-12-01T20:22:47.893279] [INFO ] [CONFIGURE ] BYRN: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:22:47.893311] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:22:47.983640] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:48.116887] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:48.204633] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:48.211557] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:48.256289] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:48.490910] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:48.495747] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:22:48.514339] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:48.571868] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:48.572014] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_volume_momentum_confirmation (score: 30.00%)
[2025-12-01T20:22:48.572812] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 635/1230 | Remaining: 595 | Rate: 81.9/min
[2025-12-01T20:22:48.572863] [INFO ] [CONFIGURE ] BKSY: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:22:48.572896] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_price_divergence']
[2025-12-01T20:22:48.728901] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:48.824646] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:48.881002] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:48.931760] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:22:48.962871] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:49.134139] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:49.191559] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:49.257662] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:22:49.304467] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:49.418451] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:49.442944] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:49.629645] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:49.647798] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:49.673976] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:49.754312] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:49.875485] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:49.875647] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_range_position (score: 70.00%)
[2025-12-01T20:22:49.876441] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 636/1230 | Remaining: 594 | Rate: 81.8/min
[2025-12-01T20:22:49.876492] [INFO ] [CONFIGURE ] BRSP: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:22:49.876529] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_realized_volatility']
[2025-12-01T20:22:50.022827] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:50.053677] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:50.067184] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:22:50.160373] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:50.381185] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:50.407017] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:50.427686] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:50.451888] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:50.700001] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:50.746229] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:22:50.789097] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:50.805730] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:51.019769] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:51.019910] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-12-01T20:22:51.020718] [INFO ] [CONFIGURE ] JOB ETA: 7.3m | Tests: 637/1230 | Remaining: 593 | Rate: 81.8/min
[2025-12-01T20:22:51.020771] [INFO ] [CONFIGURE ] BYRN: Testing feature 11/29: add_obv_daily
[2025-12-01T20:22:51.020804] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-12-01T20:22:51.042332] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:51.189118] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:51.189258] [INFO ] [CONFIGURE ] BROS: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-12-01T20:22:51.190333] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Tests: 638/1230 | Remaining: 592 | Rate: 81.9/min
[2025-12-01T20:22:51.190389] [INFO ] [CONFIGURE ] BROS: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:22:51.190437] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_pbf_overnight_gap']
[2025-12-01T20:22:51.190807] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:51.269489] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:22:51.333345] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:51.518082] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:51.567780] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:51.581124] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:51.632873] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:51.766541] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:51.951537] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:51.951914] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:51.983890] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:52.016011] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:52.244646] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:52.264570] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:52.336691] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:52.336840] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-12-01T20:22:52.337739] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Tests: 639/1230 | Remaining: 591 | Rate: 81.8/min
[2025-12-01T20:22:52.337795] [INFO ] [CONFIGURE ] BKSY: Testing feature 28/29: add_volume_profile
[2025-12-01T20:22:52.337829] [INFO ] [CONFIGURE ] BKSY: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd', 'add_volume_profile']
[2025-12-01T20:22:52.374378] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:22:52.512324] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:52.536838] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:52.712417] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:52.761329] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:22:52.764606] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:52.832620] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:52.832763] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_realized_volatility (score: 50.00%)
[2025-12-01T20:22:52.833595] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Tests: 640/1230 | Remaining: 590 | Rate: 81.8/min
[2025-12-01T20:22:52.833653] [INFO ] [CONFIGURE ] BRSP: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:22:52.833686] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_recent_range_context']
[2025-12-01T20:22:53.011825] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:53.031891] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:53.079164] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:53.158507] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:22:53.227630] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:53.260420] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:53.427512] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:53.437971] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:53.513048] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:53.513186] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_obv_daily (score: 50.00%)
[2025-12-01T20:22:53.514301] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Tests: 641/1230 | Remaining: 589 | Rate: 81.8/min
[2025-12-01T20:22:53.514352] [INFO ] [CONFIGURE ] BYRN: Testing feature 12/29: add_obv_interval
[2025-12-01T20:22:53.515802] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-12-01T20:22:53.626536] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:53.653795] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:53.757980] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:53.803767] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:53.877882] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:53.989247] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:54.049910] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:54.078115] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:54.167318] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:54.225117] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:54.285199] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:54.446843] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:54.461940] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:54.487812] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:54.527375] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:54.690254] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:54.693804] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:54.831658] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:54.885782] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:54.892458] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:54.892632] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_recent_range_context (score: 70.00%)
[2025-12-01T20:22:54.893490] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Tests: 642/1230 | Remaining: 588 | Rate: 81.7/min
[2025-12-01T20:22:54.893545] [INFO ] [CONFIGURE ] BRSP: Testing feature 24/29: add_rsi
[2025-12-01T20:22:54.893607] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_ema', 'add_rsi']
[2025-12-01T20:22:54.926749] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:55.150068] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:55.160459] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:22:55.234856] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:55.234994] [INFO ] [CONFIGURE ] BROS: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-12-01T20:22:55.235773] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Tests: 643/1230 | Remaining: 587 | Rate: 81.8/min
[2025-12-01T20:22:55.235825] [INFO ] [CONFIGURE ] BROS: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:22:55.235859] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_pbf_return_2d']
[2025-12-01T20:22:55.245312] [DEBUG] [FORECASTER] BKSY: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:55.393939] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:55.408173] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:55.611621] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:55.626979] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:55.634974] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:55.669431] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:22:55.872528] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:55.872676] [INFO ] [CONFIGURE ] BYRN: KEPT add_obv_interval (score: 80.00%)
[2025-12-01T20:22:55.873403] [INFO ] [CONFIGURE ] JOB ETA: 7.2m | Tests: 644/1230 | Remaining: 586 | Rate: 81.8/min
[2025-12-01T20:22:55.873454] [INFO ] [CONFIGURE ] BYRN: Testing feature 13/29: add_opening_strength
[2025-12-01T20:22:55.873486] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:22:55.930267] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:55.978383] [DEBUG] [FORECASTER] BKSY: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:22:55.978523] [INFO ] [CONFIGURE ] BKSY: DISCARDED add_volume_profile (score: 80.00%)
[2025-12-01T20:22:55.979341] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Tests: 645/1230 | Remaining: 585 | Rate: 81.9/min
[2025-12-01T20:22:55.979394] [INFO ] [CONFIGURE ] BKSY: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:22:55.979423] [INFO ] [CONFIGURE ] BKSY: Best accuracy: 80.00%
[2025-12-01T20:22:55.979452] [INFO ] [CONFIGURE ] BKSY: Best feature set (3 features): ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-12-01T20:22:55.979477] [INFO ] [CONFIGURE ] BKSY: Improvement over baseline: 50.00%
[2025-12-01T20:22:55.979500] [INFO ] [CONFIGURE ] BKSY: Total time: 1.6 minutes
[2025-12-01T20:22:55.979524] [INFO ] [CONFIGURE ] BKSY: Average time per feature: 3.5 seconds
[2025-12-01T20:22:55.979547] [INFO ] [CONFIGURE ] BKSY: Average speed: 0.30 features/sec
[2025-12-01T20:22:55.979784] [INFO ] [LOCAL     ] Saved configuration for BKSY: 3 features, 80.00% accuracy -> ./output/feature-sets/BKSY.json
[2025-12-01T20:22:55.979823] [INFO ] [CONFIGURE ] BKSY: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-12-01T20:22:55.980684] [INFO ] [sig       ] [20/41] BKSY OK in 1m 39s. ETA: 8m 16s. Rate: 2.5 sym/min
[2025-12-01T20:22:55.981247] [INFO ] [CONFIGURE ] CAE: Configurate test run.
[2025-12-01T20:22:55.981295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-01T20:22:56.021429] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:56.025734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-01T20:22:56.026019] [INFO ] [CONFIGURE ] CAE: Testing with 29 available features
[2025-12-01T20:22:56.026860] [INFO ] [CONFIGURE ] CAE: Establishing baseline with no features...
[2025-12-01T20:22:56.158863] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:56.188129] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:56.204991] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:56.381207] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:22:56.406531] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:22:56.448558] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:56.453978] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:56.558981] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:56.715817] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:56.732855] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:56.735526] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:56.792002] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:56.912082] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:56.978621] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:57.024204] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:57.089807] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:57.178355] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:22:57.240671] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:22:57.268367] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:22:57.316114] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:57.449762] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:57.504559] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:57.504725] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_rsi (score: 40.00%)
[2025-12-01T20:22:57.505568] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Tests: 646/1230 | Remaining: 584 | Rate: 81.8/min
[2025-12-01T20:22:57.505638] [INFO ] [CONFIGURE ] BRSP: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:22:57.505671] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_tick_distribution']
[2025-12-01T20:22:57.569837] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:57.606643] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:22:57.628566] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:22:57.696826] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:57.808199] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:57.808353] [INFO ] [CONFIGURE ] CAE: Baseline score (no features): 30.00%
[2025-12-01T20:22:57.808794] [INFO ] [CONFIGURE ] CAE: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:22:57.808843] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:22:57.891547] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:57.896034] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:22:57.964663] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:22:58.026794] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:22:58.081755] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:58.185838] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:58.250925] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:22:58.278027] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:58.354102] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:22:58.469210] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:58.473990] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:22:58.484450] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:58.669249] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:58.691535] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:22:58.748618] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:58.785310] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:22:58.785451] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_opening_strength (score: 70.00%)
[2025-12-01T20:22:58.786283] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Tests: 648/1230 | Remaining: 582 | Rate: 81.8/min
[2025-12-01T20:22:58.786335] [INFO ] [CONFIGURE ] BYRN: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:22:58.786368] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-12-01T20:22:58.864084] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:22:58.912487] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:22:59.058660] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:59.060899] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:59.132260] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:22:59.132393] [INFO ] [CONFIGURE ] BROS: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-12-01T20:22:59.133198] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Tests: 649/1230 | Remaining: 581 | Rate: 81.9/min
[2025-12-01T20:22:59.133249] [INFO ] [CONFIGURE ] BROS: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:22:59.133281] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_pbf_volatility_5d']
[2025-12-01T20:22:59.137036] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:22:59.257710] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:22:59.325737] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:22:59.362678] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:22:59.453722] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:22:59.453871] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_tick_distribution (score: 40.00%)
[2025-12-01T20:22:59.454649] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Tests: 650/1230 | Remaining: 580 | Rate: 81.9/min
[2025-12-01T20:22:59.454720] [INFO ] [CONFIGURE ] BRSP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:22:59.454756] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_volume_momentum_confirmation']
[2025-12-01T20:22:59.498956] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:22:59.586939] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:22:59.595091] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:22:59.657842] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:22:59.817871] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:22:59.857548] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:22:59.864053] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:22:59.867612] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:23:00.041272] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:00.041412] [INFO ] [CONFIGURE ] CAE: KEPT add_bollinger_bands (score: 50.00%)
[2025-12-01T20:23:00.042238] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Tests: 651/1230 | Remaining: 579 | Rate: 82.0/min
[2025-12-01T20:23:00.042290] [INFO ] [CONFIGURE ] CAE: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:23:00.042323] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:23:00.070371] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:00.131853] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:00.238460] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:23:00.286151] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:00.321780] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:00.486382] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:23:00.654259] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:00.663262] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:00.737849] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:00.791463] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:00.952881] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:00.992396] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:01.124363] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:01.152299] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:01.272714] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:01.274407] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:01.431168] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:01.481014] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:23:01.522754] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:01.546105] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:01.692263] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:01.692418] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-12-01T20:23:01.693186] [INFO ] [CONFIGURE ] JOB ETA: 7.1m | Tests: 652/1230 | Remaining: 578 | Rate: 81.8/min
[2025-12-01T20:23:01.693248] [INFO ] [CONFIGURE ] BRSP: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:23:01.693283] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_volume_price_divergence']
[2025-12-01T20:23:01.707314] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:23:01.823680] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:01.823836] [INFO ] [CONFIGURE ] BYRN: KEPT add_order_flow_imbalance (score: 90.00%)
[2025-12-01T20:23:01.824658] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 653/1230 | Remaining: 577 | Rate: 81.9/min
[2025-12-01T20:23:01.824710] [INFO ] [CONFIGURE ] BYRN: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:23:01.824743] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_morning_momentum']
[2025-12-01T20:23:01.897081] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:01.916938] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:23:01.983460] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:02.105540] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:02.135379] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:02.257345] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:02.271784] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:02.352997] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:23:02.384925] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:23:02.535570] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:02.583403] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:02.660882] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:02.674893] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:02.811243] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:23:02.815694] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:02.971700] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:03.034743] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:03.039609] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:03.039726] [INFO ] [CONFIGURE ] BROS: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-12-01T20:23:03.040493] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 654/1230 | Remaining: 576 | Rate: 81.8/min
[2025-12-01T20:23:03.040544] [INFO ] [CONFIGURE ] BROS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:23:03.040592] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_pbf_vs_sma_5']
[2025-12-01T20:23:03.093701] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:03.093855] [INFO ] [CONFIGURE ] CAE: DISCARDED add_cumulative_delta (score: 30.00%)
[2025-12-01T20:23:03.094683] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 655/1230 | Remaining: 575 | Rate: 81.9/min
[2025-12-01T20:23:03.094753] [INFO ] [CONFIGURE ] CAE: Testing feature 3/29: add_daily_returns
[2025-12-01T20:23:03.094785] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-12-01T20:23:03.253624] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:03.255744] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:03.328649] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:03.395446] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:03.477368] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:03.536547] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:03.565817] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:23:03.702070] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:23:03.757599] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:03.807499] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:03.837184] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:03.919019] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:03.919161] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-12-01T20:23:03.919999] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 656/1230 | Remaining: 574 | Rate: 81.9/min
[2025-12-01T20:23:03.920051] [INFO ] [CONFIGURE ] BRSP: Testing feature 28/29: add_volume_profile
[2025-12-01T20:23:03.920082] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_volume_profile']
[2025-12-01T20:23:04.047856] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:04.124292] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:23:04.126384] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:23:04.139295] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:04.292409] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:04.342294] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:04.451034] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:04.522698] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:04.540569] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:04.559241] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:23:04.761984] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:04.762152] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-12-01T20:23:04.762994] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 657/1230 | Remaining: 573 | Rate: 81.9/min
[2025-12-01T20:23:04.763049] [INFO ] [CONFIGURE ] BYRN: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:23:04.763082] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_overnight_gap']
[2025-12-01T20:23:04.781508] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:23:04.792105] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:04.937878] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:05.036551] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:23:05.052835] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:05.133436] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:05.314550] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:05.335775] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:05.355370] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:05.490678] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:23:05.527029] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:05.636221] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:05.636385] [INFO ] [CONFIGURE ] CAE: KEPT add_daily_returns (score: 60.00%)
[2025-12-01T20:23:05.637336] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 658/1230 | Remaining: 572 | Rate: 81.9/min
[2025-12-01T20:23:05.637397] [INFO ] [CONFIGURE ] CAE: Testing feature 4/29: add_ema
[2025-12-01T20:23:05.637431] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-12-01T20:23:05.787031] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:05.815675] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:05.825096] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:05.955504] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:06.022686] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:23:06.133793] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:06.216019] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:06.245369] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:06.245502] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_volume_profile (score: 50.00%)
[2025-12-01T20:23:06.246309] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 659/1230 | Remaining: 571 | Rate: 81.9/min
[2025-12-01T20:23:06.246360] [INFO ] [CONFIGURE ] BRSP: Testing feature 29/29: add_vwap
[2025-12-01T20:23:06.246703] [INFO ] [CONFIGURE ] BRSP: Testing with features: ['add_vwap']
[2025-12-01T20:23:06.267710] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:06.448269] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:23:06.453644] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:23:06.576016] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:06.588672] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:06.664414] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:23:06.764188] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:06.869731] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:23:06.879107] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:06.947558] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:06.947718] [INFO ] [CONFIGURE ] BROS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-01T20:23:06.948559] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 660/1230 | Remaining: 570 | Rate: 81.9/min
[2025-12-01T20:23:06.948628] [INFO ] [CONFIGURE ] BROS: Testing feature 20/29: add_price_rejection
[2025-12-01T20:23:06.948662] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_price_rejection']
[2025-12-01T20:23:07.072553] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:23:07.077673] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:07.179221] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:07.288376] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:07.335182] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:07.381111] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:07.479702] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:07.498766] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:07.692028] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:07.708177] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:07.752073] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:07.778136] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:07.922224] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:07.995284] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:07.995428] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-12-01T20:23:07.996248] [INFO ] [CONFIGURE ] JOB ETA: 7.0m | Tests: 661/1230 | Remaining: 569 | Rate: 81.9/min
[2025-12-01T20:23:07.996300] [INFO ] [CONFIGURE ] BYRN: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:23:07.996332] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_return_2d']
[2025-12-01T20:23:08.072340] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:08.130440] [DEBUG] [FORECASTER] BRSP: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:08.143061] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:23:08.296607] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:08.345176] [DEBUG] [FORECASTER] BRSP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:08.345314] [INFO ] [CONFIGURE ] BRSP: DISCARDED add_vwap (score: 60.00%)
[2025-12-01T20:23:08.346123] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Tests: 662/1230 | Remaining: 568 | Rate: 81.9/min
[2025-12-01T20:23:08.346174] [INFO ] [CONFIGURE ] BRSP: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:23:08.346204] [INFO ] [CONFIGURE ] BRSP: Best accuracy: 70.00%
[2025-12-01T20:23:08.346231] [INFO ] [CONFIGURE ] BRSP: Best feature set (0 features): []
[2025-12-01T20:23:08.346257] [INFO ] [CONFIGURE ] BRSP: Improvement over baseline: 0.00%
[2025-12-01T20:23:08.346281] [INFO ] [CONFIGURE ] BRSP: Total time: 1.1 minutes
[2025-12-01T20:23:08.346305] [INFO ] [CONFIGURE ] BRSP: Average time per feature: 2.2 seconds
[2025-12-01T20:23:08.346330] [INFO ] [CONFIGURE ] BRSP: Average speed: 0.45 features/sec
[2025-12-01T20:23:08.346549] [INFO ] [LOCAL     ] Saved configuration for BRSP: 0 features, 70.00% accuracy -> ./output/feature-sets/BRSP.json
[2025-12-01T20:23:08.346610] [INFO ] [CONFIGURE ] BRSP: Configuration saved successfully: 0 features, 70.00% accuracy.
[2025-12-01T20:23:08.347401] [INFO ] [sig       ] [21/41] BRSP OK in 1m 6s. ETA: 7m 42s. Rate: 2.6 sym/min
[2025-12-01T20:23:08.351255] [INFO ] [CONFIGURE ] CAKE: Configurate test run.
[2025-12-01T20:23:08.351303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-01T20:23:08.362368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-01T20:23:08.362706] [INFO ] [CONFIGURE ] CAKE: Testing with 29 available features
[2025-12-01T20:23:08.362753] [INFO ] [CONFIGURE ] CAKE: Establishing baseline with no features...
[2025-12-01T20:23:08.369686] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:08.537223] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:08.546922] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:08.605978] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:23:08.675803] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:08.675966] [INFO ] [CONFIGURE ] CAE: DISCARDED add_ema (score: 50.00%)
[2025-12-01T20:23:08.676789] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Tests: 663/1230 | Remaining: 567 | Rate: 82.0/min
[2025-12-01T20:23:08.679412] [INFO ] [CONFIGURE ] CAE: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:23:08.679455] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:23:08.722945] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:08.906389] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:08.912949] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:08.935956] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:08.975324] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:09.093488] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:09.211643] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:09.271800] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:23:09.278341] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:09.316833] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:09.463798] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:09.511083] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:23:09.571391] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:09.646848] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:09.719848] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:09.814125] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:09.832466] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:09.871054] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:10.016108] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:10.107748] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:10.119971] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:10.171763] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:10.204341] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:10.204499] [INFO ] [CONFIGURE ] CAKE: Baseline score (no features): 40.00%
[2025-12-01T20:23:10.204958] [INFO ] [CONFIGURE ] CAKE: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:23:10.205012] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:23:10.429392] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:10.438509] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:10.471447] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:10.490959] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:10.669878] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:10.744964] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:10.768333] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:23:10.882652] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:10.882806] [INFO ] [CONFIGURE ] BROS: DISCARDED add_price_rejection (score: 80.00%)
[2025-12-01T20:23:10.883681] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Tests: 665/1230 | Remaining: 565 | Rate: 81.9/min
[2025-12-01T20:23:10.883736] [INFO ] [CONFIGURE ] BROS: Testing feature 21/29: add_range_position
[2025-12-01T20:23:10.883770] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_range_position']
[2025-12-01T20:23:10.891264] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:11.053286] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:11.053421] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_pbf_return_2d (score: 70.00%)
[2025-12-01T20:23:11.054224] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Tests: 666/1230 | Remaining: 564 | Rate: 82.0/min
[2025-12-01T20:23:11.054275] [INFO ] [CONFIGURE ] BYRN: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:23:11.054307] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_volatility_5d']
[2025-12-01T20:23:11.067929] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:11.110350] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:11.286164] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:11.327883] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:11.330669] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:11.364406] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:23:11.545844] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:11.611343] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:23:11.663010] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:11.663169] [INFO ] [CONFIGURE ] CAE: DISCARDED add_exhaustion_signals (score: 30.00%)
[2025-12-01T20:23:11.664127] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Tests: 667/1230 | Remaining: 563 | Rate: 82.0/min
[2025-12-01T20:23:11.664215] [INFO ] [CONFIGURE ] CAE: Testing feature 6/29: add_failed_moves
[2025-12-01T20:23:11.664250] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-12-01T20:23:11.691335] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:23:11.764544] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:11.893817] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:11.911047] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:11.985855] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:12.107737] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:23:12.162674] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:23:12.175967] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:12.206880] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:12.409923] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:12.429983] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:12.430123] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-12-01T20:23:12.430930] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Tests: 668/1230 | Remaining: 562 | Rate: 82.0/min
[2025-12-01T20:23:12.430981] [INFO ] [CONFIGURE ] CAKE: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:23:12.431013] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:23:12.462287] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:23:12.509245] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:12.660176] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:12.673804] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:12.763848] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:12.909751] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:12.914703] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:12.916954] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:13.055870] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:13.156611] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:13.158768] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:13.324604] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:13.347429] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:13.390014] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:13.412286] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:23:13.623189] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:13.634019] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:23:13.659233] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:13.739808] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:13.864429] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:13.904131] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:13.923271] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:13.923413] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-12-01T20:23:13.924241] [INFO ] [CONFIGURE ] JOB ETA: 6.9m | Tests: 669/1230 | Remaining: 561 | Rate: 81.8/min
[2025-12-01T20:23:13.924295] [INFO ] [CONFIGURE ] BYRN: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:23:13.924329] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance', 'add_pbf_vs_sma_5']
[2025-12-01T20:23:14.111294] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:14.140143] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:14.154210] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:14.154355] [INFO ] [CONFIGURE ] CAE: DISCARDED add_failed_moves (score: 60.00%)
[2025-12-01T20:23:14.155172] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Tests: 670/1230 | Remaining: 560 | Rate: 81.9/min
[2025-12-01T20:23:14.155223] [INFO ] [CONFIGURE ] CAE: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:23:14.155256] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-12-01T20:23:14.202001] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:14.358713] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:14.402544] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:14.476531] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:23:14.547730] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:14.604722] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:14.647260] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:23:14.750532] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:14.851258] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:14.851415] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_cumulative_delta (score: 20.00%)
[2025-12-01T20:23:14.852327] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Tests: 671/1230 | Remaining: 559 | Rate: 81.9/min
[2025-12-01T20:23:14.852393] [INFO ] [CONFIGURE ] CAKE: Testing feature 3/29: add_daily_returns
[2025-12-01T20:23:14.852439] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_daily_returns']
[2025-12-01T20:23:14.898478] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:14.944780] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:14.944913] [INFO ] [CONFIGURE ] BROS: DISCARDED add_range_position (score: 70.00%)
[2025-12-01T20:23:14.945724] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Tests: 672/1230 | Remaining: 558 | Rate: 82.0/min
[2025-12-01T20:23:14.945775] [INFO ] [CONFIGURE ] BROS: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:23:14.945809] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_realized_volatility']
[2025-12-01T20:23:15.037694] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:15.066974] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:15.154428] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:15.270374] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:15.317424] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:15.405947] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:15.409380] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:15.474140] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:15.606347] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:15.654096] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:15.680506] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:15.879923] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:15.885394] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:15.894516] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:15.900841] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:16.089967] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:16.150197] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:16.181841] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:16.293618] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:16.344359] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:23:16.402540] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:23:16.471322] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:16.490924] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:16.652867] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:16.652998] [INFO ] [CONFIGURE ] CAE: DISCARDED add_lag_shelf (score: 30.00%)
[2025-12-01T20:23:16.653835] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Tests: 673/1230 | Remaining: 557 | Rate: 81.9/min
[2025-12-01T20:23:16.653889] [INFO ] [CONFIGURE ] CAE: Testing feature 8/29: add_macd
[2025-12-01T20:23:16.653923] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-12-01T20:23:16.690777] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:16.755955] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:16.756088] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_pbf_vs_sma_5 (score: 90.00%)
[2025-12-01T20:23:16.756919] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Tests: 674/1230 | Remaining: 556 | Rate: 82.0/min
[2025-12-01T20:23:16.756972] [INFO ] [CONFIGURE ] BYRN: Testing feature 20/29: add_price_rejection
[2025-12-01T20:23:16.757006] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance', 'add_price_rejection']
[2025-12-01T20:23:16.806498] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:16.885896] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:16.886025] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_daily_returns (score: 20.00%)
[2025-12-01T20:23:16.886832] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Tests: 675/1230 | Remaining: 555 | Rate: 82.1/min
[2025-12-01T20:23:16.886901] [INFO ] [CONFIGURE ] CAKE: Testing feature 4/29: add_ema
[2025-12-01T20:23:16.886934] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_ema']
[2025-12-01T20:23:17.007254] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:17.058708] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:17.121284] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:17.285439] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:17.354675] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:17.361687] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:17.373682] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:17.588549] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:17.688071] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:17.723406] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:17.772023] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:17.830884] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:17.998543] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:18.068251] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:18.101377] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:18.282904] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:18.298959] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:23:18.303814] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:18.451177] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:18.539184] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:18.603966] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:18.766316] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:18.773860] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:18.794860] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:18.907610] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:19.007186] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:19.147834] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:23:19.210045] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:19.237528] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:19.242446] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:19.242603] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_ema (score: 20.00%)
[2025-12-01T20:23:19.243416] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Tests: 676/1230 | Remaining: 554 | Rate: 81.8/min
[2025-12-01T20:23:19.243467] [INFO ] [CONFIGURE ] CAKE: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:23:19.243500] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:23:19.476348] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:19.501230] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:19.516444] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:19.700962] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:19.701119] [INFO ] [CONFIGURE ] BROS: DISCARDED add_realized_volatility (score: 90.00%)
[2025-12-01T20:23:19.701926] [INFO ] [CONFIGURE ] JOB ETA: 6.8m | Tests: 677/1230 | Remaining: 553 | Rate: 81.9/min
[2025-12-01T20:23:19.701978] [INFO ] [CONFIGURE ] BROS: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:23:19.702009] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_recent_range_context']
[2025-12-01T20:23:19.712364] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:19.828497] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:19.828655] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_price_rejection (score: 60.00%)
[2025-12-01T20:23:19.829468] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 678/1230 | Remaining: 552 | Rate: 82.0/min
[2025-12-01T20:23:19.829521] [INFO ] [CONFIGURE ] BYRN: Testing feature 21/29: add_range_position
[2025-12-01T20:23:19.829554] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance', 'add_range_position']
[2025-12-01T20:23:19.857840] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:23:19.945079] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:20.076031] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:20.158774] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:20.175940] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:23:20.212137] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:20.212292] [INFO ] [CONFIGURE ] CAE: DISCARDED add_macd (score: 60.00%)
[2025-12-01T20:23:20.213164] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 679/1230 | Remaining: 551 | Rate: 82.0/min
[2025-12-01T20:23:20.213217] [INFO ] [CONFIGURE ] CAE: Testing feature 9/29: add_mfi
[2025-12-01T20:23:20.213251] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-12-01T20:23:20.405656] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:20.447106] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:20.464353] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:20.482505] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:20.640027] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:20.720592] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:23:20.810831] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:20.818589] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:23:20.884375] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:20.974015] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:21.124868] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:21.129274] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:21.192629] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:21.235737] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:21.358038] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:21.435454] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:21.488030] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:21.564070] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:21.596979] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:21.597127] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_exhaustion_signals (score: 20.00%)
[2025-12-01T20:23:21.597991] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 680/1230 | Remaining: 550 | Rate: 81.9/min
[2025-12-01T20:23:21.598045] [INFO ] [CONFIGURE ] CAKE: Testing feature 6/29: add_failed_moves
[2025-12-01T20:23:21.598078] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_failed_moves']
[2025-12-01T20:23:21.748094] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:21.754743] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:21.789482] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:21.940875] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:21.981679] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:22.014823] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:22.059848] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:22.172676] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:22.273559] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:22.314507] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:22.358177] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:22.372895] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:22.529217] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:23:22.549927] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:22.687259] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:23:22.688754] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:22.745337] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:22.787814] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:22.787972] [INFO ] [CONFIGURE ] CAE: DISCARDED add_mfi (score: 30.00%)
[2025-12-01T20:23:22.788830] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 681/1230 | Remaining: 549 | Rate: 81.8/min
[2025-12-01T20:23:22.788881] [INFO ] [CONFIGURE ] CAE: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:23:22.788914] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:23:22.941086] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:23.002636] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:23.002779] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_range_position (score: 60.00%)
[2025-12-01T20:23:23.003570] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 682/1230 | Remaining: 548 | Rate: 81.9/min
[2025-12-01T20:23:23.003635] [INFO ] [CONFIGURE ] BYRN: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:23:23.003667] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance', 'add_realized_volatility']
[2025-12-01T20:23:23.062039] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:23:23.116823] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:23.134853] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:23.333400] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:23.375639] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:23.436667] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:23.436805] [INFO ] [CONFIGURE ] BROS: DISCARDED add_recent_range_context (score: 90.00%)
[2025-12-01T20:23:23.437705] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 683/1230 | Remaining: 547 | Rate: 82.0/min
[2025-12-01T20:23:23.437762] [INFO ] [CONFIGURE ] BROS: Testing feature 24/29: add_rsi
[2025-12-01T20:23:23.437799] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_rsi']
[2025-12-01T20:23:23.447936] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:23.528677] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:23.528812] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_failed_moves (score: 10.00%)
[2025-12-01T20:23:23.529656] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 684/1230 | Remaining: 546 | Rate: 82.1/min
[2025-12-01T20:23:23.529707] [INFO ] [CONFIGURE ] CAKE: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:23:23.529741] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_lag_shelf']
[2025-12-01T20:23:23.707274] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:23.752059] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:23:23.788456] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:23.815721] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:23.891607] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:24.076485] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:24.128831] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:24.134884] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:24.195747] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:24.261344] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:24.447029] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:24.455423] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:24.533427] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:24.568213] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:23:24.627706] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:24.782277] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:24.809178] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:24.918854] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:23:24.948809] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:24.990088] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:25.115249] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:23:25.173982] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:25.301493] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:25.327397] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:25.357095] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:25.357219] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_lag_shelf (score: 40.00%)
[2025-12-01T20:23:25.358042] [INFO ] [CONFIGURE ] JOB ETA: 6.7m | Tests: 685/1230 | Remaining: 545 | Rate: 81.9/min
[2025-12-01T20:23:25.358099] [INFO ] [CONFIGURE ] CAKE: Testing feature 8/29: add_macd
[2025-12-01T20:23:25.358156] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_vwap', 'add_macd']
[2025-12-01T20:23:25.448017] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:25.650537] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:25.687783] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:25.706636] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:25.778552] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:25.936115] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:26.071973] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:26.079852] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:26.111374] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:26.111520] [INFO ] [CONFIGURE ] CAE: KEPT add_momentum_acceleration (score: 70.00%)
[2025-12-01T20:23:26.112332] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Tests: 686/1230 | Remaining: 544 | Rate: 81.9/min
[2025-12-01T20:23:26.112384] [INFO ] [CONFIGURE ] CAE: Testing feature 11/29: add_obv_daily
[2025-12-01T20:23:26.112420] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-12-01T20:23:26.220753] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:26.461212] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:26.469693] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:26.478491] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:26.507939] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:26.798835] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:26.830844] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:26.841847] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:23:26.865991] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:26.866148] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_realized_volatility (score: 60.00%)
[2025-12-01T20:23:26.866989] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Tests: 687/1230 | Remaining: 543 | Rate: 81.9/min
[2025-12-01T20:23:26.867042] [INFO ] [CONFIGURE ] BYRN: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:23:26.867075] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance', 'add_recent_range_context']
[2025-12-01T20:23:27.084448] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:27.156213] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:27.189657] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:27.218119] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:27.218251] [INFO ] [CONFIGURE ] BROS: DISCARDED add_rsi (score: 80.00%)
[2025-12-01T20:23:27.219079] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Tests: 688/1230 | Remaining: 542 | Rate: 82.0/min
[2025-12-01T20:23:27.219131] [INFO ] [CONFIGURE ] BROS: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:23:27.219163] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_tick_distribution']
[2025-12-01T20:23:27.372498] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:27.444637] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:23:27.548657] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:27.580720] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:27.663302] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:27.731985] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:27.909946] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:23:27.949263] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:27.954725] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:23:28.024481] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:28.242822] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:28.242963] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_macd (score: 20.00%)
[2025-12-01T20:23:28.243816] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Tests: 689/1230 | Remaining: 541 | Rate: 81.9/min
[2025-12-01T20:23:28.243867] [INFO ] [CONFIGURE ] CAKE: Testing feature 9/29: add_mfi
[2025-12-01T20:23:28.243899] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_mfi']
[2025-12-01T20:23:28.280916] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:28.310624] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:23:28.319029] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:23:28.436491] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:28.615257] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:28.628981] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:28.645210] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:28.690677] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:28.821317] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:28.907666] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:29.008071] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:29.015421] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:29.074127] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:29.208115] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:29.208265] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:29.375564] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:29.404689] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:29.458310] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:29.499891] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:23:29.600950] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:29.736321] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:29.736460] [INFO ] [CONFIGURE ] CAE: DISCARDED add_obv_daily (score: 40.00%)
[2025-12-01T20:23:29.737299] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Tests: 690/1230 | Remaining: 540 | Rate: 81.8/min
[2025-12-01T20:23:29.737350] [INFO ] [CONFIGURE ] CAE: Testing feature 12/29: add_obv_interval
[2025-12-01T20:23:29.737382] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-12-01T20:23:29.799247] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:29.813266] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:29.813415] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_recent_range_context (score: 70.00%)
[2025-12-01T20:23:29.814442] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Tests: 691/1230 | Remaining: 539 | Rate: 81.9/min
[2025-12-01T20:23:29.814511] [INFO ] [CONFIGURE ] BYRN: Testing feature 24/29: add_rsi
[2025-12-01T20:23:29.814560] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance', 'add_ema', 'add_rsi']
[2025-12-01T20:23:29.828894] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:29.998119] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:30.084768] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:30.188948] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:30.197528] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:30.197707] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_mfi (score: 30.00%)
[2025-12-01T20:23:30.198554] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Tests: 692/1230 | Remaining: 538 | Rate: 81.9/min
[2025-12-01T20:23:30.198620] [INFO ] [CONFIGURE ] CAKE: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:23:30.198652] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:23:30.219366] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:30.429756] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:30.470366] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:30.547365] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:23:30.594910] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:30.748130] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:30.778791] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:30.893775] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:30.966734] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:30.966892] [INFO ] [CONFIGURE ] BROS: DISCARDED add_tick_distribution (score: 80.00%)
[2025-12-01T20:23:30.967740] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Tests: 693/1230 | Remaining: 537 | Rate: 81.9/min
[2025-12-01T20:23:30.967793] [INFO ] [CONFIGURE ] BROS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:23:30.967826] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_volume_momentum_confirmation']
[2025-12-01T20:23:31.034679] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:31.128561] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:31.267697] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:31.304280] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:31.339419] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:31.480375] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:31.577349] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:31.618713] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:31.714418] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:31.831289] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:31.852897] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:31.977707] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:32.085750] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:23:32.125986] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:32.181762] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:32.315801] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:32.398418] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:32.460745] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:32.529938] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:32.658994] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:32.672995] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:23:32.850323] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:32.893097] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:32.949773] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:32.949958] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-12-01T20:23:32.950833] [INFO ] [CONFIGURE ] JOB ETA: 6.6m | Tests: 694/1230 | Remaining: 536 | Rate: 81.7/min
[2025-12-01T20:23:32.950883] [INFO ] [CONFIGURE ] CAKE: Testing feature 11/29: add_obv_daily
[2025-12-01T20:23:32.950915] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_obv_daily']
[2025-12-01T20:23:33.004749] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:33.159912] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:33.248016] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:33.249059] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:33.249201] [INFO ] [CONFIGURE ] CAE: DISCARDED add_obv_interval (score: 60.00%)
[2025-12-01T20:23:33.250068] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Tests: 695/1230 | Remaining: 535 | Rate: 81.8/min
[2025-12-01T20:23:33.250122] [INFO ] [CONFIGURE ] CAE: Testing feature 13/29: add_opening_strength
[2025-12-01T20:23:33.250157] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_opening_strength']
[2025-12-01T20:23:33.350432] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:33.350587] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_rsi (score: 80.00%)
[2025-12-01T20:23:33.351371] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Tests: 696/1230 | Remaining: 534 | Rate: 81.9/min
[2025-12-01T20:23:33.351421] [INFO ] [CONFIGURE ] BYRN: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:23:33.351453] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance', 'add_tick_distribution']
[2025-12-01T20:23:33.370330] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:33.580017] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:33.625454] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:33.631123] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:33.636402] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:33.790251] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:33.911972] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:23:34.003607] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:34.007952] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:34.024467] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:34.193314] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:34.229003] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:34.376967] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:34.411373] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:34.459380] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:34.472865] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:34.673342] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:34.746404] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:34.754917] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:23:34.797841] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:34.797974] [INFO ] [CONFIGURE ] BROS: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-12-01T20:23:34.798840] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Tests: 697/1230 | Remaining: 533 | Rate: 81.8/min
[2025-12-01T20:23:34.798893] [INFO ] [CONFIGURE ] BROS: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:23:34.798927] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_volume_price_divergence']
[2025-12-01T20:23:34.889762] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:35.035006] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:35.104318] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:35.104453] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_obv_daily (score: 30.00%)
[2025-12-01T20:23:35.105290] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Tests: 698/1230 | Remaining: 532 | Rate: 81.9/min
[2025-12-01T20:23:35.105340] [INFO ] [CONFIGURE ] CAKE: Testing feature 12/29: add_obv_interval
[2025-12-01T20:23:35.105371] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_obv_interval']
[2025-12-01T20:23:35.117003] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:35.195822] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:35.301151] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:35.318931] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:35.487948] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:35.498338] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:35.585369] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:35.617548] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:35.694588] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:35.860322] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:23:35.891303] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:35.915451] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:35.975687] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:23:36.090251] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:36.212138] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:36.212286] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_tick_distribution (score: 50.00%)
[2025-12-01T20:23:36.213444] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Tests: 699/1230 | Remaining: 531 | Rate: 81.8/min
[2025-12-01T20:23:36.213498] [INFO ] [CONFIGURE ] BYRN: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:23:36.213534] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance', 'add_volume_momentum_confirmation']
[2025-12-01T20:23:36.232061] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:36.294194] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:36.372521] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:36.497262] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:36.518011] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:36.599628] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:23:36.697168] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:36.771524] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:36.812189] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:23:36.901778] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:36.970013] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:36.970150] [INFO ] [CONFIGURE ] CAE: DISCARDED add_opening_strength (score: 70.00%)
[2025-12-01T20:23:36.970974] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Tests: 700/1230 | Remaining: 530 | Rate: 81.8/min
[2025-12-01T20:23:36.971027] [INFO ] [CONFIGURE ] CAE: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:23:36.971060] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-12-01T20:23:37.105190] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:37.105342] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_obv_interval (score: 30.00%)
[2025-12-01T20:23:37.106509] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Tests: 701/1230 | Remaining: 529 | Rate: 81.9/min
[2025-12-01T20:23:37.106562] [INFO ] [CONFIGURE ] CAKE: Testing feature 13/29: add_opening_strength
[2025-12-01T20:23:37.106611] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-12-01T20:23:37.106853] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:23:37.169292] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:37.338853] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:37.348315] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:37.404973] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:37.562474] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:37.570344] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:37.703169] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:37.707535] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:37.801487] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:23:37.957481] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:38.001895] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:38.034446] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:38.069058] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:38.268243] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:38.296905] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:38.350329] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:38.430949] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:38.503258] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:38.593934] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:38.734343] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:38.742249] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:38.742389] [INFO ] [CONFIGURE ] BROS: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-12-01T20:23:38.743155] [INFO ] [CONFIGURE ] JOB ETA: 6.5m | Tests: 702/1230 | Remaining: 528 | Rate: 81.7/min
[2025-12-01T20:23:38.743208] [INFO ] [CONFIGURE ] BROS: Testing feature 28/29: add_volume_profile
[2025-12-01T20:23:38.743242] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_volume_profile']
[2025-12-01T20:23:38.794485] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:38.893785] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:38.969330] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:39.144299] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:39.160841] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:39.194041] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:39.194176] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_volume_momentum_confirmation (score: 70.00%)
[2025-12-01T20:23:39.195012] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Tests: 703/1230 | Remaining: 527 | Rate: 81.8/min
[2025-12-01T20:23:39.195066] [INFO ] [CONFIGURE ] BYRN: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:23:39.195098] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance', 'add_volume_price_divergence']
[2025-12-01T20:23:39.204541] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:39.439250] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:39.439378] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_opening_strength (score: 40.00%)
[2025-12-01T20:23:39.440256] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Tests: 704/1230 | Remaining: 526 | Rate: 81.9/min
[2025-12-01T20:23:39.440307] [INFO ] [CONFIGURE ] CAKE: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:23:39.440338] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_order_flow_imbalance']
[2025-12-01T20:23:39.500557] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:39.524602] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:39.533651] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:39.654957] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:39.801237] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:23:39.866440] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:39.905133] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:23:39.907279] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:40.078408] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:40.104896] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:40.277682] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:40.288044] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:40.290323] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:40.412943] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:40.504146] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:40.646144] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:40.646292] [INFO ] [CONFIGURE ] CAE: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-12-01T20:23:40.647129] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Tests: 705/1230 | Remaining: 525 | Rate: 81.8/min
[2025-12-01T20:23:40.647183] [INFO ] [CONFIGURE ] CAE: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:23:40.647217] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-12-01T20:23:40.674309] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:40.719565] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:40.721755] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:23:40.936471] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:41.006324] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:41.036495] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:41.052353] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:41.155521] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:41.343139] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:41.368305] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:23:41.376245] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:23:41.428702] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:41.595606] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:41.595744] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-12-01T20:23:41.596590] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Tests: 706/1230 | Remaining: 524 | Rate: 81.8/min
[2025-12-01T20:23:41.596644] [INFO ] [CONFIGURE ] CAKE: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:23:41.596676] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_pbf_morning_momentum']
[2025-12-01T20:23:41.652614] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:41.734892] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:41.784143] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:41.808428] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:41.965303] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:41.973694] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:42.112116] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:42.162200] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:42.190125] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:42.278112] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:42.278253] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-12-01T20:23:42.279162] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Tests: 707/1230 | Remaining: 523 | Rate: 81.8/min
[2025-12-01T20:23:42.279217] [INFO ] [CONFIGURE ] BYRN: Testing feature 28/29: add_volume_profile
[2025-12-01T20:23:42.279253] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance', 'add_volume_profile']
[2025-12-01T20:23:42.348697] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:42.479173] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:42.541383] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:42.569158] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:42.569290] [INFO ] [CONFIGURE ] BROS: DISCARDED add_volume_profile (score: 70.00%)
[2025-12-01T20:23:42.570109] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Tests: 708/1230 | Remaining: 522 | Rate: 81.8/min
[2025-12-01T20:23:42.570161] [INFO ] [CONFIGURE ] BROS: Testing feature 29/29: add_vwap
[2025-12-01T20:23:42.570193] [INFO ] [CONFIGURE ] BROS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval', 'add_vwap']
[2025-12-01T20:23:42.577474] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:42.731875] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:42.848518] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:42.881678] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:23:42.920191] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:42.950165] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:43.109988] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:43.182520] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:43.210372] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:43.300191] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:23:43.330548] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:43.485391] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:43.490878] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:43.491008] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-12-01T20:23:43.491750] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Tests: 709/1230 | Remaining: 521 | Rate: 81.8/min
[2025-12-01T20:23:43.491801] [INFO ] [CONFIGURE ] CAKE: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:23:43.491832] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_pbf_overnight_gap']
[2025-12-01T20:23:43.574108] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:43.694672] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:43.714203] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:23:43.789674] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:43.898428] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:43.931836] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:44.091569] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:44.095095] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:44.104956] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:44.298763] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:44.298913] [INFO ] [CONFIGURE ] CAE: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-12-01T20:23:44.299746] [INFO ] [CONFIGURE ] JOB ETA: 6.4m | Tests: 710/1230 | Remaining: 520 | Rate: 81.8/min
[2025-12-01T20:23:44.299799] [INFO ] [CONFIGURE ] CAE: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:23:44.299834] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-12-01T20:23:44.310461] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:23:44.405332] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:44.475030] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:44.517037] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:44.664366] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:44.717113] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:44.723303] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:44.861259] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:44.931607] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:45.024690] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:45.027065] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:45.136792] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:45.247841] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:45.329876] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:45.330009] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_volume_profile (score: 80.00%)
[2025-12-01T20:23:45.330775] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Tests: 711/1230 | Remaining: 519 | Rate: 81.8/min
[2025-12-01T20:23:45.330837] [INFO ] [CONFIGURE ] BYRN: Testing feature 29/29: add_vwap
[2025-12-01T20:23:45.330873] [INFO ] [CONFIGURE ] BYRN: Testing with features: ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance', 'add_vwap']
[2025-12-01T20:23:45.344344] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:45.393956] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:45.550749] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:45.550881] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-12-01T20:23:45.551691] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Tests: 712/1230 | Remaining: 518 | Rate: 81.8/min
[2025-12-01T20:23:45.551746] [INFO ] [CONFIGURE ] CAKE: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:23:45.551789] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_pbf_return_2d']
[2025-12-01T20:23:45.633976] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:45.642120] [DEBUG] [FORECASTER] BROS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:45.761507] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:45.785406] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:45.935154] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:23:45.970234] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:46.042950] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:46.154165] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:46.181130] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:46.234716] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:46.389307] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:46.439072] [DEBUG] [FORECASTER] BROS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:46.439218] [INFO ] [CONFIGURE ] BROS: DISCARDED add_vwap (score: 70.00%)
[2025-12-01T20:23:46.440066] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Tests: 713/1230 | Remaining: 517 | Rate: 81.8/min
[2025-12-01T20:23:46.440117] [INFO ] [CONFIGURE ] BROS: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:23:46.440147] [INFO ] [CONFIGURE ] BROS: Best accuracy: 90.00%
[2025-12-01T20:23:46.440177] [INFO ] [CONFIGURE ] BROS: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval']
[2025-12-01T20:23:46.440204] [INFO ] [CONFIGURE ] BROS: Improvement over baseline: 50.00%
[2025-12-01T20:23:46.440228] [INFO ] [CONFIGURE ] BROS: Total time: 1.8 minutes
[2025-12-01T20:23:46.440253] [INFO ] [CONFIGURE ] BROS: Average time per feature: 3.8 seconds
[2025-12-01T20:23:46.440277] [INFO ] [CONFIGURE ] BROS: Average speed: 0.26 features/sec
[2025-12-01T20:23:46.440515] [INFO ] [LOCAL     ] Saved configuration for BROS: 5 features, 90.00% accuracy -> ./output/feature-sets/BROS.json
[2025-12-01T20:23:46.440554] [INFO ] [CONFIGURE ] BROS: Configuration saved successfully: 5 features, 90.00% accuracy.
[2025-12-01T20:23:46.441198] [INFO ] [sig       ] [22/41] BROS OK in 1m 53s. ETA: 7m 32s. Rate: 2.5 sym/min
[2025-12-01T20:23:46.442216] [INFO ] [CONFIGURE ] CGC: Configurate test run.
[2025-12-01T20:23:46.442265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-01T20:23:46.454174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-01T20:23:46.454483] [INFO ] [CONFIGURE ] CGC: Testing with 29 available features
[2025-12-01T20:23:46.454529] [INFO ] [CONFIGURE ] CGC: Establishing baseline with no features...
[2025-12-01T20:23:46.515446] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:46.539180] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:23:46.602650] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:46.625060] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:46.796109] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:23:46.816163] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:46.844710] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:23:46.875738] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:46.967821] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:23:47.027071] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:47.140405] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:47.147473] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:23:47.237919] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:47.238853] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:47.318403] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:47.450734] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:47.452752] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:47.492746] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:47.611204] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:47.665923] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:47.666052] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_pbf_return_2d (score: 20.00%)
[2025-12-01T20:23:47.666862] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Tests: 714/1230 | Remaining: 516 | Rate: 81.7/min
[2025-12-01T20:23:47.666920] [INFO ] [CONFIGURE ] CAKE: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:23:47.666957] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_pbf_volatility_5d']
[2025-12-01T20:23:47.670004] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:23:47.764009] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:47.844868] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:47.849371] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:47.992014] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:47.992153] [INFO ] [CONFIGURE ] CAE: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-12-01T20:23:47.992983] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Tests: 715/1230 | Remaining: 515 | Rate: 81.8/min
[2025-12-01T20:23:47.993035] [INFO ] [CONFIGURE ] CAE: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:23:47.993067] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-12-01T20:23:48.019568] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:23:48.033171] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:48.075507] [DEBUG] [FORECASTER] BYRN: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:48.195970] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:48.196096] [INFO ] [CONFIGURE ] CGC: Baseline score (no features): 60.00%
[2025-12-01T20:23:48.196486] [INFO ] [CONFIGURE ] CGC: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:23:48.196533] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:23:48.216570] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:48.334785] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:48.382632] [DEBUG] [FORECASTER] BYRN: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:48.382764] [INFO ] [CONFIGURE ] BYRN: DISCARDED add_vwap (score: 50.00%)
[2025-12-01T20:23:48.383542] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Tests: 717/1230 | Remaining: 513 | Rate: 82.0/min
[2025-12-01T20:23:48.383625] [INFO ] [CONFIGURE ] BYRN: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:23:48.383657] [INFO ] [CONFIGURE ] BYRN: Best accuracy: 90.00%
[2025-12-01T20:23:48.383686] [INFO ] [CONFIGURE ] BYRN: Best feature set (3 features): ['add_bollinger_bands', 'add_obv_interval', 'add_order_flow_imbalance']
[2025-12-01T20:23:48.383712] [INFO ] [CONFIGURE ] BYRN: Improvement over baseline: 40.00%
[2025-12-01T20:23:48.383737] [INFO ] [CONFIGURE ] BYRN: Total time: 1.4 minutes
[2025-12-01T20:23:48.383761] [INFO ] [CONFIGURE ] BYRN: Average time per feature: 2.9 seconds
[2025-12-01T20:23:48.383785] [INFO ] [CONFIGURE ] BYRN: Average speed: 0.35 features/sec
[2025-12-01T20:23:48.383993] [INFO ] [LOCAL     ] Saved configuration for BYRN: 3 features, 90.00% accuracy -> ./output/feature-sets/BYRN.json
[2025-12-01T20:23:48.384031] [INFO ] [CONFIGURE ] BYRN: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-12-01T20:23:48.385734] [INFO ] [sig       ] [23/41] BYRN OK in 1m 26s. ETA: 6m 51s. Rate: 2.6 sym/min
[2025-12-01T20:23:48.387194] [INFO ] [CONFIGURE ] CLOA: Configurate test run.
[2025-12-01T20:23:48.387281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-01T20:23:48.398982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-01T20:23:48.399316] [INFO ] [CONFIGURE ] CLOA: Testing with 29 available features
[2025-12-01T20:23:48.399363] [INFO ] [CONFIGURE ] CLOA: Establishing baseline with no features...
[2025-12-01T20:23:48.401736] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:48.411441] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:48.556843] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:23:48.591108] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:48.626477] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:48.681977] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:48.713183] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:48.776811] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:48.842093] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:23:48.870437] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:48.966174] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:49.022378] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:49.024364] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:49.060464] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:49.159759] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:49.180018] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:49.278016] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:49.337200] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:49.352078] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:49.363950] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:49.492691] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:49.494989] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:49.540899] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:49.541034] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_pbf_volatility_5d (score: 20.00%)
[2025-12-01T20:23:49.541857] [INFO ] [CONFIGURE ] JOB ETA: 6.3m | Tests: 718/1230 | Remaining: 512 | Rate: 81.9/min
[2025-12-01T20:23:49.541909] [INFO ] [CONFIGURE ] CAKE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:23:49.541941] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_pbf_vs_sma_5']
[2025-12-01T20:23:49.653336] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:49.702733] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:49.707273] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:23:49.721003] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:49.810911] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:49.906377] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:49.924319] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:49.967815] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:49.967934] [INFO ] [CONFIGURE ] CLOA: Baseline score (no features): 60.00%
[2025-12-01T20:23:49.968350] [INFO ] [CONFIGURE ] CLOA: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:23:49.968397] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:23:50.039559] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:50.084559] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:50.141160] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:23:50.158405] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:23:50.265328] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:50.347022] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:50.355955] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:50.356089] [INFO ] [CONFIGURE ] CGC: KEPT add_bollinger_bands (score: 70.00%)
[2025-12-01T20:23:50.356893] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Tests: 720/1230 | Remaining: 510 | Rate: 82.0/min
[2025-12-01T20:23:50.356946] [INFO ] [CONFIGURE ] CGC: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:23:50.356980] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:23:50.376691] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:50.447747] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:50.544628] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:50.626543] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:50.631620] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:50.741209] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:50.745038] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:50.816209] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:50.890876] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:50.939566] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:50.999860] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:51.088751] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:51.138108] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:51.156747] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:51.184204] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:51.333850] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:51.368640] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:51.368792] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-12-01T20:23:51.369629] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Tests: 721/1230 | Remaining: 509 | Rate: 82.0/min
[2025-12-01T20:23:51.369681] [INFO ] [CONFIGURE ] CAKE: Testing feature 20/29: add_price_rejection
[2025-12-01T20:23:51.369712] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_price_rejection']
[2025-12-01T20:23:51.425052] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:51.427675] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:51.427819] [INFO ] [CONFIGURE ] CAE: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-12-01T20:23:51.428671] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Tests: 722/1230 | Remaining: 508 | Rate: 82.1/min
[2025-12-01T20:23:51.428723] [INFO ] [CONFIGURE ] CAE: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:23:51.428756] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-12-01T20:23:51.526430] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:51.573726] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:51.694447] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:23:51.720820] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:51.762510] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:51.780813] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:23:51.919460] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:51.919633] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_bollinger_bands (score: 60.00%)
[2025-12-01T20:23:51.920461] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Tests: 723/1230 | Remaining: 507 | Rate: 82.1/min
[2025-12-01T20:23:51.920512] [INFO ] [CONFIGURE ] CLOA: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:23:51.920543] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:23:51.968187] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:51.989012] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:52.116873] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:52.121122] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:23:52.195606] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:52.237737] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:23:52.322697] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:52.404488] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:52.453242] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:52.508221] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:52.526861] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:23:52.613689] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:52.730456] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:52.776120] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:23:52.784044] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:52.820570] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:52.940498] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:53.028354] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:53.043805] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:53.043937] [INFO ] [CONFIGURE ] CGC: DISCARDED add_cumulative_delta (score: 70.00%)
[2025-12-01T20:23:53.044742] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Tests: 724/1230 | Remaining: 506 | Rate: 82.0/min
[2025-12-01T20:23:53.044793] [INFO ] [CONFIGURE ] CGC: Testing feature 3/29: add_daily_returns
[2025-12-01T20:23:53.044824] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-12-01T20:23:53.136286] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:53.142854] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:53.236270] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:23:53.274256] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:53.352696] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:53.444086] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:53.444222] [INFO ] [CONFIGURE ] CAKE: KEPT add_price_rejection (score: 50.00%)
[2025-12-01T20:23:53.445076] [INFO ] [CONFIGURE ] JOB ETA: 6.2m | Tests: 725/1230 | Remaining: 505 | Rate: 82.1/min
[2025-12-01T20:23:53.445129] [INFO ] [CONFIGURE ] CAKE: Testing feature 21/29: add_range_position
[2025-12-01T20:23:53.445162] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_price_rejection', 'add_range_position']
[2025-12-01T20:23:53.478810] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:53.503102] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:53.560850] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:53.708211] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:53.730734] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:23:53.780692] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:53.814225] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:23:53.960794] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:53.961836] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:53.989317] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:53.989455] [INFO ] [CONFIGURE ] CLOA: KEPT add_cumulative_delta (score: 70.00%)
[2025-12-01T20:23:53.990345] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Tests: 726/1230 | Remaining: 504 | Rate: 82.1/min
[2025-12-01T20:23:53.990397] [INFO ] [CONFIGURE ] CLOA: Testing feature 3/29: add_daily_returns
[2025-12-01T20:23:53.990430] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-12-01T20:23:54.156342] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:54.190518] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:54.209659] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:23:54.215036] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:54.421600] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:54.431622] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:54.467614] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:54.503366] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:54.652878] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:54.653490] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:23:54.720172] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:54.848515] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:23:54.848697] [INFO ] [CONFIGURE ] CAE: KEPT add_pbf_vs_sma_5 (score: 80.00%)
[2025-12-01T20:23:54.849556] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Tests: 727/1230 | Remaining: 503 | Rate: 82.1/min
[2025-12-01T20:23:54.849626] [INFO ] [CONFIGURE ] CAE: Testing feature 20/29: add_price_rejection
[2025-12-01T20:23:54.849969] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_price_rejection']
[2025-12-01T20:23:54.873938] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:54.880417] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:54.974894] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:55.091848] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:55.108180] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:55.216291] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:55.230513] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:23:55.310476] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:55.338425] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:55.338557] [INFO ] [CONFIGURE ] CGC: DISCARDED add_daily_returns (score: 60.00%)
[2025-12-01T20:23:55.339383] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Tests: 728/1230 | Remaining: 502 | Rate: 82.1/min
[2025-12-01T20:23:55.339434] [INFO ] [CONFIGURE ] CGC: Testing feature 4/29: add_ema
[2025-12-01T20:23:55.339466] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-12-01T20:23:55.488458] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:55.530859] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:55.581568] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:55.598552] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:55.746267] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:55.754007] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:55.860725] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:55.948532] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:55.975711] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:56.004823] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:56.004966] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_range_position (score: 30.00%)
[2025-12-01T20:23:56.005783] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Tests: 729/1230 | Remaining: 501 | Rate: 82.1/min
[2025-12-01T20:23:56.005836] [INFO ] [CONFIGURE ] CAKE: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:23:56.005868] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_price_rejection', 'add_realized_volatility']
[2025-12-01T20:23:56.122032] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:23:56.201620] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:56.201772] [INFO ] [CONFIGURE ] CLOA: KEPT add_daily_returns (score: 80.00%)
[2025-12-01T20:23:56.202616] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Tests: 730/1230 | Remaining: 500 | Rate: 82.2/min
[2025-12-01T20:23:56.202671] [INFO ] [CONFIGURE ] CLOA: Testing feature 4/29: add_ema
[2025-12-01T20:23:56.202705] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-12-01T20:23:56.312177] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:56.318059] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:56.381114] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:56.481398] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:23:56.635004] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:23:56.644996] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:56.676634] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:56.782166] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:56.909859] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:56.953103] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:23:57.041354] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:57.082300] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:23:57.178368] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:57.279112] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:23:57.347349] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:57.424133] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:23:57.447972] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:57.601430] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:23:57.613631] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:23:57.714929] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:23:57.789316] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:23:57.877217] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:57.930626] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:57.982964] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:23:57.983111] [INFO ] [CONFIGURE ] CGC: DISCARDED add_ema (score: 60.00%)
[2025-12-01T20:23:57.983929] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Tests: 731/1230 | Remaining: 499 | Rate: 82.1/min
[2025-12-01T20:23:57.983980] [INFO ] [CONFIGURE ] CGC: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:23:57.984013] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:23:58.182667] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:58.249655] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:58.267213] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:23:58.284191] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:23:58.480331] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:58.620440] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:58.669100] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:23:58.707180] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:23:58.707370] [INFO ] [CONFIGURE ] CAE: DISCARDED add_price_rejection (score: 60.00%)
[2025-12-01T20:23:58.708719] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Tests: 732/1230 | Remaining: 498 | Rate: 82.1/min
[2025-12-01T20:23:58.708793] [INFO ] [CONFIGURE ] CAE: Testing feature 21/29: add_range_position
[2025-12-01T20:23:58.708848] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_range_position']
[2025-12-01T20:23:58.824175] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:23:58.922468] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:23:59.083235] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:23:59.121330] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:59.121511] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_ema (score: 80.00%)
[2025-12-01T20:23:59.122371] [INFO ] [CONFIGURE ] JOB ETA: 6.1m | Tests: 733/1230 | Remaining: 497 | Rate: 82.1/min
[2025-12-01T20:23:59.122427] [INFO ] [CONFIGURE ] CLOA: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:23:59.122461] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:23:59.188026] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:59.209814] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:23:59.425752] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:23:59.466907] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:23:59.467074] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_realized_volatility (score: 40.00%)
[2025-12-01T20:23:59.467883] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 734/1230 | Remaining: 496 | Rate: 82.2/min
[2025-12-01T20:23:59.467936] [INFO ] [CONFIGURE ] CAKE: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:23:59.467968] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_price_rejection', 'add_recent_range_context']
[2025-12-01T20:23:59.509338] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:23:59.575886] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:23:59.691052] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:23:59.720873] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:23:59.790023] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:23:59.913098] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:23:59.954884] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:00.002005] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:00.073703] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:00.136473] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:24:00.284935] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:00.362990] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:24:00.377908] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:00.418058] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:00.715151] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:00.718053] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:00.817270] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:24:00.853978] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:00.991073] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:00.991202] [INFO ] [CONFIGURE ] CGC: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-12-01T20:24:00.992000] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 735/1230 | Remaining: 495 | Rate: 82.0/min
[2025-12-01T20:24:00.992051] [INFO ] [CONFIGURE ] CGC: Testing feature 6/29: add_failed_moves
[2025-12-01T20:24:00.992093] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-12-01T20:24:01.100971] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:01.108410] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:01.216060] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:01.240352] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:01.381534] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:01.450973] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:01.482656] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:01.662173] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:24:01.668254] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:01.682159] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:01.728963] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:01.913895] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:01.956121] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:01.959701] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:24:02.065970] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:02.151060] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:02.196045] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:02.196196] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_recent_range_context (score: 30.00%)
[2025-12-01T20:24:02.197066] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 736/1230 | Remaining: 494 | Rate: 82.0/min
[2025-12-01T20:24:02.197122] [INFO ] [CONFIGURE ] CAKE: Testing feature 24/29: add_rsi
[2025-12-01T20:24:02.197156] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_price_rejection', 'add_ema', 'add_rsi']
[2025-12-01T20:24:02.231967] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:02.232108] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-12-01T20:24:02.232900] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 737/1230 | Remaining: 493 | Rate: 82.1/min
[2025-12-01T20:24:02.232950] [INFO ] [CONFIGURE ] CLOA: Testing feature 6/29: add_failed_moves
[2025-12-01T20:24:02.232982] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_failed_moves']
[2025-12-01T20:24:02.385367] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:02.453400] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:02.453768] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:02.497664] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:02.611220] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:02.673282] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:02.789854] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:24:02.836029] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:02.846081] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:24:02.846236] [INFO ] [CONFIGURE ] CAE: DISCARDED add_range_position (score: 60.00%)
[2025-12-01T20:24:02.847000] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 738/1230 | Remaining: 492 | Rate: 82.1/min
[2025-12-01T20:24:02.847054] [INFO ] [CONFIGURE ] CAE: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:24:02.847088] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_realized_volatility']
[2025-12-01T20:24:02.895494] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:03.062560] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:03.071462] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:24:03.121238] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:03.288600] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:03.288744] [INFO ] [CONFIGURE ] CGC: DISCARDED add_failed_moves (score: 70.00%)
[2025-12-01T20:24:03.288984] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:03.289597] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 739/1230 | Remaining: 491 | Rate: 82.1/min
[2025-12-01T20:24:03.289651] [INFO ] [CONFIGURE ] CGC: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:24:03.289683] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-12-01T20:24:03.351791] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:03.356267] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:24:03.505207] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:03.580635] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:03.639187] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:03.723269] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:03.738443] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:24:03.802802] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:03.919759] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:03.941702] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:04.026151] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:04.173896] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:04.195755] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:04.202600] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:04.251845] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:04.401275] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:04.476472] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:04.476630] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_failed_moves (score: 80.00%)
[2025-12-01T20:24:04.477421] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 740/1230 | Remaining: 490 | Rate: 82.1/min
[2025-12-01T20:24:04.477472] [INFO ] [CONFIGURE ] CLOA: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:24:04.477503] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_lag_shelf']
[2025-12-01T20:24:04.490033] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:04.628348] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:04.662345] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:04.696950] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:04.791496] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:24:04.851847] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:04.913263] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:05.073434] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:05.079373] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:05.079513] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_rsi (score: 50.00%)
[2025-12-01T20:24:05.080361] [INFO ] [CONFIGURE ] JOB ETA: 6.0m | Tests: 741/1230 | Remaining: 489 | Rate: 82.1/min
[2025-12-01T20:24:05.080428] [INFO ] [CONFIGURE ] CAKE: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:24:05.080461] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_price_rejection', 'add_tick_distribution']
[2025-12-01T20:24:05.122787] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:05.132917] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:05.294509] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:05.301234] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:05.349562] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:05.516083] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:05.516212] [INFO ] [CONFIGURE ] CGC: DISCARDED add_lag_shelf (score: 70.00%)
[2025-12-01T20:24:05.516988] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Tests: 742/1230 | Remaining: 488 | Rate: 82.1/min
[2025-12-01T20:24:05.517039] [INFO ] [CONFIGURE ] CGC: Testing feature 8/29: add_macd
[2025-12-01T20:24:05.517072] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-12-01T20:24:05.525679] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:24:05.565722] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:05.582636] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:05.753068] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:24:05.784267] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:05.841967] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:05.973758] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:24:06.005193] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:06.054438] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:24:06.172455] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:06.200334] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:24:06.237137] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:06.419294] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:06.466015] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:06.497773] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:06.526056] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:06.637481] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:06.685815] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:06.685953] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_lag_shelf (score: 80.00%)
[2025-12-01T20:24:06.686763] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Tests: 743/1230 | Remaining: 487 | Rate: 82.1/min
[2025-12-01T20:24:06.686816] [INFO ] [CONFIGURE ] CLOA: Testing feature 8/29: add_macd
[2025-12-01T20:24:06.686850] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-12-01T20:24:06.833091] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:06.857044] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:06.979065] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:07.004489] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:24:07.103410] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:24:07.156076] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:07.315074] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:07.331155] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:07.331290] [INFO ] [CONFIGURE ] CAKE: KEPT add_tick_distribution (score: 60.00%)
[2025-12-01T20:24:07.332116] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Tests: 744/1230 | Remaining: 486 | Rate: 82.1/min
[2025-12-01T20:24:07.332168] [INFO ] [CONFIGURE ] CAKE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:24:07.332200] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_price_rejection', 'add_tick_distribution', 'add_volume_momentum_confirmation']
[2025-12-01T20:24:07.438493] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:24:07.438668] [INFO ] [CONFIGURE ] CAE: DISCARDED add_realized_volatility (score: 50.00%)
[2025-12-01T20:24:07.439449] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Tests: 745/1230 | Remaining: 485 | Rate: 82.2/min
[2025-12-01T20:24:07.439500] [INFO ] [CONFIGURE ] CAE: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:24:07.439532] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_recent_range_context']
[2025-12-01T20:24:07.488907] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:07.566721] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:07.625559] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:07.793625] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:07.801069] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:24:07.819176] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:07.932717] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:08.036874] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:24:08.146562] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:08.147054] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:08.246916] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:08.272242] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:24:08.484815] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:24:08.508887] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:08.511420] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:24:08.555049] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:08.749620] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:08.820930] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:08.821071] [INFO ] [CONFIGURE ] CGC: DISCARDED add_macd (score: 50.00%)
[2025-12-01T20:24:08.821839] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Tests: 746/1230 | Remaining: 484 | Rate: 82.1/min
[2025-12-01T20:24:08.821889] [INFO ] [CONFIGURE ] CGC: Testing feature 9/29: add_mfi
[2025-12-01T20:24:08.821921] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-12-01T20:24:08.866140] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:08.872830] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:08.990526] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:09.055471] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:09.179704] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:09.238866] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:09.240639] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:09.289146] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:09.488491] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:09.499046] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:09.520416] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:09.609535] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:09.755790] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:09.763810] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:09.763964] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_volume_momentum_confirmation (score: 40.00%)
[2025-12-01T20:24:09.764828] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Tests: 747/1230 | Remaining: 483 | Rate: 82.1/min
[2025-12-01T20:24:09.764882] [INFO ] [CONFIGURE ] CAKE: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:24:09.764919] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_price_rejection', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-12-01T20:24:09.800019] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:09.800162] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_macd (score: 70.00%)
[2025-12-01T20:24:09.801044] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Tests: 748/1230 | Remaining: 482 | Rate: 82.2/min
[2025-12-01T20:24:09.801095] [INFO ] [CONFIGURE ] CLOA: Testing feature 9/29: add_mfi
[2025-12-01T20:24:09.801127] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_mfi']
[2025-12-01T20:24:09.979425] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:24:09.989884] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:10.027878] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:10.025841] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:10.228190] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:10.257196] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:10.293372] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:24:10.352485] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:10.463818] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:10.487415] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:10.550485] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:24:10.699466] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:10.721025] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:10.721302] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:10.801735] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:24:10.932371] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:10.955916] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:11.057331] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:11.089150] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:24:11.089294] [INFO ] [CONFIGURE ] CAE: DISCARDED add_recent_range_context (score: 50.00%)
[2025-12-01T20:24:11.090139] [INFO ] [CONFIGURE ] JOB ETA: 5.9m | Tests: 749/1230 | Remaining: 481 | Rate: 82.1/min
[2025-12-01T20:24:11.090194] [INFO ] [CONFIGURE ] CAE: Testing feature 24/29: add_rsi
[2025-12-01T20:24:11.090228] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_ema', 'add_rsi']
[2025-12-01T20:24:11.172018] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:11.172183] [INFO ] [CONFIGURE ] CGC: DISCARDED add_mfi (score: 70.00%)
[2025-12-01T20:24:11.173000] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 750/1230 | Remaining: 480 | Rate: 82.2/min
[2025-12-01T20:24:11.173053] [INFO ] [CONFIGURE ] CGC: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:24:11.173086] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:24:11.210508] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:11.314854] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:11.441650] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:11.483593] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:11.500668] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:11.564735] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:11.680663] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:11.797239] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:11.819985] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:11.922693] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:11.926092] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:12.074139] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:24:12.109518] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:12.165526] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:12.165696] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_mfi (score: 80.00%)
[2025-12-01T20:24:12.166502] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 751/1230 | Remaining: 479 | Rate: 82.1/min
[2025-12-01T20:24:12.166554] [INFO ] [CONFIGURE ] CLOA: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:24:12.166620] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:24:12.328723] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:12.328860] [INFO ] [CONFIGURE ] CAKE: KEPT add_volume_price_divergence (score: 70.00%)
[2025-12-01T20:24:12.329675] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 752/1230 | Remaining: 478 | Rate: 82.2/min
[2025-12-01T20:24:12.329726] [INFO ] [CONFIGURE ] CAKE: Testing feature 28/29: add_volume_profile
[2025-12-01T20:24:12.329760] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_price_rejection', 'add_tick_distribution', 'add_volume_price_divergence', 'add_volume_profile']
[2025-12-01T20:24:12.342705] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:12.421653] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:12.478959] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:24:12.612070] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:12.729327] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:12.772542] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:24:12.786809] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:12.898479] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:24:13.039132] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:13.099757] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:13.182336] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:13.185281] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:24:13.366566] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:13.403839] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:13.462826] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:24:13.594223] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:13.682533] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:13.713946] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:13.747248] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:13.997133] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:24:14.011179] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:24:14.022439] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:14.028871] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:14.314764] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:14.328221] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:14.328398] [INFO ] [CONFIGURE ] CGC: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-12-01T20:24:14.329389] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 753/1230 | Remaining: 477 | Rate: 82.0/min
[2025-12-01T20:24:14.329446] [INFO ] [CONFIGURE ] CGC: Testing feature 11/29: add_obv_daily
[2025-12-01T20:24:14.329480] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-12-01T20:24:14.332458] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:14.424213] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:14.591933] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:14.602002] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:14.639189] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:14.833949] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:14.846169] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:14.896604] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:24:14.949176] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:15.101840] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:15.188529] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:15.188804] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_volume_profile (score: 70.00%)
[2025-12-01T20:24:15.189656] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 754/1230 | Remaining: 476 | Rate: 82.0/min
[2025-12-01T20:24:15.189713] [INFO ] [CONFIGURE ] CAKE: Testing feature 29/29: add_vwap
[2025-12-01T20:24:15.189746] [INFO ] [CONFIGURE ] CAKE: Testing with features: ['add_price_rejection', 'add_tick_distribution', 'add_volume_price_divergence', 'add_vwap']
[2025-12-01T20:24:15.242168] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:24:15.242308] [INFO ] [CONFIGURE ] CAE: DISCARDED add_rsi (score: 60.00%)
[2025-12-01T20:24:15.243123] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 755/1230 | Remaining: 475 | Rate: 82.1/min
[2025-12-01T20:24:15.243173] [INFO ] [CONFIGURE ] CAE: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:24:15.243206] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_tick_distribution']
[2025-12-01T20:24:15.258050] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:15.258185] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-12-01T20:24:15.259024] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 756/1230 | Remaining: 474 | Rate: 82.2/min
[2025-12-01T20:24:15.259074] [INFO ] [CONFIGURE ] CLOA: Testing feature 11/29: add_obv_daily
[2025-12-01T20:24:15.259106] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_daily']
[2025-12-01T20:24:15.358071] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:15.478819] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:15.503119] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:15.591384] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:15.614839] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:15.746785] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:15.770920] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:24:15.865371] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:15.936114] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:15.995310] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:16.064398] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:24:16.118436] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:16.246428] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:16.281657] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:16.351473] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:24:16.371702] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:16.492879] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:16.626500] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:16.629439] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:24:16.641305] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:16.734241] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:16.885256] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:16.885392] [INFO ] [CONFIGURE ] CGC: DISCARDED add_obv_daily (score: 50.00%)
[2025-12-01T20:24:16.886214] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 757/1230 | Remaining: 473 | Rate: 82.1/min
[2025-12-01T20:24:16.886266] [INFO ] [CONFIGURE ] CGC: Testing feature 12/29: add_obv_interval
[2025-12-01T20:24:16.886299] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-12-01T20:24:16.928037] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:16.975988] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:16.978830] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:17.122830] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:17.212018] [DEBUG] [FORECASTER] CAKE: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:24:17.225531] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:17.334443] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:17.361320] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:17.469114] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:17.498423] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:17.598489] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:17.687717] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:24:17.713720] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:17.713852] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_obv_daily (score: 80.00%)
[2025-12-01T20:24:17.714664] [INFO ] [CONFIGURE ] JOB ETA: 5.8m | Tests: 758/1230 | Remaining: 472 | Rate: 82.1/min
[2025-12-01T20:24:17.714715] [INFO ] [CONFIGURE ] CLOA: Testing feature 12/29: add_obv_interval
[2025-12-01T20:24:17.714747] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_obv_interval']
[2025-12-01T20:24:17.782207] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:17.831301] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:17.942446] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:18.036644] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:18.067861] [DEBUG] [FORECASTER] CAKE: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:18.068008] [INFO ] [CONFIGURE ] CAKE: DISCARDED add_vwap (score: 70.00%)
[2025-12-01T20:24:18.068892] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Tests: 759/1230 | Remaining: 471 | Rate: 82.1/min
[2025-12-01T20:24:18.068946] [INFO ] [CONFIGURE ] CAKE: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:24:18.068976] [INFO ] [CONFIGURE ] CAKE: Best accuracy: 70.00%
[2025-12-01T20:24:18.069006] [INFO ] [CONFIGURE ] CAKE: Best feature set (3 features): ['add_price_rejection', 'add_tick_distribution', 'add_volume_price_divergence']
[2025-12-01T20:24:18.069032] [INFO ] [CONFIGURE ] CAKE: Improvement over baseline: 30.00%
[2025-12-01T20:24:18.069056] [INFO ] [CONFIGURE ] CAKE: Total time: 1.1 minutes
[2025-12-01T20:24:18.069080] [INFO ] [CONFIGURE ] CAKE: Average time per feature: 2.3 seconds
[2025-12-01T20:24:18.069104] [INFO ] [CONFIGURE ] CAKE: Average speed: 0.43 features/sec
[2025-12-01T20:24:18.069315] [INFO ] [LOCAL     ] Saved configuration for CAKE: 3 features, 70.00% accuracy -> ./output/feature-sets/CAKE.json
[2025-12-01T20:24:18.069354] [INFO ] [CONFIGURE ] CAKE: Configuration saved successfully: 3 features, 70.00% accuracy.
[2025-12-01T20:24:18.068354] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:18.069848] [INFO ] [sig       ] [24/41] CAKE OK in 1m 10s. ETA: 6m 33s. Rate: 2.6 sym/min
[2025-12-01T20:24:18.076835] [INFO ] [CONFIGURE ] COPP: Configurate test run.
[2025-12-01T20:24:18.076887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-01T20:24:18.124974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-01T20:24:18.125458] [INFO ] [CONFIGURE ] COPP: Testing with 29 available features
[2025-12-01T20:24:18.125509] [INFO ] [CONFIGURE ] COPP: Establishing baseline with no features...
[2025-12-01T20:24:18.173017] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:18.294849] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:18.310193] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:18.387564] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:18.405365] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:18.467612] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:24:18.546038] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:18.634304] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:18.637042] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:18.737670] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:24:18.737812] [INFO ] [CONFIGURE ] CAE: DISCARDED add_tick_distribution (score: 50.00%)
[2025-12-01T20:24:18.738669] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Tests: 760/1230 | Remaining: 470 | Rate: 82.1/min
[2025-12-01T20:24:18.738732] [INFO ] [CONFIGURE ] CAE: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:24:18.738770] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_volume_momentum_confirmation']
[2025-12-01T20:24:18.782008] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:18.809150] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:24:18.865795] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:18.983301] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:24:19.022343] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:19.097394] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:19.103913] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:19.159803] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:19.271785] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:19.271917] [INFO ] [CONFIGURE ] CGC: DISCARDED add_obv_interval (score: 70.00%)
[2025-12-01T20:24:19.272723] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Tests: 761/1230 | Remaining: 469 | Rate: 82.2/min
[2025-12-01T20:24:19.272774] [INFO ] [CONFIGURE ] CGC: Testing feature 13/29: add_opening_strength
[2025-12-01T20:24:19.272807] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:24:19.339475] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:19.339595] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:24:19.453478] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:19.524272] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:19.547695] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:19.572958] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:19.710394] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:24:19.811329] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:19.817979] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:19.829856] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:19.891088] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:24:19.891210] [INFO ] [CONFIGURE ] COPP: Baseline score (no features): 30.00%
[2025-12-01T20:24:19.891631] [INFO ] [CONFIGURE ] COPP: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:24:19.891678] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:24:20.047255] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:20.047384] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_obv_interval (score: 80.00%)
[2025-12-01T20:24:20.048189] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Tests: 763/1230 | Remaining: 467 | Rate: 82.3/min
[2025-12-01T20:24:20.048240] [INFO ] [CONFIGURE ] CLOA: Testing feature 13/29: add_opening_strength
[2025-12-01T20:24:20.048271] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:24:20.101500] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:20.115835] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:20.182370] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:24:20.288130] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:24:20.337277] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:24:20.375394] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:20.534436] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:24:20.549477] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:20.558977] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:20.647699] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:20.778231] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:24:20.783242] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:20.908646] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:20.942107] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:20.999522] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:24:21.034149] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:21.218864] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:21.223049] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:21.265540] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:24:21.287155] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:21.435549] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:21.500733] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:21.534945] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:21.623290] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:21.655691] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:21.778151] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:24:21.783614] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:21.875519] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:21.992038] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:22.035111] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:22.086947] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:22.087102] [INFO ] [CONFIGURE ] CGC: DISCARDED add_opening_strength (score: 60.00%)
[2025-12-01T20:24:22.087960] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Tests: 764/1230 | Remaining: 466 | Rate: 82.1/min
[2025-12-01T20:24:22.088017] [INFO ] [CONFIGURE ] CGC: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:24:22.088050] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-12-01T20:24:22.092521] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:24:22.092699] [INFO ] [CONFIGURE ] COPP: KEPT add_bollinger_bands (score: 40.00%)
[2025-12-01T20:24:22.093529] [INFO ] [CONFIGURE ] JOB ETA: 5.7m | Tests: 765/1230 | Remaining: 465 | Rate: 82.2/min
[2025-12-01T20:24:22.093597] [INFO ] [CONFIGURE ] COPP: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:24:22.093632] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:24:22.284024] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:22.342017] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:22.349288] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:24:22.349430] [INFO ] [CONFIGURE ] CAE: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-12-01T20:24:22.350297] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Tests: 766/1230 | Remaining: 464 | Rate: 82.2/min
[2025-12-01T20:24:22.350352] [INFO ] [CONFIGURE ] CAE: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:24:22.350386] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_volume_price_divergence']
[2025-12-01T20:24:22.351467] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:22.536880] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:22.537017] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_opening_strength (score: 60.00%)
[2025-12-01T20:24:22.538224] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Tests: 767/1230 | Remaining: 463 | Rate: 82.3/min
[2025-12-01T20:24:22.538276] [INFO ] [CONFIGURE ] CLOA: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:24:22.538334] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-12-01T20:24:22.590204] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:22.617360] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:22.716553] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:22.788705] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:22.842064] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:22.892771] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:23.044282] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:23.083723] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:23.091183] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:23.165225] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:24:23.296950] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:23.340199] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:23.438237] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:24:23.454444] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:23.549326] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:23.589313] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:23.701660] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:23.802051] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:23.831695] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:23.840842] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:23.968850] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:24:24.053498] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:24.090445] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:24.204547] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:24.241806] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:24.308931] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:24.344901] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:24.522597] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:24.585001] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:24.590258] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:24.595743] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:24.595893] [INFO ] [CONFIGURE ] CGC: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-12-01T20:24:24.596715] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Tests: 768/1230 | Remaining: 462 | Rate: 82.1/min
[2025-12-01T20:24:24.596766] [INFO ] [CONFIGURE ] CGC: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:24:24.596798] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-12-01T20:24:24.798961] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:24:24.799122] [INFO ] [CONFIGURE ] COPP: KEPT add_cumulative_delta (score: 50.00%)
[2025-12-01T20:24:24.799998] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Tests: 769/1230 | Remaining: 461 | Rate: 82.2/min
[2025-12-01T20:24:24.800053] [INFO ] [CONFIGURE ] COPP: Testing feature 3/29: add_daily_returns
[2025-12-01T20:24:24.800087] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-12-01T20:24:24.832808] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:24.842164] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:24.965631] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:24:25.058174] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:25.082593] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:25.092479] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:25.092629] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-12-01T20:24:25.093439] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Tests: 770/1230 | Remaining: 460 | Rate: 82.3/min
[2025-12-01T20:24:25.093488] [INFO ] [CONFIGURE ] CLOA: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:24:25.093520] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-12-01T20:24:25.289796] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:25.317036] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:25.344824] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:25.371387] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:24:25.518315] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:25.542032] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:25.660078] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:25.724730] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:25.744225] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:25.767599] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:25.939431] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:24:25.973160] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:25.992966] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:26.103351] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:24:26.103488] [INFO ] [CONFIGURE ] CAE: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-12-01T20:24:26.104263] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Tests: 771/1230 | Remaining: 459 | Rate: 82.2/min
[2025-12-01T20:24:26.104315] [INFO ] [CONFIGURE ] CAE: Testing feature 28/29: add_volume_profile
[2025-12-01T20:24:26.104347] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_volume_profile']
[2025-12-01T20:24:26.203163] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:26.216556] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:24:26.220406] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:26.438162] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:26.459625] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:26.465675] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:26.502326] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:26.679127] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:26.711370] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:26.793511] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:24:26.826884] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:26.907374] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:26.907506] [INFO ] [CONFIGURE ] CGC: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-12-01T20:24:26.908337] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Tests: 772/1230 | Remaining: 458 | Rate: 82.2/min
[2025-12-01T20:24:26.908388] [INFO ] [CONFIGURE ] CGC: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:24:26.908420] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-12-01T20:24:26.938051] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:27.074624] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:27.145628] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:27.164952] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:27.185396] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:27.373241] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:27.389566] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:27.393021] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:27.393150] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-12-01T20:24:27.393900] [INFO ] [CONFIGURE ] JOB ETA: 5.6m | Tests: 773/1230 | Remaining: 457 | Rate: 82.3/min
[2025-12-01T20:24:27.393950] [INFO ] [CONFIGURE ] CLOA: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:24:27.393982] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-12-01T20:24:27.543040] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:27.634737] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:27.637862] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:27.673080] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:24:27.673220] [INFO ] [CONFIGURE ] COPP: DISCARDED add_daily_returns (score: 30.00%)
[2025-12-01T20:24:27.674028] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 774/1230 | Remaining: 456 | Rate: 82.3/min
[2025-12-01T20:24:27.674079] [INFO ] [CONFIGURE ] COPP: Testing feature 4/29: add_ema
[2025-12-01T20:24:27.674112] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-12-01T20:24:27.875813] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:27.885948] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:27.903180] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:27.997523] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:28.113415] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:28.128768] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:28.261161] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:28.318906] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:28.351106] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:28.375397] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:28.590345] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:28.618067] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:24:28.621329] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:28.637597] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:28.835280] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:28.867178] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:28.959461] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:24:28.978514] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:29.076949] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:29.124307] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:29.287136] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:24:29.322769] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:29.345356] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:29.382957] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:29.383130] [INFO ] [CONFIGURE ] CGC: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-12-01T20:24:29.384000] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 775/1230 | Remaining: 455 | Rate: 82.2/min
[2025-12-01T20:24:29.384053] [INFO ] [CONFIGURE ] CGC: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:24:29.384087] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-12-01T20:24:29.569886] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:29.613426] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:29.631999] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:29.707459] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:24:29.707645] [INFO ] [CONFIGURE ] CAE: DISCARDED add_volume_profile (score: 60.00%)
[2025-12-01T20:24:29.708461] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 776/1230 | Remaining: 454 | Rate: 82.2/min
[2025-12-01T20:24:29.708514] [INFO ] [CONFIGURE ] CAE: Testing feature 29/29: add_vwap
[2025-12-01T20:24:29.708546] [INFO ] [CONFIGURE ] CAE: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5', 'add_vwap']
[2025-12-01T20:24:29.817420] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:29.817555] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-12-01T20:24:29.818409] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 777/1230 | Remaining: 453 | Rate: 82.3/min
[2025-12-01T20:24:29.818461] [INFO ] [CONFIGURE ] CLOA: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:24:29.818495] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_return_2d']
[2025-12-01T20:24:29.882203] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:29.951335] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:24:30.058531] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:30.066958] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:30.142984] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:30.300707] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:30.303375] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:30.390971] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:30.422895] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:30.542973] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:30.639018] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:30.656042] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:30.785183] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:30.786233] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:30.905171] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:30.959853] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:24:30.960022] [INFO ] [CONFIGURE ] COPP: DISCARDED add_ema (score: 40.00%)
[2025-12-01T20:24:30.960828] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 778/1230 | Remaining: 452 | Rate: 82.3/min
[2025-12-01T20:24:30.960882] [INFO ] [CONFIGURE ] COPP: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:24:30.960933] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:24:31.032942] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:31.146783] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:31.161026] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:31.278878] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:31.296706] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:31.412114] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:31.516765] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:31.528067] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:31.629596] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:31.666029] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:31.776826] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:31.882468] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:31.919363] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:31.919510] [INFO ] [CONFIGURE ] CGC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-12-01T20:24:31.920397] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 779/1230 | Remaining: 451 | Rate: 82.2/min
[2025-12-01T20:24:31.920449] [INFO ] [CONFIGURE ] CGC: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:24:31.920482] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-12-01T20:24:31.956064] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:32.021503] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:32.162536] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:32.255682] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:24:32.266683] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:32.266821] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-12-01T20:24:32.267651] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 780/1230 | Remaining: 450 | Rate: 82.3/min
[2025-12-01T20:24:32.267704] [INFO ] [CONFIGURE ] CLOA: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:24:32.267737] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-12-01T20:24:32.277958] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:24:32.395292] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:32.486720] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:32.598942] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:24:32.621628] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:32.630367] [DEBUG] [FORECASTER] CAE: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:32.706934] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:32.846049] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:32.923250] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:32.925991] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:32.998720] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:33.069378] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:33.146035] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:33.242449] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:24:33.293066] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:33.364566] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:33.365467] [DEBUG] [FORECASTER] CAE: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:24:33.365633] [INFO ] [CONFIGURE ] CAE: DISCARDED add_vwap (score: 60.00%)
[2025-12-01T20:24:33.366448] [INFO ] [CONFIGURE ] JOB ETA: 5.5m | Tests: 781/1230 | Remaining: 449 | Rate: 82.2/min
[2025-12-01T20:24:33.366500] [INFO ] [CONFIGURE ] CAE: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:24:33.366532] [INFO ] [CONFIGURE ] CAE: Best accuracy: 80.00%
[2025-12-01T20:24:33.366564] [INFO ] [CONFIGURE ] CAE: Best feature set (5 features): ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-12-01T20:24:33.366610] [INFO ] [CONFIGURE ] CAE: Improvement over baseline: 50.00%
[2025-12-01T20:24:33.366637] [INFO ] [CONFIGURE ] CAE: Total time: 1.6 minutes
[2025-12-01T20:24:33.366664] [INFO ] [CONFIGURE ] CAE: Average time per feature: 3.4 seconds
[2025-12-01T20:24:33.366691] [INFO ] [CONFIGURE ] CAE: Average speed: 0.30 features/sec
[2025-12-01T20:24:33.366893] [INFO ] [LOCAL     ] Saved configuration for CAE: 5 features, 80.00% accuracy -> ./output/feature-sets/CAE.json
[2025-12-01T20:24:33.366932] [INFO ] [CONFIGURE ] CAE: Configuration saved successfully: 5 features, 80.00% accuracy.
[2025-12-01T20:24:33.367488] [INFO ] [sig       ] [25/41] CAE OK in 1m 37s. ETA: 6m 5s. Rate: 2.6 sym/min
[2025-12-01T20:24:33.368243] [INFO ] [CONFIGURE ] DAL: Configurate test run.
[2025-12-01T20:24:33.368320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-01T20:24:33.379919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-01T20:24:33.380306] [INFO ] [CONFIGURE ] DAL: Testing with 29 available features
[2025-12-01T20:24:33.380352] [INFO ] [CONFIGURE ] DAL: Establishing baseline with no features...
[2025-12-01T20:24:33.518368] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:33.559511] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:33.570360] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:33.586410] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:33.739476] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:33.747347] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:33.809014] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:33.910249] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:33.925612] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:33.974775] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:34.029360] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:34.105446] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:24:34.200104] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:34.200246] [INFO ] [CONFIGURE ] CGC: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-12-01T20:24:34.201000] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Tests: 782/1230 | Remaining: 448 | Rate: 82.2/min
[2025-12-01T20:24:34.201056] [INFO ] [CONFIGURE ] CGC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:24:34.201087] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-12-01T20:24:34.248728] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:24:34.248885] [INFO ] [CONFIGURE ] COPP: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-12-01T20:24:34.250029] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Tests: 783/1230 | Remaining: 447 | Rate: 82.3/min
[2025-12-01T20:24:34.250094] [INFO ] [CONFIGURE ] COPP: Testing feature 6/29: add_failed_moves
[2025-12-01T20:24:34.250135] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-12-01T20:24:34.253806] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:34.285132] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:34.420087] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:34.459768] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:34.488100] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:34.488241] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-12-01T20:24:34.489379] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Tests: 784/1230 | Remaining: 446 | Rate: 82.4/min
[2025-12-01T20:24:34.489432] [INFO ] [CONFIGURE ] CLOA: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:24:34.489465] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-12-01T20:24:34.526514] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:34.643610] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:34.644160] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:34.716601] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:34.802770] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:34.827183] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:34.860567] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:34.943100] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:35.011413] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:35.072618] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:35.078257] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:35.169844] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:35.195478] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:35.195622] [INFO ] [CONFIGURE ] DAL: Baseline score (no features): 60.00%
[2025-12-01T20:24:35.196060] [INFO ] [CONFIGURE ] DAL: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:24:35.196109] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:24:35.296084] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:35.341679] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:24:35.392132] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:35.420517] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:35.513530] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:35.611047] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:24:35.617735] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:35.647046] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:35.732018] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:35.844101] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:35.872595] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:35.885206] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:35.949550] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:36.066132] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:36.091523] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:36.156500] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:24:36.169754] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:36.285837] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:36.310644] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:36.388447] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:36.388590] [INFO ] [CONFIGURE ] CGC: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-01T20:24:36.389392] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Tests: 786/1230 | Remaining: 444 | Rate: 82.3/min
[2025-12-01T20:24:36.389442] [INFO ] [CONFIGURE ] CGC: Testing feature 20/29: add_price_rejection
[2025-12-01T20:24:36.389474] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-12-01T20:24:36.429882] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:36.505875] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:36.528302] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:36.630257] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:36.707959] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:36.727334] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:36.727477] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-12-01T20:24:36.728346] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Tests: 787/1230 | Remaining: 443 | Rate: 82.4/min
[2025-12-01T20:24:36.728401] [INFO ] [CONFIGURE ] CLOA: Testing feature 20/29: add_price_rejection
[2025-12-01T20:24:36.728434] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_price_rejection']
[2025-12-01T20:24:36.753959] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:36.876490] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:36.970619] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:24:36.971051] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:36.981468] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:24:36.981621] [INFO ] [CONFIGURE ] COPP: DISCARDED add_failed_moves (score: 50.00%)
[2025-12-01T20:24:36.982412] [INFO ] [CONFIGURE ] JOB ETA: 5.4m | Tests: 788/1230 | Remaining: 442 | Rate: 82.4/min
[2025-12-01T20:24:36.982463] [INFO ] [CONFIGURE ] COPP: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:24:36.982494] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-12-01T20:24:37.116531] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:37.191827] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:24:37.206317] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:37.246812] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:37.361016] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:37.419314] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:37.419458] [INFO ] [CONFIGURE ] DAL: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-12-01T20:24:37.420297] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 789/1230 | Remaining: 441 | Rate: 82.5/min
[2025-12-01T20:24:37.420347] [INFO ] [CONFIGURE ] DAL: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:24:37.420379] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:24:37.445970] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:37.511823] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:37.609440] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:37.647012] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:37.684692] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:37.775130] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:37.856087] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:37.871660] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:37.924703] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:38.038568] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:24:38.096467] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:38.103657] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:38.168543] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:38.300386] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:24:38.325219] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:38.348237] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:38.411887] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:38.555713] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:38.583078] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:38.600328] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:38.657113] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:38.785650] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:38.848909] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:38.849045] [INFO ] [CONFIGURE ] CGC: DISCARDED add_price_rejection (score: 60.00%)
[2025-12-01T20:24:38.849876] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 790/1230 | Remaining: 440 | Rate: 82.4/min
[2025-12-01T20:24:38.849927] [INFO ] [CONFIGURE ] CGC: Testing feature 21/29: add_range_position
[2025-12-01T20:24:38.849958] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-12-01T20:24:38.853557] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:24:38.905130] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:39.013718] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:39.106610] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:39.124165] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:39.146568] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:39.146721] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_price_rejection (score: 70.00%)
[2025-12-01T20:24:39.147527] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 791/1230 | Remaining: 439 | Rate: 82.4/min
[2025-12-01T20:24:39.147591] [INFO ] [CONFIGURE ] CLOA: Testing feature 21/29: add_range_position
[2025-12-01T20:24:39.147627] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_range_position']
[2025-12-01T20:24:39.241145] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:39.362532] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:39.397054] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:39.398626] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:24:39.469557] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:24:39.622243] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:39.649861] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:39.665893] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:24:39.666035] [INFO ] [CONFIGURE ] COPP: KEPT add_lag_shelf (score: 60.00%)
[2025-12-01T20:24:39.666875] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 792/1230 | Remaining: 438 | Rate: 82.5/min
[2025-12-01T20:24:39.666934] [INFO ] [CONFIGURE ] COPP: Testing feature 8/29: add_macd
[2025-12-01T20:24:39.666968] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-12-01T20:24:39.700149] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:39.700278] [INFO ] [CONFIGURE ] DAL: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-12-01T20:24:39.701076] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 793/1230 | Remaining: 437 | Rate: 82.6/min
[2025-12-01T20:24:39.701131] [INFO ] [CONFIGURE ] DAL: Testing feature 3/29: add_daily_returns
[2025-12-01T20:24:39.701162] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_daily_returns']
[2025-12-01T20:24:39.880710] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:39.891088] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:39.903029] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:40.047549] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:40.080613] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:40.146307] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:40.155797] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:40.276008] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:40.409797] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:40.412846] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:40.430218] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:24:40.469354] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:40.662429] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:40.671094] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:40.674588] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:40.809623] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:40.855468] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:40.935105] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:40.938397] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:41.049684] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:41.191091] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:24:41.198923] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:41.202535] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:41.245588] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:41.438891] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:24:41.462942] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:41.463097] [INFO ] [CONFIGURE ] CGC: DISCARDED add_range_position (score: 70.00%)
[2025-12-01T20:24:41.463865] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:41.463925] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 794/1230 | Remaining: 436 | Rate: 82.4/min
[2025-12-01T20:24:41.463978] [INFO ] [CONFIGURE ] CGC: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:24:41.464013] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-12-01T20:24:41.576723] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:24:41.635489] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:41.635639] [INFO ] [CONFIGURE ] DAL: DISCARDED add_daily_returns (score: 50.00%)
[2025-12-01T20:24:41.636374] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 795/1230 | Remaining: 435 | Rate: 82.5/min
[2025-12-01T20:24:41.636426] [INFO ] [CONFIGURE ] DAL: Testing feature 4/29: add_ema
[2025-12-01T20:24:41.636459] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_ema']
[2025-12-01T20:24:41.727878] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:41.728032] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_range_position (score: 70.00%)
[2025-12-01T20:24:41.728928] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 796/1230 | Remaining: 434 | Rate: 82.6/min
[2025-12-01T20:24:41.728984] [INFO ] [CONFIGURE ] CLOA: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:24:41.729017] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_realized_volatility']
[2025-12-01T20:24:41.792817] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:41.872989] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:41.960558] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:42.057264] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:42.101130] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:42.117627] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:42.329716] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:42.341529] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:24:42.386167] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:42.451750] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:42.559973] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:42.715317] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:42.723457] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:42.790830] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:42.791397] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:43.028846] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:43.041900] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:43.112108] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:43.128331] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:43.260508] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:43.371299] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:43.464142] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:43.505386] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:24:43.505542] [INFO ] [CONFIGURE ] COPP: DISCARDED add_macd (score: 20.00%)
[2025-12-01T20:24:43.506358] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:43.506453] [INFO ] [CONFIGURE ] JOB ETA: 5.3m | Tests: 797/1230 | Remaining: 433 | Rate: 82.4/min
[2025-12-01T20:24:43.506509] [INFO ] [CONFIGURE ] COPP: Testing feature 9/29: add_mfi
[2025-12-01T20:24:43.506541] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_mfi']
[2025-12-01T20:24:43.704060] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:43.740953] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:24:43.791542] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:43.796123] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:43.975727] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:43.975865] [INFO ] [CONFIGURE ] DAL: DISCARDED add_ema (score: 40.00%)
[2025-12-01T20:24:43.976701] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Tests: 798/1230 | Remaining: 432 | Rate: 82.5/min
[2025-12-01T20:24:43.976752] [INFO ] [CONFIGURE ] DAL: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:24:43.976784] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:24:44.036551] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:44.073034] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:24:44.131940] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:44.209672] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:44.360015] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:44.371461] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:44.442664] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:44.473818] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:44.646441] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:24:44.676731] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:44.707418] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:44.804302] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:44.804450] [INFO ] [CONFIGURE ] CGC: DISCARDED add_realized_volatility (score: 60.00%)
[2025-12-01T20:24:44.805311] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Tests: 799/1230 | Remaining: 431 | Rate: 82.5/min
[2025-12-01T20:24:44.805365] [INFO ] [CONFIGURE ] CGC: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:24:44.805399] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-12-01T20:24:44.910899] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:44.928975] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:24:45.041403] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:45.041550] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_realized_volatility (score: 80.00%)
[2025-12-01T20:24:45.042390] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Tests: 800/1230 | Remaining: 430 | Rate: 82.5/min
[2025-12-01T20:24:45.042442] [INFO ] [CONFIGURE ] CLOA: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:24:45.042476] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_recent_range_context']
[2025-12-01T20:24:45.043541] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:45.146425] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:45.210005] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:45.276096] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:45.277898] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:45.385267] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:45.494927] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:24:45.513612] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:45.513668] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:45.629210] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:45.760402] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:45.763667] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:45.809085] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:45.884059] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:46.036229] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:46.037999] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:46.137236] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:24:46.158905] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:24:46.300128] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:46.321511] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:46.425017] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:46.425228] [INFO ] [CONFIGURE ] DAL: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-12-01T20:24:46.426532] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Tests: 801/1230 | Remaining: 429 | Rate: 82.4/min
[2025-12-01T20:24:46.426627] [INFO ] [CONFIGURE ] DAL: Testing feature 6/29: add_failed_moves
[2025-12-01T20:24:46.426682] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_failed_moves']
[2025-12-01T20:24:46.522388] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:24:46.522586] [INFO ] [CONFIGURE ] COPP: DISCARDED add_mfi (score: 40.00%)
[2025-12-01T20:24:46.523402] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Tests: 802/1230 | Remaining: 428 | Rate: 82.5/min
[2025-12-01T20:24:46.523456] [INFO ] [CONFIGURE ] COPP: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:24:46.523490] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:24:46.582288] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:46.614137] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:46.675752] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:46.859417] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:46.880164] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:46.908146] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:46.927354] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:47.079108] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:47.116304] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:47.184678] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:47.270330] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:24:47.308114] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:47.379539] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:47.379695] [INFO ] [CONFIGURE ] CGC: KEPT add_recent_range_context (score: 80.00%)
[2025-12-01T20:24:47.380553] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Tests: 803/1230 | Remaining: 427 | Rate: 82.5/min
[2025-12-01T20:24:47.380619] [INFO ] [CONFIGURE ] CGC: Testing feature 24/29: add_rsi
[2025-12-01T20:24:47.380654] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-12-01T20:24:47.424459] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:47.458617] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:47.651767] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:47.665234] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:47.665372] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_recent_range_context (score: 80.00%)
[2025-12-01T20:24:47.666179] [INFO ] [CONFIGURE ] JOB ETA: 5.2m | Tests: 804/1230 | Remaining: 426 | Rate: 82.6/min
[2025-12-01T20:24:47.666231] [INFO ] [CONFIGURE ] CLOA: Testing feature 24/29: add_rsi
[2025-12-01T20:24:47.666263] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-12-01T20:24:47.677074] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:47.681639] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:47.846765] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:47.951370] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:47.982238] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:48.040624] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:48.064654] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:24:48.243652] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:48.267362] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:24:48.289789] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:48.433621] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:24:48.466061] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:48.466205] [INFO ] [CONFIGURE ] DAL: DISCARDED add_failed_moves (score: 50.00%)
[2025-12-01T20:24:48.467056] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Tests: 805/1230 | Remaining: 425 | Rate: 82.6/min
[2025-12-01T20:24:48.467109] [INFO ] [CONFIGURE ] DAL: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:24:48.467142] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_lag_shelf']
[2025-12-01T20:24:48.542836] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:48.609562] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:48.650037] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:48.793229] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:48.827815] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:48.843757] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:48.925896] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:49.007256] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:49.140299] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:49.153201] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:24:49.187459] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:24:49.240457] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:49.366044] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:49.437818] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:49.512888] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:49.543947] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:49.546546] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:49.725941] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:49.729344] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:49.859299] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:49.882100] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:49.924560] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:50.014022] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:50.109012] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:50.178894] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:50.267159] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:24:50.267298] [INFO ] [CONFIGURE ] COPP: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-12-01T20:24:50.268138] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Tests: 806/1230 | Remaining: 424 | Rate: 82.4/min
[2025-12-01T20:24:50.268192] [INFO ] [CONFIGURE ] COPP: Testing feature 11/29: add_obv_daily
[2025-12-01T20:24:50.268226] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily']
[2025-12-01T20:24:50.294676] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:50.294801] [INFO ] [CONFIGURE ] DAL: DISCARDED add_lag_shelf (score: 60.00%)
[2025-12-01T20:24:50.295368] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:50.295595] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Tests: 807/1230 | Remaining: 423 | Rate: 82.5/min
[2025-12-01T20:24:50.295648] [INFO ] [CONFIGURE ] DAL: Testing feature 8/29: add_macd
[2025-12-01T20:24:50.295681] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_vwap', 'add_macd']
[2025-12-01T20:24:50.488425] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:50.488558] [INFO ] [CONFIGURE ] CGC: DISCARDED add_rsi (score: 50.00%)
[2025-12-01T20:24:50.489428] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Tests: 808/1230 | Remaining: 422 | Rate: 82.6/min
[2025-12-01T20:24:50.489488] [INFO ] [CONFIGURE ] CGC: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:24:50.489520] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_tick_distribution']
[2025-12-01T20:24:50.571835] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:50.573714] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:50.573867] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_rsi (score: 80.00%)
[2025-12-01T20:24:50.574685] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Tests: 809/1230 | Remaining: 421 | Rate: 82.7/min
[2025-12-01T20:24:50.574736] [INFO ] [CONFIGURE ] CLOA: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:24:50.574767] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_tick_distribution']
[2025-12-01T20:24:50.590970] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:50.730963] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:50.797537] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:50.872462] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:50.884747] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:50.977440] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:51.023374] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:51.182097] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:51.200435] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:51.223537] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:51.247198] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:51.469533] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:51.474867] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:51.476240] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:24:51.503621] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:24:51.702233] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:51.717019] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:51.790935] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:51.811972] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:51.935685] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:51.965065] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:52.095074] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:52.142040] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:52.165905] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:52.217267] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:52.394873] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:52.398676] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:52.443592] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:24:52.461553] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:52.623605] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:52.695199] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:52.706953] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:52.745977] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:52.855111] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:52.855267] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_tick_distribution (score: 80.00%)
[2025-12-01T20:24:52.856000] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Tests: 810/1230 | Remaining: 420 | Rate: 82.5/min
[2025-12-01T20:24:52.856051] [INFO ] [CONFIGURE ] CLOA: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:24:52.856082] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-12-01T20:24:52.951843] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:52.951971] [INFO ] [CONFIGURE ] CGC: DISCARDED add_tick_distribution (score: 60.00%)
[2025-12-01T20:24:52.952761] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Tests: 811/1230 | Remaining: 419 | Rate: 82.6/min
[2025-12-01T20:24:52.952811] [INFO ] [CONFIGURE ] CGC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:24:52.952843] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-12-01T20:24:53.001406] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:24:53.052424] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:53.088228] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:53.203559] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:53.296828] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:53.296968] [INFO ] [CONFIGURE ] DAL: DISCARDED add_macd (score: 50.00%)
[2025-12-01T20:24:53.297773] [INFO ] [CONFIGURE ] JOB ETA: 5.1m | Tests: 812/1230 | Remaining: 418 | Rate: 82.6/min
[2025-12-01T20:24:53.297823] [INFO ] [CONFIGURE ] DAL: Testing feature 9/29: add_mfi
[2025-12-01T20:24:53.297856] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_mfi']
[2025-12-01T20:24:53.323591] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:53.356784] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:24:53.356928] [INFO ] [CONFIGURE ] COPP: KEPT add_obv_daily (score: 70.00%)
[2025-12-01T20:24:53.357728] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 813/1230 | Remaining: 417 | Rate: 82.7/min
[2025-12-01T20:24:53.357780] [INFO ] [CONFIGURE ] COPP: Testing feature 12/29: add_obv_interval
[2025-12-01T20:24:53.357813] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_obv_interval']
[2025-12-01T20:24:53.455399] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:53.491613] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:53.563694] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:53.685064] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:53.692333] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:53.712121] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:53.809960] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:53.895230] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:53.973504] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:54.037109] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:54.061312] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:54.100248] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:54.232110] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:54.297753] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:54.311883] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:54.377960] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:54.496158] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:54.507539] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:54.555723] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:54.691738] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:54.708754] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:24:54.763286] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:54.793370] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:54.887681] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:55.018862] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:55.037851] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:55.044296] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:24:55.084829] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:24:55.277004] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:55.279851] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:55.279990] [INFO ] [CONFIGURE ] DAL: DISCARDED add_mfi (score: 40.00%)
[2025-12-01T20:24:55.280821] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 814/1230 | Remaining: 416 | Rate: 82.5/min
[2025-12-01T20:24:55.280872] [INFO ] [CONFIGURE ] DAL: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:24:55.280904] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:24:55.283302] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:55.283431] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-12-01T20:24:55.284238] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 815/1230 | Remaining: 415 | Rate: 82.6/min
[2025-12-01T20:24:55.284288] [INFO ] [CONFIGURE ] CLOA: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:24:55.284319] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_price_divergence']
[2025-12-01T20:24:55.380059] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:55.532514] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:55.534847] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:24:55.535008] [INFO ] [CONFIGURE ] CGC: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-12-01T20:24:55.538248] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 816/1230 | Remaining: 414 | Rate: 82.7/min
[2025-12-01T20:24:55.538332] [INFO ] [CONFIGURE ] CGC: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:24:55.538383] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-12-01T20:24:55.551959] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:55.724982] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:24:55.787106] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:55.805796] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:55.825490] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:56.033212] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:56.074050] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:56.074405] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:56.100878] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:56.287694] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:56.341892] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:56.371337] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:56.414185] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:24:56.551813] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:56.608511] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:56.643519] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:56.758326] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:24:56.758478] [INFO ] [CONFIGURE ] COPP: DISCARDED add_obv_interval (score: 50.00%)
[2025-12-01T20:24:56.759332] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 817/1230 | Remaining: 413 | Rate: 82.6/min
[2025-12-01T20:24:56.759387] [INFO ] [CONFIGURE ] COPP: Testing feature 13/29: add_opening_strength
[2025-12-01T20:24:56.759421] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:24:56.808496] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:56.896234] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:24:56.916756] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:57.062429] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:57.119461] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:57.164979] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:57.188777] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:57.324001] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:57.432760] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:24:57.462113] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:57.485976] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:24:57.585126] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:24:57.701707] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:57.735760] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:24:57.840738] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:57.844293] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:57.844446] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-12-01T20:24:57.845309] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 818/1230 | Remaining: 412 | Rate: 82.6/min
[2025-12-01T20:24:57.845364] [INFO ] [CONFIGURE ] CLOA: Testing feature 28/29: add_volume_profile
[2025-12-01T20:24:57.845398] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_volume_profile']
[2025-12-01T20:24:57.967955] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:24:58.010011] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:58.010155] [INFO ] [CONFIGURE ] DAL: DISCARDED add_momentum_acceleration (score: 30.00%)
[2025-12-01T20:24:58.010963] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 819/1230 | Remaining: 411 | Rate: 82.7/min
[2025-12-01T20:24:58.011014] [INFO ] [CONFIGURE ] DAL: Testing feature 11/29: add_obv_daily
[2025-12-01T20:24:58.011046] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_obv_daily']
[2025-12-01T20:24:58.088348] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:24:58.208459] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:24:58.224334] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:24:58.238353] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:24:58.238486] [INFO ] [CONFIGURE ] CGC: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-12-01T20:24:58.239293] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 820/1230 | Remaining: 410 | Rate: 82.7/min
[2025-12-01T20:24:58.239343] [INFO ] [CONFIGURE ] CGC: Testing feature 28/29: add_volume_profile
[2025-12-01T20:24:58.239376] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_profile']
[2025-12-01T20:24:58.331551] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:58.435642] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:58.501062] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:24:58.566204] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:24:58.575247] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:24:58.649785] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:58.765292] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:24:58.805076] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:58.862104] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:24:58.946813] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:59.032071] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:24:59.041261] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:59.075743] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:24:59.289143] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:24:59.289709] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:59.322125] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:24:59.324130] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:24:59.501481] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:59.526514] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:24:59.609400] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:24:59.681700] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:59.715596] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:24:59.763389] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:24:59.886022] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:24:59.930977] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:00.001503] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:00.037175] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:00.146956] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:00.147085] [INFO ] [CONFIGURE ] DAL: DISCARDED add_obv_daily (score: 60.00%)
[2025-12-01T20:25:00.147840] [INFO ] [CONFIGURE ] JOB ETA: 5.0m | Tests: 821/1230 | Remaining: 409 | Rate: 82.6/min
[2025-12-01T20:25:00.147889] [INFO ] [CONFIGURE ] DAL: Testing feature 12/29: add_obv_interval
[2025-12-01T20:25:00.147921] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_obv_interval']
[2025-12-01T20:25:00.175900] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:25:00.238804] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:00.238930] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_volume_profile (score: 80.00%)
[2025-12-01T20:25:00.239733] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 822/1230 | Remaining: 408 | Rate: 82.7/min
[2025-12-01T20:25:00.239784] [INFO ] [CONFIGURE ] CLOA: Testing feature 29/29: add_vwap
[2025-12-01T20:25:00.239816] [INFO ] [CONFIGURE ] CLOA: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_vwap']
[2025-12-01T20:25:00.345100] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:00.389458] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:00.389599] [INFO ] [CONFIGURE ] COPP: DISCARDED add_opening_strength (score: 30.00%)
[2025-12-01T20:25:00.390381] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 823/1230 | Remaining: 407 | Rate: 82.7/min
[2025-12-01T20:25:00.390432] [INFO ] [CONFIGURE ] COPP: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:25:00.390465] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-12-01T20:25:00.456329] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:00.650035] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:00.740014] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:00.758336] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:00.764180] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:25:00.990115] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:01.017245] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:01.100502] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:01.100628] [INFO ] [CONFIGURE ] CGC: DISCARDED add_volume_profile (score: 50.00%)
[2025-12-01T20:25:01.101343] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 824/1230 | Remaining: 406 | Rate: 82.7/min
[2025-12-01T20:25:01.101394] [INFO ] [CONFIGURE ] CGC: Testing feature 29/29: add_vwap
[2025-12-01T20:25:01.101426] [INFO ] [CONFIGURE ] CGC: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_vwap']
[2025-12-01T20:25:01.137101] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:01.210501] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:01.312475] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:01.415025] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:01.468681] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:01.505148] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:01.589421] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:01.644790] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:01.785465] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:01.796415] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:01.851649] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:01.858867] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:02.047376] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:02.085054] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:02.109955] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:02.127272] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:02.298607] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:02.308073] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:02.367979] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:02.469139] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:02.517346] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:02.517492] [INFO ] [CONFIGURE ] DAL: DISCARDED add_obv_interval (score: 50.00%)
[2025-12-01T20:25:02.518226] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 825/1230 | Remaining: 405 | Rate: 82.6/min
[2025-12-01T20:25:02.518278] [INFO ] [CONFIGURE ] DAL: Testing feature 13/29: add_opening_strength
[2025-12-01T20:25:02.518366] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-12-01T20:25:02.573678] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:02.631364] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:02.766362] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:02.822039] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:02.835971] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:02.884475] [DEBUG] [FORECASTER] CLOA: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:02.997437] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:03.098418] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:25:03.151157] [DEBUG] [FORECASTER] CLOA: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:03.151298] [INFO ] [CONFIGURE ] CLOA: DISCARDED add_vwap (score: 80.00%)
[2025-12-01T20:25:03.152137] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 826/1230 | Remaining: 404 | Rate: 82.6/min
[2025-12-01T20:25:03.152192] [INFO ] [CONFIGURE ] CLOA: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:25:03.152223] [INFO ] [CONFIGURE ] CLOA: Best accuracy: 80.00%
[2025-12-01T20:25:03.152253] [INFO ] [CONFIGURE ] CLOA: Best feature set (2 features): ['add_cumulative_delta', 'add_daily_returns']
[2025-12-01T20:25:03.152280] [INFO ] [CONFIGURE ] CLOA: Improvement over baseline: 20.00%
[2025-12-01T20:25:03.152304] [INFO ] [CONFIGURE ] CLOA: Total time: 1.2 minutes
[2025-12-01T20:25:03.152331] [INFO ] [CONFIGURE ] CLOA: Average time per feature: 2.5 seconds
[2025-12-01T20:25:03.152356] [INFO ] [CONFIGURE ] CLOA: Average speed: 0.40 features/sec
[2025-12-01T20:25:03.152558] [INFO ] [LOCAL     ] Saved configuration for CLOA: 2 features, 80.00% accuracy -> ./output/feature-sets/CLOA.json
[2025-12-01T20:25:03.152614] [INFO ] [CONFIGURE ] CLOA: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-12-01T20:25:03.153160] [INFO ] [sig       ] [26/41] CLOA OK in 1m 15s. ETA: 5m 46s. Rate: 2.6 sym/min
[2025-12-01T20:25:03.154227] [INFO ] [CONFIGURE ] DMAC: Configurate test run.
[2025-12-01T20:25:03.154276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-01T20:25:03.166049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-01T20:25:03.166380] [INFO ] [CONFIGURE ] DMAC: Testing with 29 available features
[2025-12-01T20:25:03.166427] [INFO ] [CONFIGURE ] DMAC: Establishing baseline with no features...
[2025-12-01T20:25:03.171325] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:03.237985] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:03.344533] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:03.365963] [DEBUG] [FORECASTER] CGC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:03.474784] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:03.515090] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:03.524562] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:25:03.633125] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:25:03.702406] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:03.707893] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:25:03.855744] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:03.855882] [INFO ] [CONFIGURE ] COPP: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-12-01T20:25:03.856700] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 827/1230 | Remaining: 403 | Rate: 82.7/min
[2025-12-01T20:25:03.856753] [INFO ] [CONFIGURE ] COPP: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:25:03.856786] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-12-01T20:25:03.883593] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:03.903540] [DEBUG] [FORECASTER] CGC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:25:03.903694] [INFO ] [CONFIGURE ] CGC: DISCARDED add_vwap (score: 60.00%)
[2025-12-01T20:25:03.904539] [INFO ] [CONFIGURE ] JOB ETA: 4.9m | Tests: 828/1230 | Remaining: 402 | Rate: 82.7/min
[2025-12-01T20:25:03.904611] [INFO ] [CONFIGURE ] CGC: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:25:03.904652] [INFO ] [CONFIGURE ] CGC: Best accuracy: 80.00%
[2025-12-01T20:25:03.904692] [INFO ] [CONFIGURE ] CGC: Best feature set (2 features): ['add_bollinger_bands', 'add_recent_range_context']
[2025-12-01T20:25:03.904728] [INFO ] [CONFIGURE ] CGC: Improvement over baseline: 20.00%
[2025-12-01T20:25:03.904759] [INFO ] [CONFIGURE ] CGC: Total time: 1.3 minutes
[2025-12-01T20:25:03.904791] [INFO ] [CONFIGURE ] CGC: Average time per feature: 2.6 seconds
[2025-12-01T20:25:03.904818] [INFO ] [CONFIGURE ] CGC: Average speed: 0.38 features/sec
[2025-12-01T20:25:03.905050] [INFO ] [LOCAL     ] Saved configuration for CGC: 2 features, 80.00% accuracy -> ./output/feature-sets/CGC.json
[2025-12-01T20:25:03.905098] [INFO ] [CONFIGURE ] CGC: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-12-01T20:25:03.905633] [INFO ] [sig       ] [27/41] CGC OK in 1m 17s. ETA: 5m 11s. Rate: 2.7 sym/min
[2025-12-01T20:25:03.908417] [INFO ] [CONFIGURE ] GECC: Configurate test run.
[2025-12-01T20:25:03.908474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-01T20:25:03.919667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-01T20:25:03.920165] [INFO ] [CONFIGURE ] GECC: Testing with 29 available features
[2025-12-01T20:25:03.920222] [INFO ] [CONFIGURE ] GECC: Establishing baseline with no features...
[2025-12-01T20:25:03.948544] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:04.061347] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:04.095699] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:04.160024] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:04.183470] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:04.240486] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:04.269699] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:25:04.420552] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:04.423667] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:04.445408] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:04.479997] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:04.610120] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:04.618828] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:04.655837] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:04.792431] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:04.800867] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:25:04.824378] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:04.893084] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:04.893234] [INFO ] [CONFIGURE ] DAL: DISCARDED add_opening_strength (score: 40.00%)
[2025-12-01T20:25:04.894051] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Tests: 829/1230 | Remaining: 401 | Rate: 82.7/min
[2025-12-01T20:25:04.894102] [INFO ] [CONFIGURE ] DAL: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:25:04.894134] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_order_flow_imbalance']
[2025-12-01T20:25:04.967404] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:04.984127] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:04.984262] [INFO ] [CONFIGURE ] DMAC: Baseline score (no features): 10.00%
[2025-12-01T20:25:04.984697] [INFO ] [CONFIGURE ] DMAC: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:25:04.984753] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:25:05.110382] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:05.146630] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:05.147360] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:05.221445] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:05.322972] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:05.323854] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:05.450413] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:25:05.458886] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:05.502027] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:05.538484] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:05.679233] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:05.679682] [INFO ] [CONFIGURE ] GECC: Baseline score (no features): 30.00%
[2025-12-01T20:25:05.680069] [INFO ] [CONFIGURE ] GECC: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:25:05.680115] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:25:05.701636] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:05.756877] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:05.771229] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:05.899446] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:05.933527] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:05.972561] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:25:06.082764] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:06.116926] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:06.165993] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:06.188200] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:06.335182] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:06.396293] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:06.403504] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:06.407076] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:06.554685] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:25:06.618625] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:06.651093] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:06.710111] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:06.784823] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:06.841086] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:06.880325] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:07.019692] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:07.024740] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:07.024881] [INFO ] [CONFIGURE ] COPP: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-12-01T20:25:07.025685] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Tests: 832/1230 | Remaining: 398 | Rate: 82.7/min
[2025-12-01T20:25:07.025740] [INFO ] [CONFIGURE ] COPP: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:25:07.025774] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-12-01T20:25:07.070182] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:07.070327] [INFO ] [CONFIGURE ] DAL: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-12-01T20:25:07.071233] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Tests: 833/1230 | Remaining: 397 | Rate: 82.8/min
[2025-12-01T20:25:07.071291] [INFO ] [CONFIGURE ] DAL: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:25:07.071324] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_pbf_morning_momentum']
[2025-12-01T20:25:07.119049] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:25:07.251709] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:07.264372] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:07.345977] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:25:07.353624] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:07.353768] [INFO ] [CONFIGURE ] DMAC: KEPT add_bollinger_bands (score: 30.00%)
[2025-12-01T20:25:07.354587] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Tests: 834/1230 | Remaining: 396 | Rate: 82.9/min
[2025-12-01T20:25:07.354639] [INFO ] [CONFIGURE ] DMAC: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:25:07.354671] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:25:07.474125] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:07.486206] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:07.633151] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:07.674870] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:07.680380] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:07.735407] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:07.874377] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:07.900257] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:07.962446] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:07.962600] [INFO ] [CONFIGURE ] GECC: KEPT add_bollinger_bands (score: 60.00%)
[2025-12-01T20:25:07.963407] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Tests: 835/1230 | Remaining: 395 | Rate: 82.9/min
[2025-12-01T20:25:07.963457] [INFO ] [CONFIGURE ] GECC: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:25:07.963488] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:25:08.030861] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:08.066519] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:25:08.167616] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:08.236090] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:08.262083] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:08.374158] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:08.445653] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:08.459659] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:08.514201] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:25:08.657184] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:08.716677] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:08.728220] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:08.790539] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:08.852809] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:09.003294] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:09.050395] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:09.050523] [INFO ] [CONFIGURE ] DAL: DISCARDED add_pbf_morning_momentum (score: 30.00%)
[2025-12-01T20:25:09.051323] [INFO ] [CONFIGURE ] JOB ETA: 4.8m | Tests: 836/1230 | Remaining: 394 | Rate: 82.8/min
[2025-12-01T20:25:09.051373] [INFO ] [CONFIGURE ] DAL: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:25:09.051404] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_pbf_overnight_gap']
[2025-12-01T20:25:09.057227] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:09.062606] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:09.257355] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:09.282162] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:09.360333] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:09.402915] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:09.464194] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:09.585099] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:09.636771] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:09.682180] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:09.756130] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:09.868347] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:25:09.901802] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:09.912476] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:10.095858] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:10.114199] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:10.146100] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:10.146244] [INFO ] [CONFIGURE ] DMAC: KEPT add_cumulative_delta (score: 40.00%)
[2025-12-01T20:25:10.147092] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 837/1230 | Remaining: 393 | Rate: 82.8/min
[2025-12-01T20:25:10.147147] [INFO ] [CONFIGURE ] DMAC: Testing feature 3/29: add_daily_returns
[2025-12-01T20:25:10.147179] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-12-01T20:25:10.193674] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:10.322164] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:10.434150] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:10.440663] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:25:10.440819] [INFO ] [CONFIGURE ] COPP: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-12-01T20:25:10.441712] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 838/1230 | Remaining: 392 | Rate: 82.8/min
[2025-12-01T20:25:10.441772] [INFO ] [CONFIGURE ] COPP: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:25:10.441812] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_pbf_return_2d']
[2025-12-01T20:25:10.469508] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:10.539016] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:10.741843] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:10.746087] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:10.746234] [INFO ] [CONFIGURE ] GECC: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-12-01T20:25:10.747075] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 839/1230 | Remaining: 391 | Rate: 82.9/min
[2025-12-01T20:25:10.747128] [INFO ] [CONFIGURE ] GECC: Testing feature 3/29: add_daily_returns
[2025-12-01T20:25:10.747160] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-12-01T20:25:10.751773] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:10.784792] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:10.960591] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:10.984779] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:11.056194] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:11.118970] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:25:11.170414] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:11.170552] [INFO ] [CONFIGURE ] DAL: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-12-01T20:25:11.171363] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 840/1230 | Remaining: 390 | Rate: 82.9/min
[2025-12-01T20:25:11.171413] [INFO ] [CONFIGURE ] DAL: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:25:11.171461] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_pbf_return_2d']
[2025-12-01T20:25:11.221715] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:11.343817] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:11.382634] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:11.454468] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:11.457567] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:11.593070] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:11.636904] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:11.693225] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:25:11.782051] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:11.816702] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:11.932801] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:11.933392] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:12.036242] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:12.119907] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:12.174027] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:12.233099] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:12.261994] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:12.419680] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:12.462361] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:12.482690] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:12.537057] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:12.670359] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:12.703198] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:12.832909] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:12.842106] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:25:12.925148] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:12.930868] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:13.134112] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:13.134246] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_daily_returns (score: 40.00%)
[2025-12-01T20:25:13.135080] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 841/1230 | Remaining: 389 | Rate: 82.8/min
[2025-12-01T20:25:13.135133] [INFO ] [CONFIGURE ] DMAC: Testing feature 4/29: add_ema
[2025-12-01T20:25:13.135166] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-12-01T20:25:13.149766] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:13.168845] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:13.168991] [INFO ] [CONFIGURE ] GECC: DISCARDED add_daily_returns (score: 40.00%)
[2025-12-01T20:25:13.169851] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 842/1230 | Remaining: 388 | Rate: 82.9/min
[2025-12-01T20:25:13.169904] [INFO ] [CONFIGURE ] GECC: Testing feature 4/29: add_ema
[2025-12-01T20:25:13.169937] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-12-01T20:25:13.190899] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:13.366808] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:13.367246] [INFO ] [CONFIGURE ] DAL: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-12-01T20:25:13.368096] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 843/1230 | Remaining: 387 | Rate: 82.9/min
[2025-12-01T20:25:13.368148] [INFO ] [CONFIGURE ] DAL: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:25:13.368180] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_pbf_volatility_5d']
[2025-12-01T20:25:13.453586] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:13.453971] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:13.543737] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:13.556174] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:13.736353] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:13.743536] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:13.775968] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:13.890605] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:25:13.890747] [INFO ] [CONFIGURE ] COPP: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-12-01T20:25:13.891534] [INFO ] [CONFIGURE ] JOB ETA: 4.7m | Tests: 844/1230 | Remaining: 386 | Rate: 83.0/min
[2025-12-01T20:25:13.891601] [INFO ] [CONFIGURE ] COPP: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:25:13.891635] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-12-01T20:25:13.932422] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:14.021925] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:14.106975] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:14.127099] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:14.198923] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:25:14.306696] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:14.325102] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:14.443630] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:14.509482] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:25:14.528159] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:14.595058] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:14.727084] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:14.786479] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:14.819879] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:14.880528] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:14.929431] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:15.131013] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:15.135393] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:15.139773] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:15.191991] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:15.338626] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:15.338781] [INFO ] [CONFIGURE ] DAL: DISCARDED add_pbf_volatility_5d (score: 40.00%)
[2025-12-01T20:25:15.339742] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 845/1230 | Remaining: 385 | Rate: 82.9/min
[2025-12-01T20:25:15.339807] [INFO ] [CONFIGURE ] DAL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:25:15.339850] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_pbf_vs_sma_5']
[2025-12-01T20:25:15.442390] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:15.487882] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:15.488267] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:15.531339] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:25:15.716335] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:15.750436] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:15.769821] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:15.819548] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:15.901089] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:16.049317] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:16.049465] [INFO ] [CONFIGURE ] GECC: KEPT add_ema (score: 70.00%)
[2025-12-01T20:25:16.050310] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 846/1230 | Remaining: 384 | Rate: 82.9/min
[2025-12-01T20:25:16.050363] [INFO ] [CONFIGURE ] GECC: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:25:16.050397] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:25:16.061119] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:16.084767] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:16.155654] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:25:16.277208] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:16.370468] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:16.388779] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:16.467477] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:16.489968] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:16.490125] [INFO ] [CONFIGURE ] DMAC: KEPT add_ema (score: 60.00%)
[2025-12-01T20:25:16.490982] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 847/1230 | Remaining: 383 | Rate: 82.9/min
[2025-12-01T20:25:16.491035] [INFO ] [CONFIGURE ] DMAC: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:25:16.491068] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:25:16.657955] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:16.679553] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:16.720101] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:25:16.849840] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:16.873062] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:16.984550] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:16.984710] [INFO ] [CONFIGURE ] COPP: DISCARDED add_pbf_volatility_5d (score: 30.00%)
[2025-12-01T20:25:16.985455] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 848/1230 | Remaining: 382 | Rate: 82.9/min
[2025-12-01T20:25:16.985506] [INFO ] [CONFIGURE ] COPP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:25:16.985538] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-12-01T20:25:17.036495] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:17.050745] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:17.220855] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:17.220985] [INFO ] [CONFIGURE ] DAL: DISCARDED add_pbf_vs_sma_5 (score: 30.00%)
[2025-12-01T20:25:17.221806] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 849/1230 | Remaining: 381 | Rate: 83.0/min
[2025-12-01T20:25:17.221858] [INFO ] [CONFIGURE ] DAL: Testing feature 20/29: add_price_rejection
[2025-12-01T20:25:17.221890] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_price_rejection']
[2025-12-01T20:25:17.251342] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:17.285833] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:25:17.389310] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:25:17.431026] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:17.592094] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:17.640835] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:17.657536] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:17.723875] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:17.861498] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:17.897366] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:18.056044] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:18.061993] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:18.074122] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:18.203881] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:18.282551] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:18.397737] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:18.444738] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:18.493663] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:18.514964] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:18.701129] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:18.732115] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:18.827650] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:18.837942] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:18.909550] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:19.066292] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:19.117857] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:19.140992] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:19.229690] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:19.332449] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:19.332610] [INFO ] [CONFIGURE ] DAL: DISCARDED add_price_rejection (score: 50.00%)
[2025-12-01T20:25:19.333385] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 850/1230 | Remaining: 380 | Rate: 82.8/min
[2025-12-01T20:25:19.333434] [INFO ] [CONFIGURE ] DAL: Testing feature 21/29: add_range_position
[2025-12-01T20:25:19.333466] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_range_position']
[2025-12-01T20:25:19.399704] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:19.399853] [INFO ] [CONFIGURE ] GECC: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-12-01T20:25:19.400706] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 851/1230 | Remaining: 379 | Rate: 82.9/min
[2025-12-01T20:25:19.400765] [INFO ] [CONFIGURE ] GECC: Testing feature 6/29: add_failed_moves
[2025-12-01T20:25:19.400797] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves']
[2025-12-01T20:25:19.451713] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:19.554968] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:19.622766] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:19.684447] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:19.764288] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:19.776328] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:19.967100] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:19.997729] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:20.023252] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:25:20.081201] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:25:20.081346] [INFO ] [CONFIGURE ] COPP: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-12-01T20:25:20.082460] [INFO ] [CONFIGURE ] JOB ETA: 4.6m | Tests: 852/1230 | Remaining: 378 | Rate: 82.9/min
[2025-12-01T20:25:20.082513] [INFO ] [CONFIGURE ] COPP: Testing feature 20/29: add_price_rejection
[2025-12-01T20:25:20.082546] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_price_rejection']
[2025-12-01T20:25:20.217203] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:20.247116] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:20.413993] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:25:20.424468] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:20.424626] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-12-01T20:25:20.425372] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 853/1230 | Remaining: 377 | Rate: 83.0/min
[2025-12-01T20:25:20.425423] [INFO ] [CONFIGURE ] DMAC: Testing feature 6/29: add_failed_moves
[2025-12-01T20:25:20.425455] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_failed_moves']
[2025-12-01T20:25:20.441815] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:20.524673] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:20.664597] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:20.750185] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:20.769197] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:20.809375] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:20.887900] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:21.082943] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:21.089798] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:21.102947] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:21.110847] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:21.333563] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:21.370099] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:21.409466] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:21.435358] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:21.565231] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:21.565367] [INFO ] [CONFIGURE ] DAL: DISCARDED add_range_position (score: 50.00%)
[2025-12-01T20:25:21.566226] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 854/1230 | Remaining: 376 | Rate: 82.9/min
[2025-12-01T20:25:21.566277] [INFO ] [CONFIGURE ] DAL: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:25:21.566309] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_realized_volatility']
[2025-12-01T20:25:21.658941] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:21.732091] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:21.776078] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:21.852763] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:21.948385] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:22.056301] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:22.113770] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:22.149929] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:22.234123] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:22.234287] [INFO ] [CONFIGURE ] GECC: KEPT add_failed_moves (score: 80.00%)
[2025-12-01T20:25:22.235109] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 855/1230 | Remaining: 375 | Rate: 82.9/min
[2025-12-01T20:25:22.235162] [INFO ] [CONFIGURE ] GECC: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:25:22.235195] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_lag_shelf']
[2025-12-01T20:25:22.397393] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:22.444823] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:22.450090] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:22.519698] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:22.741966] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:22.749718] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:22.778799] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:22.811305] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:23.042964] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:23.097683] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:23.099705] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:23.127893] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:23.358265] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:23.389338] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:23.446556] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:25:23.446745] [INFO ] [CONFIGURE ] COPP: DISCARDED add_price_rejection (score: 60.00%)
[2025-12-01T20:25:23.447553] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 856/1230 | Remaining: 374 | Rate: 82.8/min
[2025-12-01T20:25:23.447622] [INFO ] [CONFIGURE ] COPP: Testing feature 21/29: add_range_position
[2025-12-01T20:25:23.447658] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_range_position']
[2025-12-01T20:25:23.466832] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:25:23.649379] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:23.681635] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:23.798678] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:25:23.805301] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:23.805443] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_failed_moves (score: 60.00%)
[2025-12-01T20:25:23.806331] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 857/1230 | Remaining: 373 | Rate: 82.9/min
[2025-12-01T20:25:23.806385] [INFO ] [CONFIGURE ] DMAC: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:25:23.806419] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_lag_shelf']
[2025-12-01T20:25:23.937919] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:23.976422] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:24.139148] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:24.142588] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:24.231564] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:24.278540] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:24.477130] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:24.487545] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:24.523971] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:24.524112] [INFO ] [CONFIGURE ] DAL: DISCARDED add_realized_volatility (score: 60.00%)
[2025-12-01T20:25:24.524945] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 858/1230 | Remaining: 372 | Rate: 82.9/min
[2025-12-01T20:25:24.524997] [INFO ] [CONFIGURE ] DAL: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:25:24.525029] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_recent_range_context']
[2025-12-01T20:25:24.573378] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:24.721255] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:24.808229] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:24.828609] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:24.870453] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:24.916857] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:25.112672] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:25.141741] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:25.164361] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:25.164509] [INFO ] [CONFIGURE ] GECC: DISCARDED add_lag_shelf (score: 70.00%)
[2025-12-01T20:25:25.165314] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 859/1230 | Remaining: 371 | Rate: 82.9/min
[2025-12-01T20:25:25.165369] [INFO ] [CONFIGURE ] GECC: Testing feature 8/29: add_macd
[2025-12-01T20:25:25.165403] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-12-01T20:25:25.172388] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:25.308479] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:25.472308] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:25.505488] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:25.522192] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:25.570278] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:25.700975] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:25.801562] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:25.868566] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:25.897557] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:25.979184] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:26.094811] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:26.133826] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:26.212706] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:26.296956] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:26.386744] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:26.476814] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:26.497223] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:25:26.497362] [INFO ] [CONFIGURE ] DAL: DISCARDED add_recent_range_context (score: 50.00%)
[2025-12-01T20:25:26.498248] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 860/1230 | Remaining: 370 | Rate: 82.8/min
[2025-12-01T20:25:26.498321] [INFO ] [CONFIGURE ] DAL: Testing feature 24/29: add_rsi
[2025-12-01T20:25:26.498357] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_ema', 'add_rsi']
[2025-12-01T20:25:26.558765] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:26.760659] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:26.803654] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:25:26.808851] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:25:26.902657] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:25:26.902788] [INFO ] [CONFIGURE ] COPP: DISCARDED add_range_position (score: 40.00%)
[2025-12-01T20:25:26.903566] [INFO ] [CONFIGURE ] JOB ETA: 4.5m | Tests: 861/1230 | Remaining: 369 | Rate: 82.9/min
[2025-12-01T20:25:26.903630] [INFO ] [CONFIGURE ] COPP: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:25:26.903662] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_realized_volatility']
[2025-12-01T20:25:27.023446] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:27.142856] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:27.143002] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_lag_shelf (score: 50.00%)
[2025-12-01T20:25:27.143864] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 862/1230 | Remaining: 368 | Rate: 82.9/min
[2025-12-01T20:25:27.143916] [INFO ] [CONFIGURE ] DMAC: Testing feature 8/29: add_macd
[2025-12-01T20:25:27.143948] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_vwap', 'add_macd']
[2025-12-01T20:25:27.219528] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:27.279413] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:27.305588] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:27.551375] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:27.585544] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:27.638697] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:27.712440] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:27.807619] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:28.028123] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:28.054186] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:28.075724] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:28.115192] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:28.339325] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:28.461767] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:28.465560] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:28.517929] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:28.617793] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:28.877029] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:28.889132] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:28.894688] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:28.926529] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:29.157957] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:29.158126] [INFO ] [CONFIGURE ] DAL: DISCARDED add_rsi (score: 40.00%)
[2025-12-01T20:25:29.158986] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 863/1230 | Remaining: 367 | Rate: 82.8/min
[2025-12-01T20:25:29.159042] [INFO ] [CONFIGURE ] DAL: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:25:29.159074] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_tick_distribution']
[2025-12-01T20:25:29.287753] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:29.287946] [INFO ] [CONFIGURE ] GECC: DISCARDED add_macd (score: 50.00%)
[2025-12-01T20:25:29.289057] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 864/1230 | Remaining: 366 | Rate: 82.8/min
[2025-12-01T20:25:29.289125] [INFO ] [CONFIGURE ] GECC: Testing feature 9/29: add_mfi
[2025-12-01T20:25:29.289173] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_mfi']
[2025-12-01T20:25:29.326686] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:29.339287] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:29.355926] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:29.552735] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:29.599837] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:29.745963] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:29.751991] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:29.768932] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:29.911047] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:29.935765] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:30.123643] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:30.162740] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:30.212007] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:30.227999] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:30.311901] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:30.503741] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:30.510262] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:30.574663] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:30.692147] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:30.697258] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:30.813268] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:30.888771] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:30.993306] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:25:30.993455] [INFO ] [CONFIGURE ] COPP: DISCARDED add_realized_volatility (score: 50.00%)
[2025-12-01T20:25:30.994278] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 865/1230 | Remaining: 365 | Rate: 82.7/min
[2025-12-01T20:25:30.994331] [INFO ] [CONFIGURE ] COPP: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:25:30.994363] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_recent_range_context']
[2025-12-01T20:25:31.079470] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:31.079621] [INFO ] [CONFIGURE ] DAL: DISCARDED add_tick_distribution (score: 50.00%)
[2025-12-01T20:25:31.080395] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 866/1230 | Remaining: 364 | Rate: 82.8/min
[2025-12-01T20:25:31.080445] [INFO ] [CONFIGURE ] DAL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:25:31.080498] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_volume_momentum_confirmation']
[2025-12-01T20:25:31.115192] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:31.138715] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:25:31.275812] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:31.305266] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:31.412826] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:31.475533] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:31.602838] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:31.602994] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_macd (score: 30.00%)
[2025-12-01T20:25:31.603802] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 867/1230 | Remaining: 363 | Rate: 82.8/min
[2025-12-01T20:25:31.603854] [INFO ] [CONFIGURE ] DMAC: Testing feature 9/29: add_mfi
[2025-12-01T20:25:31.603887] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_mfi']
[2025-12-01T20:25:31.623255] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:25:31.678221] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:31.717106] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:31.881372] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:31.939494] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:31.954845] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:32.018505] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:32.083555] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:32.259171] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:32.283678] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:32.302293] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:32.316999] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:32.317147] [INFO ] [CONFIGURE ] GECC: DISCARDED add_mfi (score: 60.00%)
[2025-12-01T20:25:32.317964] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 868/1230 | Remaining: 362 | Rate: 82.8/min
[2025-12-01T20:25:32.318016] [INFO ] [CONFIGURE ] GECC: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:25:32.318049] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:25:32.485495] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:32.584537] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:32.650819] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:32.688888] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:32.690462] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:32.896537] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:32.920413] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:33.010719] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:33.063228] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:33.101373] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:33.101507] [INFO ] [CONFIGURE ] DAL: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-12-01T20:25:33.102339] [INFO ] [CONFIGURE ] JOB ETA: 4.4m | Tests: 869/1230 | Remaining: 361 | Rate: 82.8/min
[2025-12-01T20:25:33.102391] [INFO ] [CONFIGURE ] DAL: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:25:33.102424] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_volume_price_divergence']
[2025-12-01T20:25:33.245996] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:33.312374] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:25:33.362247] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:33.436489] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:33.526411] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:33.582950] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:33.716356] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:33.741746] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:33.811564] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:25:33.933264] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:33.953836] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:34.078015] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:34.167340] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:34.192717] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:34.260921] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:34.261054] [INFO ] [CONFIGURE ] COPP: DISCARDED add_recent_range_context (score: 30.00%)
[2025-12-01T20:25:34.261856] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Tests: 870/1230 | Remaining: 360 | Rate: 82.8/min
[2025-12-01T20:25:34.261906] [INFO ] [CONFIGURE ] COPP: Testing feature 24/29: add_rsi
[2025-12-01T20:25:34.261940] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-12-01T20:25:34.382160] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:34.440237] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:34.574552] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:34.598315] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:34.625628] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:34.787022] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:25:34.813592] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:34.961917] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:35.008557] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:35.028892] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:35.136095] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:35.136255] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_mfi (score: 60.00%)
[2025-12-01T20:25:35.137082] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Tests: 871/1230 | Remaining: 359 | Rate: 82.7/min
[2025-12-01T20:25:35.137135] [INFO ] [CONFIGURE ] DMAC: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:25:35.137168] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:25:35.242774] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:35.242913] [INFO ] [CONFIGURE ] DAL: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-12-01T20:25:35.243719] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Tests: 872/1230 | Remaining: 358 | Rate: 82.8/min
[2025-12-01T20:25:35.243770] [INFO ] [CONFIGURE ] DAL: Testing feature 28/29: add_volume_profile
[2025-12-01T20:25:35.243802] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_volume_profile']
[2025-12-01T20:25:35.345080] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:35.377164] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:35.449423] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:25:35.554387] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:35.653098] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:35.728082] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:35.747655] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:25:35.857789] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:35.971357] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:36.061387] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:36.108333] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:36.108481] [INFO ] [CONFIGURE ] GECC: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-12-01T20:25:36.109286] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Tests: 873/1230 | Remaining: 357 | Rate: 82.8/min
[2025-12-01T20:25:36.109338] [INFO ] [CONFIGURE ] GECC: Testing feature 11/29: add_obv_daily
[2025-12-01T20:25:36.109374] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily']
[2025-12-01T20:25:36.114755] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:36.268531] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:36.400354] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:36.429912] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:36.475644] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:36.485625] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:36.679406] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:36.745143] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:36.820443] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:36.852918] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:36.885926] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:37.062105] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:37.090795] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:37.224147] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:37.234409] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:37.299078] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:37.299211] [INFO ] [CONFIGURE ] DAL: DISCARDED add_volume_profile (score: 40.00%)
[2025-12-01T20:25:37.300058] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Tests: 874/1230 | Remaining: 356 | Rate: 82.7/min
[2025-12-01T20:25:37.300109] [INFO ] [CONFIGURE ] DAL: Testing feature 29/29: add_vwap
[2025-12-01T20:25:37.300140] [INFO ] [CONFIGURE ] DAL: Testing with features: ['add_vwap']
[2025-12-01T20:25:37.380046] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:37.512981] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:37.600377] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:37.655894] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:37.698660] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:37.725705] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:37.940538] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:37.973193] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:37.973327] [INFO ] [CONFIGURE ] COPP: DISCARDED add_rsi (score: 30.00%)
[2025-12-01T20:25:37.974138] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Tests: 875/1230 | Remaining: 355 | Rate: 82.7/min
[2025-12-01T20:25:37.974189] [INFO ] [CONFIGURE ] COPP: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:25:37.974222] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_tick_distribution']
[2025-12-01T20:25:38.016794] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:38.066641] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:38.148462] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:25:38.279964] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:25:38.335369] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:38.362218] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:38.485020] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:38.577747] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:38.593563] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:38.659852] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:38.792143] [DEBUG] [FORECASTER] DAL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:38.898847] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:25:38.902802] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:38.983741] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:39.004648] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:39.214079] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:39.235096] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:39.319997] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:25:39.320154] [INFO ] [CONFIGURE ] GECC: KEPT add_obv_daily (score: 90.00%)
[2025-12-01T20:25:39.321026] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Tests: 876/1230 | Remaining: 354 | Rate: 82.7/min
[2025-12-01T20:25:39.321081] [INFO ] [CONFIGURE ] GECC: Testing feature 12/29: add_obv_interval
[2025-12-01T20:25:39.321115] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_obv_interval']
[2025-12-01T20:25:39.329626] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:39.329762] [INFO ] [CONFIGURE ] DMAC: KEPT add_momentum_acceleration (score: 70.00%)
[2025-12-01T20:25:39.330564] [INFO ] [CONFIGURE ] JOB ETA: 4.3m | Tests: 877/1230 | Remaining: 353 | Rate: 82.8/min
[2025-12-01T20:25:39.330629] [INFO ] [CONFIGURE ] DMAC: Testing feature 11/29: add_obv_daily
[2025-12-01T20:25:39.330661] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_daily']
[2025-12-01T20:25:39.452211] [DEBUG] [FORECASTER] DAL: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:39.452352] [INFO ] [CONFIGURE ] DAL: DISCARDED add_vwap (score: 40.00%)
[2025-12-01T20:25:39.453137] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 878/1230 | Remaining: 352 | Rate: 82.8/min
[2025-12-01T20:25:39.453191] [INFO ] [CONFIGURE ] DAL: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:25:39.453222] [INFO ] [CONFIGURE ] DAL: Best accuracy: 60.00%
[2025-12-01T20:25:39.453251] [INFO ] [CONFIGURE ] DAL: Best feature set (0 features): []
[2025-12-01T20:25:39.453278] [INFO ] [CONFIGURE ] DAL: Improvement over baseline: 0.00%
[2025-12-01T20:25:39.453304] [INFO ] [CONFIGURE ] DAL: Total time: 1.1 minutes
[2025-12-01T20:25:39.453348] [INFO ] [CONFIGURE ] DAL: Average time per feature: 2.2 seconds
[2025-12-01T20:25:39.453374] [INFO ] [CONFIGURE ] DAL: Average speed: 0.45 features/sec
[2025-12-01T20:25:39.453604] [INFO ] [LOCAL     ] Saved configuration for DAL: 0 features, 60.00% accuracy -> ./output/feature-sets/DAL.json
[2025-12-01T20:25:39.453649] [INFO ] [CONFIGURE ] DAL: Configuration saved successfully: 0 features, 60.00% accuracy.
[2025-12-01T20:25:39.454211] [INFO ] [sig       ] [28/41] DAL OK in 1m 6s. ETA: 4m 55s. Rate: 2.6 sym/min
[2025-12-01T20:25:39.457537] [INFO ] [CONFIGURE ] GEF: Configurate test run.
[2025-12-01T20:25:39.457620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-01T20:25:39.532510] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:39.661824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-01T20:25:39.662398] [INFO ] [CONFIGURE ] GEF: Testing with 29 available features
[2025-12-01T20:25:39.662449] [INFO ] [CONFIGURE ] GEF: Establishing baseline with no features...
[2025-12-01T20:25:39.663032] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:39.770946] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:39.841266] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:39.850783] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:39.998943] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:40.018803] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:40.159918] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:40.191897] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:40.206776] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:25:40.336076] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:40.367377] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:40.472349] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:40.545835] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:40.647283] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:40.695325] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:40.725130] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:25:40.787592] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:40.903166] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:41.042322] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:41.082846] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:41.092664] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:41.102270] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:25:41.102397] [INFO ] [CONFIGURE ] COPP: DISCARDED add_tick_distribution (score: 60.00%)
[2025-12-01T20:25:41.103203] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 879/1230 | Remaining: 351 | Rate: 82.7/min
[2025-12-01T20:25:41.103254] [INFO ] [CONFIGURE ] COPP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:25:41.103286] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-12-01T20:25:41.260375] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:41.383360] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:41.416367] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:25:41.438137] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:41.438260] [INFO ] [CONFIGURE ] GEF: Baseline score (no features): 60.00%
[2025-12-01T20:25:41.438686] [INFO ] [CONFIGURE ] GEF: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:25:41.438733] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:25:41.532098] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:41.655940] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:41.723925] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:41.729308] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:25:41.879246] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:41.975244] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:42.053192] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:42.070849] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:42.100419] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:42.321472] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:42.372609] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:42.420651] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:42.422873] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:42.545859] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:42.696520] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:42.768268] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:42.768425] [INFO ] [CONFIGURE ] GECC: DISCARDED add_obv_interval (score: 70.00%)
[2025-12-01T20:25:42.769180] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 881/1230 | Remaining: 349 | Rate: 82.7/min
[2025-12-01T20:25:42.769231] [INFO ] [CONFIGURE ] GECC: Testing feature 13/29: add_opening_strength
[2025-12-01T20:25:42.769264] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:25:42.772231] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:25:42.882388] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:43.002309] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:43.017513] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:43.137396] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:43.227561] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:43.337467] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:43.351146] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:25:43.455070] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:43.499193] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:43.659282] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:43.687285] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:43.687441] [INFO ] [CONFIGURE ] GEF: KEPT add_bollinger_bands (score: 70.00%)
[2025-12-01T20:25:43.688321] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 882/1230 | Remaining: 348 | Rate: 82.7/min
[2025-12-01T20:25:43.688375] [INFO ] [CONFIGURE ] GEF: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:25:43.688408] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:25:43.819828] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:43.819967] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_obv_daily (score: 60.00%)
[2025-12-01T20:25:43.820804] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 883/1230 | Remaining: 347 | Rate: 82.7/min
[2025-12-01T20:25:43.820855] [INFO ] [CONFIGURE ] DMAC: Testing feature 12/29: add_obv_interval
[2025-12-01T20:25:43.820888] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_obv_interval']
[2025-12-01T20:25:43.868395] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:43.964985] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:43.980432] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:44.233356] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:44.235216] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:25:44.251030] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:44.307301] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:25:44.307429] [INFO ] [CONFIGURE ] COPP: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-12-01T20:25:44.308204] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 884/1230 | Remaining: 346 | Rate: 82.8/min
[2025-12-01T20:25:44.308255] [INFO ] [CONFIGURE ] COPP: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:25:44.308308] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_volume_price_divergence']
[2025-12-01T20:25:44.507591] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:44.600217] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:44.640002] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:44.712323] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:44.782450] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:44.962535] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:44.971879] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:45.054686] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:45.174048] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:45.307909] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:45.328265] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:25:45.341383] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:45.613781] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:45.632701] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:45.655516] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:45.729016] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:45.890322] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:45.989342] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:46.069125] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:46.101662] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:46.163567] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:46.326492] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:46.434705] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:46.434843] [INFO ] [CONFIGURE ] GEF: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-12-01T20:25:46.435676] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 885/1230 | Remaining: 345 | Rate: 82.6/min
[2025-12-01T20:25:46.435728] [INFO ] [CONFIGURE ] GEF: Testing feature 3/29: add_daily_returns
[2025-12-01T20:25:46.435759] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-12-01T20:25:46.470254] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:46.470391] [INFO ] [CONFIGURE ] GECC: DISCARDED add_opening_strength (score: 30.00%)
[2025-12-01T20:25:46.471158] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 886/1230 | Remaining: 344 | Rate: 82.7/min
[2025-12-01T20:25:46.471211] [INFO ] [CONFIGURE ] GECC: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:25:46.471245] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-12-01T20:25:46.500246] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:46.666021] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:46.679387] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:46.827211] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:46.898385] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:46.930776] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:47.021805] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:47.134185] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:47.179021] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:47.366287] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:47.367396] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:47.370009] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:47.539396] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:47.608243] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:47.713246] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:47.713387] [INFO ] [CONFIGURE ] COPP: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-12-01T20:25:47.714220] [INFO ] [CONFIGURE ] JOB ETA: 4.2m | Tests: 887/1230 | Remaining: 343 | Rate: 82.6/min
[2025-12-01T20:25:47.714274] [INFO ] [CONFIGURE ] COPP: Testing feature 28/29: add_volume_profile
[2025-12-01T20:25:47.714307] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_volume_profile']
[2025-12-01T20:25:47.808787] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:25:47.848874] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:25:47.896088] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:48.051723] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:25:48.104355] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:48.249106] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:48.261270] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:48.261412] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_obv_interval (score: 70.00%)
[2025-12-01T20:25:48.262263] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 888/1230 | Remaining: 342 | Rate: 82.6/min
[2025-12-01T20:25:48.262315] [INFO ] [CONFIGURE ] DMAC: Testing feature 13/29: add_opening_strength
[2025-12-01T20:25:48.262348] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:25:48.346972] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:48.385486] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:25:48.599998] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:48.612014] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:48.723094] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:48.729436] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:48.859405] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:48.859544] [INFO ] [CONFIGURE ] GEF: DISCARDED add_daily_returns (score: 70.00%)
[2025-12-01T20:25:48.860423] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 889/1230 | Remaining: 341 | Rate: 82.7/min
[2025-12-01T20:25:48.860481] [INFO ] [CONFIGURE ] GEF: Testing feature 4/29: add_ema
[2025-12-01T20:25:48.860527] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-12-01T20:25:48.978080] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:49.056480] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:49.148639] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:49.192181] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:49.332382] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:49.385244] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:49.429429] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:25:49.664889] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:49.687478] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:49.712925] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:49.720492] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:50.014764] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:50.041328] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:25:50.041466] [INFO ] [CONFIGURE ] GECC: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-12-01T20:25:50.042275] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 890/1230 | Remaining: 340 | Rate: 82.6/min
[2025-12-01T20:25:50.042328] [INFO ] [CONFIGURE ] GECC: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:25:50.042689] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-12-01T20:25:50.057765] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:50.132205] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:50.295714] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:50.363915] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:50.395165] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:50.576929] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:25:50.597711] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:50.687232] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:50.728648] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:50.857177] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:51.017704] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:51.065148] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:51.065296] [INFO ] [CONFIGURE ] COPP: DISCARDED add_volume_profile (score: 30.00%)
[2025-12-01T20:25:51.066108] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 891/1230 | Remaining: 339 | Rate: 82.6/min
[2025-12-01T20:25:51.066161] [INFO ] [CONFIGURE ] COPP: Testing feature 29/29: add_vwap
[2025-12-01T20:25:51.066195] [INFO ] [CONFIGURE ] COPP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily', 'add_vwap']
[2025-12-01T20:25:51.074937] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:51.136939] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:51.340989] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:51.398512] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:25:51.414696] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:51.544798] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:51.672898] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:51.694563] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:51.694720] [INFO ] [CONFIGURE ] GEF: DISCARDED add_ema (score: 30.00%)
[2025-12-01T20:25:51.695512] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 892/1230 | Remaining: 338 | Rate: 82.6/min
[2025-12-01T20:25:51.695566] [INFO ] [CONFIGURE ] GEF: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:25:51.695616] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:25:51.731681] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:51.978914] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:52.008454] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:52.029961] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:52.075787] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:52.253706] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:52.340344] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:52.415644] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:52.499932] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:25:52.532384] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:52.684478] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:52.757859] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:52.808874] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:52.967834] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:52.967980] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_opening_strength (score: 70.00%)
[2025-12-01T20:25:52.968779] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 893/1230 | Remaining: 337 | Rate: 82.5/min
[2025-12-01T20:25:52.968834] [INFO ] [CONFIGURE ] DMAC: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:25:52.968868] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_order_flow_imbalance']
[2025-12-01T20:25:53.022362] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:53.087131] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:25:53.095190] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:25:53.359150] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:53.359294] [INFO ] [CONFIGURE ] GECC: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-12-01T20:25:53.360160] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 894/1230 | Remaining: 336 | Rate: 82.5/min
[2025-12-01T20:25:53.360213] [INFO ] [CONFIGURE ] GECC: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:25:53.360246] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-12-01T20:25:53.364944] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:25:53.412997] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:53.444511] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:53.645202] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:53.708788] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:53.802123] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:53.863535] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:53.922626] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:54.063655] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:54.139871] [DEBUG] [FORECASTER] COPP: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:54.200103] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:54.313315] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:54.414878] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:54.471409] [DEBUG] [FORECASTER] COPP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:54.471543] [INFO ] [CONFIGURE ] COPP: DISCARDED add_vwap (score: 60.00%)
[2025-12-01T20:25:54.472337] [INFO ] [CONFIGURE ] JOB ETA: 4.1m | Tests: 895/1230 | Remaining: 335 | Rate: 82.5/min
[2025-12-01T20:25:54.472388] [INFO ] [CONFIGURE ] COPP: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:25:54.472419] [INFO ] [CONFIGURE ] COPP: Best accuracy: 70.00%
[2025-12-01T20:25:54.472449] [INFO ] [CONFIGURE ] COPP: Best feature set (4 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf', 'add_obv_daily']
[2025-12-01T20:25:54.472476] [INFO ] [CONFIGURE ] COPP: Improvement over baseline: 40.00%
[2025-12-01T20:25:54.472500] [INFO ] [CONFIGURE ] COPP: Total time: 1.6 minutes
[2025-12-01T20:25:54.472525] [INFO ] [CONFIGURE ] COPP: Average time per feature: 3.3 seconds
[2025-12-01T20:25:54.472550] [INFO ] [CONFIGURE ] COPP: Average speed: 0.31 features/sec
[2025-12-01T20:25:54.472757] [INFO ] [LOCAL     ] Saved configuration for COPP: 4 features, 70.00% accuracy -> ./output/feature-sets/COPP.json
[2025-12-01T20:25:54.472795] [INFO ] [CONFIGURE ] COPP: Configuration saved successfully: 4 features, 70.00% accuracy.
[2025-12-01T20:25:54.473270] [INFO ] [sig       ] [29/41] COPP OK in 1m 36s. ETA: 4m 29s. Rate: 2.7 sym/min
[2025-12-01T20:25:54.474364] [INFO ] [CONFIGURE ] JBL: Configurate test run.
[2025-12-01T20:25:54.474411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-01T20:25:54.480764] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:54.480903] [INFO ] [CONFIGURE ] GEF: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-12-01T20:25:54.481695] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Tests: 896/1230 | Remaining: 334 | Rate: 82.6/min
[2025-12-01T20:25:54.481745] [INFO ] [CONFIGURE ] GEF: Testing feature 6/29: add_failed_moves
[2025-12-01T20:25:54.481776] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-12-01T20:25:54.485530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-01T20:25:54.485955] [INFO ] [CONFIGURE ] JBL: Testing with 29 available features
[2025-12-01T20:25:54.486003] [INFO ] [CONFIGURE ] JBL: Establishing baseline with no features...
[2025-12-01T20:25:54.659226] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:25:54.702209] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:54.760686] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:54.768998] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:25:54.837634] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:25:54.930232] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:25:55.012954] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:55.131472] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:55.154965] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:55.188144] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:55.235605] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:55.364884] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:55.381110] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:55.489485] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:55.543042] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:55.606874] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:55.721275] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:55.722102] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:55.835883] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:25:55.848083] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:55.898963] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:56.064696] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:56.077537] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:56.176852] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:56.215443] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:56.256913] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:25:56.257044] [INFO ] [CONFIGURE ] JBL: Baseline score (no features): 50.00%
[2025-12-01T20:25:56.257658] [INFO ] [CONFIGURE ] JBL: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:25:56.257706] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:25:56.295452] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:56.492807] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:25:56.548268] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:56.600975] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:25:56.694182] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:25:56.756337] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:56.816813] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:56.816961] [INFO ] [CONFIGURE ] GEF: DISCARDED add_failed_moves (score: 60.00%)
[2025-12-01T20:25:56.817823] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Tests: 898/1230 | Remaining: 332 | Rate: 82.5/min
[2025-12-01T20:25:56.817879] [INFO ] [CONFIGURE ] GEF: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:25:56.817911] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-12-01T20:25:56.998600] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:25:56.998763] [INFO ] [CONFIGURE ] GECC: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-12-01T20:25:56.999611] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Tests: 899/1230 | Remaining: 331 | Rate: 82.5/min
[2025-12-01T20:25:56.999685] [INFO ] [CONFIGURE ] GECC: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:25:56.999720] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_pbf_return_2d']
[2025-12-01T20:25:57.016711] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:57.065508] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:57.281934] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:25:57.288966] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:57.355115] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:57.384364] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:57.549828] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:57.608162] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:57.776185] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:25:57.776344] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-12-01T20:25:57.777148] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Tests: 900/1230 | Remaining: 330 | Rate: 82.5/min
[2025-12-01T20:25:57.777200] [INFO ] [CONFIGURE ] DMAC: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:25:57.777235] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_overnight_gap']
[2025-12-01T20:25:57.824690] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:57.833184] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:57.855088] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:58.062900] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:58.086568] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:25:58.193251] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:58.216275] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:25:58.292056] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:58.323211] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:25:58.514348] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:58.554985] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:25:58.561201] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:58.650464] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:58.734557] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:58.734707] [INFO ] [CONFIGURE ] JBL: KEPT add_bollinger_bands (score: 60.00%)
[2025-12-01T20:25:58.735500] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Tests: 901/1230 | Remaining: 329 | Rate: 82.5/min
[2025-12-01T20:25:58.735551] [INFO ] [CONFIGURE ] JBL: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:25:58.735606] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:25:58.778188] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:25:58.928406] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:25:59.003310] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:25:59.005019] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:25:59.083943] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:25:59.230000] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:25:59.230153] [INFO ] [CONFIGURE ] GEF: DISCARDED add_lag_shelf (score: 40.00%)
[2025-12-01T20:25:59.230962] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Tests: 902/1230 | Remaining: 328 | Rate: 82.5/min
[2025-12-01T20:25:59.231013] [INFO ] [CONFIGURE ] GEF: Testing feature 8/29: add_macd
[2025-12-01T20:25:59.231047] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-12-01T20:25:59.282062] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:25:59.283566] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:25:59.522356] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:25:59.557072] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:25:59.581988] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:25:59.636794] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:25:59.834176] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:25:59.909608] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:25:59.962754] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:25:59.995507] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:00.112282] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:26:00.238670] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:00.404410] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:00.447299] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:00.539086] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:00.640935] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:26:00.736311] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:01.013613] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:01.044309] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:01.083636] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:01.083787] [INFO ] [CONFIGURE ] GECC: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-12-01T20:26:01.084603] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Tests: 903/1230 | Remaining: 327 | Rate: 82.4/min
[2025-12-01T20:26:01.084654] [INFO ] [CONFIGURE ] GECC: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:26:01.084687] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-12-01T20:26:01.143570] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:01.294366] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:01.489636] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:01.497210] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:26:01.534126] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:26:01.581935] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:01.582084] [INFO ] [CONFIGURE ] JBL: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-12-01T20:26:01.582939] [INFO ] [CONFIGURE ] JOB ETA: 4.0m | Tests: 904/1230 | Remaining: 326 | Rate: 82.4/min
[2025-12-01T20:26:01.582992] [INFO ] [CONFIGURE ] JBL: Testing feature 3/29: add_daily_returns
[2025-12-01T20:26:01.583025] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-12-01T20:26:01.821690] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:01.834948] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:01.883344] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:01.956334] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:26:02.058061] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:02.167269] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:02.222244] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:02.293252] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:02.422906] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:02.423066] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-12-01T20:26:02.423912] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Tests: 905/1230 | Remaining: 325 | Rate: 82.4/min
[2025-12-01T20:26:02.423966] [INFO ] [CONFIGURE ] DMAC: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:26:02.423999] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_return_2d']
[2025-12-01T20:26:02.502162] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:02.542810] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:02.553785] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:02.800601] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:02.838079] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:02.838239] [INFO ] [CONFIGURE ] GEF: DISCARDED add_macd (score: 20.00%)
[2025-12-01T20:26:02.839065] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Tests: 906/1230 | Remaining: 324 | Rate: 82.4/min
[2025-12-01T20:26:02.839117] [INFO ] [CONFIGURE ] GEF: Testing feature 9/29: add_mfi
[2025-12-01T20:26:02.839151] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-12-01T20:26:02.883685] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:02.890923] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:03.039041] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:03.067983] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:03.233353] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:03.275066] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:03.296788] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:03.332945] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:03.515175] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:03.531711] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:03.597845] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:03.756762] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:03.762740] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:03.785406] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:03.983134] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:03.995348] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:26:03.997706] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:03.997846] [INFO ] [CONFIGURE ] JBL: KEPT add_daily_returns (score: 70.00%)
[2025-12-01T20:26:03.998722] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Tests: 907/1230 | Remaining: 323 | Rate: 82.4/min
[2025-12-01T20:26:03.998775] [INFO ] [CONFIGURE ] JBL: Testing feature 4/29: add_ema
[2025-12-01T20:26:03.998807] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-12-01T20:26:04.227187] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:26:04.237544] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:04.284883] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:04.314894] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:04.463778] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:04.571108] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:04.646410] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:04.646557] [INFO ] [CONFIGURE ] GECC: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-12-01T20:26:04.647375] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Tests: 908/1230 | Remaining: 322 | Rate: 82.4/min
[2025-12-01T20:26:04.647429] [INFO ] [CONFIGURE ] GECC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:26:04.647463] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-12-01T20:26:04.688473] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:04.702468] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:04.860167] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:04.940204] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:04.974978] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:26:05.143692] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:05.150657] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:05.175188] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:05.175334] [INFO ] [CONFIGURE ] GEF: DISCARDED add_mfi (score: 70.00%)
[2025-12-01T20:26:05.176118] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Tests: 909/1230 | Remaining: 321 | Rate: 82.4/min
[2025-12-01T20:26:05.176169] [INFO ] [CONFIGURE ] GEF: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:26:05.176217] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:26:05.295550] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:05.448267] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:05.484454] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:05.595879] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:05.615948] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:05.735801] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:05.788764] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:26:05.932959] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:06.027255] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:06.047452] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:06.093791] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:06.253994] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:26:06.322883] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:06.404261] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:26:06.505552] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:26:06.574618] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:06.618685] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:06.711726] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:26:06.890402] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:06.913142] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:06.913286] [INFO ] [CONFIGURE ] JBL: DISCARDED add_ema (score: 70.00%)
[2025-12-01T20:26:06.914107] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Tests: 910/1230 | Remaining: 320 | Rate: 82.3/min
[2025-12-01T20:26:06.914158] [INFO ] [CONFIGURE ] JBL: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:26:06.914192] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:26:06.958921] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:06.959066] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-12-01T20:26:06.959973] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Tests: 911/1230 | Remaining: 319 | Rate: 82.4/min
[2025-12-01T20:26:06.960028] [INFO ] [CONFIGURE ] DMAC: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:26:06.960062] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_volatility_5d']
[2025-12-01T20:26:07.019850] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:26:07.207976] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:07.233081] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:07.334622] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:07.385112] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:07.500661] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:07.578764] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:07.645754] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:07.799538] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:07.817458] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:07.929779] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:07.929941] [INFO ] [CONFIGURE ] GECC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-12-01T20:26:07.930845] [INFO ] [CONFIGURE ] JOB ETA: 3.9m | Tests: 912/1230 | Remaining: 318 | Rate: 82.4/min
[2025-12-01T20:26:07.930902] [INFO ] [CONFIGURE ] GECC: Testing feature 20/29: add_price_rejection
[2025-12-01T20:26:07.930935] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_price_rejection']
[2025-12-01T20:26:07.958140] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:08.100284] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:08.248923] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:08.290822] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:08.290962] [INFO ] [CONFIGURE ] GEF: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-12-01T20:26:08.291108] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:08.291772] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Tests: 913/1230 | Remaining: 317 | Rate: 82.4/min
[2025-12-01T20:26:08.291823] [INFO ] [CONFIGURE ] GEF: Testing feature 11/29: add_obv_daily
[2025-12-01T20:26:08.291854] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-12-01T20:26:08.396140] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:08.540149] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:08.649889] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:08.679320] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:08.700683] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:08.790087] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:09.000324] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:09.001813] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:09.048812] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:09.121790] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:09.301915] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:26:09.305088] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:09.352524] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:09.548723] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:26:09.561530] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:09.610319] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:09.706881] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:26:09.820121] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:26:09.920013] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:09.920170] [INFO ] [CONFIGURE ] JBL: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-12-01T20:26:09.921027] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Tests: 914/1230 | Remaining: 316 | Rate: 82.3/min
[2025-12-01T20:26:09.921081] [INFO ] [CONFIGURE ] JBL: Testing feature 6/29: add_failed_moves
[2025-12-01T20:26:09.921115] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-12-01T20:26:09.977157] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:10.058306] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:10.092037] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:10.166119] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:10.364254] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:10.399827] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:10.403942] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:10.407039] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:10.628462] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:10.648145] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:10.748672] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:10.844354] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:26:10.890666] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:10.906520] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:10.906733] [INFO ] [CONFIGURE ] GEF: DISCARDED add_obv_daily (score: 30.00%)
[2025-12-01T20:26:10.907934] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Tests: 915/1230 | Remaining: 315 | Rate: 82.3/min
[2025-12-01T20:26:10.908005] [INFO ] [CONFIGURE ] GEF: Testing feature 12/29: add_obv_interval
[2025-12-01T20:26:10.908050] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-12-01T20:26:11.095881] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:11.141068] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:11.153511] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:11.284132] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:11.284273] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-12-01T20:26:11.285077] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Tests: 916/1230 | Remaining: 314 | Rate: 82.3/min
[2025-12-01T20:26:11.285129] [INFO ] [CONFIGURE ] DMAC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:26:11.285161] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_pbf_vs_sma_5']
[2025-12-01T20:26:11.385375] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:11.396370] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:26:11.458866] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:26:11.459014] [INFO ] [CONFIGURE ] GECC: DISCARDED add_price_rejection (score: 70.00%)
[2025-12-01T20:26:11.459834] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Tests: 917/1230 | Remaining: 313 | Rate: 82.4/min
[2025-12-01T20:26:11.459887] [INFO ] [CONFIGURE ] GECC: Testing feature 21/29: add_range_position
[2025-12-01T20:26:11.459920] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_range_position']
[2025-12-01T20:26:11.631290] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:11.634348] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:11.704206] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:11.818457] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:26:11.874805] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:26:11.880639] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:12.114501] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:12.126252] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:12.127625] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:12.177481] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:12.352950] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:26:12.374149] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:12.374272] [INFO ] [CONFIGURE ] JBL: DISCARDED add_failed_moves (score: 70.00%)
[2025-12-01T20:26:12.375157] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Tests: 918/1230 | Remaining: 312 | Rate: 82.3/min
[2025-12-01T20:26:12.375213] [INFO ] [CONFIGURE ] JBL: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:26:12.375247] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-12-01T20:26:12.530683] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:12.566207] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:12.600446] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:12.624753] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:12.842487] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:12.869538] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:12.887963] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:13.000415] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:13.085943] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:13.114435] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:13.240642] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:26:13.331248] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:13.331387] [INFO ] [CONFIGURE ] GEF: DISCARDED add_obv_interval (score: 30.00%)
[2025-12-01T20:26:13.332227] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Tests: 919/1230 | Remaining: 311 | Rate: 82.3/min
[2025-12-01T20:26:13.332278] [INFO ] [CONFIGURE ] GEF: Testing feature 13/29: add_opening_strength
[2025-12-01T20:26:13.332329] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:26:13.354387] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:13.433241] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:13.594004] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:13.595936] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:26:13.611092] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:13.843455] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:13.859553] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:13.891925] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:13.967428] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:14.104647] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:14.167837] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:14.278765] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:14.334270] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:14.360611] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:14.442268] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:26:14.619067] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:14.696929] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:14.711630] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:14.720154] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:14.862719] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:14.862852] [INFO ] [CONFIGURE ] JBL: DISCARDED add_lag_shelf (score: 50.00%)
[2025-12-01T20:26:14.863658] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Tests: 920/1230 | Remaining: 310 | Rate: 82.2/min
[2025-12-01T20:26:14.863997] [INFO ] [CONFIGURE ] JBL: Testing feature 8/29: add_macd
[2025-12-01T20:26:14.864033] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_macd']
[2025-12-01T20:26:15.003864] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:26:15.058026] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:15.058179] [INFO ] [CONFIGURE ] GECC: DISCARDED add_range_position (score: 70.00%)
[2025-12-01T20:26:15.059007] [INFO ] [CONFIGURE ] JOB ETA: 3.8m | Tests: 921/1230 | Remaining: 309 | Rate: 82.3/min
[2025-12-01T20:26:15.059060] [INFO ] [CONFIGURE ] GECC: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:26:15.059092] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_realized_volatility']
[2025-12-01T20:26:15.139637] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:26:15.217069] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:15.281258] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:15.481651] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:26:15.557143] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:15.580377] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:15.580534] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_pbf_vs_sma_5 (score: 60.00%)
[2025-12-01T20:26:15.581373] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 922/1230 | Remaining: 308 | Rate: 82.3/min
[2025-12-01T20:26:15.581428] [INFO ] [CONFIGURE ] DMAC: Testing feature 20/29: add_price_rejection
[2025-12-01T20:26:15.581462] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_price_rejection']
[2025-12-01T20:26:15.584768] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:15.832990] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:15.910200] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:15.942074] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:16.032251] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:26:16.113612] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:16.113743] [INFO ] [CONFIGURE ] GEF: DISCARDED add_opening_strength (score: 20.00%)
[2025-12-01T20:26:16.114534] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 923/1230 | Remaining: 307 | Rate: 82.3/min
[2025-12-01T20:26:16.114601] [INFO ] [CONFIGURE ] GEF: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:26:16.114637] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-12-01T20:26:16.289468] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:16.342752] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:16.368998] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:16.474000] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:16.625190] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:16.637542] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:16.771993] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:16.878748] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:16.914522] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:16.984063] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:17.138493] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:26:17.202441] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:26:17.335846] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:17.373683] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:17.396172] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:17.631561] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:17.677541] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:26:17.690874] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:17.839192] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:17.940319] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:18.048145] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:18.097432] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:18.205254] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:18.284358] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:18.401712] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:18.401898] [INFO ] [CONFIGURE ] JBL: DISCARDED add_macd (score: 50.00%)
[2025-12-01T20:26:18.402766] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 924/1230 | Remaining: 306 | Rate: 82.1/min
[2025-12-01T20:26:18.402821] [INFO ] [CONFIGURE ] JBL: Testing feature 9/29: add_mfi
[2025-12-01T20:26:18.402855] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_mfi']
[2025-12-01T20:26:18.469245] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:18.535722] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:18.654557] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:18.730156] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:18.746913] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:18.747063] [INFO ] [CONFIGURE ] GEF: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-12-01T20:26:18.747865] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 925/1230 | Remaining: 305 | Rate: 82.2/min
[2025-12-01T20:26:18.747917] [INFO ] [CONFIGURE ] GEF: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:26:18.747949] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-12-01T20:26:18.905910] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:18.975081] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:18.975540] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:19.155212] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:19.189360] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:19.207240] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:19.403285] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:19.431135] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:19.431284] [INFO ] [CONFIGURE ] GECC: DISCARDED add_realized_volatility (score: 60.00%)
[2025-12-01T20:26:19.432074] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 926/1230 | Remaining: 304 | Rate: 82.2/min
[2025-12-01T20:26:19.432129] [INFO ] [CONFIGURE ] GECC: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:26:19.432164] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_recent_range_context']
[2025-12-01T20:26:19.436801] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:19.654751] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:19.654772] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:26:19.662470] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:19.772141] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:26:19.904213] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:26:19.906816] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:20.111992] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:20.112139] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_price_rejection (score: 70.00%)
[2025-12-01T20:26:20.112950] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 927/1230 | Remaining: 303 | Rate: 82.2/min
[2025-12-01T20:26:20.113001] [INFO ] [CONFIGURE ] DMAC: Testing feature 21/29: add_range_position
[2025-12-01T20:26:20.113035] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_range_position']
[2025-12-01T20:26:20.118852] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:20.156162] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:26:20.160336] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:20.408782] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:20.415751] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:20.486276] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:20.573600] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:26:20.641729] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:20.668975] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:20.833825] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:20.882110] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:20.943435] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:20.943617] [INFO ] [CONFIGURE ] JBL: DISCARDED add_mfi (score: 60.00%)
[2025-12-01T20:26:20.944407] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 928/1230 | Remaining: 302 | Rate: 82.2/min
[2025-12-01T20:26:20.944471] [INFO ] [CONFIGURE ] JBL: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:26:20.944510] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:26:21.045159] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:21.116774] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:21.116919] [INFO ] [CONFIGURE ] GEF: DISCARDED add_pbf_morning_momentum (score: 50.00%)
[2025-12-01T20:26:21.117731] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 929/1230 | Remaining: 301 | Rate: 82.3/min
[2025-12-01T20:26:21.117783] [INFO ] [CONFIGURE ] GEF: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:26:21.117816] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-12-01T20:26:21.176726] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:26:21.299232] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:21.362907] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:21.517519] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:21.519073] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:21.609921] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:26:21.652913] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:21.859516] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:21.867106] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:21.992018] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:21.999166] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:22.106592] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:22.213200] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:22.317077] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:22.363901] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:26:22.502938] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:22.560961] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:22.627297] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:26:22.654030] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:26:22.897506] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:22.920896] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:26:22.921035] [INFO ] [CONFIGURE ] GECC: DISCARDED add_recent_range_context (score: 70.00%)
[2025-12-01T20:26:22.921844] [INFO ] [CONFIGURE ] JOB ETA: 3.7m | Tests: 930/1230 | Remaining: 300 | Rate: 82.1/min
[2025-12-01T20:26:22.921903] [INFO ] [CONFIGURE ] GECC: Testing feature 24/29: add_rsi
[2025-12-01T20:26:22.921936] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_rsi']
[2025-12-01T20:26:22.986689] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:22.999112] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:23.151359] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:23.267088] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:26:23.314188] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:23.404174] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:23.470850] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:23.612493] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:23.648715] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:23.660816] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:23.660944] [INFO ] [CONFIGURE ] GEF: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-12-01T20:26:23.661753] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Tests: 931/1230 | Remaining: 299 | Rate: 82.1/min
[2025-12-01T20:26:23.661803] [INFO ] [CONFIGURE ] GEF: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:26:23.661834] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-12-01T20:26:23.910486] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:23.939103] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:23.956364] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:23.980007] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:24.161284] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:26:24.299509] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:24.316904] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:24.317056] [INFO ] [CONFIGURE ] JBL: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-12-01T20:26:24.317869] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Tests: 932/1230 | Remaining: 298 | Rate: 82.1/min
[2025-12-01T20:26:24.317922] [INFO ] [CONFIGURE ] JBL: Testing feature 11/29: add_obv_daily
[2025-12-01T20:26:24.317961] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_daily']
[2025-12-01T20:26:24.395041] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:26:24.408602] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:24.605049] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:24.641948] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:24.659370] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:26:24.851551] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:24.851735] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_range_position (score: 70.00%)
[2025-12-01T20:26:24.852781] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Tests: 933/1230 | Remaining: 297 | Rate: 82.2/min
[2025-12-01T20:26:24.852833] [INFO ] [CONFIGURE ] DMAC: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:26:24.852865] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_realized_volatility']
[2025-12-01T20:26:24.879948] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:24.909552] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:24.984135] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:26:25.158868] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:25.160304] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:26:25.336813] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:25.362525] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:25.408797] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:25.443077] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:25.659916] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:25.688979] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:25.728335] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:26:25.876304] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:25.911082] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:26.012603] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:26.028352] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:26.165178] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:26.165311] [INFO ] [CONFIGURE ] GEF: DISCARDED add_pbf_return_2d (score: 30.00%)
[2025-12-01T20:26:26.166110] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Tests: 934/1230 | Remaining: 296 | Rate: 82.1/min
[2025-12-01T20:26:26.166160] [INFO ] [CONFIGURE ] GEF: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:26:26.166191] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-12-01T20:26:26.297151] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:26.365222] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:26.365351] [INFO ] [CONFIGURE ] GECC: DISCARDED add_rsi (score: 70.00%)
[2025-12-01T20:26:26.366143] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Tests: 935/1230 | Remaining: 295 | Rate: 82.2/min
[2025-12-01T20:26:26.366194] [INFO ] [CONFIGURE ] GECC: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:26:26.366226] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_tick_distribution']
[2025-12-01T20:26:26.390886] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:26:26.393436] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:26.586478] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:26.613975] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:26.693374] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:26.838603] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:26.875134] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:26.906160] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:27.015730] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:27.063061] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:26:27.162255] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:27.162404] [INFO ] [CONFIGURE ] JBL: DISCARDED add_obv_daily (score: 60.00%)
[2025-12-01T20:26:27.163214] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Tests: 936/1230 | Remaining: 294 | Rate: 82.1/min
[2025-12-01T20:26:27.163266] [INFO ] [CONFIGURE ] JBL: Testing feature 12/29: add_obv_interval
[2025-12-01T20:26:27.163299] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_obv_interval']
[2025-12-01T20:26:27.289333] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:26:27.340749] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:27.422224] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:27.430013] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:27.516785] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:26:27.668903] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:27.687767] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:27.743517] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:27.939119] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:27.940077] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:27.971111] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:27.996788] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:26:28.190239] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:28.199443] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:28.324408] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:28.426681] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:28.426818] [INFO ] [CONFIGURE ] GEF: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-12-01T20:26:28.427712] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Tests: 937/1230 | Remaining: 293 | Rate: 82.1/min
[2025-12-01T20:26:28.427763] [INFO ] [CONFIGURE ] GEF: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:26:28.427795] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-12-01T20:26:28.445066] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:26:28.457204] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:28.647799] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:28.659764] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:28.700955] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:26:28.867239] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:28.954527] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:28.981634] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:28.992605] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:29.086820] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:29.210859] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:29.307365] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:29.323552] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:29.467430] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:29.516413] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:26:29.531723] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:26:29.660869] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:26:29.661014] [INFO ] [CONFIGURE ] GECC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-12-01T20:26:29.661835] [INFO ] [CONFIGURE ] JOB ETA: 3.6m | Tests: 938/1230 | Remaining: 292 | Rate: 82.0/min
[2025-12-01T20:26:29.661887] [INFO ] [CONFIGURE ] GECC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:26:29.661919] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-12-01T20:26:29.723388] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:29.723527] [INFO ] [CONFIGURE ] JBL: DISCARDED add_obv_interval (score: 50.00%)
[2025-12-01T20:26:29.724333] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 939/1230 | Remaining: 291 | Rate: 82.1/min
[2025-12-01T20:26:29.724385] [INFO ] [CONFIGURE ] JBL: Testing feature 13/29: add_opening_strength
[2025-12-01T20:26:29.724433] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:26:29.754472] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:26:29.980875] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:29.994961] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:29.997076] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:30.055393] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:30.055552] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_realized_volatility (score: 60.00%)
[2025-12-01T20:26:30.056371] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 940/1230 | Remaining: 290 | Rate: 82.2/min
[2025-12-01T20:26:30.056424] [INFO ] [CONFIGURE ] DMAC: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:26:30.056460] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_recent_range_context']
[2025-12-01T20:26:30.206879] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:30.263607] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:30.335286] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:30.437824] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:30.530384] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:30.537209] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:30.666407] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:30.666534] [INFO ] [CONFIGURE ] GEF: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-01T20:26:30.667349] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 941/1230 | Remaining: 289 | Rate: 82.2/min
[2025-12-01T20:26:30.667402] [INFO ] [CONFIGURE ] GEF: Testing feature 20/29: add_price_rejection
[2025-12-01T20:26:30.667435] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-12-01T20:26:30.701700] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:30.820985] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:30.917563] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:30.983121] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:31.050996] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:31.108000] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:31.172772] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:26:31.385003] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:31.389117] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:26:31.413998] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:31.421906] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:31.662108] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:26:31.667785] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:31.730207] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:31.876527] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:31.911733] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:26:31.946982] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:32.083798] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:32.158871] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:26:32.219620] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:32.326643] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:32.411159] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:32.431192] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:32.496528] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:32.496687] [INFO ] [CONFIGURE ] JBL: DISCARDED add_opening_strength (score: 70.00%)
[2025-12-01T20:26:32.497498] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 942/1230 | Remaining: 288 | Rate: 82.0/min
[2025-12-01T20:26:32.497549] [INFO ] [CONFIGURE ] JBL: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:26:32.497597] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_order_flow_imbalance']
[2025-12-01T20:26:32.661648] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:32.767203] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:32.773509] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:32.780622] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:32.916466] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:33.039285] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:33.124136] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:26:33.124273] [INFO ] [CONFIGURE ] GECC: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-12-01T20:26:33.125108] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 943/1230 | Remaining: 287 | Rate: 82.0/min
[2025-12-01T20:26:33.125160] [INFO ] [CONFIGURE ] GECC: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:26:33.125193] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_volume_price_divergence']
[2025-12-01T20:26:33.164431] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:33.164591] [INFO ] [CONFIGURE ] GEF: DISCARDED add_price_rejection (score: 50.00%)
[2025-12-01T20:26:33.165393] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 944/1230 | Remaining: 286 | Rate: 82.1/min
[2025-12-01T20:26:33.165457] [INFO ] [CONFIGURE ] GEF: Testing feature 21/29: add_range_position
[2025-12-01T20:26:33.165504] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-12-01T20:26:33.208927] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:33.315947] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:33.429107] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:33.486544] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:26:33.598457] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:33.648136] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:33.705830] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:26:33.849378] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:33.899062] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:26:33.982145] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:34.124669] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:26:34.177980] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:34.217459] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:34.252563] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:26:34.459920] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:34.521503] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:34.578967] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:34.583000] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:34.583105] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_recent_range_context (score: 60.00%)
[2025-12-01T20:26:34.583935] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 945/1230 | Remaining: 285 | Rate: 82.0/min
[2025-12-01T20:26:34.583990] [INFO ] [CONFIGURE ] DMAC: Testing feature 24/29: add_rsi
[2025-12-01T20:26:34.584049] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_rsi']
[2025-12-01T20:26:34.756570] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:34.794538] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:26:34.935438] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:26:35.020933] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:26:35.047021] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:35.066119] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:35.288177] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:35.321050] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:35.321184] [INFO ] [CONFIGURE ] JBL: DISCARDED add_order_flow_imbalance (score: 40.00%)
[2025-12-01T20:26:35.322069] [INFO ] [CONFIGURE ] JOB ETA: 3.5m | Tests: 946/1230 | Remaining: 284 | Rate: 82.0/min
[2025-12-01T20:26:35.322121] [INFO ] [CONFIGURE ] JBL: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:26:35.322154] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_morning_momentum']
[2025-12-01T20:26:35.334887] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:35.464522] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:35.572510] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:35.608306] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:35.656112] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:35.824993] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:35.884763] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:35.884903] [INFO ] [CONFIGURE ] GEF: DISCARDED add_range_position (score: 40.00%)
[2025-12-01T20:26:35.885776] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 947/1230 | Remaining: 283 | Rate: 82.1/min
[2025-12-01T20:26:35.885830] [INFO ] [CONFIGURE ] GEF: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:26:35.885864] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-12-01T20:26:35.909727] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:36.034620] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:36.072679] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:36.221482] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:36.322519] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:36.350043] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:36.416394] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:36.559466] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:36.573058] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:36.789388] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:36.798041] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:36.798195] [INFO ] [CONFIGURE ] GECC: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-12-01T20:26:36.799053] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 948/1230 | Remaining: 282 | Rate: 82.0/min
[2025-12-01T20:26:36.799108] [INFO ] [CONFIGURE ] GECC: Testing feature 28/29: add_volume_profile
[2025-12-01T20:26:36.799141] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_volume_profile']
[2025-12-01T20:26:36.818060] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:36.890884] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:37.061188] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:37.160332] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:37.223909] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:26:37.225323] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:37.309228] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:37.521824] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:37.561920] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:37.565205] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:37.663049] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:37.820805] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:37.820938] [INFO ] [CONFIGURE ] JBL: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-12-01T20:26:37.821697] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 949/1230 | Remaining: 281 | Rate: 82.0/min
[2025-12-01T20:26:37.821751] [INFO ] [CONFIGURE ] JBL: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:26:37.821808] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_overnight_gap']
[2025-12-01T20:26:37.889729] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:37.910628] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:26:38.106486] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:38.106496] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:38.252633] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:38.259344] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:38.370208] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:38.550207] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:26:38.592363] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:38.626832] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:38.639318] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:38.916550] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:38.940518] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:38.992195] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:38.992345] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_rsi (score: 60.00%)
[2025-12-01T20:26:38.993167] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 950/1230 | Remaining: 280 | Rate: 82.0/min
[2025-12-01T20:26:38.993220] [INFO ] [CONFIGURE ] DMAC: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:26:38.993255] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_tick_distribution']
[2025-12-01T20:26:38.996622] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:39.187354] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:39.287882] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:39.288034] [INFO ] [CONFIGURE ] GEF: DISCARDED add_realized_volatility (score: 50.00%)
[2025-12-01T20:26:39.289020] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 951/1230 | Remaining: 279 | Rate: 82.0/min
[2025-12-01T20:26:39.289086] [INFO ] [CONFIGURE ] GEF: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:26:39.289127] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-12-01T20:26:39.366193] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:39.422943] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:26:39.449647] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:39.529689] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:39.717560] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:39.737196] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:39.781885] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:26:39.848548] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:39.986506] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:40.025492] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:40.087081] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:40.257996] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:40.270830] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:40.282803] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:40.441260] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:26:40.441404] [INFO ] [CONFIGURE ] GECC: DISCARDED add_volume_profile (score: 90.00%)
[2025-12-01T20:26:40.442284] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 952/1230 | Remaining: 278 | Rate: 82.0/min
[2025-12-01T20:26:40.445471] [INFO ] [CONFIGURE ] GECC: Testing feature 29/29: add_vwap
[2025-12-01T20:26:40.445514] [INFO ] [CONFIGURE ] GECC: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily', 'add_vwap']
[2025-12-01T20:26:40.526823] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:40.526966] [INFO ] [CONFIGURE ] JBL: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-12-01T20:26:40.527815] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 953/1230 | Remaining: 277 | Rate: 82.0/min
[2025-12-01T20:26:40.527870] [INFO ] [CONFIGURE ] JBL: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:26:40.527903] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_return_2d']
[2025-12-01T20:26:40.528530] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:26:40.695466] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:40.775891] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:26:40.796562] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:26:40.808346] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:41.028170] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:41.100348] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:41.120920] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:41.159843] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:26:41.279523] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:41.372497] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:41.515744] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:41.536274] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:41.543383] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:41.645949] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:41.792755] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:41.792893] [INFO ] [CONFIGURE ] GEF: DISCARDED add_recent_range_context (score: 50.00%)
[2025-12-01T20:26:41.793732] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 954/1230 | Remaining: 276 | Rate: 82.0/min
[2025-12-01T20:26:41.793785] [INFO ] [CONFIGURE ] GEF: Testing feature 24/29: add_rsi
[2025-12-01T20:26:41.793820] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_ema', 'add_rsi']
[2025-12-01T20:26:41.873524] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:41.912972] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:41.985181] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:42.095512] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:42.181412] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:42.214776] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:26:42.407221] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:42.419060] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:42.451900] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:42.556624] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:42.724097] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:42.725012] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:42.865924] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:26:42.913012] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:42.994124] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:43.023460] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:43.262227] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:43.262366] [INFO ] [CONFIGURE ] JBL: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-12-01T20:26:43.263192] [INFO ] [CONFIGURE ] JOB ETA: 3.4m | Tests: 955/1230 | Remaining: 275 | Rate: 81.9/min
[2025-12-01T20:26:43.263246] [INFO ] [CONFIGURE ] JBL: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:26:43.263285] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_volatility_5d']
[2025-12-01T20:26:43.269848] [DEBUG] [FORECASTER] GECC: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:43.312690] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:43.312837] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_tick_distribution (score: 70.00%)
[2025-12-01T20:26:43.313621] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Tests: 956/1230 | Remaining: 274 | Rate: 82.0/min
[2025-12-01T20:26:43.313674] [INFO ] [CONFIGURE ] DMAC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:26:43.313708] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_momentum_confirmation']
[2025-12-01T20:26:43.320277] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:26:43.501887] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:43.618320] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:26:43.629720] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:43.743277] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:43.752609] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:43.917516] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:43.977318] [DEBUG] [FORECASTER] GECC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:43.977469] [INFO ] [CONFIGURE ] GECC: DISCARDED add_vwap (score: 50.00%)
[2025-12-01T20:26:43.978279] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Tests: 957/1230 | Remaining: 273 | Rate: 82.0/min
[2025-12-01T20:26:43.978348] [INFO ] [CONFIGURE ] GECC: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:26:43.978378] [INFO ] [CONFIGURE ] GECC: Best accuracy: 90.00%
[2025-12-01T20:26:43.978408] [INFO ] [CONFIGURE ] GECC: Best feature set (4 features): ['add_bollinger_bands', 'add_ema', 'add_failed_moves', 'add_obv_daily']
[2025-12-01T20:26:43.978433] [INFO ] [CONFIGURE ] GECC: Improvement over baseline: 60.00%
[2025-12-01T20:26:43.978458] [INFO ] [CONFIGURE ] GECC: Total time: 1.6 minutes
[2025-12-01T20:26:43.978482] [INFO ] [CONFIGURE ] GECC: Average time per feature: 3.4 seconds
[2025-12-01T20:26:43.978506] [INFO ] [CONFIGURE ] GECC: Average speed: 0.30 features/sec
[2025-12-01T20:26:43.978706] [INFO ] [LOCAL     ] Saved configuration for GECC: 4 features, 90.00% accuracy -> ./output/feature-sets/GECC.json
[2025-12-01T20:26:43.978744] [INFO ] [CONFIGURE ] GECC: Configuration saved successfully: 4 features, 90.00% accuracy.
[2025-12-01T20:26:43.979268] [INFO ] [sig       ] [30/41] GECC OK in 1m 40s. ETA: 4m 17s. Rate: 2.6 sym/min
[2025-12-01T20:26:43.980257] [INFO ] [CONFIGURE ] JBND: Configurate test run.
[2025-12-01T20:26:43.980304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-01T20:26:43.983780] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:44.023996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-01T20:26:44.024472] [INFO ] [CONFIGURE ] JBND: Testing with 29 available features
[2025-12-01T20:26:44.024523] [INFO ] [CONFIGURE ] JBND: Establishing baseline with no features...
[2025-12-01T20:26:44.202973] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:26:44.215952] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:26:44.228988] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:44.230226] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:44.388517] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:26:44.473805] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:44.565123] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:44.610551] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:44.718590] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:44.793070] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:44.842732] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:44.982890] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:44.983081] [INFO ] [CONFIGURE ] GEF: DISCARDED add_rsi (score: 40.00%)
[2025-12-01T20:26:44.984291] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Tests: 958/1230 | Remaining: 272 | Rate: 81.9/min
[2025-12-01T20:26:44.984364] [INFO ] [CONFIGURE ] GEF: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:26:44.984413] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_tick_distribution']
[2025-12-01T20:26:45.056742] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:45.120429] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:45.225133] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:45.289841] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:45.318119] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:45.419882] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:45.488225] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:45.639656] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:45.685375] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:45.687309] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:45.742289] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:45.860473] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:26:45.874028] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:45.947853] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:45.947990] [INFO ] [CONFIGURE ] JBL: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-12-01T20:26:45.948855] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Tests: 959/1230 | Remaining: 271 | Rate: 81.9/min
[2025-12-01T20:26:45.948907] [INFO ] [CONFIGURE ] JBL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:26:45.948941] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_pbf_vs_sma_5']
[2025-12-01T20:26:46.036464] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:46.036605] [INFO ] [CONFIGURE ] JBND: Baseline score (no features): 50.00%
[2025-12-01T20:26:46.036973] [INFO ] [CONFIGURE ] JBND: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:26:46.037021] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:26:46.106045] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:46.202643] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:46.210695] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:46.272892] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:26:46.337163] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:26:46.454927] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:46.504210] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:26:46.573384] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:26:46.662917] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:46.691368] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:46.725175] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:46.808763] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:46.929627] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:46.956291] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:47.042905] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:47.094511] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:47.173392] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:47.184918] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:26:47.278601] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:47.411224] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:26:47.418668] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:47.514237] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:47.514376] [INFO ] [CONFIGURE ] GEF: DISCARDED add_tick_distribution (score: 70.00%)
[2025-12-01T20:26:47.515486] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Tests: 961/1230 | Remaining: 269 | Rate: 81.9/min
[2025-12-01T20:26:47.515537] [INFO ] [CONFIGURE ] GEF: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:26:47.515569] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_volume_momentum_confirmation']
[2025-12-01T20:26:47.533054] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:26:47.642726] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:47.661112] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:47.751985] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:47.863765] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:47.903286] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:47.975276] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:47.975408] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-12-01T20:26:47.976247] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Tests: 962/1230 | Remaining: 268 | Rate: 81.9/min
[2025-12-01T20:26:47.976298] [INFO ] [CONFIGURE ] DMAC: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:26:47.976331] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_price_divergence']
[2025-12-01T20:26:47.992928] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:26:48.084588] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:26:48.147082] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:48.237074] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:48.307606] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:48.307746] [INFO ] [CONFIGURE ] JBND: DISCARDED add_bollinger_bands (score: 50.00%)
[2025-12-01T20:26:48.308561] [INFO ] [CONFIGURE ] JOB ETA: 3.3m | Tests: 963/1230 | Remaining: 267 | Rate: 82.0/min
[2025-12-01T20:26:48.308627] [INFO ] [CONFIGURE ] JBND: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:26:48.308660] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:26:48.387842] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:48.387970] [INFO ] [CONFIGURE ] JBL: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-01T20:26:48.388797] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Tests: 964/1230 | Remaining: 266 | Rate: 82.1/min
[2025-12-01T20:26:48.388849] [INFO ] [CONFIGURE ] JBL: Testing feature 20/29: add_price_rejection
[2025-12-01T20:26:48.388881] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_price_rejection']
[2025-12-01T20:26:48.439269] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:26:48.484835] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:26:48.546061] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:26:48.648960] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:48.731319] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:48.793316] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:26:48.905514] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:48.914605] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:48.976731] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:26:49.035602] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:49.180767] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:49.224774] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:49.281084] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:26:49.379116] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:49.452868] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:49.473835] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:49.520267] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:49.722303] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:49.742958] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:49.762001] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:49.833689] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:49.969730] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:49.969885] [INFO ] [CONFIGURE ] GEF: DISCARDED add_volume_momentum_confirmation (score: 20.00%)
[2025-12-01T20:26:49.970719] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Tests: 965/1230 | Remaining: 265 | Rate: 82.0/min
[2025-12-01T20:26:49.970773] [INFO ] [CONFIGURE ] GEF: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:26:49.970809] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_volume_price_divergence']
[2025-12-01T20:26:50.005534] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:50.025488] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:26:50.222528] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:50.249336] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:50.283774] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:50.290090] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:50.473873] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:26:50.493663] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:26:50.555881] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:50.724912] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:50.729181] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:50.729355] [INFO ] [CONFIGURE ] JBND: DISCARDED add_cumulative_delta (score: 50.00%)
[2025-12-01T20:26:50.730254] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Tests: 966/1230 | Remaining: 264 | Rate: 82.0/min
[2025-12-01T20:26:50.730310] [INFO ] [CONFIGURE ] JBND: Testing feature 3/29: add_daily_returns
[2025-12-01T20:26:50.732888] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_daily_returns']
[2025-12-01T20:26:50.734261] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:50.837765] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:50.939367] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:26:50.978180] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:26:51.116849] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:51.116985] [INFO ] [CONFIGURE ] JBL: DISCARDED add_price_rejection (score: 50.00%)
[2025-12-01T20:26:51.117833] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Tests: 967/1230 | Remaining: 263 | Rate: 82.0/min
[2025-12-01T20:26:51.117886] [INFO ] [CONFIGURE ] JBL: Testing feature 21/29: add_range_position
[2025-12-01T20:26:51.117919] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_range_position']
[2025-12-01T20:26:51.133253] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:26:51.188000] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:51.229559] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:51.328495] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:51.396562] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:51.483898] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:26:51.527855] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:26:51.642099] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:51.676602] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:51.728280] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:51.746210] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:51.926269] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:26:51.963784] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:52.014960] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:52.103068] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:26:52.125338] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:52.248331] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:52.294163] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:52.330179] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:52.531312] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:26:52.534780] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:52.568521] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:52.568695] [INFO ] [CONFIGURE ] GEF: DISCARDED add_volume_price_divergence (score: 30.00%)
[2025-12-01T20:26:52.569500] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Tests: 968/1230 | Remaining: 262 | Rate: 81.9/min
[2025-12-01T20:26:52.569553] [INFO ] [CONFIGURE ] GEF: Testing feature 28/29: add_volume_profile
[2025-12-01T20:26:52.569601] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_volume_profile']
[2025-12-01T20:26:52.575139] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:52.575284] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-12-01T20:26:52.576102] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Tests: 969/1230 | Remaining: 261 | Rate: 82.0/min
[2025-12-01T20:26:52.576152] [INFO ] [CONFIGURE ] DMAC: Testing feature 28/29: add_volume_profile
[2025-12-01T20:26:52.576184] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_volume_profile']
[2025-12-01T20:26:52.738703] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:52.738836] [INFO ] [CONFIGURE ] JBND: DISCARDED add_daily_returns (score: 30.00%)
[2025-12-01T20:26:52.739686] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Tests: 970/1230 | Remaining: 260 | Rate: 82.1/min
[2025-12-01T20:26:52.739736] [INFO ] [CONFIGURE ] JBND: Testing feature 4/29: add_ema
[2025-12-01T20:26:52.739768] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema']
[2025-12-01T20:26:52.813485] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:52.823042] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:26:52.971703] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:26:53.018213] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:53.055813] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:53.098624] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:53.203146] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:26:53.313195] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:53.378026] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:53.439726] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:53.465156] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:53.567874] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:53.661404] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:53.679836] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:53.811498] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:26:53.911911] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:53.923659] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:53.946777] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:53.946921] [INFO ] [CONFIGURE ] JBL: DISCARDED add_range_position (score: 50.00%)
[2025-12-01T20:26:53.947745] [INFO ] [CONFIGURE ] JOB ETA: 3.2m | Tests: 971/1230 | Remaining: 259 | Rate: 82.0/min
[2025-12-01T20:26:53.947798] [INFO ] [CONFIGURE ] JBL: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:26:53.947831] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_realized_volatility']
[2025-12-01T20:26:54.058656] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:26:54.161470] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:54.294708] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:54.302845] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:54.356322] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:54.399043] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:54.545206] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:54.632468] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:54.645354] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:54.789759] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:54.820933] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:54.869737] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:26:54.987344] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:55.032426] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:55.032553] [INFO ] [CONFIGURE ] GEF: DISCARDED add_volume_profile (score: 60.00%)
[2025-12-01T20:26:55.033344] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 972/1230 | Remaining: 258 | Rate: 82.0/min
[2025-12-01T20:26:55.033394] [INFO ] [CONFIGURE ] GEF: Testing feature 29/29: add_vwap
[2025-12-01T20:26:55.033427] [INFO ] [CONFIGURE ] GEF: Testing with features: ['add_bollinger_bands', 'add_vwap']
[2025-12-01T20:26:55.105679] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:26:55.105816] [INFO ] [CONFIGURE ] JBND: KEPT add_ema (score: 60.00%)
[2025-12-01T20:26:55.106626] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 973/1230 | Remaining: 257 | Rate: 82.0/min
[2025-12-01T20:26:55.106677] [INFO ] [CONFIGURE ] JBND: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:26:55.106708] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:26:55.264893] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:55.280843] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:26:55.326900] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:55.392553] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:26:55.530231] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:26:55.670501] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:55.684969] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:26:55.710052] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:55.780112] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:55.991195] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:56.018662] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:26:56.025882] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:56.160749] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:26:56.275316] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:56.282058] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:56.366762] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:56.523781] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:26:56.584073] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:56.609411] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:26:56.719004] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:56.773259] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:56.883059] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:57.024657] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:57.058169] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:26:57.058338] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_volume_profile (score: 50.00%)
[2025-12-01T20:26:57.059192] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 974/1230 | Remaining: 256 | Rate: 81.9/min
[2025-12-01T20:26:57.059245] [INFO ] [CONFIGURE ] DMAC: Testing feature 29/29: add_vwap
[2025-12-01T20:26:57.059291] [INFO ] [CONFIGURE ] DMAC: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration', 'add_vwap']
[2025-12-01T20:26:57.066663] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:57.200376] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:57.277387] [DEBUG] [FORECASTER] GEF: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:57.415798] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:57.415932] [INFO ] [CONFIGURE ] JBL: DISCARDED add_realized_volatility (score: 60.00%)
[2025-12-01T20:26:57.416732] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 975/1230 | Remaining: 255 | Rate: 81.9/min
[2025-12-01T20:26:57.416783] [INFO ] [CONFIGURE ] JBL: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:26:57.416816] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_recent_range_context']
[2025-12-01T20:26:57.494735] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:57.508172] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:26:57.524716] [DEBUG] [FORECASTER] GEF: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:26:57.524844] [INFO ] [CONFIGURE ] GEF: DISCARDED add_vwap (score: 60.00%)
[2025-12-01T20:26:57.525640] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 976/1230 | Remaining: 254 | Rate: 82.0/min
[2025-12-01T20:26:57.525691] [INFO ] [CONFIGURE ] GEF: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:26:57.525720] [INFO ] [CONFIGURE ] GEF: Best accuracy: 70.00%
[2025-12-01T20:26:57.525750] [INFO ] [CONFIGURE ] GEF: Best feature set (1 features): ['add_bollinger_bands']
[2025-12-01T20:26:57.525775] [INFO ] [CONFIGURE ] GEF: Improvement over baseline: 10.00%
[2025-12-01T20:26:57.525799] [INFO ] [CONFIGURE ] GEF: Total time: 1.3 minutes
[2025-12-01T20:26:57.525824] [INFO ] [CONFIGURE ] GEF: Average time per feature: 2.6 seconds
[2025-12-01T20:26:57.525848] [INFO ] [CONFIGURE ] GEF: Average speed: 0.38 features/sec
[2025-12-01T20:26:57.526039] [INFO ] [LOCAL     ] Saved configuration for GEF: 1 features, 70.00% accuracy -> ./output/feature-sets/GEF.json
[2025-12-01T20:26:57.526076] [INFO ] [CONFIGURE ] GEF: Configuration saved successfully: 1 features, 70.00% accuracy.
[2025-12-01T20:26:57.526612] [INFO ] [sig       ] [31/41] GEF OK in 1m 18s. ETA: 3m 50s. Rate: 2.6 sym/min
[2025-12-01T20:26:57.530279] [INFO ] [CONFIGURE ] LH: Configurate test run.
[2025-12-01T20:26:57.530336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-01T20:26:57.541291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-01T20:26:57.541705] [INFO ] [CONFIGURE ] LH: Testing with 29 available features
[2025-12-01T20:26:57.541755] [INFO ] [CONFIGURE ] LH: Establishing baseline with no features...
[2025-12-01T20:26:57.669942] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:26:57.712224] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:26:57.786807] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:26:57.884671] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:57.921758] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:57.952116] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:26:58.056877] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:26:58.091274] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:26:58.091429] [INFO ] [CONFIGURE ] JBND: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-12-01T20:26:58.092247] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 977/1230 | Remaining: 253 | Rate: 82.0/min
[2025-12-01T20:26:58.092299] [INFO ] [CONFIGURE ] JBND: Testing feature 6/29: add_failed_moves
[2025-12-01T20:26:58.092331] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves']
[2025-12-01T20:26:58.174704] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:58.228185] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:58.329232] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:26:58.396397] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:26:58.399583] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:26:58.430992] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:26:58.570239] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:26:58.575753] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:26:58.690436] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:58.749962] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:58.812767] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:26:58.848173] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:26:58.925182] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:26:58.953659] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:59.056434] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:26:59.101421] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:26:59.209747] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:26:59.275689] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:59.275822] [INFO ] [CONFIGURE ] LH: Baseline score (no features): 60.00%
[2025-12-01T20:26:59.276214] [INFO ] [CONFIGURE ] LH: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:26:59.276261] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:26:59.300052] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:26:59.301285] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:26:59.467439] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:26:59.487646] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:26:59.547595] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:26:59.706854] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:26:59.730063] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:26:59.767203] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:26:59.795127] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:26:59.923764] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:26:59.993510] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:26:59.993656] [INFO ] [CONFIGURE ] JBL: DISCARDED add_recent_range_context (score: 70.00%)
[2025-12-01T20:26:59.994457] [INFO ] [CONFIGURE ] JOB ETA: 3.1m | Tests: 979/1230 | Remaining: 251 | Rate: 82.0/min
[2025-12-01T20:26:59.994509] [INFO ] [CONFIGURE ] JBL: Testing feature 24/29: add_rsi
[2025-12-01T20:26:59.994542] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-12-01T20:27:00.039429] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:00.136947] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:00.222899] [DEBUG] [FORECASTER] DMAC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:00.286629] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:00.303311] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:00.352651] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:00.541860] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:00.541995] [INFO ] [CONFIGURE ] JBND: KEPT add_failed_moves (score: 70.00%)
[2025-12-01T20:27:00.542840] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 980/1230 | Remaining: 250 | Rate: 82.0/min
[2025-12-01T20:27:00.542892] [INFO ] [CONFIGURE ] JBND: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:27:00.542927] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_lag_shelf']
[2025-12-01T20:27:00.614507] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:00.687947] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:27:00.778800] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:27:00.926114] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:00.965221] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:00.975679] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:01.215076] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:01.250389] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:01.341227] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:27:01.415541] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:27:01.449646] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:01.468001] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:01.728961] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:01.729104] [INFO ] [CONFIGURE ] LH: KEPT add_bollinger_bands (score: 70.00%)
[2025-12-01T20:27:01.729933] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 981/1230 | Remaining: 249 | Rate: 82.0/min
[2025-12-01T20:27:01.729984] [INFO ] [CONFIGURE ] LH: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:27:01.730017] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:27:01.731970] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:01.763004] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:27:01.881430] [DEBUG] [FORECASTER] DMAC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:27:01.881595] [INFO ] [CONFIGURE ] DMAC: DISCARDED add_vwap (score: 50.00%)
[2025-12-01T20:27:01.882417] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 982/1230 | Remaining: 248 | Rate: 82.0/min
[2025-12-01T20:27:01.882471] [INFO ] [CONFIGURE ] DMAC: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:27:01.882502] [INFO ] [CONFIGURE ] DMAC: Best accuracy: 70.00%
[2025-12-01T20:27:01.882532] [INFO ] [CONFIGURE ] DMAC: Best feature set (5 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:27:01.882565] [INFO ] [CONFIGURE ] DMAC: Improvement over baseline: 60.00%
[2025-12-01T20:27:01.882612] [INFO ] [CONFIGURE ] DMAC: Total time: 1.9 minutes
[2025-12-01T20:27:01.882639] [INFO ] [CONFIGURE ] DMAC: Average time per feature: 4.2 seconds
[2025-12-01T20:27:01.882665] [INFO ] [CONFIGURE ] DMAC: Average speed: 0.25 features/sec
[2025-12-01T20:27:01.882862] [INFO ] [LOCAL     ] Saved configuration for DMAC: 5 features, 70.00% accuracy -> ./output/feature-sets/DMAC.json
[2025-12-01T20:27:01.882901] [INFO ] [CONFIGURE ] DMAC: Configuration saved successfully: 5 features, 70.00% accuracy.
[2025-12-01T20:27:01.883855] [INFO ] [sig       ] [32/41] DMAC OK in 1m 59s. ETA: 3m 22s. Rate: 2.7 sym/min
[2025-12-01T20:27:01.884163] [INFO ] [CONFIGURE ] LVS: Configurate test run.
[2025-12-01T20:27:01.884212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-01T20:27:01.896199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-01T20:27:01.896670] [INFO ] [CONFIGURE ] LVS: Testing with 29 available features
[2025-12-01T20:27:01.896720] [INFO ] [CONFIGURE ] LVS: Establishing baseline with no features...
[2025-12-01T20:27:01.972082] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:01.998931] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:02.078958] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:27:02.079835] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:02.212348] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:02.256310] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:02.271406] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:02.390219] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:02.434273] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:02.462302] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:02.536971] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:02.615230] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:02.698360] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:02.704954] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:02.794821] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:02.801606] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:02.954931] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:02.990505] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:03.004152] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:03.068349] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:03.169285] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:03.203209] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:03.203342] [INFO ] [CONFIGURE ] JBND: DISCARDED add_lag_shelf (score: 70.00%)
[2025-12-01T20:27:03.204489] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 983/1230 | Remaining: 247 | Rate: 82.0/min
[2025-12-01T20:27:03.204543] [INFO ] [CONFIGURE ] JBND: Testing feature 8/29: add_macd
[2025-12-01T20:27:03.204593] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_vwap', 'add_macd']
[2025-12-01T20:27:03.309319] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:27:03.309468] [INFO ] [CONFIGURE ] JBL: DISCARDED add_rsi (score: 50.00%)
[2025-12-01T20:27:03.310282] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 984/1230 | Remaining: 246 | Rate: 82.0/min
[2025-12-01T20:27:03.310336] [INFO ] [CONFIGURE ] JBL: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:27:03.310369] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_tick_distribution']
[2025-12-01T20:27:03.330240] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:03.361084] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:03.545185] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:03.552332] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:03.573511] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:03.594987] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:03.731776] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:27:03.731901] [INFO ] [CONFIGURE ] LVS: Baseline score (no features): 60.00%
[2025-12-01T20:27:03.732330] [INFO ] [CONFIGURE ] LVS: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:27:03.732381] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:27:03.797205] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:03.874641] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:27:03.930360] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:03.957880] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:27:04.042702] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:04.142549] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:04.183995] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:04.276796] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:04.285527] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:27:04.407795] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:04.409383] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:27:04.409523] [INFO ] [CONFIGURE ] LH: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-12-01T20:27:04.410269] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 986/1230 | Remaining: 244 | Rate: 82.1/min
[2025-12-01T20:27:04.410320] [INFO ] [CONFIGURE ] LH: Testing feature 3/29: add_daily_returns
[2025-12-01T20:27:04.410352] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-12-01T20:27:04.529631] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:27:04.632833] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:04.633715] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:04.639744] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:04.778221] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:04.871561] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:04.883440] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:05.004798] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:05.026826] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:05.104971] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:05.120287] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:05.288426] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:05.337959] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:05.349468] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:05.365977] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:27:05.564439] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:05.568837] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:05.580964] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:05.717838] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:05.800971] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:05.813232] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:05.813366] [INFO ] [CONFIGURE ] JBL: DISCARDED add_tick_distribution (score: 60.00%)
[2025-12-01T20:27:05.814192] [INFO ] [CONFIGURE ] JOB ETA: 3.0m | Tests: 987/1230 | Remaining: 243 | Rate: 82.0/min
[2025-12-01T20:27:05.814245] [INFO ] [CONFIGURE ] JBL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:27:05.814295] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_momentum_confirmation']
[2025-12-01T20:27:05.833111] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:06.033959] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:06.062787] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:06.062929] [INFO ] [CONFIGURE ] LVS: KEPT add_bollinger_bands (score: 70.00%)
[2025-12-01T20:27:06.063803] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 988/1230 | Remaining: 242 | Rate: 82.0/min
[2025-12-01T20:27:06.063856] [INFO ] [CONFIGURE ] LVS: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:27:06.063889] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:27:06.075434] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:06.084210] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:06.270227] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:27:06.335881] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:06.343212] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:27:06.452784] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:06.507651] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:06.595176] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:06.621928] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:06.743256] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:06.743391] [INFO ] [CONFIGURE ] LH: DISCARDED add_daily_returns (score: 60.00%)
[2025-12-01T20:27:06.744239] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 989/1230 | Remaining: 241 | Rate: 82.0/min
[2025-12-01T20:27:06.744293] [INFO ] [CONFIGURE ] LH: Testing feature 4/29: add_ema
[2025-12-01T20:27:06.744325] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-12-01T20:27:06.808643] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:06.808792] [INFO ] [CONFIGURE ] JBND: DISCARDED add_macd (score: 70.00%)
[2025-12-01T20:27:06.809621] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 990/1230 | Remaining: 240 | Rate: 82.1/min
[2025-12-01T20:27:06.809673] [INFO ] [CONFIGURE ] JBND: Testing feature 9/29: add_mfi
[2025-12-01T20:27:06.809706] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_mfi']
[2025-12-01T20:27:06.857134] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:27:06.903133] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:07.019022] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:07.061411] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:07.121538] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:27:07.186941] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:07.300515] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:07.314863] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:07.383016] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:27:07.464327] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:07.566255] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:07.570218] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:07.650627] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:07.740277] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:07.821241] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:07.837531] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:07.912984] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:08.020518] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:08.087739] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:08.106049] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:08.173916] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:08.301243] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:08.343746] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:08.381161] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:27:08.438671] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:08.438816] [INFO ] [CONFIGURE ] JBL: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-12-01T20:27:08.439563] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 991/1230 | Remaining: 239 | Rate: 82.0/min
[2025-12-01T20:27:08.439944] [INFO ] [CONFIGURE ] JBL: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:27:08.439982] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_price_divergence']
[2025-12-01T20:27:08.599774] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:08.606454] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:08.649398] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:08.720400] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:08.857559] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:08.885345] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:08.885477] [INFO ] [CONFIGURE ] LVS: DISCARDED add_cumulative_delta (score: 40.00%)
[2025-12-01T20:27:08.886303] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 992/1230 | Remaining: 238 | Rate: 82.1/min
[2025-12-01T20:27:08.886354] [INFO ] [CONFIGURE ] LVS: Testing feature 3/29: add_daily_returns
[2025-12-01T20:27:08.886385] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-12-01T20:27:08.920948] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:08.993987] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:09.123856] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:09.125168] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:27:09.192197] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:09.267648] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:09.365263] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:09.393123] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:09.393269] [INFO ] [CONFIGURE ] JBND: DISCARDED add_mfi (score: 60.00%)
[2025-12-01T20:27:09.394184] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 993/1230 | Remaining: 237 | Rate: 82.1/min
[2025-12-01T20:27:09.394241] [INFO ] [CONFIGURE ] JBND: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:27:09.394275] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:27:09.478493] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:09.478672] [INFO ] [CONFIGURE ] LH: DISCARDED add_ema (score: 60.00%)
[2025-12-01T20:27:09.479874] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 994/1230 | Remaining: 236 | Rate: 82.2/min
[2025-12-01T20:27:09.479926] [INFO ] [CONFIGURE ] LH: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:27:09.479960] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:27:09.541310] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:27:09.621506] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:09.728950] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:09.754465] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:09.813023] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:27:09.865723] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:10.024888] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:10.061033] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:10.084184] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:10.109323] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:10.296248] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:10.348921] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:10.353759] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:10.392146] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:10.577842] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:10.590715] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:10.628335] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:10.721346] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:10.834987] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:10.858103] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:10.901016] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:11.053095] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:11.081866] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:11.129604] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:27:11.174335] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:11.174484] [INFO ] [CONFIGURE ] JBL: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-12-01T20:27:11.175305] [INFO ] [CONFIGURE ] JOB ETA: 2.9m | Tests: 995/1230 | Remaining: 235 | Rate: 82.0/min
[2025-12-01T20:27:11.175359] [INFO ] [CONFIGURE ] JBL: Testing feature 28/29: add_volume_profile
[2025-12-01T20:27:11.175391] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_volume_profile']
[2025-12-01T20:27:11.322898] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:11.323023] [INFO ] [CONFIGURE ] LVS: DISCARDED add_daily_returns (score: 70.00%)
[2025-12-01T20:27:11.323824] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 996/1230 | Remaining: 234 | Rate: 82.1/min
[2025-12-01T20:27:11.323873] [INFO ] [CONFIGURE ] LVS: Testing feature 4/29: add_ema
[2025-12-01T20:27:11.323907] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_ema']
[2025-12-01T20:27:11.396189] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:11.401060] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:11.435142] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:11.606159] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:27:11.701170] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:11.705160] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:11.731867] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:11.888838] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:11.963131] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:12.000519] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:12.071084] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:12.179484] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:12.223905] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:27:12.297349] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:27:12.297500] [INFO ] [CONFIGURE ] LH: DISCARDED add_exhaustion_signals (score: 40.00%)
[2025-12-01T20:27:12.298409] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 997/1230 | Remaining: 233 | Rate: 82.1/min
[2025-12-01T20:27:12.298472] [INFO ] [CONFIGURE ] LH: Testing feature 6/29: add_failed_moves
[2025-12-01T20:27:12.298507] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-12-01T20:27:12.401831] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:12.469791] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:12.486570] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:27:12.533666] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:12.745400] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:12.745546] [INFO ] [CONFIGURE ] JBND: DISCARDED add_momentum_acceleration (score: 60.00%)
[2025-12-01T20:27:12.746365] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 998/1230 | Remaining: 232 | Rate: 82.1/min
[2025-12-01T20:27:12.746420] [INFO ] [CONFIGURE ] JBND: Testing feature 11/29: add_obv_daily
[2025-12-01T20:27:12.746452] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_obv_daily']
[2025-12-01T20:27:12.747504] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:12.773293] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:12.804147] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:13.007522] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:13.009106] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:13.014939] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:13.084232] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:13.246161] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:13.269385] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:13.283112] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:13.364335] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:13.477960] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:13.531204] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:13.555446] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:13.646565] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:13.714417] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:27:13.799430] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:13.799564] [INFO ] [CONFIGURE ] JBL: DISCARDED add_volume_profile (score: 60.00%)
[2025-12-01T20:27:13.800425] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 999/1230 | Remaining: 231 | Rate: 82.1/min
[2025-12-01T20:27:13.800476] [INFO ] [CONFIGURE ] JBL: Testing feature 29/29: add_vwap
[2025-12-01T20:27:13.800509] [INFO ] [CONFIGURE ] JBL: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap']
[2025-12-01T20:27:13.830164] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:13.928957] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:13.949919] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:14.066074] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:14.101860] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:14.177612] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:14.209941] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:27:14.210083] [INFO ] [CONFIGURE ] LVS: DISCARDED add_ema (score: 40.00%)
[2025-12-01T20:27:14.210914] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 1000/1230 | Remaining: 230 | Rate: 82.1/min
[2025-12-01T20:27:14.210965] [INFO ] [CONFIGURE ] LVS: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:27:14.211020] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:27:14.333041] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:14.376029] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:27:14.410653] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:14.496768] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:27:14.602036] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:14.641950] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:14.642084] [INFO ] [CONFIGURE ] LH: DISCARDED add_failed_moves (score: 70.00%)
[2025-12-01T20:27:14.642907] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 1001/1230 | Remaining: 229 | Rate: 82.1/min
[2025-12-01T20:27:14.642959] [INFO ] [CONFIGURE ] LH: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:27:14.642992] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-12-01T20:27:14.649150] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:14.775696] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:14.869047] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:14.870865] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:27:14.925290] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:15.054595] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:15.093559] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:15.138085] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:27:15.203247] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:15.316125] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:15.334859] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:15.413058] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:15.477932] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:15.478063] [INFO ] [CONFIGURE ] JBND: DISCARDED add_obv_daily (score: 50.00%)
[2025-12-01T20:27:15.478925] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 1002/1230 | Remaining: 228 | Rate: 82.1/min
[2025-12-01T20:27:15.478975] [INFO ] [CONFIGURE ] JBND: Testing feature 12/29: add_obv_interval
[2025-12-01T20:27:15.479007] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_obv_interval']
[2025-12-01T20:27:15.539110] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:15.622024] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:27:15.685149] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:15.740737] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:15.761728] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:15.906412] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:15.958936] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:15.985717] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:27:15.998867] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:16.188896] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:16.206064] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:16.230376] [DEBUG] [FORECASTER] JBL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:16.255404] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:16.428699] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:16.470113] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:16.501034] [DEBUG] [FORECASTER] JBL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:16.501167] [INFO ] [CONFIGURE ] JBL: DISCARDED add_vwap (score: 70.00%)
[2025-12-01T20:27:16.501977] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 1003/1230 | Remaining: 227 | Rate: 82.1/min
[2025-12-01T20:27:16.502030] [INFO ] [CONFIGURE ] JBL: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:27:16.502060] [INFO ] [CONFIGURE ] JBL: Best accuracy: 70.00%
[2025-12-01T20:27:16.502090] [INFO ] [CONFIGURE ] JBL: Best feature set (2 features): ['add_bollinger_bands', 'add_daily_returns']
[2025-12-01T20:27:16.502117] [INFO ] [CONFIGURE ] JBL: Improvement over baseline: 20.00%
[2025-12-01T20:27:16.502143] [INFO ] [CONFIGURE ] JBL: Total time: 1.3 minutes
[2025-12-01T20:27:16.502168] [INFO ] [CONFIGURE ] JBL: Average time per feature: 2.8 seconds
[2025-12-01T20:27:16.502193] [INFO ] [CONFIGURE ] JBL: Average speed: 0.36 features/sec
[2025-12-01T20:27:16.502389] [INFO ] [LOCAL     ] Saved configuration for JBL: 2 features, 70.00% accuracy -> ./output/feature-sets/JBL.json
[2025-12-01T20:27:16.502427] [INFO ] [CONFIGURE ] JBL: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-12-01T20:27:16.502716] [INFO ] [sig       ] [33/41] JBL OK in 1m 22s. ETA: 2m 58s. Rate: 2.7 sym/min
[2025-12-01T20:27:16.503894] [INFO ] [CONFIGURE ] MKC: Configurate test run.
[2025-12-01T20:27:16.503940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-01T20:27:16.515601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-01T20:27:16.515937] [INFO ] [CONFIGURE ] MKC: Testing with 29 available features
[2025-12-01T20:27:16.515983] [INFO ] [CONFIGURE ] MKC: Establishing baseline with no features...
[2025-12-01T20:27:16.516425] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:16.655819] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:16.690381] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:16.754300] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:16.775899] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:16.864475] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:16.884902] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:16.885051] [INFO ] [CONFIGURE ] LH: DISCARDED add_lag_shelf (score: 70.00%)
[2025-12-01T20:27:16.885888] [INFO ] [CONFIGURE ] JOB ETA: 2.8m | Tests: 1004/1230 | Remaining: 226 | Rate: 82.1/min
[2025-12-01T20:27:16.885954] [INFO ] [CONFIGURE ] LH: Testing feature 8/29: add_macd
[2025-12-01T20:27:16.885988] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-12-01T20:27:17.034708] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:27:17.037320] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:17.044289] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:17.044477] [INFO ] [CONFIGURE ] LVS: DISCARDED add_exhaustion_signals (score: 60.00%)
[2025-12-01T20:27:17.045507] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 1005/1230 | Remaining: 225 | Rate: 82.2/min
[2025-12-01T20:27:17.045593] [INFO ] [CONFIGURE ] LVS: Testing feature 6/29: add_failed_moves
[2025-12-01T20:27:17.045644] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_failed_moves']
[2025-12-01T20:27:17.212200] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:17.232423] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:17.276542] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:27:17.293660] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:17.386454] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:17.501925] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:17.557197] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:17.562105] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:17.571986] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:17.733888] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:17.740319] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:17.824947] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:17.912857] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:17.917963] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:27:17.963796] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:18.091516] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:18.091668] [INFO ] [CONFIGURE ] JBND: DISCARDED add_obv_interval (score: 50.00%)
[2025-12-01T20:27:18.092507] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 1006/1230 | Remaining: 224 | Rate: 82.2/min
[2025-12-01T20:27:18.092561] [INFO ] [CONFIGURE ] JBND: Testing feature 13/29: add_opening_strength
[2025-12-01T20:27:18.092612] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:27:18.094925] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:18.196080] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:18.248820] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:18.270616] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:27:18.270740] [INFO ] [CONFIGURE ] MKC: Baseline score (no features): 50.00%
[2025-12-01T20:27:18.271140] [INFO ] [CONFIGURE ] MKC: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:27:18.271474] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:27:18.383971] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:18.427053] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:18.489354] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:18.592240] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:18.661269] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:18.681213] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:18.708923] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:18.896207] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:18.931691] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:18.938829] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:27:18.977801] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:19.127803] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:19.153663] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:19.267024] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:19.287638] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:19.358529] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:19.358668] [INFO ] [CONFIGURE ] LVS: DISCARDED add_failed_moves (score: 70.00%)
[2025-12-01T20:27:19.359412] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 1008/1230 | Remaining: 222 | Rate: 82.2/min
[2025-12-01T20:27:19.359461] [INFO ] [CONFIGURE ] LVS: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:27:19.359492] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_lag_shelf']
[2025-12-01T20:27:19.373871] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:19.561275] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:19.582646] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:27:19.596947] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:19.619930] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:19.809844] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:19.816677] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:19.860013] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:19.955450] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:20.034673] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:27:20.035375] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:20.156509] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:20.252269] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:20.261205] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:20.295732] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:20.295903] [INFO ] [CONFIGURE ] LH: DISCARDED add_macd (score: 60.00%)
[2025-12-01T20:27:20.296714] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 1009/1230 | Remaining: 221 | Rate: 82.2/min
[2025-12-01T20:27:20.296766] [INFO ] [CONFIGURE ] LH: Testing feature 9/29: add_mfi
[2025-12-01T20:27:20.296798] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-12-01T20:27:20.454256] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:27:20.471705] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:20.471837] [INFO ] [CONFIGURE ] MKC: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-12-01T20:27:20.472641] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 1010/1230 | Remaining: 220 | Rate: 82.2/min
[2025-12-01T20:27:20.472691] [INFO ] [CONFIGURE ] MKC: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:27:20.472723] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:27:20.487919] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:20.529652] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:20.701251] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:20.719359] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:20.759522] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:20.786837] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:20.931267] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:20.947618] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:21.034241] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:21.072111] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:21.072260] [INFO ] [CONFIGURE ] JBND: DISCARDED add_opening_strength (score: 60.00%)
[2025-12-01T20:27:21.073099] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 1011/1230 | Remaining: 219 | Rate: 82.2/min
[2025-12-01T20:27:21.073152] [INFO ] [CONFIGURE ] JBND: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:27:21.073186] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_order_flow_imbalance']
[2025-12-01T20:27:21.158508] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:21.177327] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:21.280050] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:21.349410] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:21.387866] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:21.404727] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:21.519725] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:21.620120] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:21.626165] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:21.634018] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:21.634145] [INFO ] [CONFIGURE ] LVS: DISCARDED add_lag_shelf (score: 70.00%)
[2025-12-01T20:27:21.634947] [INFO ] [CONFIGURE ] JOB ETA: 2.7m | Tests: 1012/1230 | Remaining: 218 | Rate: 82.3/min
[2025-12-01T20:27:21.634999] [INFO ] [CONFIGURE ] LVS: Testing feature 8/29: add_macd
[2025-12-01T20:27:21.635032] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_vwap', 'add_macd']
[2025-12-01T20:27:21.763372] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:21.851063] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:21.908565] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:21.960095] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:27:22.017641] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:22.082943] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:22.197647] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:22.261110] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:27:22.283864] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:22.313064] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:22.483299] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:22.503850] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:22.541811] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:22.608998] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:22.747682] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:22.747848] [INFO ] [CONFIGURE ] LH: DISCARDED add_mfi (score: 70.00%)
[2025-12-01T20:27:22.748693] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 1013/1230 | Remaining: 217 | Rate: 82.2/min
[2025-12-01T20:27:22.748745] [INFO ] [CONFIGURE ] LH: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:27:22.748777] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:27:22.756662] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:22.777268] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:22.777399] [INFO ] [CONFIGURE ] MKC: KEPT add_cumulative_delta (score: 80.00%)
[2025-12-01T20:27:22.778206] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 1014/1230 | Remaining: 216 | Rate: 82.3/min
[2025-12-01T20:27:22.778256] [INFO ] [CONFIGURE ] MKC: Testing feature 3/29: add_daily_returns
[2025-12-01T20:27:22.778305] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-12-01T20:27:22.938221] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:23.024960] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:23.034841] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:23.054268] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:23.264297] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:23.272417] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:23.309718] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:23.362720] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:23.519022] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:23.588440] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:23.595078] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:23.696896] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:23.768042] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:23.867733] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:27:23.867885] [INFO ] [CONFIGURE ] JBND: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-12-01T20:27:23.868730] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 1015/1230 | Remaining: 215 | Rate: 82.3/min
[2025-12-01T20:27:23.868783] [INFO ] [CONFIGURE ] JBND: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:27:23.868816] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_morning_momentum']
[2025-12-01T20:27:23.926773] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:24.018884] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:24.023406] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:24.135250] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:24.259835] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:24.266679] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:24.343370] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:24.408825] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:24.514609] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:24.614142] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:24.663382] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:24.684213] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:24.765298] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:27:24.937558] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:24.944768] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:27:24.944925] [INFO ] [CONFIGURE ] LVS: DISCARDED add_macd (score: 30.00%)
[2025-12-01T20:27:24.945744] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 1016/1230 | Remaining: 214 | Rate: 82.2/min
[2025-12-01T20:27:24.945795] [INFO ] [CONFIGURE ] LVS: Testing feature 9/29: add_mfi
[2025-12-01T20:27:24.945826] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_mfi']
[2025-12-01T20:27:24.981182] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:25.012791] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:25.180922] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:27:25.189259] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:25.261070] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:25.261201] [INFO ] [CONFIGURE ] MKC: DISCARDED add_daily_returns (score: 70.00%)
[2025-12-01T20:27:25.262033] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 1017/1230 | Remaining: 213 | Rate: 82.3/min
[2025-12-01T20:27:25.262095] [INFO ] [CONFIGURE ] MKC: Testing feature 4/29: add_ema
[2025-12-01T20:27:25.262133] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_ema']
[2025-12-01T20:27:25.296200] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:27:25.417396] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:25.442084] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:25.537688] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:25.609973] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:25.650433] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:25.690010] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:25.813329] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:25.886356] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:25.931181] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:27:25.931333] [INFO ] [CONFIGURE ] LH: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-12-01T20:27:25.932143] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 1018/1230 | Remaining: 212 | Rate: 82.3/min
[2025-12-01T20:27:25.932197] [INFO ] [CONFIGURE ] LH: Testing feature 11/29: add_obv_daily
[2025-12-01T20:27:25.932230] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-12-01T20:27:25.942562] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:26.090054] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:26.122986] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:26.182843] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:26.195531] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:26.360615] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:26.371681] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:26.440638] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:26.449179] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:26.449313] [INFO ] [CONFIGURE ] JBND: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-12-01T20:27:26.450135] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 1019/1230 | Remaining: 211 | Rate: 82.3/min
[2025-12-01T20:27:26.450186] [INFO ] [CONFIGURE ] JBND: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:27:26.450217] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_overnight_gap']
[2025-12-01T20:27:26.599294] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:26.650807] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:26.693084] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:26.717334] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:26.838987] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:26.932563] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:27:26.948115] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:26.996173] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:27.076827] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:27.207264] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:27.213757] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:27.265471] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:27.315750] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:27.315896] [INFO ] [CONFIGURE ] LVS: DISCARDED add_mfi (score: 70.00%)
[2025-12-01T20:27:27.319701] [INFO ] [CONFIGURE ] JOB ETA: 2.6m | Tests: 1020/1230 | Remaining: 210 | Rate: 82.3/min
[2025-12-01T20:27:27.319753] [INFO ] [CONFIGURE ] LVS: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:27:27.319785] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:27:27.464359] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:27.491112] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:27.528390] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:27.633936] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:27:27.716730] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:27.773313] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:27.793522] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:27.948344] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:27.976083] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:27:28.058285] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:28.058458] [INFO ] [CONFIGURE ] MKC: DISCARDED add_ema (score: 70.00%)
[2025-12-01T20:27:28.059131] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:27:28.059282] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1021/1230 | Remaining: 209 | Rate: 82.3/min
[2025-12-01T20:27:28.059335] [INFO ] [CONFIGURE ] MKC: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:27:28.059369] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:27:28.235302] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:28.264023] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:28.323338] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:28.343369] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:28.494683] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:28.494818] [INFO ] [CONFIGURE ] LH: DISCARDED add_obv_daily (score: 60.00%)
[2025-12-01T20:27:28.495708] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1022/1230 | Remaining: 208 | Rate: 82.3/min
[2025-12-01T20:27:28.495763] [INFO ] [CONFIGURE ] LH: Testing feature 12/29: add_obv_interval
[2025-12-01T20:27:28.495797] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-12-01T20:27:28.581968] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:28.589694] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:28.633983] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:28.731954] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:28.858459] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:28.897736] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:28.924920] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:28.978868] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:29.132491] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:29.132643] [INFO ] [CONFIGURE ] JBND: DISCARDED add_pbf_overnight_gap (score: 40.00%)
[2025-12-01T20:27:29.133449] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1023/1230 | Remaining: 207 | Rate: 82.3/min
[2025-12-01T20:27:29.133501] [INFO ] [CONFIGURE ] JBND: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:27:29.133533] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_return_2d']
[2025-12-01T20:27:29.220593] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:29.223680] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:29.228380] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:29.403176] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:29.462447] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:29.520383] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:29.546806] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:29.670990] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:29.707882] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:29.810682] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:27:29.863619] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:29.936119] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:29.962222] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:30.100192] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:30.182909] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:30.203005] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:30.219515] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:30.390300] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:30.464030] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:27:30.478376] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:30.505760] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:27:30.505916] [INFO ] [CONFIGURE ] LVS: DISCARDED add_momentum_acceleration (score: 50.00%)
[2025-12-01T20:27:30.506742] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1024/1230 | Remaining: 206 | Rate: 82.2/min
[2025-12-01T20:27:30.506794] [INFO ] [CONFIGURE ] LVS: Testing feature 11/29: add_obv_daily
[2025-12-01T20:27:30.506826] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_obv_daily']
[2025-12-01T20:27:30.683455] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:30.707986] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:30.752731] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:27:30.763034] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:27:30.958415] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:30.958565] [INFO ] [CONFIGURE ] LH: DISCARDED add_obv_interval (score: 60.00%)
[2025-12-01T20:27:30.959403] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1025/1230 | Remaining: 205 | Rate: 82.3/min
[2025-12-01T20:27:30.959458] [INFO ] [CONFIGURE ] LH: Testing feature 13/29: add_opening_strength
[2025-12-01T20:27:30.959494] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:27:30.975119] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:30.975260] [INFO ] [CONFIGURE ] MKC: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-12-01T20:27:30.976398] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1026/1230 | Remaining: 204 | Rate: 82.4/min
[2025-12-01T20:27:30.976465] [INFO ] [CONFIGURE ] MKC: Testing feature 6/29: add_failed_moves
[2025-12-01T20:27:30.976500] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_failed_moves']
[2025-12-01T20:27:31.019639] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:31.035401] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:31.213314] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:31.231310] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:31.274384] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:31.336532] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:31.452514] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:31.515732] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:31.532349] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:31.618549] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:31.696025] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:31.790466] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:27:31.795723] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:31.906403] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:31.906545] [INFO ] [CONFIGURE ] JBND: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-12-01T20:27:31.907373] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1027/1230 | Remaining: 203 | Rate: 82.3/min
[2025-12-01T20:27:31.907426] [INFO ] [CONFIGURE ] JBND: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:27:31.907459] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_volatility_5d']
[2025-12-01T20:27:31.935793] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:32.052106] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:32.069354] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:32.162068] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:32.177272] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:32.309394] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:32.340566] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:32.415561] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:32.417911] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:32.571692] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:32.615182] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:32.654879] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:32.683457] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:32.831823] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:32.887627] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:32.894011] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:27:32.944010] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:33.093997] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:33.094128] [INFO ] [CONFIGURE ] LVS: DISCARDED add_obv_daily (score: 70.00%)
[2025-12-01T20:27:33.094927] [INFO ] [CONFIGURE ] JOB ETA: 2.5m | Tests: 1028/1230 | Remaining: 202 | Rate: 82.3/min
[2025-12-01T20:27:33.094977] [INFO ] [CONFIGURE ] LVS: Testing feature 12/29: add_obv_interval
[2025-12-01T20:27:33.095009] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_obv_interval']
[2025-12-01T20:27:33.134411] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:33.160888] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:33.204157] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:33.333009] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:27:33.379638] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:33.379776] [INFO ] [CONFIGURE ] MKC: DISCARDED add_failed_moves (score: 70.00%)
[2025-12-01T20:27:33.380634] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1029/1230 | Remaining: 201 | Rate: 82.3/min
[2025-12-01T20:27:33.380687] [INFO ] [CONFIGURE ] MKC: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:27:33.380719] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_lag_shelf']
[2025-12-01T20:27:33.433144] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:33.454628] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:27:33.579458] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:33.611816] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:33.700770] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:33.715660] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:33.715830] [INFO ] [CONFIGURE ] LH: KEPT add_opening_strength (score: 90.00%)
[2025-12-01T20:27:33.716908] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1030/1230 | Remaining: 200 | Rate: 82.4/min
[2025-12-01T20:27:33.716976] [INFO ] [CONFIGURE ] LH: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:27:33.717016] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-12-01T20:27:33.834126] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:33.850879] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:33.963948] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:34.034820] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:34.076766] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:34.081606] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:34.219939] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:34.317471] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:34.325271] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:34.346726] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:34.480510] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:34.480691] [INFO ] [CONFIGURE ] JBND: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-12-01T20:27:34.481518] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1031/1230 | Remaining: 199 | Rate: 82.4/min
[2025-12-01T20:27:34.481587] [INFO ] [CONFIGURE ] JBND: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:27:34.481624] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_pbf_vs_sma_5']
[2025-12-01T20:27:34.549355] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:34.583657] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:34.660692] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:34.729321] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:34.782446] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:34.844052] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:34.979186] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:34.982552] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:35.014050] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:35.087638] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:35.228891] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:35.248274] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:35.290012] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:35.333318] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:35.479120] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:35.487836] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:35.581190] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:35.581327] [INFO ] [CONFIGURE ] LVS: DISCARDED add_obv_interval (score: 50.00%)
[2025-12-01T20:27:35.582150] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1032/1230 | Remaining: 198 | Rate: 82.3/min
[2025-12-01T20:27:35.582202] [INFO ] [CONFIGURE ] LVS: Testing feature 13/29: add_opening_strength
[2025-12-01T20:27:35.582242] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:27:35.605051] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:27:35.731201] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:35.731344] [INFO ] [CONFIGURE ] MKC: DISCARDED add_lag_shelf (score: 80.00%)
[2025-12-01T20:27:35.731398] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:35.732205] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1033/1230 | Remaining: 197 | Rate: 82.4/min
[2025-12-01T20:27:35.732260] [INFO ] [CONFIGURE ] MKC: Testing feature 8/29: add_macd
[2025-12-01T20:27:35.732295] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-12-01T20:27:35.863963] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:27:35.920697] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:35.980850] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:36.084301] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:36.145896] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:36.226713] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:36.239974] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:36.431951] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:36.440360] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:36.489050] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:36.560747] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:36.737826] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:36.745706] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:36.775203] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:36.883102] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:36.883254] [INFO ] [CONFIGURE ] LH: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-12-01T20:27:36.884096] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1034/1230 | Remaining: 196 | Rate: 82.3/min
[2025-12-01T20:27:36.884151] [INFO ] [CONFIGURE ] LH: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:27:36.884185] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-12-01T20:27:36.992068] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:36.992217] [INFO ] [CONFIGURE ] JBND: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-01T20:27:36.992954] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1035/1230 | Remaining: 195 | Rate: 82.4/min
[2025-12-01T20:27:36.993006] [INFO ] [CONFIGURE ] JBND: Testing feature 20/29: add_price_rejection
[2025-12-01T20:27:36.993037] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_price_rejection']
[2025-12-01T20:27:37.035311] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:37.116614] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:37.167931] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:37.267053] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:37.335854] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:37.456810] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:37.457073] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:37.546100] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:37.631525] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:37.741912] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:37.793688] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:27:37.825912] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:37.929090] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:38.025209] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:38.103942] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:38.128995] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:38.226318] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:38.309700] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:38.385874] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:38.489138] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:27:38.536108] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:38.536265] [INFO ] [CONFIGURE ] LVS: DISCARDED add_opening_strength (score: 60.00%)
[2025-12-01T20:27:38.537229] [INFO ] [CONFIGURE ] JOB ETA: 2.4m | Tests: 1036/1230 | Remaining: 194 | Rate: 82.3/min
[2025-12-01T20:27:38.537289] [INFO ] [CONFIGURE ] LVS: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:27:38.537327] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_order_flow_imbalance']
[2025-12-01T20:27:38.609537] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:38.689224] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:27:38.836769] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:27:38.893409] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:38.950835] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:39.027639] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:39.127976] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:39.306445] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:39.335305] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:39.335481] [INFO ] [CONFIGURE ] MKC: DISCARDED add_macd (score: 60.00%)
[2025-12-01T20:27:39.335527] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:39.336314] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 1037/1230 | Remaining: 193 | Rate: 82.3/min
[2025-12-01T20:27:39.336369] [INFO ] [CONFIGURE ] MKC: Testing feature 9/29: add_mfi
[2025-12-01T20:27:39.336403] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_mfi']
[2025-12-01T20:27:39.409179] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:39.614200] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:39.627421] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:39.633184] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:39.685974] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:39.879694] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:39.917741] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:39.917872] [INFO ] [CONFIGURE ] JBND: DISCARDED add_price_rejection (score: 50.00%)
[2025-12-01T20:27:39.918765] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 1038/1230 | Remaining: 192 | Rate: 82.3/min
[2025-12-01T20:27:39.918822] [INFO ] [CONFIGURE ] JBND: Testing feature 21/29: add_range_position
[2025-12-01T20:27:39.918856] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_range_position']
[2025-12-01T20:27:39.930603] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:39.930747] [INFO ] [CONFIGURE ] LH: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-12-01T20:27:39.931567] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 1039/1230 | Remaining: 191 | Rate: 82.4/min
[2025-12-01T20:27:39.931634] [INFO ] [CONFIGURE ] LH: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:27:39.931666] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-12-01T20:27:39.958850] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:40.143831] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:40.205432] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:40.226816] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:40.227151] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:40.389621] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:40.496851] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:40.498459] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:40.525137] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:40.636982] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:40.769676] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:40.787208] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:40.830038] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:40.882612] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:41.030448] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:41.079356] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:41.125003] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:41.128555] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:41.288696] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:41.288826] [INFO ] [CONFIGURE ] LVS: DISCARDED add_order_flow_imbalance (score: 50.00%)
[2025-12-01T20:27:41.289624] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 1040/1230 | Remaining: 190 | Rate: 82.3/min
[2025-12-01T20:27:41.289676] [INFO ] [CONFIGURE ] LVS: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:27:41.289707] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_pbf_morning_momentum']
[2025-12-01T20:27:41.367685] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:41.374157] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:27:41.417740] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:41.521481] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:27:41.639295] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:41.654317] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:41.715164] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:41.756629] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:41.891067] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:41.891234] [INFO ] [CONFIGURE ] MKC: DISCARDED add_mfi (score: 70.00%)
[2025-12-01T20:27:41.892067] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 1041/1230 | Remaining: 189 | Rate: 82.4/min
[2025-12-01T20:27:41.892120] [INFO ] [CONFIGURE ] MKC: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:27:41.892154] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:27:41.950877] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:41.989549] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:42.012418] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:42.222889] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:42.234933] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:42.251960] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:42.308674] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:42.455871] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:42.547009] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:42.569207] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:42.610587] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:42.697534] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:42.854953] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:27:42.855099] [INFO ] [CONFIGURE ] JBND: DISCARDED add_range_position (score: 60.00%)
[2025-12-01T20:27:42.855979] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 1042/1230 | Remaining: 188 | Rate: 82.3/min
[2025-12-01T20:27:42.856037] [INFO ] [CONFIGURE ] JBND: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:27:42.856073] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_realized_volatility']
[2025-12-01T20:27:42.913522] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:42.913691] [INFO ] [CONFIGURE ] LH: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-12-01T20:27:42.914497] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 1043/1230 | Remaining: 187 | Rate: 82.4/min
[2025-12-01T20:27:42.914549] [INFO ] [CONFIGURE ] LH: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:27:42.914595] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-12-01T20:27:42.918221] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:42.937100] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:43.172304] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:43.210108] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:43.219812] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:43.243909] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:43.410878] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:43.545626] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:43.570632] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:43.573800] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:43.652088] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:27:43.652231] [INFO ] [CONFIGURE ] LVS: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-12-01T20:27:43.653040] [INFO ] [CONFIGURE ] JOB ETA: 2.3m | Tests: 1044/1230 | Remaining: 186 | Rate: 82.4/min
[2025-12-01T20:27:43.653092] [INFO ] [CONFIGURE ] LVS: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:27:43.653125] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_pbf_overnight_gap']
[2025-12-01T20:27:43.865649] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:43.897774] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:27:43.902353] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:43.933933] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:44.146102] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:44.182210] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:44.226995] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:44.293225] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:44.397752] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:44.506005] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:44.552537] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:44.646863] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:44.648842] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:44.824489] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:44.878974] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:44.901878] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:45.002285] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:45.143327] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:45.153288] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:45.205266] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:45.205398] [INFO ] [CONFIGURE ] MKC: DISCARDED add_momentum_acceleration (score: 80.00%)
[2025-12-01T20:27:45.206902] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 1045/1230 | Remaining: 185 | Rate: 82.3/min
[2025-12-01T20:27:45.206956] [INFO ] [CONFIGURE ] MKC: Testing feature 11/29: add_obv_daily
[2025-12-01T20:27:45.206989] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily']
[2025-12-01T20:27:45.367400] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:45.406726] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:45.469099] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:45.482437] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:45.661052] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:45.734169] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:45.743537] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:45.788034] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:45.935679] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:46.004366] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:46.091726] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:46.103207] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:46.103354] [INFO ] [CONFIGURE ] LH: DISCARDED add_pbf_return_2d (score: 80.00%)
[2025-12-01T20:27:46.104198] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 1046/1230 | Remaining: 184 | Rate: 82.3/min
[2025-12-01T20:27:46.104253] [INFO ] [CONFIGURE ] LH: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:27:46.104286] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_volatility_5d']
[2025-12-01T20:27:46.185903] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:27:46.186047] [INFO ] [CONFIGURE ] LVS: DISCARDED add_pbf_overnight_gap (score: 30.00%)
[2025-12-01T20:27:46.186870] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 1047/1230 | Remaining: 183 | Rate: 82.4/min
[2025-12-01T20:27:46.186923] [INFO ] [CONFIGURE ] LVS: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:27:46.186955] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_pbf_return_2d']
[2025-12-01T20:27:46.266355] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:46.392539] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:46.439699] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:27:46.448347] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:46.448505] [INFO ] [CONFIGURE ] JBND: DISCARDED add_realized_volatility (score: 70.00%)
[2025-12-01T20:27:46.449309] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 1048/1230 | Remaining: 182 | Rate: 82.4/min
[2025-12-01T20:27:46.449361] [INFO ] [CONFIGURE ] JBND: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:27:46.449394] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_recent_range_context']
[2025-12-01T20:27:46.532083] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:46.683947] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:46.695724] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:46.712585] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:46.797280] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:46.954746] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:46.963229] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:46.976473] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:47.061173] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:47.215717] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:47.240407] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:47.244925] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:47.328095] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:47.473757] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:47.510289] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:47.540177] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:47.596905] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:47.730039] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:47.776239] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:47.828668] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:27:47.866323] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:47.866464] [INFO ] [CONFIGURE ] MKC: KEPT add_obv_daily (score: 90.00%)
[2025-12-01T20:27:47.867278] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 1049/1230 | Remaining: 181 | Rate: 82.3/min
[2025-12-01T20:27:47.867330] [INFO ] [CONFIGURE ] MKC: Testing feature 12/29: add_obv_interval
[2025-12-01T20:27:47.867362] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_obv_interval']
[2025-12-01T20:27:47.988178] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:48.031922] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:48.108007] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:48.149756] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:48.249091] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:48.288170] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:48.391040] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:48.436978] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:48.511541] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:48.556959] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:48.669914] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:48.718150] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:48.771448] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:27:48.771620] [INFO ] [CONFIGURE ] LVS: DISCARDED add_pbf_return_2d (score: 40.00%)
[2025-12-01T20:27:48.772423] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 1050/1230 | Remaining: 180 | Rate: 82.3/min
[2025-12-01T20:27:48.772477] [INFO ] [CONFIGURE ] LVS: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:27:48.772510] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_pbf_volatility_5d']
[2025-12-01T20:27:48.823087] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:48.947057] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:48.947185] [INFO ] [CONFIGURE ] LH: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-12-01T20:27:48.948006] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 1051/1230 | Remaining: 179 | Rate: 82.4/min
[2025-12-01T20:27:48.948057] [INFO ] [CONFIGURE ] LH: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:27:48.948090] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_pbf_vs_sma_5']
[2025-12-01T20:27:48.996083] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:49.002075] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:27:49.084081] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:49.084228] [INFO ] [CONFIGURE ] JBND: DISCARDED add_recent_range_context (score: 70.00%)
[2025-12-01T20:27:49.085065] [INFO ] [CONFIGURE ] JOB ETA: 2.2m | Tests: 1052/1230 | Remaining: 178 | Rate: 82.4/min
[2025-12-01T20:27:49.085117] [INFO ] [CONFIGURE ] JBND: Testing feature 24/29: add_rsi
[2025-12-01T20:27:49.085150] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_rsi']
[2025-12-01T20:27:49.218232] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:49.234969] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:49.280362] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:49.339550] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:49.468241] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:49.486626] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:49.561065] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:49.598954] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:49.702232] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:49.757389] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:49.846242] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:49.878655] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:49.941373] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:50.027703] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:50.133598] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:50.140115] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:50.172502] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:50.296614] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:50.401674] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:50.404775] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:50.419412] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:50.565881] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:27:50.634204] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:50.665765] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:27:50.703888] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:50.704043] [INFO ] [CONFIGURE ] MKC: DISCARDED add_obv_interval (score: 80.00%)
[2025-12-01T20:27:50.704884] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1053/1230 | Remaining: 177 | Rate: 82.4/min
[2025-12-01T20:27:50.704937] [INFO ] [CONFIGURE ] MKC: Testing feature 13/29: add_opening_strength
[2025-12-01T20:27:50.704970] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:27:50.837060] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:50.865425] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:50.927779] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:51.023075] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:51.093971] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:27:51.094102] [INFO ] [CONFIGURE ] LVS: DISCARDED add_pbf_volatility_5d (score: 50.00%)
[2025-12-01T20:27:51.094858] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1054/1230 | Remaining: 176 | Rate: 82.4/min
[2025-12-01T20:27:51.094908] [INFO ] [CONFIGURE ] LVS: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:27:51.094941] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_pbf_vs_sma_5']
[2025-12-01T20:27:51.113789] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:51.189501] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:51.314918] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:27:51.338104] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:51.384223] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:51.453765] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:27:51.537174] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:51.658372] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:51.658798] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:51.658924] [INFO ] [CONFIGURE ] LH: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-12-01T20:27:51.659693] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1055/1230 | Remaining: 175 | Rate: 82.4/min
[2025-12-01T20:27:51.659745] [INFO ] [CONFIGURE ] LH: Testing feature 20/29: add_price_rejection
[2025-12-01T20:27:51.659778] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_price_rejection']
[2025-12-01T20:27:51.720893] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-26, Predicted=1.0, Actual=0
[2025-12-01T20:27:51.721028] [INFO ] [CONFIGURE ] JBND: DISCARDED add_rsi (score: 50.00%)
[2025-12-01T20:27:51.721838] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1056/1230 | Remaining: 174 | Rate: 82.5/min
[2025-12-01T20:27:51.721890] [INFO ] [CONFIGURE ] JBND: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:27:51.721923] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_tick_distribution']
[2025-12-01T20:27:51.759314] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:51.958352] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:51.973527] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:51.979042] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:51.985660] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:52.226758] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:52.249681] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:52.259421] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:52.293622] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:52.478098] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:52.485047] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:52.562191] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:52.607523] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:52.724775] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:52.736661] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:52.860528] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:52.925952] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:52.953095] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:52.988700] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:53.158097] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:53.192000] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:53.243721] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:53.245447] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:53.426655] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:53.426815] [INFO ] [CONFIGURE ] LVS: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-01T20:27:53.427645] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1057/1230 | Remaining: 173 | Rate: 82.4/min
[2025-12-01T20:27:53.427699] [INFO ] [CONFIGURE ] LVS: Testing feature 20/29: add_price_rejection
[2025-12-01T20:27:53.427733] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_price_rejection']
[2025-12-01T20:27:53.454836] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:27:53.503890] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:53.558725] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:53.700999] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:27:53.758059] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:53.771891] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:53.882746] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:53.882884] [INFO ] [CONFIGURE ] MKC: DISCARDED add_opening_strength (score: 70.00%)
[2025-12-01T20:27:53.883664] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1058/1230 | Remaining: 172 | Rate: 82.4/min
[2025-12-01T20:27:53.883716] [INFO ] [CONFIGURE ] MKC: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:27:53.883749] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_order_flow_imbalance']
[2025-12-01T20:27:53.975447] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:54.044367] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:54.061327] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:54.178153] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:54.249835] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:54.300305] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:54.300453] [INFO ] [CONFIGURE ] JBND: DISCARDED add_tick_distribution (score: 70.00%)
[2025-12-01T20:27:54.301258] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1059/1230 | Remaining: 171 | Rate: 82.4/min
[2025-12-01T20:27:54.301308] [INFO ] [CONFIGURE ] JBND: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:27:54.301340] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_volume_momentum_confirmation']
[2025-12-01T20:27:54.371241] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:54.474868] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:54.502203] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:54.563512] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:54.680620] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:54.680774] [INFO ] [CONFIGURE ] LH: DISCARDED add_price_rejection (score: 70.00%)
[2025-12-01T20:27:54.681596] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1060/1230 | Remaining: 170 | Rate: 82.5/min
[2025-12-01T20:27:54.681648] [INFO ] [CONFIGURE ] LH: Testing feature 21/29: add_range_position
[2025-12-01T20:27:54.681681] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_range_position']
[2025-12-01T20:27:54.753116] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:54.773751] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:54.823747] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:27:54.987340] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:55.005076] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:55.069218] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:55.087202] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:55.257456] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:55.292391] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:55.349943] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:55.366356] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:55.507019] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:55.599483] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:55.616695] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:55.664780] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:55.757566] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:55.883746] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:55.906860] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:55.961468] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:56.016823] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:27:56.016965] [INFO ] [CONFIGURE ] LVS: DISCARDED add_price_rejection (score: 70.00%)
[2025-12-01T20:27:56.017780] [INFO ] [CONFIGURE ] JOB ETA: 2.1m | Tests: 1061/1230 | Remaining: 169 | Rate: 82.4/min
[2025-12-01T20:27:56.017832] [INFO ] [CONFIGURE ] LVS: Testing feature 21/29: add_range_position
[2025-12-01T20:27:56.017880] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_range_position']
[2025-12-01T20:27:56.146749] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:56.217341] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:27:56.261010] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:56.284382] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:27:56.405394] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:56.532162] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:56.563779] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:56.564140] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:56.664032] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-25, Predicted=1.0, Actual=0
[2025-12-01T20:27:56.844819] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:56.846268] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:56.877383] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:56.877528] [INFO ] [CONFIGURE ] MKC: DISCARDED add_order_flow_imbalance (score: 70.00%)
[2025-12-01T20:27:56.878349] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 1062/1230 | Remaining: 168 | Rate: 82.4/min
[2025-12-01T20:27:56.878401] [INFO ] [CONFIGURE ] MKC: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:27:56.878433] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_morning_momentum']
[2025-12-01T20:27:56.923231] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:56.923358] [INFO ] [CONFIGURE ] JBND: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-12-01T20:27:56.924448] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 1063/1230 | Remaining: 167 | Rate: 82.5/min
[2025-12-01T20:27:56.924498] [INFO ] [CONFIGURE ] JBND: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:27:56.924531] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_volume_price_divergence']
[2025-12-01T20:27:57.133254] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:57.150327] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:27:57.163762] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:57.196539] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:57.414529] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:27:57.420723] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:27:57.468001] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:27:57.479699] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:57.685395] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:57.694412] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:57.760241] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:27:57.802122] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:27:57.802272] [INFO ] [CONFIGURE ] LH: DISCARDED add_range_position (score: 80.00%)
[2025-12-01T20:27:57.803098] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 1064/1230 | Remaining: 166 | Rate: 82.4/min
[2025-12-01T20:27:57.803152] [INFO ] [CONFIGURE ] LH: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:27:57.803183] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_realized_volatility']
[2025-12-01T20:27:57.953115] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:57.967084] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:58.056678] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:27:58.183963] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:27:58.222797] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:58.238888] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:58.346478] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:58.497821] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:27:58.509097] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:27:58.568141] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:58.642527] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:27:58.774114] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:27:58.774254] [INFO ] [CONFIGURE ] LVS: DISCARDED add_range_position (score: 60.00%)
[2025-12-01T20:27:58.775099] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 1065/1230 | Remaining: 165 | Rate: 82.4/min
[2025-12-01T20:27:58.775153] [INFO ] [CONFIGURE ] LVS: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:27:58.775185] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_realized_volatility']
[2025-12-01T20:27:58.781521] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:27:58.935505] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:27:58.948998] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:27:59.054670] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:27:59.112499] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:27:59.240088] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:27:59.327741] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:27:59.334264] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:27:59.449505] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:27:59.535918] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:27:59.601872] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:59.602002] [INFO ] [CONFIGURE ] MKC: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-12-01T20:27:59.602804] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 1066/1230 | Remaining: 164 | Rate: 82.4/min
[2025-12-01T20:27:59.602860] [INFO ] [CONFIGURE ] MKC: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:27:59.602893] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_overnight_gap']
[2025-12-01T20:27:59.718824] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:27:59.782119] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:27:59.812196] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:27:59.812334] [INFO ] [CONFIGURE ] JBND: DISCARDED add_volume_price_divergence (score: 50.00%)
[2025-12-01T20:27:59.813135] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 1067/1230 | Remaining: 163 | Rate: 82.5/min
[2025-12-01T20:27:59.813186] [INFO ] [CONFIGURE ] JBND: Testing feature 28/29: add_volume_profile
[2025-12-01T20:27:59.813217] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_volume_profile']
[2025-12-01T20:27:59.887467] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:00.073010] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:00.116682] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:28:00.119549] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:00.177549] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:00.336022] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:28:00.452752] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:28:00.463517] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:28:00.510204] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:00.599375] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:28:00.792808] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:00.871906] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:00.905130] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:00.957762] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:01.212039] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:01.337627] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:01.407990] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:01.416803] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:01.481779] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:01.641923] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:01.799554] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:01.823615] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:01.852346] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:01.852528] [INFO ] [CONFIGURE ] LH: DISCARDED add_realized_volatility (score: 70.00%)
[2025-12-01T20:28:01.853349] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 1068/1230 | Remaining: 162 | Rate: 82.3/min
[2025-12-01T20:28:01.853403] [INFO ] [CONFIGURE ] LH: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:28:01.853436] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_recent_range_context']
[2025-12-01T20:28:01.935967] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:02.069035] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:02.141374] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:02.163161] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:02.232224] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:02.335506] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:28:02.435725] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:02.498905] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:02.499036] [INFO ] [CONFIGURE ] LVS: DISCARDED add_realized_volatility (score: 40.00%)
[2025-12-01T20:28:02.499839] [INFO ] [CONFIGURE ] JOB ETA: 2.0m | Tests: 1069/1230 | Remaining: 161 | Rate: 82.3/min
[2025-12-01T20:28:02.499892] [INFO ] [CONFIGURE ] LVS: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:28:02.499926] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context']
[2025-12-01T20:28:02.544306] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:02.611016] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:28:02.611152] [INFO ] [CONFIGURE ] JBND: DISCARDED add_volume_profile (score: 70.00%)
[2025-12-01T20:28:02.611985] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 1070/1230 | Remaining: 160 | Rate: 82.4/min
[2025-12-01T20:28:02.612038] [INFO ] [CONFIGURE ] JBND: Testing feature 29/29: add_vwap
[2025-12-01T20:28:02.612072] [INFO ] [CONFIGURE ] JBND: Testing with features: ['add_ema', 'add_failed_moves', 'add_vwap']
[2025-12-01T20:28:02.723210] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:02.738089] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:28:02.835491] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:28:02.835643] [INFO ] [CONFIGURE ] MKC: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-12-01T20:28:02.836448] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 1071/1230 | Remaining: 159 | Rate: 82.5/min
[2025-12-01T20:28:02.836499] [INFO ] [CONFIGURE ] MKC: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:28:02.836540] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_return_2d']
[2025-12-01T20:28:02.884122] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:03.001340] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:03.010203] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:03.142144] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:03.158649] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:28:03.261697] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:03.317037] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:28:03.433998] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:28:03.439082] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:03.542683] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:03.605914] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:03.711887] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:03.747719] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:03.785665] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:28:03.897934] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:03.990043] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:28:04.029313] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:04.057388] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:04.206183] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:04.271304] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:04.291746] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:04.354768] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:04.502368] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:04.540409] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:04.556449] [DEBUG] [FORECASTER] JBND: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:04.652781] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:04.789736] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:04.789869] [INFO ] [CONFIGURE ] LH: DISCARDED add_recent_range_context (score: 80.00%)
[2025-12-01T20:28:04.790614] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 1072/1230 | Remaining: 158 | Rate: 82.3/min
[2025-12-01T20:28:04.790687] [INFO ] [CONFIGURE ] LH: Testing feature 24/29: add_rsi
[2025-12-01T20:28:04.790720] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_ema', 'add_rsi']
[2025-12-01T20:28:04.798157] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:04.837838] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:04.948656] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:05.042452] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:05.042603] [INFO ] [CONFIGURE ] LVS: KEPT add_recent_range_context (score: 80.00%)
[2025-12-01T20:28:05.043394] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 1073/1230 | Remaining: 157 | Rate: 82.4/min
[2025-12-01T20:28:05.043444] [INFO ] [CONFIGURE ] LVS: Testing feature 24/29: add_rsi
[2025-12-01T20:28:05.043478] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_ema', 'add_rsi']
[2025-12-01T20:28:05.106852] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:28:05.133960] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:05.247554] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:05.357644] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:28:05.380121] [DEBUG] [FORECASTER] JBND: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:28:05.380257] [INFO ] [CONFIGURE ] JBND: DISCARDED add_vwap (score: 60.00%)
[2025-12-01T20:28:05.380975] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 1074/1230 | Remaining: 156 | Rate: 82.4/min
[2025-12-01T20:28:05.381027] [INFO ] [CONFIGURE ] JBND: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:28:05.381057] [INFO ] [CONFIGURE ] JBND: Best accuracy: 70.00%
[2025-12-01T20:28:05.381086] [INFO ] [CONFIGURE ] JBND: Best feature set (2 features): ['add_ema', 'add_failed_moves']
[2025-12-01T20:28:05.381113] [INFO ] [CONFIGURE ] JBND: Improvement over baseline: 20.00%
[2025-12-01T20:28:05.381156] [INFO ] [CONFIGURE ] JBND: Total time: 1.3 minutes
[2025-12-01T20:28:05.381182] [INFO ] [CONFIGURE ] JBND: Average time per feature: 2.7 seconds
[2025-12-01T20:28:05.381207] [INFO ] [CONFIGURE ] JBND: Average speed: 0.37 features/sec
[2025-12-01T20:28:05.381387] [INFO ] [LOCAL     ] Saved configuration for JBND: 2 features, 70.00% accuracy -> ./output/feature-sets/JBND.json
[2025-12-01T20:28:05.381424] [INFO ] [CONFIGURE ] JBND: Configuration saved successfully: 2 features, 70.00% accuracy.
[2025-12-01T20:28:05.382663] [INFO ] [sig       ] [34/41] JBND OK in 1m 21s. ETA: 2m 41s. Rate: 2.6 sym/min
[2025-12-01T20:28:05.384105] [INFO ] [CONFIGURE ] NFLX: Configurate test run.
[2025-12-01T20:28:05.384153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-01T20:28:05.477859] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:28:05.546035] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:05.592847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-01T20:28:05.593293] [INFO ] [CONFIGURE ] NFLX: Testing with 29 available features
[2025-12-01T20:28:05.593344] [INFO ] [CONFIGURE ] NFLX: Establishing baseline with no features...
[2025-12-01T20:28:05.678568] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:28:05.768954] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:05.830441] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:05.856920] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:28:05.857069] [INFO ] [CONFIGURE ] MKC: DISCARDED add_pbf_return_2d (score: 90.00%)
[2025-12-01T20:28:05.857850] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 1075/1230 | Remaining: 155 | Rate: 82.4/min
[2025-12-01T20:28:05.857903] [INFO ] [CONFIGURE ] MKC: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:28:05.857939] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_volatility_5d']
[2025-12-01T20:28:05.946373] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:06.008070] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:06.135007] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:06.135468] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:06.200367] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:06.311670] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:06.345735] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:28:06.436530] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:06.486794] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:06.542535] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:28:06.663104] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:06.682732] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:28:06.728468] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:06.839025] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:06.882432] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:07.011823] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:07.014953] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:07.028477] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:07.192846] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:07.225849] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:07.298872] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:07.362766] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:07.370720] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:07.370841] [INFO ] [CONFIGURE ] NFLX: Baseline score (no features): 70.00%
[2025-12-01T20:28:07.374162] [INFO ] [CONFIGURE ] NFLX: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:28:07.374212] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:28:07.569916] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:07.590434] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:07.596834] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:07.700846] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:07.814198] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:28:07.882570] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:07.909589] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:08.026627] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:08.033912] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:08.154757] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:08.252951] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:08.252976] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:08.253108] [INFO ] [CONFIGURE ] LH: DISCARDED add_rsi (score: 70.00%)
[2025-12-01T20:28:08.253912] [INFO ] [CONFIGURE ] JOB ETA: 1.9m | Tests: 1077/1230 | Remaining: 153 | Rate: 82.3/min
[2025-12-01T20:28:08.253964] [INFO ] [CONFIGURE ] LH: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:28:08.253997] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_tick_distribution']
[2025-12-01T20:28:08.350487] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:08.350647] [INFO ] [CONFIGURE ] LVS: DISCARDED add_rsi (score: 50.00%)
[2025-12-01T20:28:08.351438] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 1078/1230 | Remaining: 152 | Rate: 82.4/min
[2025-12-01T20:28:08.351489] [INFO ] [CONFIGURE ] LVS: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:28:08.351520] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_tick_distribution']
[2025-12-01T20:28:08.431308] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:08.471783] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:28:08.530232] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:08.605112] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:28:08.693549] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:28:08.704986] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:28:08.705123] [INFO ] [CONFIGURE ] MKC: DISCARDED add_pbf_volatility_5d (score: 90.00%)
[2025-12-01T20:28:08.705932] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 1079/1230 | Remaining: 151 | Rate: 82.5/min
[2025-12-01T20:28:08.705985] [INFO ] [CONFIGURE ] MKC: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:28:08.706021] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_pbf_vs_sma_5']
[2025-12-01T20:28:08.808790] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:28:08.886240] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:28:08.914741] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:08.968660] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:09.084161] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:09.136436] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:09.190839] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:09.231945] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:09.358509] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:09.363300] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:09.464939] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:28:09.495607] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:09.581293] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:09.581433] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_bollinger_bands (score: 30.00%)
[2025-12-01T20:28:09.582273] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 1080/1230 | Remaining: 150 | Rate: 82.4/min
[2025-12-01T20:28:09.582326] [INFO ] [CONFIGURE ] NFLX: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:28:09.582360] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:28:09.642676] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:09.728626] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:28:09.756207] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:09.813877] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:09.921159] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:09.998404] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:10.021627] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:10.052873] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:10.200747] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:10.266872] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:10.283226] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:10.283666] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:10.483467] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:10.515814] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:10.535332] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:10.548274] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:10.749543] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:10.768353] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:10.793623] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:10.812170] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:10.990845] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:11.049941] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:11.050080] [INFO ] [CONFIGURE ] LH: DISCARDED add_tick_distribution (score: 80.00%)
[2025-12-01T20:28:11.050893] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 1081/1230 | Remaining: 149 | Rate: 82.4/min
[2025-12-01T20:28:11.050943] [INFO ] [CONFIGURE ] LH: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:28:11.050976] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_momentum_confirmation']
[2025-12-01T20:28:11.063102] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:11.063255] [INFO ] [CONFIGURE ] LVS: DISCARDED add_tick_distribution (score: 60.00%)
[2025-12-01T20:28:11.064036] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 1082/1230 | Remaining: 148 | Rate: 82.4/min
[2025-12-01T20:28:11.064090] [INFO ] [CONFIGURE ] LVS: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:28:11.064123] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_momentum_confirmation']
[2025-12-01T20:28:11.076529] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:11.226973] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:11.324198] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:28:11.343350] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:28:11.343490] [INFO ] [CONFIGURE ] MKC: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-12-01T20:28:11.344311] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 1083/1230 | Remaining: 147 | Rate: 82.5/min
[2025-12-01T20:28:11.344364] [INFO ] [CONFIGURE ] MKC: Testing feature 20/29: add_price_rejection
[2025-12-01T20:28:11.344396] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_price_rejection']
[2025-12-01T20:28:11.344936] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:11.470360] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:11.590971] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:11.634237] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:11.636013] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:28:11.706988] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:11.861995] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:11.925511] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:11.926639] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:11.947187] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:11.947344] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-12-01T20:28:11.948120] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 1084/1230 | Remaining: 146 | Rate: 82.5/min
[2025-12-01T20:28:11.948172] [INFO ] [CONFIGURE ] NFLX: Testing feature 3/29: add_daily_returns
[2025-12-01T20:28:11.948205] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns']
[2025-12-01T20:28:12.123688] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:28:12.142709] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:12.216695] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:12.218255] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:12.341003] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:12.381773] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:28:12.503352] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:12.515723] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:12.534608] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:12.640029] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:12.724979] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:12.793774] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:12.816139] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:12.897589] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:12.925131] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:13.081526] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:13.108400] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:13.133637] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:28:13.160967] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:13.343552] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:13.371562] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:13.396162] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:13.422745] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:13.549440] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:13.662297] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:13.689273] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:13.689434] [INFO ] [CONFIGURE ] LVS: DISCARDED add_volume_momentum_confirmation (score: 50.00%)
[2025-12-01T20:28:13.690322] [INFO ] [CONFIGURE ] JOB ETA: 1.8m | Tests: 1085/1230 | Remaining: 145 | Rate: 82.4/min
[2025-12-01T20:28:13.690376] [INFO ] [CONFIGURE ] LVS: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:28:13.690432] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_price_divergence']
[2025-12-01T20:28:13.692208] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:13.759134] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:13.957597] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:13.971710] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:28:13.974501] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:13.974653] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_daily_returns (score: 60.00%)
[2025-12-01T20:28:13.975505] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1086/1230 | Remaining: 144 | Rate: 82.4/min
[2025-12-01T20:28:13.975559] [INFO ] [CONFIGURE ] NFLX: Testing feature 4/29: add_ema
[2025-12-01T20:28:13.975610] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_ema']
[2025-12-01T20:28:13.984669] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:13.984813] [INFO ] [CONFIGURE ] LH: DISCARDED add_volume_momentum_confirmation (score: 80.00%)
[2025-12-01T20:28:13.985632] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1087/1230 | Remaining: 143 | Rate: 82.5/min
[2025-12-01T20:28:13.985683] [INFO ] [CONFIGURE ] LH: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:28:13.985715] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_price_divergence']
[2025-12-01T20:28:14.223063] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:14.257899] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:28:14.262453] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:28:14.262614] [INFO ] [CONFIGURE ] MKC: DISCARDED add_price_rejection (score: 90.00%)
[2025-12-01T20:28:14.263447] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1088/1230 | Remaining: 142 | Rate: 82.6/min
[2025-12-01T20:28:14.263502] [INFO ] [CONFIGURE ] MKC: Testing feature 21/29: add_range_position
[2025-12-01T20:28:14.263537] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_range_position']
[2025-12-01T20:28:14.282493] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:14.470659] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:14.534614] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:14.581150] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:14.585245] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:14.717018] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:14.812499] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:28:14.882646] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:14.911319] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:14.966319] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:15.091304] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:28:15.186261] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:15.206900] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:15.234101] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:15.373763] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:15.445379] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:15.496492] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:15.565553] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:15.651681] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:15.679964] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:15.804353] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:28:15.885257] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:15.915682] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:15.932721] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:16.107372] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:16.153141] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:16.191136] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:16.213001] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:16.394438] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:16.394592] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_ema (score: 70.00%)
[2025-12-01T20:28:16.395444] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1089/1230 | Remaining: 141 | Rate: 82.4/min
[2025-12-01T20:28:16.395496] [INFO ] [CONFIGURE ] NFLX: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:28:16.395529] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:28:16.419531] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:16.493177] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:16.493312] [INFO ] [CONFIGURE ] LVS: DISCARDED add_volume_price_divergence (score: 60.00%)
[2025-12-01T20:28:16.494154] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1090/1230 | Remaining: 140 | Rate: 82.5/min
[2025-12-01T20:28:16.494211] [INFO ] [CONFIGURE ] LVS: Testing feature 28/29: add_volume_profile
[2025-12-01T20:28:16.494245] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_volume_profile']
[2025-12-01T20:28:16.500396] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:16.631485] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:16.730792] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:16.771736] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:28:16.836648] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:16.863789] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:17.037513] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:17.043073] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:17.043248] [INFO ] [CONFIGURE ] LH: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-12-01T20:28:17.044119] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1091/1230 | Remaining: 139 | Rate: 82.5/min
[2025-12-01T20:28:17.044172] [INFO ] [CONFIGURE ] LH: Testing feature 28/29: add_volume_profile
[2025-12-01T20:28:17.044205] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_volume_profile']
[2025-12-01T20:28:17.097770] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:17.145125] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:17.299716] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:17.336126] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:17.338792] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:17.459873] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:28:17.460014] [INFO ] [CONFIGURE ] MKC: DISCARDED add_range_position (score: 90.00%)
[2025-12-01T20:28:17.460846] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1092/1230 | Remaining: 138 | Rate: 82.5/min
[2025-12-01T20:28:17.460897] [INFO ] [CONFIGURE ] MKC: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:28:17.460929] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_realized_volatility']
[2025-12-01T20:28:17.565902] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:28:17.589634] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:17.637525] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:17.827928] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:28:17.829397] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:17.838424] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:28:17.932565] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:18.064859] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:18.115315] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:18.196007] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:18.231432] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:18.303858] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:18.388764] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:18.526272] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:18.552301] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:18.566779] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:28:18.658112] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:18.792873] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:18.794073] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-12-01T20:28:18.794929] [INFO ] [CONFIGURE ] JOB ETA: 1.7m | Tests: 1093/1230 | Remaining: 137 | Rate: 82.5/min
[2025-12-01T20:28:18.794982] [INFO ] [CONFIGURE ] NFLX: Testing feature 6/29: add_failed_moves
[2025-12-01T20:28:18.795014] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_failed_moves']
[2025-12-01T20:28:18.822671] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:18.933844] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:18.944237] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:18.982260] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:19.121078] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:19.169812] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:19.203212] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:19.203367] [INFO ] [CONFIGURE ] LVS: DISCARDED add_volume_profile (score: 60.00%)
[2025-12-01T20:28:19.204204] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 1094/1230 | Remaining: 136 | Rate: 82.5/min
[2025-12-01T20:28:19.204542] [INFO ] [CONFIGURE ] LVS: Testing feature 29/29: add_vwap
[2025-12-01T20:28:19.204593] [INFO ] [CONFIGURE ] LVS: Testing with features: ['add_bollinger_bands', 'add_recent_range_context', 'add_vwap']
[2025-12-01T20:28:19.318340] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:19.357961] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:19.428825] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:19.475120] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-13, Predicted=1.0, Actual=1
[2025-12-01T20:28:19.550252] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:19.699149] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:19.735612] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:19.742804] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:19.744207] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:28:19.938410] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:20.021270] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:20.038703] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:20.038833] [INFO ] [CONFIGURE ] LH: DISCARDED add_volume_profile (score: 90.00%)
[2025-12-01T20:28:20.039678] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 1095/1230 | Remaining: 135 | Rate: 82.5/min
[2025-12-01T20:28:20.039729] [INFO ] [CONFIGURE ] LH: Testing feature 29/29: add_vwap
[2025-12-01T20:28:20.039761] [INFO ] [CONFIGURE ] LH: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength', 'add_vwap']
[2025-12-01T20:28:20.096472] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:20.136341] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:20.294127] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:28:20.336431] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:20.340137] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:20.485197] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:28:20.539089] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:20.565428] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:28:20.640260] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:28:20.734729] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:20.734861] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_failed_moves (score: 70.00%)
[2025-12-01T20:28:20.735742] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 1096/1230 | Remaining: 134 | Rate: 82.5/min
[2025-12-01T20:28:20.735794] [INFO ] [CONFIGURE ] NFLX: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:28:20.735826] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_lag_shelf']
[2025-12-01T20:28:20.838991] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:20.869614] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:20.918434] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:20.944594] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:21.107710] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:21.114055] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:21.239914] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:28:21.240058] [INFO ] [CONFIGURE ] MKC: DISCARDED add_realized_volatility (score: 70.00%)
[2025-12-01T20:28:21.240868] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 1097/1230 | Remaining: 133 | Rate: 82.5/min
[2025-12-01T20:28:21.240920] [INFO ] [CONFIGURE ] MKC: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:28:21.240954] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_recent_range_context']
[2025-12-01T20:28:21.245136] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:21.291833] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:21.388862] [DEBUG] [FORECASTER] LVS: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:21.466939] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:21.518671] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:21.551273] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:28:21.641981] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:21.661185] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:21.796608] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:21.818019] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:21.854735] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:28:21.955199] [DEBUG] [FORECASTER] LVS: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:21.955357] [INFO ] [CONFIGURE ] LVS: DISCARDED add_vwap (score: 50.00%)
[2025-12-01T20:28:21.956409] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 1098/1230 | Remaining: 132 | Rate: 82.5/min
[2025-12-01T20:28:21.956472] [INFO ] [CONFIGURE ] LVS: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:28:21.956511] [INFO ] [CONFIGURE ] LVS: Best accuracy: 80.00%
[2025-12-01T20:28:21.956553] [INFO ] [CONFIGURE ] LVS: Best feature set (2 features): ['add_bollinger_bands', 'add_recent_range_context']
[2025-12-01T20:28:21.956610] [INFO ] [CONFIGURE ] LVS: Improvement over baseline: 20.00%
[2025-12-01T20:28:21.956649] [INFO ] [CONFIGURE ] LVS: Total time: 1.3 minutes
[2025-12-01T20:28:21.956681] [INFO ] [CONFIGURE ] LVS: Average time per feature: 2.7 seconds
[2025-12-01T20:28:21.956718] [INFO ] [CONFIGURE ] LVS: Average speed: 0.37 features/sec
[2025-12-01T20:28:21.957048] [INFO ] [LOCAL     ] Saved configuration for LVS: 2 features, 80.00% accuracy -> ./output/feature-sets/LVS.json
[2025-12-01T20:28:21.957100] [INFO ] [CONFIGURE ] LVS: Configuration saved successfully: 2 features, 80.00% accuracy.
[2025-12-01T20:28:21.957618] [INFO ] [sig       ] [35/41] LVS OK in 1m 20s. ETA: 2m 17s. Rate: 2.6 sym/min
[2025-12-01T20:28:21.959064] [INFO ] [CONFIGURE ] NWL: Configurate test run.
[2025-12-01T20:28:21.959128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-01T20:28:21.970442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-01T20:28:21.970840] [INFO ] [CONFIGURE ] NWL: Testing with 29 available features
[2025-12-01T20:28:21.970898] [INFO ] [CONFIGURE ] NWL: Establishing baseline with no features...
[2025-12-01T20:28:21.995624] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:22.074796] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:22.153508] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:22.153668] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:28:22.172222] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:22.328803] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:22.349693] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:22.366529] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:22.457493] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:22.506492] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:22.526940] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:22.527058] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_lag_shelf (score: 70.00%)
[2025-12-01T20:28:22.527861] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 1099/1230 | Remaining: 131 | Rate: 82.5/min
[2025-12-01T20:28:22.527912] [INFO ] [CONFIGURE ] NFLX: Testing feature 8/29: add_macd
[2025-12-01T20:28:22.527946] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_vwap', 'add_macd']
[2025-12-01T20:28:22.645026] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:22.684083] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:28:22.765335] [DEBUG] [FORECASTER] LH: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:22.816901] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:22.863037] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:28:22.923520] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:23.041924] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:23.080107] [DEBUG] [FORECASTER] LH: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:23.080252] [INFO ] [CONFIGURE ] LH: DISCARDED add_vwap (score: 50.00%)
[2025-12-01T20:28:23.081111] [INFO ] [CONFIGURE ] JOB ETA: 1.6m | Tests: 1100/1230 | Remaining: 130 | Rate: 82.5/min
[2025-12-01T20:28:23.081169] [INFO ] [CONFIGURE ] LH: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:28:23.081209] [INFO ] [CONFIGURE ] LH: Best accuracy: 90.00%
[2025-12-01T20:28:23.081243] [INFO ] [CONFIGURE ] LH: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:28:23.081271] [INFO ] [CONFIGURE ] LH: Improvement over baseline: 30.00%
[2025-12-01T20:28:23.081298] [INFO ] [CONFIGURE ] LH: Total time: 1.4 minutes
[2025-12-01T20:28:23.081324] [INFO ] [CONFIGURE ] LH: Average time per feature: 2.9 seconds
[2025-12-01T20:28:23.081351] [INFO ] [CONFIGURE ] LH: Average speed: 0.35 features/sec
[2025-12-01T20:28:23.081595] [INFO ] [LOCAL     ] Saved configuration for LH: 3 features, 90.00% accuracy -> ./output/feature-sets/LH.json
[2025-12-01T20:28:23.081642] [INFO ] [CONFIGURE ] LH: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-12-01T20:28:23.082042] [INFO ] [sig       ] [36/41] LH OK in 1m 26s. ETA: 1m 51s. Rate: 2.7 sym/min
[2025-12-01T20:28:23.083886] [INFO ] [CONFIGURE ] NXP: Configurate test run.
[2025-12-01T20:28:23.083934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-01T20:28:23.094507] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-01T20:28:23.094833] [INFO ] [CONFIGURE ] NXP: Testing with 29 available features
[2025-12-01T20:28:23.094881] [INFO ] [CONFIGURE ] NXP: Establishing baseline with no features...
[2025-12-01T20:28:23.103381] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:23.202090] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:23.219960] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:23.271337] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:23.393523] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:23.398731] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:23.449816] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:23.478490] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:23.578800] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:23.623152] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:23.688679] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:23.757091] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:23.761213] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:23.761335] [INFO ] [CONFIGURE ] NWL: Baseline score (no features): 30.00%
[2025-12-01T20:28:23.761741] [INFO ] [CONFIGURE ] NWL: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:28:23.761789] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:28:23.817103] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:23.978984] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:28:23.981230] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:23.996353] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:28:24.037803] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:28:24.037940] [INFO ] [CONFIGURE ] MKC: DISCARDED add_recent_range_context (score: 90.00%)
[2025-12-01T20:28:24.038769] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 1102/1230 | Remaining: 128 | Rate: 82.6/min
[2025-12-01T20:28:24.038821] [INFO ] [CONFIGURE ] MKC: Testing feature 24/29: add_rsi
[2025-12-01T20:28:24.038854] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_ema', 'add_rsi']
[2025-12-01T20:28:24.176454] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:28:24.200428] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:28:24.273979] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:28:24.360204] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:28:24.365137] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:24.422151] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:24.543428] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:28:24.566710] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:24.643151] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:28:24.687551] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:28:24.719806] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:28:24.862441] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:24.865411] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:24.902872] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:24.903026] [INFO ] [CONFIGURE ] NXP: Baseline score (no features): 40.00%
[2025-12-01T20:28:24.903589] [INFO ] [CONFIGURE ] NXP: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:28:24.903658] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:28:25.012682] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:25.085844] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:25.155778] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:25.159805] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:25.308549] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:25.340269] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:25.391029] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:25.451479] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:25.451644] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_macd (score: 50.00%)
[2025-12-01T20:28:25.452448] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 1104/1230 | Remaining: 126 | Rate: 82.6/min
[2025-12-01T20:28:25.452498] [INFO ] [CONFIGURE ] NFLX: Testing feature 9/29: add_mfi
[2025-12-01T20:28:25.452530] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_mfi']
[2025-12-01T20:28:25.536050] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:25.624758] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:25.646020] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:25.672266] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-19, Predicted=0.0, Actual=1
[2025-12-01T20:28:25.767105] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:25.838846] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:25.857935] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:25.997679] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:25.997815] [INFO ] [CONFIGURE ] NWL: DISCARDED add_bollinger_bands (score: 20.00%)
[2025-12-01T20:28:25.998674] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 1105/1230 | Remaining: 125 | Rate: 82.6/min
[2025-12-01T20:28:25.998729] [INFO ] [CONFIGURE ] NWL: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:28:25.998763] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta']
[2025-12-01T20:28:26.001244] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:28:26.031390] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:26.092282] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:26.227753] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:26.242598] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:28:26.331330] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:26.370008] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:26.451440] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:26.523528] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:28:26.590282] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:28:26.673886] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:28:26.818022] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:26.820842] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:26.868703] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:28:26.921634] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:27.153780] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:28:27.174839] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:28:27.179533] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:27.248039] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:27.388608] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:27.418169] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:27.418353] [INFO ] [CONFIGURE ] NXP: KEPT add_bollinger_bands (score: 60.00%)
[2025-12-01T20:28:27.419106] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 1106/1230 | Remaining: 124 | Rate: 82.5/min
[2025-12-01T20:28:27.419160] [INFO ] [CONFIGURE ] NXP: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:28:27.419193] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:28:27.493772] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:27.589974] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:27.590151] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_mfi (score: 60.00%)
[2025-12-01T20:28:27.591027] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 1107/1230 | Remaining: 123 | Rate: 82.6/min
[2025-12-01T20:28:27.591083] [INFO ] [CONFIGURE ] NFLX: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:28:27.591117] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:28:27.629766] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:28:27.629928] [INFO ] [CONFIGURE ] MKC: DISCARDED add_rsi (score: 50.00%)
[2025-12-01T20:28:27.630793] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 1108/1230 | Remaining: 122 | Rate: 82.7/min
[2025-12-01T20:28:27.630848] [INFO ] [CONFIGURE ] MKC: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:28:27.630882] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_tick_distribution']
[2025-12-01T20:28:27.688777] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:27.802019] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:27.871440] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:27.911011] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:27.956381] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:28.052754] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:28.144346] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:28.186875] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:28.221207] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:28.292116] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:28.426078] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:28.470074] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:28.487011] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:28.533130] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:28.701015] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:28.744087] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:28.752380] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:28.774080] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:28.774209] [INFO ] [CONFIGURE ] NWL: KEPT add_cumulative_delta (score: 40.00%)
[2025-12-01T20:28:28.775026] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 1109/1230 | Remaining: 121 | Rate: 82.6/min
[2025-12-01T20:28:28.775075] [INFO ] [CONFIGURE ] NWL: Testing feature 3/29: add_daily_returns
[2025-12-01T20:28:28.775107] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns']
[2025-12-01T20:28:28.980894] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:29.017789] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:29.019848] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:29.023472] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:28:29.257782] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:28:29.270308] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:29.285842] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:28:29.294708] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:29.517986] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:29.536371] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:29.552885] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:28:29.588504] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:29.767852] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:28:29.820860] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:29.822168] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:28:29.867341] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:30.018733] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:30.091993] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:30.092429] [INFO ] [CONFIGURE ] NXP: DISCARDED add_cumulative_delta (score: 60.00%)
[2025-12-01T20:28:30.093236] [INFO ] [CONFIGURE ] JOB ETA: 1.5m | Tests: 1110/1230 | Remaining: 120 | Rate: 82.6/min
[2025-12-01T20:28:30.093286] [INFO ] [CONFIGURE ] NXP: Testing feature 3/29: add_daily_returns
[2025-12-01T20:28:30.093319] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns']
[2025-12-01T20:28:30.105491] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:30.148103] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:30.268673] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:30.319834] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:30.383178] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:30.383322] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-12-01T20:28:30.384138] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 1111/1230 | Remaining: 119 | Rate: 82.6/min
[2025-12-01T20:28:30.384188] [INFO ] [CONFIGURE ] NFLX: Testing feature 11/29: add_obv_daily
[2025-12-01T20:28:30.384220] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_obv_daily']
[2025-12-01T20:28:30.424682] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:28:30.424836] [INFO ] [CONFIGURE ] MKC: DISCARDED add_tick_distribution (score: 90.00%)
[2025-12-01T20:28:30.425654] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 1112/1230 | Remaining: 118 | Rate: 82.7/min
[2025-12-01T20:28:30.425724] [INFO ] [CONFIGURE ] MKC: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:28:30.425770] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_momentum_confirmation']
[2025-12-01T20:28:30.519157] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:30.554851] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:30.595173] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:30.720459] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:30.775331] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:30.790206] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:30.808559] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:31.006046] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:31.018141] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:31.027756] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:31.033122] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:31.234111] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:31.265109] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:31.285798] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:31.285928] [INFO ] [CONFIGURE ] NWL: KEPT add_daily_returns (score: 50.00%)
[2025-12-01T20:28:31.286753] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 1113/1230 | Remaining: 117 | Rate: 82.7/min
[2025-12-01T20:28:31.286820] [INFO ] [CONFIGURE ] NWL: Testing feature 4/29: add_ema
[2025-12-01T20:28:31.286853] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-12-01T20:28:31.312179] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:31.445048] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:31.502127] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:31.583281] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:28:31.614980] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:31.660143] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:31.742319] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:28:31.875430] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:31.882753] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:31.922461] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:31.991987] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:28:32.097421] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:32.179642] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:32.205737] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:32.233625] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:28:32.324766] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:32.474805] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:32.474940] [INFO ] [CONFIGURE ] NXP: KEPT add_daily_returns (score: 70.00%)
[2025-12-01T20:28:32.475781] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 1114/1230 | Remaining: 116 | Rate: 82.6/min
[2025-12-01T20:28:32.475832] [INFO ] [CONFIGURE ] NXP: Testing feature 4/29: add_ema
[2025-12-01T20:28:32.475865] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_ema']
[2025-12-01T20:28:32.481248] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:28:32.494772] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:32.557115] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:32.557256] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_obv_daily (score: 70.00%)
[2025-12-01T20:28:32.558055] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 1115/1230 | Remaining: 115 | Rate: 82.7/min
[2025-12-01T20:28:32.558108] [INFO ] [CONFIGURE ] NFLX: Testing feature 12/29: add_obv_interval
[2025-12-01T20:28:32.558141] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_obv_interval']
[2025-12-01T20:28:32.767730] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:32.769566] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:32.780669] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:32.791160] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:32.977864] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:28:33.067358] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:33.069409] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:33.094232] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:33.188922] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:33.349285] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:28:33.349421] [INFO ] [CONFIGURE ] MKC: DISCARDED add_volume_momentum_confirmation (score: 90.00%)
[2025-12-01T20:28:33.350246] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 1116/1230 | Remaining: 114 | Rate: 82.7/min
[2025-12-01T20:28:33.350299] [INFO ] [CONFIGURE ] MKC: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:28:33.350331] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_price_divergence']
[2025-12-01T20:28:33.360013] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:33.398509] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:28:33.398543] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:33.595188] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:28:33.641863] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:33.654077] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:33.709646] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:33.794405] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:28:33.939497] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:33.957653] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:33.992861] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:34.014139] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:34.191881] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:34.234636] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:34.252687] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:34.317405] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:34.317544] [INFO ] [CONFIGURE ] NWL: KEPT add_ema (score: 60.00%)
[2025-12-01T20:28:34.318380] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 1117/1230 | Remaining: 113 | Rate: 82.7/min
[2025-12-01T20:28:34.318435] [INFO ] [CONFIGURE ] NWL: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:28:34.318468] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:28:34.393059] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:34.533178] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:34.554219] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:28:34.614505] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:34.614664] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_obv_interval (score: 20.00%)
[2025-12-01T20:28:34.615394] [INFO ] [CONFIGURE ] JOB ETA: 1.4m | Tests: 1118/1230 | Remaining: 112 | Rate: 82.7/min
[2025-12-01T20:28:34.615446] [INFO ] [CONFIGURE ] NFLX: Testing feature 13/29: add_opening_strength
[2025-12-01T20:28:34.615477] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength']
[2025-12-01T20:28:34.669971] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:28:34.832712] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:34.855747] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:34.857267] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:28:35.020973] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:35.088923] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:35.132257] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:35.147396] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:28:35.323771] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:35.373408] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:35.437096] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:35.438171] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:35.438322] [INFO ] [CONFIGURE ] NXP: DISCARDED add_ema (score: 70.00%)
[2025-12-01T20:28:35.439114] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 1119/1230 | Remaining: 111 | Rate: 82.7/min
[2025-12-01T20:28:35.439164] [INFO ] [CONFIGURE ] NXP: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:28:35.439196] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:28:35.560084] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:35.724809] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:28:35.734072] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:35.738086] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-24, Predicted=0.0, Actual=0
[2025-12-01T20:28:35.804442] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:36.026044] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:36.040332] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:36.056815] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:36.079409] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:36.293859] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:36.320257] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:36.344484] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:28:36.344658] [INFO ] [CONFIGURE ] MKC: DISCARDED add_volume_price_divergence (score: 90.00%)
[2025-12-01T20:28:36.345480] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 1120/1230 | Remaining: 110 | Rate: 82.7/min
[2025-12-01T20:28:36.345535] [INFO ] [CONFIGURE ] MKC: Testing feature 28/29: add_volume_profile
[2025-12-01T20:28:36.345569] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_volume_profile']
[2025-12-01T20:28:36.446847] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:36.532157] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:36.624026] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:36.648031] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:36.766862] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:36.816807] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:36.909973] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:36.952882] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:37.022741] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:37.022898] [INFO ] [CONFIGURE ] NFLX: KEPT add_opening_strength (score: 80.00%)
[2025-12-01T20:28:37.023765] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 1121/1230 | Remaining: 109 | Rate: 82.7/min
[2025-12-01T20:28:37.023826] [INFO ] [CONFIGURE ] NFLX: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:28:37.023859] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_order_flow_imbalance']
[2025-12-01T20:28:37.171213] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:37.198316] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:37.245540] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:37.302838] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:37.487807] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:28:37.525389] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:37.534932] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:37.589990] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:37.793847] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:28:37.838140] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:37.867198] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:37.878311] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:37.878449] [INFO ] [CONFIGURE ] NWL: DISCARDED add_exhaustion_signals (score: 50.00%)
[2025-12-01T20:28:37.879247] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 1122/1230 | Remaining: 108 | Rate: 82.7/min
[2025-12-01T20:28:37.879297] [INFO ] [CONFIGURE ] NWL: Testing feature 6/29: add_failed_moves
[2025-12-01T20:28:37.879329] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_failed_moves']
[2025-12-01T20:28:38.103375] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:28:38.131031] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:38.131109] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:38.179074] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:28:38.399016] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:38.412337] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:38.412495] [INFO ] [CONFIGURE ] NXP: DISCARDED add_exhaustion_signals (score: 70.00%)
[2025-12-01T20:28:38.413355] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 1123/1230 | Remaining: 107 | Rate: 82.7/min
[2025-12-01T20:28:38.413410] [INFO ] [CONFIGURE ] NXP: Testing feature 6/29: add_failed_moves
[2025-12-01T20:28:38.413446] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_failed_moves']
[2025-12-01T20:28:38.422950] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:38.485039] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:38.664179] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:38.664809] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:28:38.713232] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:28:38.803291] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:38.917962] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:38.938249] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:39.006503] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:39.113944] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:28:39.169228] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:39.211746] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:39.300862] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:28:39.300989] [INFO ] [CONFIGURE ] MKC: DISCARDED add_volume_profile (score: 70.00%)
[2025-12-01T20:28:39.301754] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 1124/1230 | Remaining: 106 | Rate: 82.7/min
[2025-12-01T20:28:39.301806] [INFO ] [CONFIGURE ] MKC: Testing feature 29/29: add_vwap
[2025-12-01T20:28:39.301838] [INFO ] [CONFIGURE ] MKC: Testing with features: ['add_cumulative_delta', 'add_obv_daily', 'add_vwap']
[2025-12-01T20:28:39.419570] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:39.431157] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:39.474941] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:39.589942] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:39.663946] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:39.741712] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:39.741844] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_order_flow_imbalance (score: 80.00%)
[2025-12-01T20:28:39.742677] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 1125/1230 | Remaining: 105 | Rate: 82.7/min
[2025-12-01T20:28:39.742738] [INFO ] [CONFIGURE ] NFLX: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:28:39.742776] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_morning_momentum']
[2025-12-01T20:28:39.751848] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:39.881115] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:39.907436] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:39.984149] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:40.084864] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:40.149058] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:28:40.172143] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:40.225355] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:40.390653] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:28:40.391462] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:40.461811] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:40.468065] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:40.633943] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:28:40.709312] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:40.710190] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:40.752264] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:40.875213] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:40.875345] [INFO ] [CONFIGURE ] NXP: DISCARDED add_failed_moves (score: 60.00%)
[2025-12-01T20:28:40.876168] [INFO ] [CONFIGURE ] JOB ETA: 1.3m | Tests: 1126/1230 | Remaining: 104 | Rate: 82.7/min
[2025-12-01T20:28:40.876219] [INFO ] [CONFIGURE ] NXP: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:28:40.876251] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-12-01T20:28:40.955555] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:28:41.022597] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:41.022764] [INFO ] [CONFIGURE ] NWL: DISCARDED add_failed_moves (score: 60.00%)
[2025-12-01T20:28:41.023566] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 1127/1230 | Remaining: 103 | Rate: 82.7/min
[2025-12-01T20:28:41.023633] [INFO ] [CONFIGURE ] NWL: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:28:41.023667] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_lag_shelf']
[2025-12-01T20:28:41.048124] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:41.112154] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:41.199107] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:41.316667] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:28:41.336514] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:41.348648] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:41.443914] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:41.585149] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:41.612095] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:41.629551] [DEBUG] [FORECASTER] MKC: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:28:41.692602] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:41.823056] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:41.908638] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:41.939757] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:41.940600] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:42.057834] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:42.190146] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:42.190301] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_pbf_morning_momentum (score: 70.00%)
[2025-12-01T20:28:42.191153] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 1128/1230 | Remaining: 102 | Rate: 82.7/min
[2025-12-01T20:28:42.191205] [INFO ] [CONFIGURE ] NFLX: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:28:42.191240] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_overnight_gap']
[2025-12-01T20:28:42.202926] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:28:42.236604] [DEBUG] [FORECASTER] MKC: Forecast CORRECT: Date=2025-11-26, Predicted=0.0, Actual=0
[2025-12-01T20:28:42.236759] [INFO ] [CONFIGURE ] MKC: DISCARDED add_vwap (score: 90.00%)
[2025-12-01T20:28:42.237871] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 1129/1230 | Remaining: 101 | Rate: 82.7/min
[2025-12-01T20:28:42.237931] [INFO ] [CONFIGURE ] MKC: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:28:42.237967] [INFO ] [CONFIGURE ] MKC: Best accuracy: 90.00%
[2025-12-01T20:28:42.237997] [INFO ] [CONFIGURE ] MKC: Best feature set (2 features): ['add_cumulative_delta', 'add_obv_daily']
[2025-12-01T20:28:42.238025] [INFO ] [CONFIGURE ] MKC: Improvement over baseline: 40.00%
[2025-12-01T20:28:42.238050] [INFO ] [CONFIGURE ] MKC: Total time: 1.4 minutes
[2025-12-01T20:28:42.238075] [INFO ] [CONFIGURE ] MKC: Average time per feature: 2.9 seconds
[2025-12-01T20:28:42.238101] [INFO ] [CONFIGURE ] MKC: Average speed: 0.35 features/sec
[2025-12-01T20:28:42.238343] [INFO ] [LOCAL     ] Saved configuration for MKC: 2 features, 90.00% accuracy -> ./output/feature-sets/MKC.json
[2025-12-01T20:28:42.238382] [INFO ] [CONFIGURE ] MKC: Configuration saved successfully: 2 features, 90.00% accuracy.
[2025-12-01T20:28:42.238770] [INFO ] [sig       ] [37/41] MKC OK in 1m 26s. ETA: 1m 29s. Rate: 2.7 sym/min
[2025-12-01T20:28:42.240742] [INFO ] [CONFIGURE ] ONTO: Configurate test run.
[2025-12-01T20:28:42.240789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-01T20:28:42.254082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-01T20:28:42.254392] [INFO ] [CONFIGURE ] ONTO: Testing with 29 available features
[2025-12-01T20:28:42.254439] [INFO ] [CONFIGURE ] ONTO: Establishing baseline with no features...
[2025-12-01T20:28:42.296008] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:42.436021] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:42.458400] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:42.506531] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:42.535248] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:28:42.615713] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:28:42.729902] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:42.780567] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:28:42.794035] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:42.812716] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:42.973375] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:28:42.994828] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:43.024138] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:28:43.128624] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:43.159111] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:43.252010] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:43.268732] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:43.268859] [INFO ] [CONFIGURE ] NXP: KEPT add_lag_shelf (score: 80.00%)
[2025-12-01T20:28:43.269668] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 1130/1230 | Remaining: 100 | Rate: 82.7/min
[2025-12-01T20:28:43.269719] [INFO ] [CONFIGURE ] NXP: Testing feature 8/29: add_macd
[2025-12-01T20:28:43.269751] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_vwap', 'add_macd']
[2025-12-01T20:28:43.337564] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:43.424274] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:43.516104] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:43.520951] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:43.619656] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:43.709332] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:43.731328] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:43.780990] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:28:43.892069] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:43.972113] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:44.040432] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:44.040590] [INFO ] [CONFIGURE ] NWL: DISCARDED add_lag_shelf (score: 60.00%)
[2025-12-01T20:28:44.041724] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 1131/1230 | Remaining: 99 | Rate: 82.7/min
[2025-12-01T20:28:44.041779] [INFO ] [CONFIGURE ] NWL: Testing feature 8/29: add_macd
[2025-12-01T20:28:44.041819] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap', 'add_macd']
[2025-12-01T20:28:44.050309] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:44.075710] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:44.075834] [INFO ] [CONFIGURE ] ONTO: Baseline score (no features): 60.00%
[2025-12-01T20:28:44.076237] [INFO ] [CONFIGURE ] ONTO: Testing feature 1/29: add_bollinger_bands
[2025-12-01T20:28:44.076285] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands']
[2025-12-01T20:28:44.309518] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:44.316550] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:44.323610] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:44.472044] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:28:44.540957] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:44.586020] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:44.683626] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:28:44.777010] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:44.850139] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:44.850274] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_pbf_overnight_gap (score: 60.00%)
[2025-12-01T20:28:44.851137] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 1133/1230 | Remaining: 97 | Rate: 82.8/min
[2025-12-01T20:28:44.851189] [INFO ] [CONFIGURE ] NFLX: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:28:44.851221] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-12-01T20:28:44.896278] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:28:45.003913] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:28:45.030718] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:45.115154] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:45.232963] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:45.323363] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:45.378968] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:45.379543] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:45.467612] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:45.644124] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:45.700569] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:45.730357] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:28:45.742514] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:28:45.907856] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:45.928866] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:46.086978] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:28:46.172240] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:46.174319] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:46.179130] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:46.425506] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:46.425682] [INFO ] [CONFIGURE ] ONTO: KEPT add_bollinger_bands (score: 70.00%)
[2025-12-01T20:28:46.426517] [INFO ] [CONFIGURE ] JOB ETA: 1.2m | Tests: 1134/1230 | Remaining: 96 | Rate: 82.7/min
[2025-12-01T20:28:46.426568] [INFO ] [CONFIGURE ] ONTO: Testing feature 2/29: add_cumulative_delta
[2025-12-01T20:28:46.426617] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta']
[2025-12-01T20:28:46.437874] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:46.441296] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:28:46.606449] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:28:46.704877] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:46.707993] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:46.802305] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:46.802456] [INFO ] [CONFIGURE ] NXP: DISCARDED add_macd (score: 60.00%)
[2025-12-01T20:28:46.803282] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1135/1230 | Remaining: 95 | Rate: 82.7/min
[2025-12-01T20:28:46.803335] [INFO ] [CONFIGURE ] NXP: Testing feature 9/29: add_mfi
[2025-12-01T20:28:46.803407] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_mfi']
[2025-12-01T20:28:46.971787] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:46.996042] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:47.012554] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:47.068026] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:47.246271] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:47.271174] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:47.320254] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:47.427479] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:47.517778] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:47.517907] [INFO ] [CONFIGURE ] NFLX: KEPT add_pbf_return_2d (score: 90.00%)
[2025-12-01T20:28:47.518743] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1136/1230 | Remaining: 94 | Rate: 82.7/min
[2025-12-01T20:28:47.518795] [INFO ] [CONFIGURE ] NFLX: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:28:47.518828] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_pbf_volatility_5d']
[2025-12-01T20:28:47.544148] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:47.576964] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:47.793638] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:47.822379] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:47.834325] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:47.838949] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:48.067460] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:48.089537] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:48.098805] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:48.248103] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:48.248262] [INFO ] [CONFIGURE ] NWL: DISCARDED add_macd (score: 30.00%)
[2025-12-01T20:28:48.249103] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1137/1230 | Remaining: 93 | Rate: 82.7/min
[2025-12-01T20:28:48.249156] [INFO ] [CONFIGURE ] NWL: Testing feature 9/29: add_mfi
[2025-12-01T20:28:48.249189] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_mfi']
[2025-12-01T20:28:48.346058] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:48.355294] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:48.376673] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:48.562451] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:28:48.604067] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:28:48.630051] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:48.653755] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:48.861476] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:28:48.873407] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:48.905111] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:48.930363] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:49.120002] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:28:49.182004] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:49.183535] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:49.213043] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:49.213193] [INFO ] [CONFIGURE ] ONTO: KEPT add_cumulative_delta (score: 90.00%)
[2025-12-01T20:28:49.214030] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1138/1230 | Remaining: 92 | Rate: 82.7/min
[2025-12-01T20:28:49.214083] [INFO ] [CONFIGURE ] ONTO: Testing feature 3/29: add_daily_returns
[2025-12-01T20:28:49.214116] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns']
[2025-12-01T20:28:49.390745] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:49.390927] [INFO ] [CONFIGURE ] NXP: DISCARDED add_mfi (score: 80.00%)
[2025-12-01T20:28:49.391907] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1139/1230 | Remaining: 91 | Rate: 82.7/min
[2025-12-01T20:28:49.391966] [INFO ] [CONFIGURE ] NXP: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:28:49.392014] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:28:49.460876] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:49.499367] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:28:49.502028] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:49.741424] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:49.742728] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:49.788832] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:28:49.816245] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:50.021518] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:50.078367] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:28:50.088641] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:50.132143] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:50.299990] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:50.300134] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_pbf_volatility_5d (score: 70.00%)
[2025-12-01T20:28:50.301005] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1140/1230 | Remaining: 90 | Rate: 82.7/min
[2025-12-01T20:28:50.301059] [INFO ] [CONFIGURE ] NFLX: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:28:50.301093] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_pbf_vs_sma_5']
[2025-12-01T20:28:50.361640] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:28:50.428931] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:50.450221] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:50.568493] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:50.648609] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:50.762755] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:50.773202] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:50.834981] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:50.937719] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:51.079681] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:28:51.102190] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:51.119232] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:51.227892] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:51.370442] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:51.405366] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:51.405530] [INFO ] [CONFIGURE ] NWL: DISCARDED add_mfi (score: 60.00%)
[2025-12-01T20:28:51.406453] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1141/1230 | Remaining: 89 | Rate: 82.7/min
[2025-12-01T20:28:51.406509] [INFO ] [CONFIGURE ] NWL: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:28:51.406543] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:28:51.454595] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:51.513675] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:51.646165] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:51.801475] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:28:51.805595] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:51.821480] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:28:51.931264] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:28:52.094446] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:52.094594] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_daily_returns (score: 50.00%)
[2025-12-01T20:28:52.095402] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1142/1230 | Remaining: 88 | Rate: 82.7/min
[2025-12-01T20:28:52.095781] [INFO ] [CONFIGURE ] ONTO: Testing feature 4/29: add_ema
[2025-12-01T20:28:52.095815] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema']
[2025-12-01T20:28:52.154779] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:28:52.202453] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:52.222436] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:52.422941] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:52.478179] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:52.492589] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:28:52.633766] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:52.747237] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:52.758705] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:52.826076] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:52.826230] [INFO ] [CONFIGURE ] NXP: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-12-01T20:28:52.827019] [INFO ] [CONFIGURE ] JOB ETA: 1.1m | Tests: 1143/1230 | Remaining: 87 | Rate: 82.7/min
[2025-12-01T20:28:52.827074] [INFO ] [CONFIGURE ] NXP: Testing feature 11/29: add_obv_daily
[2025-12-01T20:28:52.827110] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_daily']
[2025-12-01T20:28:53.019754] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:28:53.032551] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:53.032714] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-12-01T20:28:53.033499] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 1144/1230 | Remaining: 86 | Rate: 82.7/min
[2025-12-01T20:28:53.033551] [INFO ] [CONFIGURE ] NFLX: Testing feature 20/29: add_price_rejection
[2025-12-01T20:28:53.033599] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_price_rejection']
[2025-12-01T20:28:53.067188] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:53.095381] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:53.331852] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:53.368808] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:53.394678] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:53.411299] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:53.629492] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:53.640105] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:53.718044] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:53.802211] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:53.913933] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:28:53.923229] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:54.049106] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:54.196242] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:54.205254] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:54.225078] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:54.374308] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:54.496677] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:54.521485] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:54.602464] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:54.702392] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:28:54.789090] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:28:54.818996] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:55.007319] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:55.029178] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:55.074362] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:28:55.125715] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:55.358862] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:28:55.359035] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_ema (score: 80.00%)
[2025-12-01T20:28:55.359872] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 1145/1230 | Remaining: 85 | Rate: 82.6/min
[2025-12-01T20:28:55.359924] [INFO ] [CONFIGURE ] ONTO: Testing feature 5/29: add_exhaustion_signals
[2025-12-01T20:28:55.359957] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_exhaustion_signals']
[2025-12-01T20:28:55.362020] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:28:55.411984] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:55.412144] [INFO ] [CONFIGURE ] NWL: DISCARDED add_momentum_acceleration (score: 40.00%)
[2025-12-01T20:28:55.412957] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 1146/1230 | Remaining: 84 | Rate: 82.7/min
[2025-12-01T20:28:55.413010] [INFO ] [CONFIGURE ] NWL: Testing feature 11/29: add_obv_daily
[2025-12-01T20:28:55.413043] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_daily']
[2025-12-01T20:28:55.435277] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:55.645757] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:55.645906] [INFO ] [CONFIGURE ] NXP: DISCARDED add_obv_daily (score: 70.00%)
[2025-12-01T20:28:55.646747] [INFO ] [CONFIGURE ] JOB ETA: 1.0m | Tests: 1147/1230 | Remaining: 83 | Rate: 82.7/min
[2025-12-01T20:28:55.646809] [INFO ] [CONFIGURE ] NXP: Testing feature 12/29: add_obv_interval
[2025-12-01T20:28:55.646855] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_obv_interval']
[2025-12-01T20:28:55.685833] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:55.736802] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:55.739600] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:28:55.915250] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:56.019587] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:56.039638] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:56.039792] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_price_rejection (score: 70.00%)
[2025-12-01T20:28:56.040704] [INFO ] [CONFIGURE ] JOB ETA: 59s | Tests: 1148/1230 | Remaining: 82 | Rate: 82.7/min
[2025-12-01T20:28:56.040758] [INFO ] [CONFIGURE ] NFLX: Testing feature 21/29: add_range_position
[2025-12-01T20:28:56.040794] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_range_position']
[2025-12-01T20:28:56.069817] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:56.185622] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:56.352717] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:56.367768] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:56.394657] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:56.446256] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:56.658997] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-14, Predicted=0.0, Actual=1
[2025-12-01T20:28:56.704304] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:56.711134] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:56.720810] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:28:56.973464] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:56.982235] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:57.031684] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:57.048601] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:28:57.243442] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:57.283246] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:57.366187] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:57.373277] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:28:57.504232] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:28:57.597031] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:28:57.697921] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:28:57.700799] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:57.762821] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:28:57.905908] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:28:58.020141] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:28:58.023296] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:58.031370] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:58.215847] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:28:58.286030] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:58.286204] [INFO ] [CONFIGURE ] NXP: DISCARDED add_obv_interval (score: 70.00%)
[2025-12-01T20:28:58.287072] [INFO ] [CONFIGURE ] JOB ETA: 59s | Tests: 1149/1230 | Remaining: 81 | Rate: 82.6/min
[2025-12-01T20:28:58.287127] [INFO ] [CONFIGURE ] NXP: Testing feature 13/29: add_opening_strength
[2025-12-01T20:28:58.287164] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_opening_strength']
[2025-12-01T20:28:58.357894] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:58.363185] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:58.523602] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:28:58.567764] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:58.688052] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:58.688204] [INFO ] [CONFIGURE ] NWL: DISCARDED add_obv_daily (score: 40.00%)
[2025-12-01T20:28:58.688999] [INFO ] [CONFIGURE ] JOB ETA: 58s | Tests: 1150/1230 | Remaining: 80 | Rate: 82.6/min
[2025-12-01T20:28:58.689050] [INFO ] [CONFIGURE ] NWL: Testing feature 12/29: add_obv_interval
[2025-12-01T20:28:58.689082] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_obv_interval']
[2025-12-01T20:28:58.697677] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:58.697841] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_exhaustion_signals (score: 80.00%)
[2025-12-01T20:28:58.698710] [INFO ] [CONFIGURE ] JOB ETA: 57s | Tests: 1151/1230 | Remaining: 79 | Rate: 82.7/min
[2025-12-01T20:28:58.698764] [INFO ] [CONFIGURE ] ONTO: Testing feature 6/29: add_failed_moves
[2025-12-01T20:28:58.698797] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_failed_moves']
[2025-12-01T20:28:58.833169] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:28:58.843481] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:58.987337] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:28:58.998289] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:28:59.124240] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:28:59.139539] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:28:59.139696] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_range_position (score: 50.00%)
[2025-12-01T20:28:59.140484] [INFO ] [CONFIGURE ] JOB ETA: 57s | Tests: 1152/1230 | Remaining: 78 | Rate: 82.7/min
[2025-12-01T20:28:59.140534] [INFO ] [CONFIGURE ] NFLX: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:28:59.140565] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_realized_volatility']
[2025-12-01T20:28:59.272028] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:59.312502] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:28:59.402428] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:28:59.509890] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:28:59.563148] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:28:59.624277] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:28:59.685151] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:28:59.847879] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:28:59.888379] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:28:59.937926] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:28:59.996980] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:00.161274] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:00.253554] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:00.280110] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:29:00.287202] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:00.449990] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:00.553269] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:00.568897] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:00.657999] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:00.742853] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:00.929771] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:00.992152] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:01.135905] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:01.189394] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:01.333474] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:01.432079] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:01.432215] [INFO ] [CONFIGURE ] NXP: DISCARDED add_opening_strength (score: 80.00%)
[2025-12-01T20:29:01.433037] [INFO ] [CONFIGURE ] JOB ETA: 56s | Tests: 1153/1230 | Remaining: 77 | Rate: 82.6/min
[2025-12-01T20:29:01.433089] [INFO ] [CONFIGURE ] NXP: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:29:01.433122] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_order_flow_imbalance']
[2025-12-01T20:29:01.510073] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:29:01.555673] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:01.667743] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:01.795276] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:01.854829] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:01.854984] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_failed_moves (score: 90.00%)
[2025-12-01T20:29:01.855794] [INFO ] [CONFIGURE ] JOB ETA: 55s | Tests: 1154/1230 | Remaining: 76 | Rate: 82.6/min
[2025-12-01T20:29:01.855848] [INFO ] [CONFIGURE ] ONTO: Testing feature 7/29: add_lag_shelf
[2025-12-01T20:29:01.855880] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_lag_shelf']
[2025-12-01T20:29:01.935371] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:02.020355] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:02.020500] [INFO ] [CONFIGURE ] NWL: DISCARDED add_obv_interval (score: 50.00%)
[2025-12-01T20:29:02.021307] [INFO ] [CONFIGURE ] JOB ETA: 54s | Tests: 1155/1230 | Remaining: 75 | Rate: 82.6/min
[2025-12-01T20:29:02.021358] [INFO ] [CONFIGURE ] NWL: Testing feature 13/29: add_opening_strength
[2025-12-01T20:29:02.021391] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_opening_strength']
[2025-12-01T20:29:02.070713] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:02.144882] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:02.328327] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:02.344673] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:02.354565] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:02.424866] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:02.617955] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:02.690203] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:02.712993] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:29:02.720126] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:02.894293] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:03.001448] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:29:03.023111] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:03.094115] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:03.094249] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_realized_volatility (score: 80.00%)
[2025-12-01T20:29:03.095072] [INFO ] [CONFIGURE ] JOB ETA: 54s | Tests: 1156/1230 | Remaining: 74 | Rate: 82.6/min
[2025-12-01T20:29:03.095122] [INFO ] [CONFIGURE ] NFLX: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:29:03.095154] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_recent_range_context']
[2025-12-01T20:29:03.175338] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:03.290540] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:03.367488] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:03.370647] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:03.452992] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:29:03.583066] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:03.671975] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:03.715455] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:03.747522] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:03.877001] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:03.963829] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:04.030972] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:04.059634] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:04.168459] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:04.254258] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:04.312922] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:04.313048] [INFO ] [CONFIGURE ] NXP: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-12-01T20:29:04.313879] [INFO ] [CONFIGURE ] JOB ETA: 53s | Tests: 1157/1230 | Remaining: 73 | Rate: 82.6/min
[2025-12-01T20:29:04.313931] [INFO ] [CONFIGURE ] NXP: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:29:04.313964] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_morning_momentum']
[2025-12-01T20:29:04.400189] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:04.462343] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:04.540684] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:04.561523] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:04.750433] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:04.757119] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:04.757276] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_lag_shelf (score: 80.00%)
[2025-12-01T20:29:04.758126] [INFO ] [CONFIGURE ] JOB ETA: 52s | Tests: 1158/1230 | Remaining: 72 | Rate: 82.6/min
[2025-12-01T20:29:04.758178] [INFO ] [CONFIGURE ] ONTO: Testing feature 8/29: add_macd
[2025-12-01T20:29:04.758211] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_vwap', 'add_macd']
[2025-12-01T20:29:04.814383] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:04.829338] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:29:05.072332] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:05.110373] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:05.121737] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:05.146159] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:05.327115] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:05.410664] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:05.468916] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:05.469056] [INFO ] [CONFIGURE ] NWL: DISCARDED add_opening_strength (score: 60.00%)
[2025-12-01T20:29:05.469913] [INFO ] [CONFIGURE ] JOB ETA: 52s | Tests: 1159/1230 | Remaining: 71 | Rate: 82.6/min
[2025-12-01T20:29:05.469975] [INFO ] [CONFIGURE ] NWL: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:29:05.470011] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_order_flow_imbalance']
[2025-12-01T20:29:05.530655] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:05.577746] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:05.688203] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:05.820329] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:05.833701] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:05.914135] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:29:05.976116] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:05.976257] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_recent_range_context (score: 80.00%)
[2025-12-01T20:29:05.977175] [INFO ] [CONFIGURE ] JOB ETA: 51s | Tests: 1160/1230 | Remaining: 70 | Rate: 82.6/min
[2025-12-01T20:29:05.977231] [INFO ] [CONFIGURE ] NFLX: Testing feature 24/29: add_rsi
[2025-12-01T20:29:05.977265] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_ema', 'add_rsi']
[2025-12-01T20:29:06.086945] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:29:06.179166] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:06.302488] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:29:06.321897] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:06.339486] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:06.527799] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:06.600762] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:06.669512] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:06.689861] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:06.859350] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:06.859480] [INFO ] [CONFIGURE ] NXP: DISCARDED add_pbf_morning_momentum (score: 60.00%)
[2025-12-01T20:29:06.860354] [INFO ] [CONFIGURE ] JOB ETA: 50s | Tests: 1161/1230 | Remaining: 69 | Rate: 82.6/min
[2025-12-01T20:29:06.860407] [INFO ] [CONFIGURE ] NXP: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:29:06.860441] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_overnight_gap']
[2025-12-01T20:29:06.874786] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:07.005361] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:07.069720] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:07.135247] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:07.230840] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:07.344893] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:07.425354] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:07.463484] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:07.589864] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:07.675983] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-19, Predicted=1.0, Actual=0
[2025-12-01T20:29:07.697726] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:07.862884] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:07.926850] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:07.977070] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:08.009598] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:29:08.261044] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:08.267369] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:08.278380] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:08.344707] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:08.536077] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:08.606531] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:08.675482] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:08.675662] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_macd (score: 70.00%)
[2025-12-01T20:29:08.676491] [INFO ] [CONFIGURE ] JOB ETA: 49s | Tests: 1162/1230 | Remaining: 68 | Rate: 82.5/min
[2025-12-01T20:29:08.676543] [INFO ] [CONFIGURE ] ONTO: Testing feature 9/29: add_mfi
[2025-12-01T20:29:08.676590] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_mfi']
[2025-12-01T20:29:08.682168] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:08.813859] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:29:08.941474] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:08.941630] [INFO ] [CONFIGURE ] NWL: DISCARDED add_order_flow_imbalance (score: 30.00%)
[2025-12-01T20:29:08.942410] [INFO ] [CONFIGURE ] JOB ETA: 49s | Tests: 1163/1230 | Remaining: 67 | Rate: 82.5/min
[2025-12-01T20:29:08.942466] [INFO ] [CONFIGURE ] NWL: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:29:08.942497] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_morning_momentum']
[2025-12-01T20:29:08.988019] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:09.021615] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:09.087033] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:09.244180] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:09.280283] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:09.362137] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:09.364231] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:09.364892] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_rsi (score: 50.00%)
[2025-12-01T20:29:09.368539] [INFO ] [CONFIGURE ] JOB ETA: 48s | Tests: 1164/1230 | Remaining: 66 | Rate: 82.6/min
[2025-12-01T20:29:09.368617] [INFO ] [CONFIGURE ] NFLX: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:29:09.368652] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_tick_distribution']
[2025-12-01T20:29:09.547073] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:09.570281] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:29:09.630844] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:09.630979] [INFO ] [CONFIGURE ] NXP: DISCARDED add_pbf_overnight_gap (score: 70.00%)
[2025-12-01T20:29:09.631840] [INFO ] [CONFIGURE ] JOB ETA: 47s | Tests: 1165/1230 | Remaining: 65 | Rate: 82.6/min
[2025-12-01T20:29:09.631893] [INFO ] [CONFIGURE ] NXP: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:29:09.631951] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_return_2d']
[2025-12-01T20:29:09.646570] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:09.854921] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:09.862738] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:29:09.911654] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:09.940763] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:10.164290] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:10.170757] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:10.188726] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:10.226869] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:10.461798] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:10.464141] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:10.472530] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:10.501002] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:10.740936] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:10.761514] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:10.776545] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:10.781665] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:11.033760] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:11.070374] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:11.076750] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:29:11.088794] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:11.309981] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:11.364444] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:11.366219] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:11.397652] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:11.583638] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:29:11.658492] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:11.659386] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:11.659555] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_mfi (score: 80.00%)
[2025-12-01T20:29:11.660322] [INFO ] [CONFIGURE ] JOB ETA: 47s | Tests: 1166/1230 | Remaining: 64 | Rate: 82.5/min
[2025-12-01T20:29:11.660376] [INFO ] [CONFIGURE ] ONTO: Testing feature 10/29: add_momentum_acceleration
[2025-12-01T20:29:11.660408] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum', 'add_momentum_acceleration']
[2025-12-01T20:29:11.707288] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:11.863684] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:11.951603] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:12.045072] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:12.045203] [INFO ] [CONFIGURE ] NWL: DISCARDED add_pbf_morning_momentum (score: 40.00%)
[2025-12-01T20:29:12.046008] [INFO ] [CONFIGURE ] JOB ETA: 46s | Tests: 1167/1230 | Remaining: 63 | Rate: 82.5/min
[2025-12-01T20:29:12.046059] [INFO ] [CONFIGURE ] NWL: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:29:12.046091] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_overnight_gap']
[2025-12-01T20:29:12.068851] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:12.143218] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:12.242198] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:12.242339] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_tick_distribution (score: 80.00%)
[2025-12-01T20:29:12.243257] [INFO ] [CONFIGURE ] JOB ETA: 45s | Tests: 1168/1230 | Remaining: 62 | Rate: 82.6/min
[2025-12-01T20:29:12.243316] [INFO ] [CONFIGURE ] NFLX: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:29:12.243390] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_volume_momentum_confirmation']
[2025-12-01T20:29:12.368029] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:12.433919] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:12.434095] [INFO ] [CONFIGURE ] NXP: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-12-01T20:29:12.435214] [INFO ] [CONFIGURE ] JOB ETA: 44s | Tests: 1169/1230 | Remaining: 61 | Rate: 82.6/min
[2025-12-01T20:29:12.435279] [INFO ] [CONFIGURE ] NXP: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:29:12.435327] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_volatility_5d']
[2025-12-01T20:29:12.437692] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:12.546552] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:12.695729] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:12.697905] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:12.808110] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:29:12.834879] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:12.945567] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:13.018731] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:13.113870] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:13.178161] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:29:13.194140] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:13.348477] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:13.398612] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:13.442045] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:13.542489] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:13.682138] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:13.694722] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:13.700027] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:13.924954] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:13.951041] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:13.990324] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:29:14.014370] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:14.202545] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:29:14.293073] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:14.306000] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:14.341446] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:14.455729] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:14.595186] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:14.671177] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:14.681968] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:14.702383] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:14.896064] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:14.953102] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:14.953229] [INFO ] [CONFIGURE ] NXP: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-12-01T20:29:14.954035] [INFO ] [CONFIGURE ] JOB ETA: 44s | Tests: 1170/1230 | Remaining: 60 | Rate: 82.4/min
[2025-12-01T20:29:14.954086] [INFO ] [CONFIGURE ] NXP: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:29:14.954119] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_pbf_vs_sma_5']
[2025-12-01T20:29:15.000965] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:15.062266] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:15.195167] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:15.195304] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-12-01T20:29:15.195966] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:15.196193] [INFO ] [CONFIGURE ] JOB ETA: 43s | Tests: 1171/1230 | Remaining: 59 | Rate: 82.5/min
[2025-12-01T20:29:15.196250] [INFO ] [CONFIGURE ] NFLX: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:29:15.196284] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_volume_price_divergence']
[2025-12-01T20:29:15.322504] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:15.322654] [INFO ] [CONFIGURE ] NWL: DISCARDED add_pbf_overnight_gap (score: 50.00%)
[2025-12-01T20:29:15.323435] [INFO ] [CONFIGURE ] JOB ETA: 42s | Tests: 1172/1230 | Remaining: 58 | Rate: 82.6/min
[2025-12-01T20:29:15.323484] [INFO ] [CONFIGURE ] NWL: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:29:15.323521] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_return_2d']
[2025-12-01T20:29:15.444904] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:15.446160] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:15.446298] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_momentum_acceleration (score: 70.00%)
[2025-12-01T20:29:15.447126] [INFO ] [CONFIGURE ] JOB ETA: 41s | Tests: 1173/1230 | Remaining: 57 | Rate: 82.6/min
[2025-12-01T20:29:15.447182] [INFO ] [CONFIGURE ] ONTO: Testing feature 11/29: add_obv_daily
[2025-12-01T20:29:15.447218] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_daily']
[2025-12-01T20:29:15.515087] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:15.651827] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:15.691187] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:15.751105] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:15.813092] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:15.943159] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:16.002744] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:16.056439] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:16.107545] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:16.189007] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:16.351360] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:16.359123] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:29:16.406355] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:16.441049] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:16.659755] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:29:16.689146] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:29:16.699147] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:16.704631] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:16.934362] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:16.966753] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:17.003892] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-20, Predicted=0.0, Actual=0
[2025-12-01T20:29:17.053896] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:17.184107] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:17.275357] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-20, Predicted=0.0, Actual=1
[2025-12-01T20:29:17.319059] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:17.397488] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:17.436110] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:17.436248] [INFO ] [CONFIGURE ] NXP: DISCARDED add_pbf_vs_sma_5 (score: 70.00%)
[2025-12-01T20:29:17.437023] [INFO ] [CONFIGURE ] JOB ETA: 41s | Tests: 1174/1230 | Remaining: 56 | Rate: 82.5/min
[2025-12-01T20:29:17.437074] [INFO ] [CONFIGURE ] NXP: Testing feature 20/29: add_price_rejection
[2025-12-01T20:29:17.437106] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_price_rejection']
[2025-12-01T20:29:17.609907] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:17.633065] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:17.700700] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:17.726279] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:17.922620] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:17.945011] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:17.961234] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:18.052622] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:18.223255] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:18.230600] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:18.284451] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:18.284637] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_volume_price_divergence (score: 80.00%)
[2025-12-01T20:29:18.285454] [INFO ] [CONFIGURE ] JOB ETA: 40s | Tests: 1175/1230 | Remaining: 55 | Rate: 82.5/min
[2025-12-01T20:29:18.285507] [INFO ] [CONFIGURE ] NFLX: Testing feature 28/29: add_volume_profile
[2025-12-01T20:29:18.285541] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_volume_profile']
[2025-12-01T20:29:18.381920] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:18.508006] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:18.541893] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:18.542030] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_obv_daily (score: 60.00%)
[2025-12-01T20:29:18.542882] [INFO ] [CONFIGURE ] JOB ETA: 39s | Tests: 1176/1230 | Remaining: 54 | Rate: 82.5/min
[2025-12-01T20:29:18.542934] [INFO ] [CONFIGURE ] ONTO: Testing feature 12/29: add_obv_interval
[2025-12-01T20:29:18.542966] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_obv_interval']
[2025-12-01T20:29:18.570901] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:18.714939] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:18.715074] [INFO ] [CONFIGURE ] NWL: DISCARDED add_pbf_return_2d (score: 50.00%)
[2025-12-01T20:29:18.715877] [INFO ] [CONFIGURE ] JOB ETA: 39s | Tests: 1177/1230 | Remaining: 53 | Rate: 82.6/min
[2025-12-01T20:29:18.715928] [INFO ] [CONFIGURE ] NWL: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:29:18.715960] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_volatility_5d']
[2025-12-01T20:29:18.776040] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:18.841194] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:18.858151] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:19.017804] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:19.043522] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:19.136672] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:19.146782] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:19.312302] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:29:19.320934] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:19.427787] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:29:19.435876] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:19.582821] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:19.619627] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:19.722674] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:19.725818] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:29:19.853771] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:19.928774] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:20.011629] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:29:20.028683] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:20.125008] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:20.125151] [INFO ] [CONFIGURE ] NXP: DISCARDED add_price_rejection (score: 70.00%)
[2025-12-01T20:29:20.125900] [INFO ] [CONFIGURE ] JOB ETA: 38s | Tests: 1178/1230 | Remaining: 52 | Rate: 82.5/min
[2025-12-01T20:29:20.125952] [INFO ] [CONFIGURE ] NXP: Testing feature 21/29: add_range_position
[2025-12-01T20:29:20.125985] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_range_position']
[2025-12-01T20:29:20.237441] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:20.302266] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:20.334329] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:20.408789] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:20.541039] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:20.594941] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:20.634644] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:20.692220] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:20.844164] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:20.890050] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:20.933824] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:20.975926] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:21.146665] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:21.186500] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:21.186647] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_volume_profile (score: 60.00%)
[2025-12-01T20:29:21.187463] [INFO ] [CONFIGURE ] JOB ETA: 37s | Tests: 1179/1230 | Remaining: 51 | Rate: 82.5/min
[2025-12-01T20:29:21.187515] [INFO ] [CONFIGURE ] NFLX: Testing feature 29/29: add_vwap
[2025-12-01T20:29:21.187548] [INFO ] [CONFIGURE ] NFLX: Testing with features: ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d', 'add_vwap']
[2025-12-01T20:29:21.234898] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:21.259197] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:21.448946] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:21.484796] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:21.536474] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:21.536627] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_obv_interval (score: 70.00%)
[2025-12-01T20:29:21.537470] [INFO ] [CONFIGURE ] JOB ETA: 36s | Tests: 1180/1230 | Remaining: 50 | Rate: 82.5/min
[2025-12-01T20:29:21.537523] [INFO ] [CONFIGURE ] ONTO: Testing feature 13/29: add_opening_strength
[2025-12-01T20:29:21.537555] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_daily_returns', 'add_opening_strength']
[2025-12-01T20:29:21.553617] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:21.751231] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:21.751358] [INFO ] [CONFIGURE ] NWL: DISCARDED add_pbf_volatility_5d (score: 60.00%)
[2025-12-01T20:29:21.752173] [INFO ] [CONFIGURE ] JOB ETA: 36s | Tests: 1181/1230 | Remaining: 49 | Rate: 82.6/min
[2025-12-01T20:29:21.752224] [INFO ] [CONFIGURE ] NWL: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:29:21.752256] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_pbf_vs_sma_5']
[2025-12-01T20:29:21.784500] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:21.839552] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:21.869917] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:22.047974] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:22.083049] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:22.122301] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:29:22.199353] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:22.344936] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:22.381259] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:22.404365] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:22.524898] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:29:22.638844] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:22.681325] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:22.692880] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:22.847267] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:29:22.937485] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:22.981948] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:22.982090] [INFO ] [CONFIGURE ] NXP: DISCARDED add_range_position (score: 60.00%)
[2025-12-01T20:29:22.982907] [INFO ] [CONFIGURE ] JOB ETA: 35s | Tests: 1182/1230 | Remaining: 48 | Rate: 82.5/min
[2025-12-01T20:29:22.982959] [INFO ] [CONFIGURE ] NXP: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:29:22.982991] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_realized_volatility']
[2025-12-01T20:29:22.986540] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-20, Predicted=1.0, Actual=0
[2025-12-01T20:29:23.176385] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:23.234368] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:23.287267] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:23.322296] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:23.508724] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:23.533660] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:23.585365] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:23.666684] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:23.835178] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:23.835473] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:23.887799] [DEBUG] [FORECASTER] NFLX: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:24.009195] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:24.136051] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:24.165862] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:24.189642] [DEBUG] [FORECASTER] NFLX: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:24.189775] [INFO ] [CONFIGURE ] NFLX: DISCARDED add_vwap (score: 60.00%)
[2025-12-01T20:29:24.190560] [INFO ] [CONFIGURE ] JOB ETA: 34s | Tests: 1183/1230 | Remaining: 47 | Rate: 82.5/min
[2025-12-01T20:29:24.190633] [INFO ] [CONFIGURE ] NFLX: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:29:24.190664] [INFO ] [CONFIGURE ] NFLX: Best accuracy: 90.00%
[2025-12-01T20:29:24.190694] [INFO ] [CONFIGURE ] NFLX: Best feature set (3 features): ['add_daily_returns', 'add_opening_strength', 'add_pbf_return_2d']
[2025-12-01T20:29:24.190721] [INFO ] [CONFIGURE ] NFLX: Improvement over baseline: 20.00%
[2025-12-01T20:29:24.190746] [INFO ] [CONFIGURE ] NFLX: Total time: 1.3 minutes
[2025-12-01T20:29:24.190773] [INFO ] [CONFIGURE ] NFLX: Average time per feature: 2.6 seconds
[2025-12-01T20:29:24.190803] [INFO ] [CONFIGURE ] NFLX: Average speed: 0.38 features/sec
[2025-12-01T20:29:24.191037] [INFO ] [LOCAL     ] Saved configuration for NFLX: 3 features, 90.00% accuracy -> ./output/feature-sets/NFLX.json
[2025-12-01T20:29:24.191074] [INFO ] [CONFIGURE ] NFLX: Configuration saved successfully: 3 features, 90.00% accuracy.
[2025-12-01T20:29:24.191494] [INFO ] [sig       ] [38/41] NFLX OK in 1m 19s. ETA: 1m 8s. Rate: 2.6 sym/min
[2025-12-01T20:29:24.353414] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:24.435022] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:24.488922] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:24.698763] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:24.740119] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:24.740248] [INFO ] [CONFIGURE ] NWL: DISCARDED add_pbf_vs_sma_5 (score: 40.00%)
[2025-12-01T20:29:24.741087] [INFO ] [CONFIGURE ] JOB ETA: 33s | Tests: 1184/1230 | Remaining: 46 | Rate: 82.5/min
[2025-12-01T20:29:24.741137] [INFO ] [CONFIGURE ] NWL: Testing feature 20/29: add_price_rejection
[2025-12-01T20:29:24.741169] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_price_rejection']
[2025-12-01T20:29:24.821432] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:24.821588] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_opening_strength (score: 60.00%)
[2025-12-01T20:29:24.822402] [INFO ] [CONFIGURE ] JOB ETA: 33s | Tests: 1185/1230 | Remaining: 45 | Rate: 82.5/min
[2025-12-01T20:29:24.822452] [INFO ] [CONFIGURE ] ONTO: Testing feature 14/29: add_order_flow_imbalance
[2025-12-01T20:29:24.822484] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_order_flow_imbalance']
[2025-12-01T20:29:25.044886] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:25.062405] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:25.127865] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:25.382318] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:25.388867] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:29:25.434432] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:25.704790] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:25.736951] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:25.752213] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:29:26.025199] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:26.066116] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:29:26.084253] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:26.349611] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:26.372765] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:26.432473] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:26.432638] [INFO ] [CONFIGURE ] NXP: DISCARDED add_realized_volatility (score: 80.00%)
[2025-12-01T20:29:26.433424] [INFO ] [CONFIGURE ] JOB ETA: 32s | Tests: 1186/1230 | Remaining: 44 | Rate: 82.5/min
[2025-12-01T20:29:26.433475] [INFO ] [CONFIGURE ] NXP: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:29:26.433507] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_recent_range_context']
[2025-12-01T20:29:26.672308] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:26.677425] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:26.688697] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:26.951619] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:26.987253] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:27.001382] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:27.214667] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:27.294114] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:27.325768] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:27.479283] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:27.597744] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:27.651374] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:27.744443] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:27.906222] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:27.906369] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_order_flow_imbalance (score: 60.00%)
[2025-12-01T20:29:27.907186] [INFO ] [CONFIGURE ] JOB ETA: 31s | Tests: 1187/1230 | Remaining: 43 | Rate: 82.4/min
[2025-12-01T20:29:27.907238] [INFO ] [CONFIGURE ] ONTO: Testing feature 15/29: add_pbf_morning_momentum
[2025-12-01T20:29:27.907270] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_morning_momentum']
[2025-12-01T20:29:27.977508] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:27.977654] [INFO ] [CONFIGURE ] NWL: DISCARDED add_price_rejection (score: 50.00%)
[2025-12-01T20:29:27.978455] [INFO ] [CONFIGURE ] JOB ETA: 31s | Tests: 1188/1230 | Remaining: 42 | Rate: 82.5/min
[2025-12-01T20:29:27.978505] [INFO ] [CONFIGURE ] NWL: Testing feature 21/29: add_range_position
[2025-12-01T20:29:27.978555] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_range_position']
[2025-12-01T20:29:28.011103] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:28.188968] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:28.275779] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:29:28.311991] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:28.471256] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:28.540833] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:28.645465] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:28.750643] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:29:28.798696] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:28.985904] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:29.031226] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:29:29.057121] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:29.057251] [INFO ] [CONFIGURE ] NXP: DISCARDED add_recent_range_context (score: 80.00%)
[2025-12-01T20:29:29.058093] [INFO ] [CONFIGURE ] JOB ETA: 30s | Tests: 1189/1230 | Remaining: 41 | Rate: 82.4/min
[2025-12-01T20:29:29.058145] [INFO ] [CONFIGURE ] NXP: Testing feature 24/29: add_rsi
[2025-12-01T20:29:29.058178] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_ema', 'add_rsi']
[2025-12-01T20:29:29.312131] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:29.320242] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:29.367589] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:29.594092] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:29.658560] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:29.680304] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:29.879202] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:29.999287] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:30.022392] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:30.159162] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:30.338829] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:30.344130] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:30.441842] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:30.662548] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:30.678729] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:30.730163] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:30.730293] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_pbf_morning_momentum (score: 80.00%)
[2025-12-01T20:29:30.731134] [INFO ] [CONFIGURE ] JOB ETA: 29s | Tests: 1190/1230 | Remaining: 40 | Rate: 82.3/min
[2025-12-01T20:29:30.731223] [INFO ] [CONFIGURE ] ONTO: Testing feature 16/29: add_pbf_overnight_gap
[2025-12-01T20:29:30.731256] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_overnight_gap']
[2025-12-01T20:29:30.996069] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:31.021497] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:31.028003] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:31.315330] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-21, Predicted=1.0, Actual=0
[2025-12-01T20:29:31.327416] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:31.361338] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:31.361472] [INFO ] [CONFIGURE ] NWL: DISCARDED add_range_position (score: 40.00%)
[2025-12-01T20:29:31.362269] [INFO ] [CONFIGURE ] JOB ETA: 28s | Tests: 1191/1230 | Remaining: 39 | Rate: 82.3/min
[2025-12-01T20:29:31.362321] [INFO ] [CONFIGURE ] NWL: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:29:31.362680] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_realized_volatility']
[2025-12-01T20:29:31.636286] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:31.641522] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:29:31.768663] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:31.952681] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:29:31.960545] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:32.183725] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:32.262481] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:32.318189] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:32.318373] [INFO ] [CONFIGURE ] NXP: DISCARDED add_rsi (score: 60.00%)
[2025-12-01T20:29:32.319232] [INFO ] [CONFIGURE ] JOB ETA: 28s | Tests: 1192/1230 | Remaining: 38 | Rate: 82.3/min
[2025-12-01T20:29:32.319288] [INFO ] [CONFIGURE ] NXP: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:29:32.319322] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_tick_distribution']
[2025-12-01T20:29:32.569017] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:32.575171] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:32.586019] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:32.825033] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:32.871790] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:32.990874] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:33.075166] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:33.170384] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:33.324664] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:33.389969] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:33.474701] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:33.579653] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:33.780139] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:33.780273] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_pbf_overnight_gap (score: 80.00%)
[2025-12-01T20:29:33.781500] [INFO ] [CONFIGURE ] JOB ETA: 27s | Tests: 1193/1230 | Remaining: 37 | Rate: 82.3/min
[2025-12-01T20:29:33.781555] [INFO ] [CONFIGURE ] ONTO: Testing feature 17/29: add_pbf_return_2d
[2025-12-01T20:29:33.781605] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_return_2d']
[2025-12-01T20:29:33.799399] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:33.835372] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:34.089753] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:29:34.092037] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:34.211937] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:34.347322] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:34.401407] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:34.605880] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:34.618857] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:34.713213] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:29:34.872320] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:34.872454] [INFO ] [CONFIGURE ] NXP: DISCARDED add_tick_distribution (score: 80.00%)
[2025-12-01T20:29:34.873261] [INFO ] [CONFIGURE ] JOB ETA: 26s | Tests: 1194/1230 | Remaining: 36 | Rate: 82.2/min
[2025-12-01T20:29:34.873312] [INFO ] [CONFIGURE ] NXP: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:29:34.873344] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_volume_momentum_confirmation']
[2025-12-01T20:29:35.015752] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:29:35.028392] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:35.132076] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:35.323546] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:35.389950] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:35.438382] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:35.438514] [INFO ] [CONFIGURE ] NWL: DISCARDED add_realized_volatility (score: 50.00%)
[2025-12-01T20:29:35.439356] [INFO ] [CONFIGURE ] JOB ETA: 26s | Tests: 1195/1230 | Remaining: 35 | Rate: 82.2/min
[2025-12-01T20:29:35.439406] [INFO ] [CONFIGURE ] NWL: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:29:35.439438] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_recent_range_context']
[2025-12-01T20:29:35.637219] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:35.653972] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:35.753620] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:35.917687] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:35.946356] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:36.068265] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:36.180148] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:36.261930] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:36.384712] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:36.456734] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:36.624014] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:36.709381] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:36.741777] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:29:37.030756] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:37.037913] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:37.038110] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_pbf_return_2d (score: 60.00%)
[2025-12-01T20:29:37.039721] [INFO ] [CONFIGURE ] JOB ETA: 25s | Tests: 1196/1230 | Remaining: 34 | Rate: 82.1/min
[2025-12-01T20:29:37.039793] [INFO ] [CONFIGURE ] ONTO: Testing feature 18/29: add_pbf_volatility_5d
[2025-12-01T20:29:37.039849] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_volatility_5d']
[2025-12-01T20:29:37.105234] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:37.336638] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:37.413049] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:37.467861] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:37.629466] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:37.629635] [INFO ] [CONFIGURE ] NXP: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-12-01T20:29:37.630450] [INFO ] [CONFIGURE ] JOB ETA: 24s | Tests: 1197/1230 | Remaining: 33 | Rate: 82.2/min
[2025-12-01T20:29:37.630502] [INFO ] [CONFIGURE ] NXP: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:29:37.630537] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_volume_price_divergence']
[2025-12-01T20:29:37.750970] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:37.881527] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:37.908912] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:38.051953] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-17, Predicted=0.0, Actual=1
[2025-12-01T20:29:38.179448] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:38.215935] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:38.347225] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:29:38.451618] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:38.560042] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:38.631733] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:38.731636] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:38.881534] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:38.881680] [INFO ] [CONFIGURE ] NWL: DISCARDED add_recent_range_context (score: 50.00%)
[2025-12-01T20:29:38.882880] [INFO ] [CONFIGURE ] JOB ETA: 23s | Tests: 1198/1230 | Remaining: 32 | Rate: 82.1/min
[2025-12-01T20:29:38.882932] [INFO ] [CONFIGURE ] NWL: Testing feature 24/29: add_rsi
[2025-12-01T20:29:38.882970] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_rsi']
[2025-12-01T20:29:38.919395] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:39.014772] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:39.201979] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:39.203818] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:39.303236] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:39.492670] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:39.522911] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:39.592876] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:29:39.777231] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:39.843273] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:39.866589] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:40.063369] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:40.063524] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_pbf_volatility_5d (score: 80.00%)
[2025-12-01T20:29:40.064275] [INFO ] [CONFIGURE ] JOB ETA: 23s | Tests: 1199/1230 | Remaining: 31 | Rate: 82.1/min
[2025-12-01T20:29:40.064327] [INFO ] [CONFIGURE ] ONTO: Testing feature 19/29: add_pbf_vs_sma_5
[2025-12-01T20:29:40.064360] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_pbf_vs_sma_5']
[2025-12-01T20:29:40.143842] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:40.160125] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:40.353756] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:40.417353] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:40.417485] [INFO ] [CONFIGURE ] NXP: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-12-01T20:29:40.418281] [INFO ] [CONFIGURE ] JOB ETA: 22s | Tests: 1200/1230 | Remaining: 30 | Rate: 82.1/min
[2025-12-01T20:29:40.418347] [INFO ] [CONFIGURE ] NXP: Testing feature 28/29: add_volume_profile
[2025-12-01T20:29:40.418379] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_volume_profile']
[2025-12-01T20:29:40.482760] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:40.635755] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:40.677665] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:40.808743] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:40.918485] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:29:40.938911] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:41.126586] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:41.194970] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:29:41.201329] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:41.440843] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:41.462490] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:41.471359] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:41.727866] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:41.751040] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:41.762590] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:41.990012] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:42.032054] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:42.081163] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:42.081296] [INFO ] [CONFIGURE ] NWL: DISCARDED add_rsi (score: 60.00%)
[2025-12-01T20:29:42.082446] [INFO ] [CONFIGURE ] JOB ETA: 21s | Tests: 1201/1230 | Remaining: 29 | Rate: 82.0/min
[2025-12-01T20:29:42.082495] [INFO ] [CONFIGURE ] NWL: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:29:42.082527] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_tick_distribution']
[2025-12-01T20:29:42.251974] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:29:42.310054] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:42.383740] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:42.514745] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:42.593796] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:42.687553] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:42.775203] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:42.885444] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:42.885591] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_pbf_vs_sma_5 (score: 80.00%)
[2025-12-01T20:29:42.886325] [INFO ] [CONFIGURE ] JOB ETA: 20s | Tests: 1202/1230 | Remaining: 28 | Rate: 82.0/min
[2025-12-01T20:29:42.886375] [INFO ] [CONFIGURE ] ONTO: Testing feature 20/29: add_price_rejection
[2025-12-01T20:29:42.886407] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_price_rejection']
[2025-12-01T20:29:42.990366] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:43.037342] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:43.037468] [INFO ] [CONFIGURE ] NXP: DISCARDED add_volume_profile (score: 70.00%)
[2025-12-01T20:29:43.038260] [INFO ] [CONFIGURE ] JOB ETA: 20s | Tests: 1203/1230 | Remaining: 27 | Rate: 82.1/min
[2025-12-01T20:29:43.038341] [INFO ] [CONFIGURE ] NXP: Testing feature 29/29: add_vwap
[2025-12-01T20:29:43.038375] [INFO ] [CONFIGURE ] NXP: Testing with features: ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf', 'add_vwap']
[2025-12-01T20:29:43.183952] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:43.294278] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:43.300677] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-13, Predicted=1.0, Actual=0
[2025-12-01T20:29:43.491265] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:43.562506] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-14, Predicted=1.0, Actual=1
[2025-12-01T20:29:43.597845] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:43.796237] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:29:43.827111] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-17, Predicted=0.0, Actual=0
[2025-12-01T20:29:43.910186] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:44.089281] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-18, Predicted=0.0, Actual=0
[2025-12-01T20:29:44.100908] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:29:44.215210] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:44.352963] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:44.421592] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:44.520776] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:44.617613] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:44.743657] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:44.839811] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:44.879900] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-21, Predicted=0.0, Actual=0
[2025-12-01T20:29:45.049655] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:45.147529] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-24, Predicted=1.0, Actual=0
[2025-12-01T20:29:45.154195] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:45.154341] [INFO ] [CONFIGURE ] NWL: DISCARDED add_tick_distribution (score: 40.00%)
[2025-12-01T20:29:45.155728] [INFO ] [CONFIGURE ] JOB ETA: 19s | Tests: 1204/1230 | Remaining: 26 | Rate: 81.9/min
[2025-12-01T20:29:45.155789] [INFO ] [CONFIGURE ] NWL: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:29:45.155823] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_volume_momentum_confirmation']
[2025-12-01T20:29:45.352464] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:45.415159] [DEBUG] [FORECASTER] NXP: Forecast CORRECT: Date=2025-11-25, Predicted=0.0, Actual=0
[2025-12-01T20:29:45.477858] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:45.654699] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:45.685472] [DEBUG] [FORECASTER] NXP: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:45.685621] [INFO ] [CONFIGURE ] NXP: DISCARDED add_vwap (score: 70.00%)
[2025-12-01T20:29:45.686454] [INFO ] [CONFIGURE ] JOB ETA: 18s | Tests: 1205/1230 | Remaining: 25 | Rate: 82.0/min
[2025-12-01T20:29:45.686506] [INFO ] [CONFIGURE ] NXP: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:29:45.686536] [INFO ] [CONFIGURE ] NXP: Best accuracy: 80.00%
[2025-12-01T20:29:45.686565] [INFO ] [CONFIGURE ] NXP: Best feature set (3 features): ['add_bollinger_bands', 'add_daily_returns', 'add_lag_shelf']
[2025-12-01T20:29:45.686608] [INFO ] [CONFIGURE ] NXP: Improvement over baseline: 40.00%
[2025-12-01T20:29:45.686634] [INFO ] [CONFIGURE ] NXP: Total time: 1.3 minutes
[2025-12-01T20:29:45.686659] [INFO ] [CONFIGURE ] NXP: Average time per feature: 2.8 seconds
[2025-12-01T20:29:45.686701] [INFO ] [CONFIGURE ] NXP: Average speed: 0.36 features/sec
[2025-12-01T20:29:45.686901] [INFO ] [LOCAL     ] Saved configuration for NXP: 3 features, 80.00% accuracy -> ./output/feature-sets/NXP.json
[2025-12-01T20:29:45.686941] [INFO ] [CONFIGURE ] NXP: Configuration saved successfully: 3 features, 80.00% accuracy.
[2025-12-01T20:29:45.687457] [INFO ] [sig       ] [39/41] NXP OK in 1m 23s. ETA: 45.2s. Rate: 2.7 sym/min
[2025-12-01T20:29:45.801651] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:45.955002] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:45.955129] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_price_rejection (score: 50.00%)
[2025-12-01T20:29:45.956235] [INFO ] [CONFIGURE ] JOB ETA: 18s | Tests: 1206/1230 | Remaining: 24 | Rate: 82.0/min
[2025-12-01T20:29:45.956283] [INFO ] [CONFIGURE ] ONTO: Testing feature 21/29: add_range_position
[2025-12-01T20:29:45.956315] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_range_position']
[2025-12-01T20:29:46.138243] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:46.270510] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:46.466770] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:46.581422] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:46.798201] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:46.897638] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:29:47.124900] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:47.208414] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:29:47.447933] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:47.521416] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:47.771144] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:47.839106] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:48.088237] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:48.156079] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:48.410312] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:48.410453] [INFO ] [CONFIGURE ] NWL: DISCARDED add_volume_momentum_confirmation (score: 60.00%)
[2025-12-01T20:29:48.411805] [INFO ] [CONFIGURE ] JOB ETA: 17s | Tests: 1207/1230 | Remaining: 23 | Rate: 81.8/min
[2025-12-01T20:29:48.411853] [INFO ] [CONFIGURE ] NWL: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:29:48.411885] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_volume_price_divergence']
[2025-12-01T20:29:48.474655] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:48.735533] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:48.789969] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:49.061699] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:49.108348] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:49.108494] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_range_position (score: 80.00%)
[2025-12-01T20:29:49.109815] [INFO ] [CONFIGURE ] JOB ETA: 16s | Tests: 1208/1230 | Remaining: 22 | Rate: 81.8/min
[2025-12-01T20:29:49.109866] [INFO ] [CONFIGURE ] ONTO: Testing feature 22/29: add_realized_volatility
[2025-12-01T20:29:49.109897] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_realized_volatility']
[2025-12-01T20:29:49.390055] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:49.482392] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:49.722134] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:49.859097] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:50.048847] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:50.234292] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:29:50.380380] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:50.607627] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:29:50.710730] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:50.987804] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:51.047301] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:51.365705] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:51.384676] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:51.728062] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:51.728210] [INFO ] [CONFIGURE ] NWL: DISCARDED add_volume_price_divergence (score: 40.00%)
[2025-12-01T20:29:51.729537] [INFO ] [CONFIGURE ] JOB ETA: 15s | Tests: 1209/1230 | Remaining: 21 | Rate: 81.7/min
[2025-12-01T20:29:51.729606] [INFO ] [CONFIGURE ] NWL: Testing feature 28/29: add_volume_profile
[2025-12-01T20:29:51.729640] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_volume_profile']
[2025-12-01T20:29:51.746772] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:52.054225] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:52.132794] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:52.373707] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:52.514024] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:29:52.701447] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:52.906115] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:52.906292] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_realized_volatility (score: 80.00%)
[2025-12-01T20:29:52.907090] [INFO ] [CONFIGURE ] JOB ETA: 15s | Tests: 1210/1230 | Remaining: 20 | Rate: 81.6/min
[2025-12-01T20:29:52.907143] [INFO ] [CONFIGURE ] ONTO: Testing feature 23/29: add_recent_range_context
[2025-12-01T20:29:52.907176] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_recent_range_context']
[2025-12-01T20:29:53.030146] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:53.196658] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:53.360965] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:53.484332] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:29:53.686442] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:53.772653] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:29:54.017681] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:54.067292] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:29:54.356315] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:54.358641] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:54.655514] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:54.704531] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:54.949969] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:55.039317] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:55.039460] [INFO ] [CONFIGURE ] NWL: DISCARDED add_volume_profile (score: 40.00%)
[2025-12-01T20:29:55.040810] [INFO ] [CONFIGURE ] JOB ETA: 14s | Tests: 1211/1230 | Remaining: 19 | Rate: 81.5/min
[2025-12-01T20:29:55.040863] [INFO ] [CONFIGURE ] NWL: Testing feature 29/29: add_vwap
[2025-12-01T20:29:55.040898] [INFO ] [CONFIGURE ] NWL: Testing with features: ['add_cumulative_delta', 'add_daily_returns', 'add_ema', 'add_vwap']
[2025-12-01T20:29:55.249721] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:55.375603] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-13, Predicted=0.0, Actual=1
[2025-12-01T20:29:55.544998] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:55.711780] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:55.842536] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:55.842688] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_recent_range_context (score: 70.00%)
[2025-12-01T20:29:55.843802] [INFO ] [CONFIGURE ] JOB ETA: 13s | Tests: 1212/1230 | Remaining: 18 | Rate: 81.5/min
[2025-12-01T20:29:55.843852] [INFO ] [CONFIGURE ] ONTO: Testing feature 24/29: add_rsi
[2025-12-01T20:29:55.843885] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_ema', 'add_rsi']
[2025-12-01T20:29:56.044361] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-17, Predicted=1.0, Actual=0
[2025-12-01T20:29:56.189989] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:56.378601] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-18, Predicted=1.0, Actual=0
[2025-12-01T20:29:56.535807] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:29:56.719290] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-19, Predicted=1.0, Actual=1
[2025-12-01T20:29:56.878544] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:29:57.054936] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:57.223021] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:29:57.394689] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:29:57.570548] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:29:57.726856] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:29:57.917045] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:29:58.062104] [DEBUG] [FORECASTER] NWL: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:58.263452] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:29:58.406995] [DEBUG] [FORECASTER] NWL: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:29:58.407149] [INFO ] [CONFIGURE ] NWL: DISCARDED add_vwap (score: 30.00%)
[2025-12-01T20:29:58.408601] [INFO ] [CONFIGURE ] JOB ETA: 13s | Tests: 1213/1230 | Remaining: 17 | Rate: 81.3/min
[2025-12-01T20:29:58.408655] [INFO ] [CONFIGURE ] NWL: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:29:58.408686] [INFO ] [CONFIGURE ] NWL: Best accuracy: 60.00%
[2025-12-01T20:29:58.408717] [INFO ] [CONFIGURE ] NWL: Best feature set (3 features): ['add_cumulative_delta', 'add_daily_returns', 'add_ema']
[2025-12-01T20:29:58.408744] [INFO ] [CONFIGURE ] NWL: Improvement over baseline: 30.00%
[2025-12-01T20:29:58.408769] [INFO ] [CONFIGURE ] NWL: Total time: 1.6 minutes
[2025-12-01T20:29:58.408795] [INFO ] [CONFIGURE ] NWL: Average time per feature: 3.3 seconds
[2025-12-01T20:29:58.408820] [INFO ] [CONFIGURE ] NWL: Average speed: 0.31 features/sec
[2025-12-01T20:29:58.409061] [INFO ] [LOCAL     ] Saved configuration for NWL: 3 features, 60.00% accuracy -> ./output/feature-sets/NWL.json
[2025-12-01T20:29:58.409101] [INFO ] [CONFIGURE ] NWL: Configuration saved successfully: 3 features, 60.00% accuracy.
[2025-12-01T20:29:58.409663] [INFO ] [sig       ] [40/41] NWL OK in 1m 36s. ETA: 22.4s. Rate: 2.7 sym/min
[2025-12-01T20:29:58.612562] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:29:58.962268] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:29:59.314510] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:29:59.314655] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_rsi (score: 70.00%)
[2025-12-01T20:29:59.315776] [INFO ] [CONFIGURE ] JOB ETA: 12s | Tests: 1214/1230 | Remaining: 16 | Rate: 81.3/min
[2025-12-01T20:29:59.315824] [INFO ] [CONFIGURE ] ONTO: Testing feature 25/29: add_tick_distribution
[2025-12-01T20:29:59.315856] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_tick_distribution']
[2025-12-01T20:29:59.595120] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:29:59.876138] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:30:00.160522] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:30:00.440276] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:30:00.727226] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:30:01.013682] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:30:01.308468] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:30:01.605261] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:30:01.901303] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:30:02.194084] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:30:02.194242] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_tick_distribution (score: 60.00%)
[2025-12-01T20:30:02.195238] [INFO ] [CONFIGURE ] JOB ETA: 11s | Tests: 1215/1230 | Remaining: 15 | Rate: 81.1/min
[2025-12-01T20:30:02.195288] [INFO ] [CONFIGURE ] ONTO: Testing feature 26/29: add_volume_momentum_confirmation
[2025-12-01T20:30:02.195320] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-12-01T20:30:02.500951] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:30:02.809674] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:30:03.118635] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:30:03.415470] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:30:03.721398] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:30:04.028871] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:30:04.332845] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:30:04.635509] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:30:04.935853] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:30:05.235653] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-26, Predicted=1.0, Actual=1
[2025-12-01T20:30:05.235790] [INFO ] [CONFIGURE ] ONTO: KEPT add_volume_momentum_confirmation (score: 100.00%)
[2025-12-01T20:30:05.237164] [INFO ] [CONFIGURE ] JOB ETA: 10s | Tests: 1216/1230 | Remaining: 14 | Rate: 80.9/min
[2025-12-01T20:30:05.237216] [INFO ] [CONFIGURE ] ONTO: Testing feature 27/29: add_volume_price_divergence
[2025-12-01T20:30:05.237248] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation', 'add_volume_price_divergence']
[2025-12-01T20:30:05.562881] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:30:05.894140] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:30:06.234666] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:30:06.581925] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-18, Predicted=0.0, Actual=1
[2025-12-01T20:30:06.913082] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:30:07.241205] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:30:07.569875] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:30:07.906855] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:30:08.235896] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:30:08.563289] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:30:08.563421] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_volume_price_divergence (score: 70.00%)
[2025-12-01T20:30:08.564598] [INFO ] [CONFIGURE ] JOB ETA: 10s | Tests: 1217/1230 | Remaining: 13 | Rate: 80.7/min
[2025-12-01T20:30:08.564648] [INFO ] [CONFIGURE ] ONTO: Testing feature 28/29: add_volume_profile
[2025-12-01T20:30:08.564682] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation', 'add_volume_profile']
[2025-12-01T20:30:08.882903] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:30:09.203526] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-14, Predicted=1.0, Actual=0
[2025-12-01T20:30:09.518974] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:30:09.837821] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:30:10.153252] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:30:10.475672] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:30:10.796547] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-21, Predicted=0.0, Actual=1
[2025-12-01T20:30:11.113928] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-24, Predicted=1.0, Actual=1
[2025-12-01T20:30:11.432254] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-25, Predicted=1.0, Actual=1
[2025-12-01T20:30:11.759191] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:30:11.759388] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_volume_profile (score: 70.00%)
[2025-12-01T20:30:11.760553] [INFO ] [CONFIGURE ] JOB ETA: 9s | Tests: 1218/1230 | Remaining: 12 | Rate: 80.5/min
[2025-12-01T20:30:11.760630] [INFO ] [CONFIGURE ] ONTO: Testing feature 29/29: add_vwap
[2025-12-01T20:30:11.760667] [INFO ] [CONFIGURE ] ONTO: Testing with features: ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation', 'add_vwap']
[2025-12-01T20:30:12.093777] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-13, Predicted=0.0, Actual=0
[2025-12-01T20:30:12.417104] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-14, Predicted=0.0, Actual=0
[2025-12-01T20:30:12.772853] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-17, Predicted=1.0, Actual=1
[2025-12-01T20:30:13.123778] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-18, Predicted=1.0, Actual=1
[2025-12-01T20:30:13.442378] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-19, Predicted=0.0, Actual=0
[2025-12-01T20:30:13.768649] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-20, Predicted=1.0, Actual=1
[2025-12-01T20:30:14.097135] [DEBUG] [FORECASTER] ONTO: Forecast CORRECT: Date=2025-11-21, Predicted=1.0, Actual=1
[2025-12-01T20:30:14.434076] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-24, Predicted=0.0, Actual=1
[2025-12-01T20:30:14.782144] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-25, Predicted=0.0, Actual=1
[2025-12-01T20:30:15.117225] [DEBUG] [FORECASTER] ONTO: Forecast INCORRECT: Date=2025-11-26, Predicted=0.0, Actual=1
[2025-12-01T20:30:15.117363] [INFO ] [CONFIGURE ] ONTO: DISCARDED add_vwap (score: 70.00%)
[2025-12-01T20:30:15.118718] [INFO ] [CONFIGURE ] JOB ETA: 8s | Tests: 1219/1230 | Remaining: 11 | Rate: 80.2/min
[2025-12-01T20:30:15.118769] [INFO ] [CONFIGURE ] ONTO: ===== FEATURE SELECTION COMPLETE =====
[2025-12-01T20:30:15.118799] [INFO ] [CONFIGURE ] ONTO: Best accuracy: 100.00%
[2025-12-01T20:30:15.118828] [INFO ] [CONFIGURE ] ONTO: Best feature set (3 features): ['add_bollinger_bands', 'add_cumulative_delta', 'add_volume_momentum_confirmation']
[2025-12-01T20:30:15.118854] [INFO ] [CONFIGURE ] ONTO: Improvement over baseline: 40.00%
[2025-12-01T20:30:15.118879] [INFO ] [CONFIGURE ] ONTO: Total time: 1.5 minutes
[2025-12-01T20:30:15.118903] [INFO ] [CONFIGURE ] ONTO: Average time per feature: 3.1 seconds
[2025-12-01T20:30:15.118928] [INFO ] [CONFIGURE ] ONTO: Average speed: 0.32 features/sec
[2025-12-01T20:30:15.119149] [INFO ] [LOCAL     ] Saved configuration for ONTO: 3 features, 100.00% accuracy -> ./output/feature-sets/ONTO.json
[2025-12-01T20:30:15.119188] [INFO ] [CONFIGURE ] ONTO: Configuration saved successfully: 3 features, 100.00% accuracy.
[2025-12-01T20:30:15.119800] [INFO ] [sig       ] [41/41] ONTO OK in 1m 33s. ETA: 0.0s. Rate: 2.7 sym/min
[2025-12-01T20:30:15.139743] [INFO ] [sig       ] ==================================================
[2025-12-01T20:30:15.139921] [INFO ] [sig       ] Parallel configuration completed in 15m 12s
[2025-12-01T20:30:15.139979] [INFO ] [sig       ] Success rate: 100.0% (41/41 symbols)
[2025-12-01T20:30:15.844749] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR CONFIGURATION (PARALLEL)'
[2025-12-01T20:30:15.844998] [INFO ] [sig       ] Email notification sent
[2025-12-01T20:30:15.853895] [INFO ] [sig       ] Generating forecasts for all active symbols
[2025-12-01T20:30:15.854015] [DEBUG] [REMOTE    ] Fetching current symbols from directory listing at 'https://tdm.silogroup.org/data/derivative_storage'.
[2025-12-01T20:30:15.977496] [DEBUG] [REMOTE    ] Fetched 3634 unique symbols from directory listing.
[2025-12-01T20:30:15.981658] [INFO ] [sig       ] Found 3634 active symbols to forecast
[2025-12-01T20:30:15.985466] [INFO ] [sig       ] [1/3634] Forecasting A...
[2025-12-01T20:30:15.985538] [INFO ] [sig       ] Generating forecast for: A
[2025-12-01T20:30:15.985590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'A' from 'https://tdm.silogroup.org/data/derivative_storage/A.csv'.
[2025-12-01T20:30:15.998746] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'A'.
[2025-12-01T20:30:15.999139] [INFO ] [FORECASTER] Starting predict_future for A
[2025-12-01T20:30:16.000130] [DEBUG] [LOCAL     ] No optimal features file found for A: ./output/feature-sets/A.txt
[2025-12-01T20:30:16.000184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:16.000217] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:16.000245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:16.000305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:16.055994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:16.057012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:16.057118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:16.057152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:16.178246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:16.178414] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:16.178452] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:16.178478] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:16.181998] [DEBUG] [FORECASTER] A: Forecast T+1@11:T+2@11: UP (p=81.86%)
[2025-12-01T20:30:16.182289] [INFO ] [FORECASTER] Completed predict_future for A
[2025-12-01T20:30:16.182429] [INFO ] [sig       ] A: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:16.319473] [INFO ] [LOCAL     ] Saved forecast: A	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/A.txt
[2025-12-01T20:30:16.319626] [INFO ] [sig       ] [1/3634] Completed A in 0.3s | 2.99 sym/s | Total: 0.3s | ETA: 20.2m
[2025-12-01T20:30:16.319677] [INFO ] [sig       ] [2/3634] Forecasting AA...
[2025-12-01T20:30:16.319732] [INFO ] [sig       ] Generating forecast for: AA
[2025-12-01T20:30:16.319764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AA' from 'https://tdm.silogroup.org/data/derivative_storage/AA.csv'.
[2025-12-01T20:30:16.330804] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AA'.
[2025-12-01T20:30:16.331076] [INFO ] [FORECASTER] Starting predict_future for AA
[2025-12-01T20:30:16.331871] [DEBUG] [LOCAL     ] No optimal features file found for AA: ./output/feature-sets/AA.txt
[2025-12-01T20:30:16.331922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:16.331954] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:16.331980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:16.332037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:16.387106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:16.387934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:16.388043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:16.388083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:16.512382] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:16.512529] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:16.512585] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:16.512617] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:16.516083] [DEBUG] [FORECASTER] AA: Forecast T+1@11:T+2@11: UP (p=79.82%)
[2025-12-01T20:30:16.516403] [INFO ] [FORECASTER] Completed predict_future for AA
[2025-12-01T20:30:16.516544] [INFO ] [sig       ] AA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:16.657409] [INFO ] [LOCAL     ] Saved forecast: AA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AA.txt
[2025-12-01T20:30:16.657567] [INFO ] [sig       ] [2/3634] Completed AA in 0.3s | 2.98 sym/s | Total: 0.7s | ETA: 20.3m
[2025-12-01T20:30:16.657626] [INFO ] [sig       ] [3/3634] Forecasting AAL...
[2025-12-01T20:30:16.657655] [INFO ] [sig       ] Generating forecast for: AAL
[2025-12-01T20:30:16.657684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAL' from 'https://tdm.silogroup.org/data/derivative_storage/AAL.csv'.
[2025-12-01T20:30:16.669820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAL'.
[2025-12-01T20:30:16.670178] [INFO ] [FORECASTER] Starting predict_future for AAL
[2025-12-01T20:30:16.670961] [DEBUG] [LOCAL     ] No optimal features file found for AAL: ./output/feature-sets/AAL.txt
[2025-12-01T20:30:16.671010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:16.671040] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:16.671066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:16.671122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:16.726408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:16.727021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:16.727095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:16.727126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:16.849044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:16.849186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:16.849226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:16.849252] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:16.852603] [DEBUG] [FORECASTER] AAL: Forecast T+1@11:T+2@11: DOWN (p=25.28%)
[2025-12-01T20:30:16.852883] [INFO ] [FORECASTER] Completed predict_future for AAL
[2025-12-01T20:30:16.853018] [INFO ] [sig       ] AAL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:16.991640] [INFO ] [LOCAL     ] Saved forecast: AAL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AAL.txt
[2025-12-01T20:30:16.991792] [INFO ] [sig       ] [3/3634] Completed AAL in 0.3s | 2.98 sym/s | Total: 1.0s | ETA: 20.3m
[2025-12-01T20:30:16.991831] [INFO ] [sig       ] [4/3634] Forecasting AAOI...
[2025-12-01T20:30:16.991861] [INFO ] [sig       ] Generating forecast for: AAOI
[2025-12-01T20:30:16.991889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAOI' from 'https://tdm.silogroup.org/data/derivative_storage/AAOI.csv'.
[2025-12-01T20:30:17.003087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAOI'.
[2025-12-01T20:30:17.003447] [INFO ] [FORECASTER] Starting predict_future for AAOI
[2025-12-01T20:30:17.004226] [DEBUG] [LOCAL     ] No optimal features file found for AAOI: ./output/feature-sets/AAOI.txt
[2025-12-01T20:30:17.004277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:17.004308] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:17.004333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:17.004390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:17.060406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:17.061286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:17.061371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:17.061402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:17.181783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:17.181907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:17.181959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:17.181988] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:17.185221] [DEBUG] [FORECASTER] AAOI: Forecast T+1@11:T+2@11: DOWN (p=8.10%)
[2025-12-01T20:30:17.185491] [INFO ] [FORECASTER] Completed predict_future for AAOI
[2025-12-01T20:30:17.185634] [INFO ] [sig       ] AAOI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:17.325031] [INFO ] [LOCAL     ] Saved forecast: AAOI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AAOI.txt
[2025-12-01T20:30:17.325201] [INFO ] [sig       ] [4/3634] Completed AAOI in 0.3s | 2.99 sym/s | Total: 1.3s | ETA: 20.3m
[2025-12-01T20:30:17.325241] [INFO ] [sig       ] [5/3634] Forecasting AAON...
[2025-12-01T20:30:17.325269] [INFO ] [sig       ] Generating forecast for: AAON
[2025-12-01T20:30:17.325300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAON' from 'https://tdm.silogroup.org/data/derivative_storage/AAON.csv'.
[2025-12-01T20:30:17.337314] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AAON'.
[2025-12-01T20:30:17.337634] [INFO ] [FORECASTER] Starting predict_future for AAON
[2025-12-01T20:30:17.338436] [DEBUG] [LOCAL     ] No optimal features file found for AAON: ./output/feature-sets/AAON.txt
[2025-12-01T20:30:17.338486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:17.338516] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:17.338541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:17.338619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:17.394764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:17.395356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:17.395434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:17.395464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:17.509644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:17.509782] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:17.509819] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:17.509846] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:17.513153] [DEBUG] [FORECASTER] AAON: Forecast T+1@11:T+2@11: DOWN (p=13.23%)
[2025-12-01T20:30:17.513425] [INFO ] [FORECASTER] Completed predict_future for AAON
[2025-12-01T20:30:17.513553] [INFO ] [sig       ] AAON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:17.651436] [INFO ] [LOCAL     ] Saved forecast: AAON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AAON.txt
[2025-12-01T20:30:17.651562] [INFO ] [sig       ] [5/3634] Completed AAON in 0.3s | 3.00 sym/s | Total: 1.7s | ETA: 20.2m
[2025-12-01T20:30:17.651615] [INFO ] [sig       ] [6/3634] Forecasting AAP...
[2025-12-01T20:30:17.651643] [INFO ] [sig       ] Generating forecast for: AAP
[2025-12-01T20:30:17.651673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAP' from 'https://tdm.silogroup.org/data/derivative_storage/AAP.csv'.
[2025-12-01T20:30:17.661855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAP'.
[2025-12-01T20:30:17.662178] [INFO ] [FORECASTER] Starting predict_future for AAP
[2025-12-01T20:30:17.663013] [DEBUG] [LOCAL     ] No optimal features file found for AAP: ./output/feature-sets/AAP.txt
[2025-12-01T20:30:17.663064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:17.663106] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:17.663143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:17.663206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:17.719051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:17.719668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:17.719743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:17.719775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:17.838697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:17.838808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:17.838844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:17.838870] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:17.842098] [DEBUG] [FORECASTER] AAP: Forecast T+1@11:T+2@11: UP (p=62.24%)
[2025-12-01T20:30:17.842363] [INFO ] [FORECASTER] Completed predict_future for AAP
[2025-12-01T20:30:17.842489] [INFO ] [sig       ] AAP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:17.982544] [INFO ] [LOCAL     ] Saved forecast: AAP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AAP.txt
[2025-12-01T20:30:17.982724] [INFO ] [sig       ] [6/3634] Completed AAP in 0.3s | 3.00 sym/s | Total: 2.0s | ETA: 20.1m
[2025-12-01T20:30:17.982762] [INFO ] [sig       ] [7/3634] Forecasting AAPB...
[2025-12-01T20:30:17.982798] [INFO ] [sig       ] Generating forecast for: AAPB
[2025-12-01T20:30:17.982828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPB' from 'https://tdm.silogroup.org/data/derivative_storage/AAPB.csv'.
[2025-12-01T20:30:17.994235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPB'.
[2025-12-01T20:30:17.994558] [INFO ] [FORECASTER] Starting predict_future for AAPB
[2025-12-01T20:30:17.995341] [DEBUG] [LOCAL     ] No optimal features file found for AAPB: ./output/feature-sets/AAPB.txt
[2025-12-01T20:30:17.995390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:17.995420] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:17.995445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:17.995500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:18.051135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:18.051984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:18.052066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:18.052097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:18.169725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:18.169871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:18.169908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:18.169935] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:18.173327] [DEBUG] [FORECASTER] AAPB: Forecast T+1@11:T+2@11: UP (p=69.23%)
[2025-12-01T20:30:18.173609] [INFO ] [FORECASTER] Completed predict_future for AAPB
[2025-12-01T20:30:18.173735] [INFO ] [sig       ] AAPB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:18.318438] [INFO ] [LOCAL     ] Saved forecast: AAPB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AAPB.txt
[2025-12-01T20:30:18.318553] [INFO ] [sig       ] [7/3634] Completed AAPB in 0.3s | 3.00 sym/s | Total: 2.3s | ETA: 20.1m
[2025-12-01T20:30:18.318607] [INFO ] [sig       ] [8/3634] Forecasting AAPD...
[2025-12-01T20:30:18.318637] [INFO ] [sig       ] Generating forecast for: AAPD
[2025-12-01T20:30:18.318664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPD' from 'https://tdm.silogroup.org/data/derivative_storage/AAPD.csv'.
[2025-12-01T20:30:18.330006] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AAPD'.
[2025-12-01T20:30:18.330264] [INFO ] [FORECASTER] Starting predict_future for AAPD
[2025-12-01T20:30:18.331014] [DEBUG] [LOCAL     ] No optimal features file found for AAPD: ./output/feature-sets/AAPD.txt
[2025-12-01T20:30:18.331069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:18.331110] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:18.331137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:18.331193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:18.388914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:18.389539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:18.389635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:18.389669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:18.511996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:18.512135] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:18.512177] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:18.512204] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:18.515515] [DEBUG] [FORECASTER] AAPD: Forecast T+1@11:T+2@11: UP (p=89.65%)
[2025-12-01T20:30:18.515802] [INFO ] [FORECASTER] Completed predict_future for AAPD
[2025-12-01T20:30:18.515959] [INFO ] [sig       ] AAPD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:18.661916] [INFO ] [LOCAL     ] Saved forecast: AAPD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AAPD.txt
[2025-12-01T20:30:18.662035] [INFO ] [sig       ] [8/3634] Completed AAPD in 0.3s | 2.99 sym/s | Total: 2.7s | ETA: 20.2m
[2025-12-01T20:30:18.662073] [INFO ] [sig       ] [9/3634] Forecasting AAPL...
[2025-12-01T20:30:18.662102] [INFO ] [sig       ] Generating forecast for: AAPL
[2025-12-01T20:30:18.662137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAPL' from 'https://tdm.silogroup.org/data/derivative_storage/AAPL.csv'.
[2025-12-01T20:30:18.674066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAPL'.
[2025-12-01T20:30:18.674364] [INFO ] [FORECASTER] Starting predict_future for AAPL
[2025-12-01T20:30:18.675144] [DEBUG] [LOCAL     ] No optimal features file found for AAPL: ./output/feature-sets/AAPL.txt
[2025-12-01T20:30:18.675195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:18.675227] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:18.675253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:18.675310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:18.732842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:18.733453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:18.733530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:18.733562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:18.856314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:18.856441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:18.856483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:18.856511] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:18.859882] [DEBUG] [FORECASTER] AAPL: Forecast T+1@11:T+2@11: DOWN (p=47.94%)
[2025-12-01T20:30:18.860155] [INFO ] [FORECASTER] Completed predict_future for AAPL
[2025-12-01T20:30:18.860286] [INFO ] [sig       ] AAPL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:19.007240] [INFO ] [LOCAL     ] Saved forecast: AAPL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AAPL.txt
[2025-12-01T20:30:19.007361] [INFO ] [sig       ] [9/3634] Completed AAPL in 0.3s | 2.98 sym/s | Total: 3.0s | ETA: 20.3m
[2025-12-01T20:30:19.007399] [INFO ] [sig       ] [10/3634] Forecasting AAXJ...
[2025-12-01T20:30:19.007427] [INFO ] [sig       ] Generating forecast for: AAXJ
[2025-12-01T20:30:19.007454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AAXJ' from 'https://tdm.silogroup.org/data/derivative_storage/AAXJ.csv'.
[2025-12-01T20:30:19.019795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AAXJ'.
[2025-12-01T20:30:19.020229] [INFO ] [FORECASTER] Starting predict_future for AAXJ
[2025-12-01T20:30:19.021050] [DEBUG] [LOCAL     ] No optimal features file found for AAXJ: ./output/feature-sets/AAXJ.txt
[2025-12-01T20:30:19.021101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:19.021132] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:19.021158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:19.021213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:19.079224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:19.080111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:19.080196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:19.080230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:19.203872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:19.204029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:19.204066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:19.204092] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:19.207619] [DEBUG] [FORECASTER] AAXJ: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-01T20:30:19.207986] [INFO ] [FORECASTER] Completed predict_future for AAXJ
[2025-12-01T20:30:19.208132] [INFO ] [sig       ] AAXJ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:19.349488] [INFO ] [LOCAL     ] Saved forecast: AAXJ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AAXJ.txt
[2025-12-01T20:30:19.349667] [INFO ] [sig       ] [10/3634] Completed AAXJ in 0.3s | 2.97 sym/s | Total: 3.4s | ETA: 20.3m
[2025-12-01T20:30:19.349706] [INFO ] [sig       ] [11/3634] Forecasting AB...
[2025-12-01T20:30:19.349735] [INFO ] [sig       ] Generating forecast for: AB
[2025-12-01T20:30:19.349763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AB' from 'https://tdm.silogroup.org/data/derivative_storage/AB.csv'.
[2025-12-01T20:30:19.361019] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AB'.
[2025-12-01T20:30:19.361383] [INFO ] [FORECASTER] Starting predict_future for AB
[2025-12-01T20:30:19.362148] [DEBUG] [LOCAL     ] No optimal features file found for AB: ./output/feature-sets/AB.txt
[2025-12-01T20:30:19.362199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:19.362228] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:19.362254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:19.362308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:19.418087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:19.418968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:19.419056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:19.419088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:19.538956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:19.539104] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:19.539149] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:19.539176] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:19.542497] [DEBUG] [FORECASTER] AB: Forecast T+1@11:T+2@11: DOWN (p=17.46%)
[2025-12-01T20:30:19.542797] [INFO ] [FORECASTER] Completed predict_future for AB
[2025-12-01T20:30:19.542932] [INFO ] [sig       ] AB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:19.684198] [INFO ] [LOCAL     ] Saved forecast: AB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AB.txt
[2025-12-01T20:30:19.684390] [INFO ] [sig       ] [11/3634] Completed AB in 0.3s | 2.97 sym/s | Total: 3.7s | ETA: 20.3m
[2025-12-01T20:30:19.684437] [INFO ] [sig       ] [12/3634] Forecasting ABCB...
[2025-12-01T20:30:19.684473] [INFO ] [sig       ] Generating forecast for: ABCB
[2025-12-01T20:30:19.684510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCB' from 'https://tdm.silogroup.org/data/derivative_storage/ABCB.csv'.
[2025-12-01T20:30:19.695533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCB'.
[2025-12-01T20:30:19.695919] [INFO ] [FORECASTER] Starting predict_future for ABCB
[2025-12-01T20:30:19.696748] [DEBUG] [LOCAL     ] No optimal features file found for ABCB: ./output/feature-sets/ABCB.txt
[2025-12-01T20:30:19.696798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:19.696829] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:19.696855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:19.696910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:19.755675] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:19.756537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:19.756646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:19.756680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:19.876121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:19.876271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:19.876308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:19.876336] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:19.879732] [DEBUG] [FORECASTER] ABCB: Forecast T+1@11:T+2@11: UP (p=77.95%)
[2025-12-01T20:30:19.880016] [INFO ] [FORECASTER] Completed predict_future for ABCB
[2025-12-01T20:30:19.880145] [INFO ] [sig       ] ABCB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:20.022123] [INFO ] [LOCAL     ] Saved forecast: ABCB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ABCB.txt
[2025-12-01T20:30:20.022274] [INFO ] [sig       ] [12/3634] Completed ABCB in 0.3s | 2.97 sym/s | Total: 4.0s | ETA: 20.3m
[2025-12-01T20:30:20.022311] [INFO ] [sig       ] [13/3634] Forecasting ABCL...
[2025-12-01T20:30:20.022342] [INFO ] [sig       ] Generating forecast for: ABCL
[2025-12-01T20:30:20.022376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABCL' from 'https://tdm.silogroup.org/data/derivative_storage/ABCL.csv'.
[2025-12-01T20:30:20.032962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABCL'.
[2025-12-01T20:30:20.033322] [INFO ] [FORECASTER] Starting predict_future for ABCL
[2025-12-01T20:30:20.034117] [DEBUG] [LOCAL     ] No optimal features file found for ABCL: ./output/feature-sets/ABCL.txt
[2025-12-01T20:30:20.034166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:20.034196] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:20.034221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:20.034276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:20.091569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:20.092459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:20.092547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:20.092605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:20.219882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:20.220032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:20.220074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:20.220103] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:20.223486] [DEBUG] [FORECASTER] ABCL: Forecast T+1@11:T+2@11: DOWN (p=9.58%)
[2025-12-01T20:30:20.223788] [INFO ] [FORECASTER] Completed predict_future for ABCL
[2025-12-01T20:30:20.223920] [INFO ] [sig       ] ABCL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:20.361732] [INFO ] [LOCAL     ] Saved forecast: ABCL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ABCL.txt
[2025-12-01T20:30:20.361863] [INFO ] [sig       ] [13/3634] Completed ABCL in 0.3s | 2.97 sym/s | Total: 4.4s | ETA: 20.3m
[2025-12-01T20:30:20.361902] [INFO ] [sig       ] [14/3634] Forecasting ABEO...
[2025-12-01T20:30:20.361930] [INFO ] [sig       ] Generating forecast for: ABEO
[2025-12-01T20:30:20.361960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABEO' from 'https://tdm.silogroup.org/data/derivative_storage/ABEO.csv'.
[2025-12-01T20:30:20.373937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABEO'.
[2025-12-01T20:30:20.374311] [INFO ] [FORECASTER] Starting predict_future for ABEO
[2025-12-01T20:30:20.375110] [DEBUG] [LOCAL     ] No optimal features file found for ABEO: ./output/feature-sets/ABEO.txt
[2025-12-01T20:30:20.375160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:20.375191] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:20.375215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:20.375270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:20.429972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:20.430753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:20.430837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:20.430869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:20.553262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:20.553408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:20.553445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:20.553474] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:20.556984] [DEBUG] [FORECASTER] ABEO: Forecast T+1@11:T+2@11: DOWN (p=14.35%)
[2025-12-01T20:30:20.557256] [INFO ] [FORECASTER] Completed predict_future for ABEO
[2025-12-01T20:30:20.557384] [INFO ] [sig       ] ABEO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:20.699042] [INFO ] [LOCAL     ] Saved forecast: ABEO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ABEO.txt
[2025-12-01T20:30:20.699192] [INFO ] [sig       ] [14/3634] Completed ABEO in 0.3s | 2.97 sym/s | Total: 4.7s | ETA: 20.3m
[2025-12-01T20:30:20.699231] [INFO ] [sig       ] [15/3634] Forecasting ABG...
[2025-12-01T20:30:20.699261] [INFO ] [sig       ] Generating forecast for: ABG
[2025-12-01T20:30:20.699289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABG' from 'https://tdm.silogroup.org/data/derivative_storage/ABG.csv'.
[2025-12-01T20:30:20.710960] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ABG'.
[2025-12-01T20:30:20.711305] [INFO ] [FORECASTER] Starting predict_future for ABG
[2025-12-01T20:30:20.712104] [DEBUG] [LOCAL     ] No optimal features file found for ABG: ./output/feature-sets/ABG.txt
[2025-12-01T20:30:20.712157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:20.712188] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:20.712214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:20.712269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:20.773043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:20.773935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:20.774020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:20.774051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:20.899773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:20.899955] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:20.899992] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:20.900032] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:20.903325] [DEBUG] [FORECASTER] ABG: Forecast T+1@11:T+2@11: UP (p=83.92%)
[2025-12-01T20:30:20.903619] [INFO ] [FORECASTER] Completed predict_future for ABG
[2025-12-01T20:30:20.903748] [INFO ] [sig       ] ABG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:21.041237] [INFO ] [LOCAL     ] Saved forecast: ABG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ABG.txt
[2025-12-01T20:30:21.041388] [INFO ] [sig       ] [15/3634] Completed ABG in 0.3s | 2.97 sym/s | Total: 5.1s | ETA: 20.3m
[2025-12-01T20:30:21.041438] [INFO ] [sig       ] [16/3634] Forecasting ABL...
[2025-12-01T20:30:21.041478] [INFO ] [sig       ] Generating forecast for: ABL
[2025-12-01T20:30:21.041516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABL' from 'https://tdm.silogroup.org/data/derivative_storage/ABL.csv'.
[2025-12-01T20:30:21.051973] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ABL'.
[2025-12-01T20:30:21.052251] [INFO ] [FORECASTER] Starting predict_future for ABL
[2025-12-01T20:30:21.053006] [DEBUG] [LOCAL     ] No optimal features file found for ABL: ./output/feature-sets/ABL.txt
[2025-12-01T20:30:21.053055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:21.053085] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:21.053110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:21.053164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:21.107766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:21.108507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:21.108604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:21.108637] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:21.223954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:21.224103] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:21.224140] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:21.224166] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:21.227440] [DEBUG] [FORECASTER] ABL: Forecast T+1@11:T+2@11: DOWN (p=3.82%)
[2025-12-01T20:30:21.227733] [INFO ] [FORECASTER] Completed predict_future for ABL
[2025-12-01T20:30:21.227863] [INFO ] [sig       ] ABL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:21.365446] [INFO ] [LOCAL     ] Saved forecast: ABL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ABL.txt
[2025-12-01T20:30:21.365615] [INFO ] [sig       ] [16/3634] Completed ABL in 0.3s | 2.97 sym/s | Total: 5.4s | ETA: 20.3m
[2025-12-01T20:30:21.365662] [INFO ] [sig       ] [17/3634] Forecasting ABM...
[2025-12-01T20:30:21.365691] [INFO ] [sig       ] Generating forecast for: ABM
[2025-12-01T20:30:21.365719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABM' from 'https://tdm.silogroup.org/data/derivative_storage/ABM.csv'.
[2025-12-01T20:30:21.406945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABM'.
[2025-12-01T20:30:21.407237] [INFO ] [FORECASTER] Starting predict_future for ABM
[2025-12-01T20:30:21.408051] [DEBUG] [LOCAL     ] No optimal features file found for ABM: ./output/feature-sets/ABM.txt
[2025-12-01T20:30:21.408103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:21.408136] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:21.408164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:21.408221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:21.463343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:21.463950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:21.464023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:21.464054] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:21.582125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:21.582233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:21.582267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:21.582293] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:21.585427] [DEBUG] [FORECASTER] ABM: Forecast T+1@11:T+2@11: DOWN (p=36.14%)
[2025-12-01T20:30:21.585710] [INFO ] [FORECASTER] Completed predict_future for ABM
[2025-12-01T20:30:21.585836] [INFO ] [sig       ] ABM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:21.724462] [INFO ] [LOCAL     ] Saved forecast: ABM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ABM.txt
[2025-12-01T20:30:21.724586] [INFO ] [sig       ] [17/3634] Completed ABM in 0.4s | 2.96 sym/s | Total: 5.7s | ETA: 20.4m
[2025-12-01T20:30:21.724625] [INFO ] [sig       ] [18/3634] Forecasting ABNB...
[2025-12-01T20:30:21.724654] [INFO ] [sig       ] Generating forecast for: ABNB
[2025-12-01T20:30:21.724683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABNB' from 'https://tdm.silogroup.org/data/derivative_storage/ABNB.csv'.
[2025-12-01T20:30:21.736136] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ABNB'.
[2025-12-01T20:30:21.736423] [INFO ] [FORECASTER] Starting predict_future for ABNB
[2025-12-01T20:30:21.737183] [DEBUG] [LOCAL     ] No optimal features file found for ABNB: ./output/feature-sets/ABNB.txt
[2025-12-01T20:30:21.737233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:21.737263] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:21.737289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:21.737343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:21.793561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:21.794156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:21.794244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:21.794281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:21.912044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:21.912161] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:21.912196] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:21.912222] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:21.915360] [DEBUG] [FORECASTER] ABNB: Forecast T+1@11:T+2@11: DOWN (p=29.63%)
[2025-12-01T20:30:21.915639] [INFO ] [FORECASTER] Completed predict_future for ABNB
[2025-12-01T20:30:21.915762] [INFO ] [sig       ] ABNB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:22.054635] [INFO ] [LOCAL     ] Saved forecast: ABNB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ABNB.txt
[2025-12-01T20:30:22.054749] [INFO ] [sig       ] [18/3634] Completed ABNB in 0.3s | 2.97 sym/s | Total: 6.1s | ETA: 20.3m
[2025-12-01T20:30:22.054786] [INFO ] [sig       ] [19/3634] Forecasting ABOS...
[2025-12-01T20:30:22.054842] [INFO ] [sig       ] Generating forecast for: ABOS
[2025-12-01T20:30:22.054872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABOS' from 'https://tdm.silogroup.org/data/derivative_storage/ABOS.csv'.
[2025-12-01T20:30:22.073200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABOS'.
[2025-12-01T20:30:22.073904] [INFO ] [FORECASTER] Starting predict_future for ABOS
[2025-12-01T20:30:22.075178] [DEBUG] [LOCAL     ] No optimal features file found for ABOS: ./output/feature-sets/ABOS.txt
[2025-12-01T20:30:22.075249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:22.075299] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:22.075345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:22.075460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:22.140466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:22.141819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:22.141953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:22.141988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:22.269976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:22.270205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:22.270248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:22.270278] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:22.274544] [DEBUG] [FORECASTER] ABOS: Forecast T+1@11:T+2@11: UP (p=90.47%)
[2025-12-01T20:30:22.274912] [INFO ] [FORECASTER] Completed predict_future for ABOS
[2025-12-01T20:30:22.275081] [INFO ] [sig       ] ABOS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:22.422245] [INFO ] [LOCAL     ] Saved forecast: ABOS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ABOS.txt
[2025-12-01T20:30:22.422408] [INFO ] [sig       ] [19/3634] Completed ABOS in 0.4s | 2.95 sym/s | Total: 6.4s | ETA: 20.4m
[2025-12-01T20:30:22.422448] [INFO ] [sig       ] [20/3634] Forecasting ABSI...
[2025-12-01T20:30:22.422478] [INFO ] [sig       ] Generating forecast for: ABSI
[2025-12-01T20:30:22.422509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABSI' from 'https://tdm.silogroup.org/data/derivative_storage/ABSI.csv'.
[2025-12-01T20:30:22.434430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABSI'.
[2025-12-01T20:30:22.434756] [INFO ] [FORECASTER] Starting predict_future for ABSI
[2025-12-01T20:30:22.435505] [DEBUG] [LOCAL     ] No optimal features file found for ABSI: ./output/feature-sets/ABSI.txt
[2025-12-01T20:30:22.435554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:22.435602] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:22.435633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:22.435688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:22.490682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:22.491282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:22.491357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:22.491387] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:22.609783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:22.609884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:22.609919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:22.609945] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:22.613023] [DEBUG] [FORECASTER] ABSI: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-01T20:30:22.613285] [INFO ] [FORECASTER] Completed predict_future for ABSI
[2025-12-01T20:30:22.613407] [INFO ] [sig       ] ABSI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:22.751402] [INFO ] [LOCAL     ] Saved forecast: ABSI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ABSI.txt
[2025-12-01T20:30:22.751515] [INFO ] [sig       ] [20/3634] Completed ABSI in 0.3s | 2.96 sym/s | Total: 6.8s | ETA: 20.4m
[2025-12-01T20:30:22.751551] [INFO ] [sig       ] [21/3634] Forecasting ABUS...
[2025-12-01T20:30:22.751597] [INFO ] [sig       ] Generating forecast for: ABUS
[2025-12-01T20:30:22.751628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABUS' from 'https://tdm.silogroup.org/data/derivative_storage/ABUS.csv'.
[2025-12-01T20:30:22.762714] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ABUS'.
[2025-12-01T20:30:22.762977] [INFO ] [FORECASTER] Starting predict_future for ABUS
[2025-12-01T20:30:22.763767] [DEBUG] [LOCAL     ] No optimal features file found for ABUS: ./output/feature-sets/ABUS.txt
[2025-12-01T20:30:22.763825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:22.763855] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:22.763880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:22.763934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:22.819018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:22.819630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:22.819705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:22.819735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:22.933465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:22.933589] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:22.933626] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:22.933652] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:22.936813] [DEBUG] [FORECASTER] ABUS: Forecast T+1@11:T+2@11: DOWN (p=1.42%)
[2025-12-01T20:30:22.937079] [INFO ] [FORECASTER] Completed predict_future for ABUS
[2025-12-01T20:30:22.937207] [INFO ] [sig       ] ABUS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:23.073776] [INFO ] [LOCAL     ] Saved forecast: ABUS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ABUS.txt
[2025-12-01T20:30:23.073884] [INFO ] [sig       ] [21/3634] Completed ABUS in 0.3s | 2.96 sym/s | Total: 7.1s | ETA: 20.3m
[2025-12-01T20:30:23.073920] [INFO ] [sig       ] [22/3634] Forecasting ABVC...
[2025-12-01T20:30:23.073948] [INFO ] [sig       ] Generating forecast for: ABVC
[2025-12-01T20:30:23.073976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVC' from 'https://tdm.silogroup.org/data/derivative_storage/ABVC.csv'.
[2025-12-01T20:30:23.085027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVC'.
[2025-12-01T20:30:23.085354] [INFO ] [FORECASTER] Starting predict_future for ABVC
[2025-12-01T20:30:23.086216] [DEBUG] [LOCAL     ] No optimal features file found for ABVC: ./output/feature-sets/ABVC.txt
[2025-12-01T20:30:23.086274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:23.086316] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:23.086343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:23.086431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:23.142771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:23.143594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:23.143682] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:23.143714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:23.264138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:23.264295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:23.264333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:23.264360] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:23.267699] [DEBUG] [FORECASTER] ABVC: Forecast T+1@11:T+2@11: UP (p=68.21%)
[2025-12-01T20:30:23.267975] [INFO ] [FORECASTER] Completed predict_future for ABVC
[2025-12-01T20:30:23.268106] [INFO ] [sig       ] ABVC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:23.411005] [INFO ] [LOCAL     ] Saved forecast: ABVC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ABVC.txt
[2025-12-01T20:30:23.411146] [INFO ] [sig       ] [22/3634] Completed ABVC in 0.3s | 2.96 sym/s | Total: 7.4s | ETA: 20.3m
[2025-12-01T20:30:23.411185] [INFO ] [sig       ] [23/3634] Forecasting ABVE...
[2025-12-01T20:30:23.411212] [INFO ] [sig       ] Generating forecast for: ABVE
[2025-12-01T20:30:23.411241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVE' from 'https://tdm.silogroup.org/data/derivative_storage/ABVE.csv'.
[2025-12-01T20:30:23.423365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ABVE'.
[2025-12-01T20:30:23.423755] [INFO ] [FORECASTER] Starting predict_future for ABVE
[2025-12-01T20:30:23.424540] [DEBUG] [LOCAL     ] No optimal features file found for ABVE: ./output/feature-sets/ABVE.txt
[2025-12-01T20:30:23.424612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:23.424644] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:23.424670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:23.424726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:23.481143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:23.482032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:23.482114] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:23.482145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:23.604192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:23.604342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:23.604379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:23.604405] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:23.607717] [DEBUG] [FORECASTER] ABVE: Forecast T+1@11:T+2@11: DOWN (p=22.56%)
[2025-12-01T20:30:23.607992] [INFO ] [FORECASTER] Completed predict_future for ABVE
[2025-12-01T20:30:23.608125] [INFO ] [sig       ] ABVE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:23.749221] [INFO ] [LOCAL     ] Saved forecast: ABVE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ABVE.txt
[2025-12-01T20:30:23.749384] [INFO ] [sig       ] [23/3634] Completed ABVE in 0.3s | 2.96 sym/s | Total: 7.8s | ETA: 20.3m
[2025-12-01T20:30:23.749423] [INFO ] [sig       ] [24/3634] Forecasting ABVX...
[2025-12-01T20:30:23.749454] [INFO ] [sig       ] Generating forecast for: ABVX
[2025-12-01T20:30:23.749482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ABVX' from 'https://tdm.silogroup.org/data/derivative_storage/ABVX.csv'.
[2025-12-01T20:30:23.760932] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ABVX'.
[2025-12-01T20:30:23.761274] [INFO ] [FORECASTER] Starting predict_future for ABVX
[2025-12-01T20:30:23.762042] [DEBUG] [LOCAL     ] No optimal features file found for ABVX: ./output/feature-sets/ABVX.txt
[2025-12-01T20:30:23.762091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:23.762122] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:23.762147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:23.762203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:23.818436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:23.819291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:23.819370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:23.819400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:23.937515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:23.937682] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:23.937720] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:23.937748] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:23.941066] [DEBUG] [FORECASTER] ABVX: Forecast T+1@11:T+2@11: UP (p=69.37%)
[2025-12-01T20:30:23.941340] [INFO ] [FORECASTER] Completed predict_future for ABVX
[2025-12-01T20:30:23.941464] [INFO ] [sig       ] ABVX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:24.081753] [INFO ] [LOCAL     ] Saved forecast: ABVX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ABVX.txt
[2025-12-01T20:30:24.081916] [INFO ] [sig       ] [24/3634] Completed ABVX in 0.3s | 2.96 sym/s | Total: 8.1s | ETA: 20.3m
[2025-12-01T20:30:24.081954] [INFO ] [sig       ] [25/3634] Forecasting ACA...
[2025-12-01T20:30:24.081984] [INFO ] [sig       ] Generating forecast for: ACA
[2025-12-01T20:30:24.082013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACA' from 'https://tdm.silogroup.org/data/derivative_storage/ACA.csv'.
[2025-12-01T20:30:24.093035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACA'.
[2025-12-01T20:30:24.093406] [INFO ] [FORECASTER] Starting predict_future for ACA
[2025-12-01T20:30:24.094212] [DEBUG] [LOCAL     ] No optimal features file found for ACA: ./output/feature-sets/ACA.txt
[2025-12-01T20:30:24.094273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:24.094304] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:24.094330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:24.094385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:24.154504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:24.155387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:24.155472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:24.155505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:24.279944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:24.280096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:24.280134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:24.280161] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:24.283522] [DEBUG] [FORECASTER] ACA: Forecast T+1@11:T+2@11: DOWN (p=12.79%)
[2025-12-01T20:30:24.283938] [INFO ] [FORECASTER] Completed predict_future for ACA
[2025-12-01T20:30:24.284119] [INFO ] [sig       ] ACA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:24.427134] [INFO ] [LOCAL     ] Saved forecast: ACA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ACA.txt
[2025-12-01T20:30:24.427291] [INFO ] [sig       ] [25/3634] Completed ACA in 0.3s | 2.96 sym/s | Total: 8.4s | ETA: 20.3m
[2025-12-01T20:30:24.427329] [INFO ] [sig       ] [26/3634] Forecasting ACAD...
[2025-12-01T20:30:24.427359] [INFO ] [sig       ] Generating forecast for: ACAD
[2025-12-01T20:30:24.427387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACAD' from 'https://tdm.silogroup.org/data/derivative_storage/ACAD.csv'.
[2025-12-01T20:30:24.438803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACAD'.
[2025-12-01T20:30:24.439185] [INFO ] [FORECASTER] Starting predict_future for ACAD
[2025-12-01T20:30:24.439993] [DEBUG] [LOCAL     ] No optimal features file found for ACAD: ./output/feature-sets/ACAD.txt
[2025-12-01T20:30:24.440044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:24.440075] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:24.440100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:24.440155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:24.495531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:24.496403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:24.496487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:24.496519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:24.622116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:24.622269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:24.622310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:24.622337] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:24.625770] [DEBUG] [FORECASTER] ACAD: Forecast T+1@11:T+2@11: DOWN (p=17.99%)
[2025-12-01T20:30:24.626105] [INFO ] [FORECASTER] Completed predict_future for ACAD
[2025-12-01T20:30:24.626248] [INFO ] [sig       ] ACAD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:24.780401] [INFO ] [LOCAL     ] Saved forecast: ACAD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ACAD.txt
[2025-12-01T20:30:24.780638] [INFO ] [sig       ] [26/3634] Completed ACAD in 0.4s | 2.96 sym/s | Total: 8.8s | ETA: 20.3m
[2025-12-01T20:30:24.780692] [INFO ] [sig       ] [27/3634] Forecasting ACB...
[2025-12-01T20:30:24.780726] [INFO ] [sig       ] Generating forecast for: ACB
[2025-12-01T20:30:24.780760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACB' from 'https://tdm.silogroup.org/data/derivative_storage/ACB.csv'.
[2025-12-01T20:30:24.793459] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ACB'.
[2025-12-01T20:30:24.793917] [INFO ] [FORECASTER] Starting predict_future for ACB
[2025-12-01T20:30:24.794835] [DEBUG] [LOCAL     ] No optimal features file found for ACB: ./output/feature-sets/ACB.txt
[2025-12-01T20:30:24.794896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:24.794930] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:24.794957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:24.795015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:24.853482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:24.854434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:24.854533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:24.854566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:24.985660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:24.985825] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:24.985866] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:24.985895] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:24.989719] [DEBUG] [FORECASTER] ACB: Forecast T+1@11:T+2@11: DOWN (p=18.76%)
[2025-12-01T20:30:24.990082] [INFO ] [FORECASTER] Completed predict_future for ACB
[2025-12-01T20:30:24.990236] [INFO ] [sig       ] ACB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:25.180402] [INFO ] [LOCAL     ] Saved forecast: ACB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACB.txt
[2025-12-01T20:30:25.180591] [INFO ] [sig       ] [27/3634] Completed ACB in 0.4s | 2.94 sym/s | Total: 9.2s | ETA: 20.5m
[2025-12-01T20:30:25.180634] [INFO ] [sig       ] [28/3634] Forecasting ACCO...
[2025-12-01T20:30:25.180664] [INFO ] [sig       ] Generating forecast for: ACCO
[2025-12-01T20:30:25.180693] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACCO' from 'https://tdm.silogroup.org/data/derivative_storage/ACCO.csv'.
[2025-12-01T20:30:25.195426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACCO'.
[2025-12-01T20:30:25.195860] [INFO ] [FORECASTER] Starting predict_future for ACCO
[2025-12-01T20:30:25.197120] [DEBUG] [LOCAL     ] No optimal features file found for ACCO: ./output/feature-sets/ACCO.txt
[2025-12-01T20:30:25.197195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:25.197251] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:25.197299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:25.197391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:25.273612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:25.274516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:25.274624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:25.274660] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:25.400163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:25.400321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:25.400381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:25.400409] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:25.404016] [DEBUG] [FORECASTER] ACCO: Forecast T+1@11:T+2@11: UP (p=88.86%)
[2025-12-01T20:30:25.404335] [INFO ] [FORECASTER] Completed predict_future for ACCO
[2025-12-01T20:30:25.404478] [INFO ] [sig       ] ACCO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:25.557661] [INFO ] [LOCAL     ] Saved forecast: ACCO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ACCO.txt
[2025-12-01T20:30:25.557813] [INFO ] [sig       ] [28/3634] Completed ACCO in 0.4s | 2.93 sym/s | Total: 9.6s | ETA: 20.5m
[2025-12-01T20:30:25.557852] [INFO ] [sig       ] [29/3634] Forecasting ACDC...
[2025-12-01T20:30:25.557882] [INFO ] [sig       ] Generating forecast for: ACDC
[2025-12-01T20:30:25.557911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACDC' from 'https://tdm.silogroup.org/data/derivative_storage/ACDC.csv'.
[2025-12-01T20:30:25.569561] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ACDC'.
[2025-12-01T20:30:25.570019] [INFO ] [FORECASTER] Starting predict_future for ACDC
[2025-12-01T20:30:25.570854] [DEBUG] [LOCAL     ] No optimal features file found for ACDC: ./output/feature-sets/ACDC.txt
[2025-12-01T20:30:25.570906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:25.570937] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:25.570963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:25.571018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:25.630546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:25.631447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:25.631532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:25.631565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:25.744685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:25.744838] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:25.744877] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:25.744905] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:25.748226] [DEBUG] [FORECASTER] ACDC: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2025-12-01T20:30:25.748518] [INFO ] [FORECASTER] Completed predict_future for ACDC
[2025-12-01T20:30:25.748668] [INFO ] [sig       ] ACDC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:25.891497] [INFO ] [LOCAL     ] Saved forecast: ACDC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACDC.txt
[2025-12-01T20:30:25.891668] [INFO ] [sig       ] [29/3634] Completed ACDC in 0.3s | 2.93 sym/s | Total: 9.9s | ETA: 20.5m
[2025-12-01T20:30:25.891709] [INFO ] [sig       ] [30/3634] Forecasting ACEL...
[2025-12-01T20:30:25.891738] [INFO ] [sig       ] Generating forecast for: ACEL
[2025-12-01T20:30:25.891767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACEL' from 'https://tdm.silogroup.org/data/derivative_storage/ACEL.csv'.
[2025-12-01T20:30:25.903511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACEL'.
[2025-12-01T20:30:25.903883] [INFO ] [FORECASTER] Starting predict_future for ACEL
[2025-12-01T20:30:25.904674] [DEBUG] [LOCAL     ] No optimal features file found for ACEL: ./output/feature-sets/ACEL.txt
[2025-12-01T20:30:25.904724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:25.904755] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:25.904780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:25.904835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:25.961188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:25.962048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:25.962133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:25.962166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:26.074485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:26.074651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:26.074689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:26.074717] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:26.078005] [DEBUG] [FORECASTER] ACEL: Forecast T+1@11:T+2@11: DOWN (p=20.67%)
[2025-12-01T20:30:26.078287] [INFO ] [FORECASTER] Completed predict_future for ACEL
[2025-12-01T20:30:26.078439] [INFO ] [sig       ] ACEL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:26.218667] [INFO ] [LOCAL     ] Saved forecast: ACEL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ACEL.txt
[2025-12-01T20:30:26.218817] [INFO ] [sig       ] [30/3634] Completed ACEL in 0.3s | 2.93 sym/s | Total: 10.2s | ETA: 20.5m
[2025-12-01T20:30:26.218856] [INFO ] [sig       ] [31/3634] Forecasting ACGL...
[2025-12-01T20:30:26.218883] [INFO ] [sig       ] Generating forecast for: ACGL
[2025-12-01T20:30:26.218912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGL' from 'https://tdm.silogroup.org/data/derivative_storage/ACGL.csv'.
[2025-12-01T20:30:26.230182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGL'.
[2025-12-01T20:30:26.230565] [INFO ] [FORECASTER] Starting predict_future for ACGL
[2025-12-01T20:30:26.231368] [DEBUG] [LOCAL     ] No optimal features file found for ACGL: ./output/feature-sets/ACGL.txt
[2025-12-01T20:30:26.231420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:26.231451] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:26.231476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:26.231531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:26.287455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:26.288375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:26.288458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:26.288491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:26.405009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:26.405157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:26.405193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:26.405220] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:26.408667] [DEBUG] [FORECASTER] ACGL: Forecast T+1@11:T+2@11: DOWN (p=44.13%)
[2025-12-01T20:30:26.408952] [INFO ] [FORECASTER] Completed predict_future for ACGL
[2025-12-01T20:30:26.409082] [INFO ] [sig       ] ACGL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:26.548960] [INFO ] [LOCAL     ] Saved forecast: ACGL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ACGL.txt
[2025-12-01T20:30:26.549089] [INFO ] [sig       ] [31/3634] Completed ACGL in 0.3s | 2.93 sym/s | Total: 10.6s | ETA: 20.5m
[2025-12-01T20:30:26.549126] [INFO ] [sig       ] [32/3634] Forecasting ACGLN...
[2025-12-01T20:30:26.549153] [INFO ] [sig       ] Generating forecast for: ACGLN
[2025-12-01T20:30:26.549182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLN' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLN.csv'.
[2025-12-01T20:30:26.560311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACGLN'.
[2025-12-01T20:30:26.560598] [INFO ] [FORECASTER] Starting predict_future for ACGLN
[2025-12-01T20:30:26.561340] [DEBUG] [LOCAL     ] No optimal features file found for ACGLN: ./output/feature-sets/ACGLN.txt
[2025-12-01T20:30:26.561390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:26.561433] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:26.561460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:26.561516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:26.618473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:26.619111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:26.619185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:26.619242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:26.735069] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:26.735213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:26.735252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:26.735279] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:26.738655] [DEBUG] [FORECASTER] ACGLN: Forecast T+1@11:T+2@11: UP (p=65.69%)
[2025-12-01T20:30:26.738919] [INFO ] [FORECASTER] Completed predict_future for ACGLN
[2025-12-01T20:30:26.739044] [INFO ] [sig       ] ACGLN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:26.876682] [INFO ] [LOCAL     ] Saved forecast: ACGLN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ACGLN.txt
[2025-12-01T20:30:26.876788] [INFO ] [sig       ] [32/3634] Completed ACGLN in 0.3s | 2.94 sym/s | Total: 10.9s | ETA: 20.4m
[2025-12-01T20:30:26.876823] [INFO ] [sig       ] [33/3634] Forecasting ACGLO...
[2025-12-01T20:30:26.876851] [INFO ] [sig       ] Generating forecast for: ACGLO
[2025-12-01T20:30:26.876881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACGLO' from 'https://tdm.silogroup.org/data/derivative_storage/ACGLO.csv'.
[2025-12-01T20:30:26.887985] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ACGLO'.
[2025-12-01T20:30:26.888255] [INFO ] [FORECASTER] Starting predict_future for ACGLO
[2025-12-01T20:30:26.889045] [DEBUG] [LOCAL     ] No optimal features file found for ACGLO: ./output/feature-sets/ACGLO.txt
[2025-12-01T20:30:26.889099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:26.889129] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:26.889156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:26.889214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:26.944659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:26.945255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:26.945333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:26.945363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:27.060135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:27.060258] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:27.060295] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:27.060321] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:27.063547] [DEBUG] [FORECASTER] ACGLO: Forecast T+1@11:T+2@11: UP (p=72.14%)
[2025-12-01T20:30:27.063832] [INFO ] [FORECASTER] Completed predict_future for ACGLO
[2025-12-01T20:30:27.063958] [INFO ] [sig       ] ACGLO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:27.203384] [INFO ] [LOCAL     ] Saved forecast: ACGLO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACGLO.txt
[2025-12-01T20:30:27.203503] [INFO ] [sig       ] [33/3634] Completed ACGLO in 0.3s | 2.94 sym/s | Total: 11.2s | ETA: 20.4m
[2025-12-01T20:30:27.203539] [INFO ] [sig       ] [34/3634] Forecasting ACI...
[2025-12-01T20:30:27.203568] [INFO ] [sig       ] Generating forecast for: ACI
[2025-12-01T20:30:27.203614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACI' from 'https://tdm.silogroup.org/data/derivative_storage/ACI.csv'.
[2025-12-01T20:30:27.214971] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ACI'.
[2025-12-01T20:30:27.215251] [INFO ] [FORECASTER] Starting predict_future for ACI
[2025-12-01T20:30:27.216071] [DEBUG] [LOCAL     ] No optimal features file found for ACI: ./output/feature-sets/ACI.txt
[2025-12-01T20:30:27.216122] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:27.216152] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:27.216178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:27.216233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:27.271896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:27.272475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:27.272549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:27.272596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:27.391191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:27.391313] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:27.391349] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:27.391375] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:27.394529] [DEBUG] [FORECASTER] ACI: Forecast T+1@11:T+2@11: UP (p=85.41%)
[2025-12-01T20:30:27.394814] [INFO ] [FORECASTER] Completed predict_future for ACI
[2025-12-01T20:30:27.394939] [INFO ] [sig       ] ACI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:27.534042] [INFO ] [LOCAL     ] Saved forecast: ACI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACI.txt
[2025-12-01T20:30:27.534182] [INFO ] [sig       ] [34/3634] Completed ACI in 0.3s | 2.94 sym/s | Total: 11.5s | ETA: 20.4m
[2025-12-01T20:30:27.534226] [INFO ] [sig       ] [35/3634] Forecasting ACIC...
[2025-12-01T20:30:27.534261] [INFO ] [sig       ] Generating forecast for: ACIC
[2025-12-01T20:30:27.534296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACIC' from 'https://tdm.silogroup.org/data/derivative_storage/ACIC.csv'.
[2025-12-01T20:30:27.545961] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ACIC'.
[2025-12-01T20:30:27.546336] [INFO ] [FORECASTER] Starting predict_future for ACIC
[2025-12-01T20:30:27.547153] [DEBUG] [LOCAL     ] No optimal features file found for ACIC: ./output/feature-sets/ACIC.txt
[2025-12-01T20:30:27.547203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:27.547235] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:27.547264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:27.547318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:27.602265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:27.602959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:27.603036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:27.603067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:27.721046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:27.721159] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:27.721194] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:27.721220] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:27.724429] [DEBUG] [FORECASTER] ACIC: Forecast T+1@11:T+2@11: DOWN (p=29.25%)
[2025-12-01T20:30:27.724713] [INFO ] [FORECASTER] Completed predict_future for ACIC
[2025-12-01T20:30:27.724838] [INFO ] [sig       ] ACIC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:27.867030] [INFO ] [LOCAL     ] Saved forecast: ACIC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACIC.txt
[2025-12-01T20:30:27.867179] [INFO ] [sig       ] [35/3634] Completed ACIC in 0.3s | 2.95 sym/s | Total: 11.9s | ETA: 20.4m
[2025-12-01T20:30:27.867233] [INFO ] [sig       ] [36/3634] Forecasting ACLS...
[2025-12-01T20:30:27.867269] [INFO ] [sig       ] Generating forecast for: ACLS
[2025-12-01T20:30:27.867303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLS' from 'https://tdm.silogroup.org/data/derivative_storage/ACLS.csv'.
[2025-12-01T20:30:27.878135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLS'.
[2025-12-01T20:30:27.878416] [INFO ] [FORECASTER] Starting predict_future for ACLS
[2025-12-01T20:30:27.879166] [DEBUG] [LOCAL     ] No optimal features file found for ACLS: ./output/feature-sets/ACLS.txt
[2025-12-01T20:30:27.879216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:27.879247] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:27.879275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:27.879332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:27.934333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:27.935125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:27.935203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:27.935235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:28.055432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:28.055598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:28.055636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:28.055663] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:28.058944] [DEBUG] [FORECASTER] ACLS: Forecast T+1@11:T+2@11: UP (p=56.23%)
[2025-12-01T20:30:28.059208] [INFO ] [FORECASTER] Completed predict_future for ACLS
[2025-12-01T20:30:28.059335] [INFO ] [sig       ] ACLS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:28.196392] [INFO ] [LOCAL     ] Saved forecast: ACLS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ACLS.txt
[2025-12-01T20:30:28.196531] [INFO ] [sig       ] [36/3634] Completed ACLS in 0.3s | 2.95 sym/s | Total: 12.2s | ETA: 20.3m
[2025-12-01T20:30:28.196587] [INFO ] [sig       ] [37/3634] Forecasting ACLX...
[2025-12-01T20:30:28.196618] [INFO ] [sig       ] Generating forecast for: ACLX
[2025-12-01T20:30:28.196648] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACLX' from 'https://tdm.silogroup.org/data/derivative_storage/ACLX.csv'.
[2025-12-01T20:30:28.208328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACLX'.
[2025-12-01T20:30:28.208676] [INFO ] [FORECASTER] Starting predict_future for ACLX
[2025-12-01T20:30:28.209435] [DEBUG] [LOCAL     ] No optimal features file found for ACLX: ./output/feature-sets/ACLX.txt
[2025-12-01T20:30:28.209485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:28.209515] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:28.209541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:28.209615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:28.264202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:28.264920] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:28.264998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:28.265028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:28.385371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:28.385489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:28.385525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:28.385552] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:28.388761] [DEBUG] [FORECASTER] ACLX: Forecast T+1@11:T+2@11: DOWN (p=24.50%)
[2025-12-01T20:30:28.389017] [INFO ] [FORECASTER] Completed predict_future for ACLX
[2025-12-01T20:30:28.389159] [INFO ] [sig       ] ACLX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:28.526713] [INFO ] [LOCAL     ] Saved forecast: ACLX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ACLX.txt
[2025-12-01T20:30:28.526823] [INFO ] [sig       ] [37/3634] Completed ACLX in 0.3s | 2.95 sym/s | Total: 12.5s | ETA: 20.3m
[2025-12-01T20:30:28.526859] [INFO ] [sig       ] [38/3634] Forecasting ACM...
[2025-12-01T20:30:28.526889] [INFO ] [sig       ] Generating forecast for: ACM
[2025-12-01T20:30:28.526917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACM' from 'https://tdm.silogroup.org/data/derivative_storage/ACM.csv'.
[2025-12-01T20:30:28.537987] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ACM'.
[2025-12-01T20:30:28.538243] [INFO ] [FORECASTER] Starting predict_future for ACM
[2025-12-01T20:30:28.539045] [DEBUG] [LOCAL     ] No optimal features file found for ACM: ./output/feature-sets/ACM.txt
[2025-12-01T20:30:28.539095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:28.539125] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:28.539150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:28.539205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:28.594502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:28.595119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:28.595195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:28.595225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:28.712206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:28.712314] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:28.712356] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:28.712389] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:28.715482] [DEBUG] [FORECASTER] ACM: Forecast T+1@11:T+2@11: DOWN (p=6.65%)
[2025-12-01T20:30:28.715768] [INFO ] [FORECASTER] Completed predict_future for ACM
[2025-12-01T20:30:28.715892] [INFO ] [sig       ] ACM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:28.853698] [INFO ] [LOCAL     ] Saved forecast: ACM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACM.txt
[2025-12-01T20:30:28.853811] [INFO ] [sig       ] [38/3634] Completed ACM in 0.3s | 2.95 sym/s | Total: 12.9s | ETA: 20.3m
[2025-12-01T20:30:28.853846] [INFO ] [sig       ] [39/3634] Forecasting ACN...
[2025-12-01T20:30:28.853874] [INFO ] [sig       ] Generating forecast for: ACN
[2025-12-01T20:30:28.853902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACN' from 'https://tdm.silogroup.org/data/derivative_storage/ACN.csv'.
[2025-12-01T20:30:28.866047] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ACN'.
[2025-12-01T20:30:28.866368] [INFO ] [FORECASTER] Starting predict_future for ACN
[2025-12-01T20:30:28.867184] [DEBUG] [LOCAL     ] No optimal features file found for ACN: ./output/feature-sets/ACN.txt
[2025-12-01T20:30:28.867237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:28.867303] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:28.867332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:28.867390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:28.927843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:28.928539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:28.928635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:28.928670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:29.051838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:29.051976] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:29.052016] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:29.052059] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:29.055478] [DEBUG] [FORECASTER] ACN: Forecast T+1@11:T+2@11: DOWN (p=45.25%)
[2025-12-01T20:30:29.055781] [INFO ] [FORECASTER] Completed predict_future for ACN
[2025-12-01T20:30:29.055917] [INFO ] [sig       ] ACN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:29.200298] [INFO ] [LOCAL     ] Saved forecast: ACN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACN.txt
[2025-12-01T20:30:29.200415] [INFO ] [sig       ] [39/3634] Completed ACN in 0.3s | 2.95 sym/s | Total: 13.2s | ETA: 20.3m
[2025-12-01T20:30:29.200457] [INFO ] [sig       ] [40/3634] Forecasting ACNB...
[2025-12-01T20:30:29.200485] [INFO ] [sig       ] Generating forecast for: ACNB
[2025-12-01T20:30:29.200513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACNB' from 'https://tdm.silogroup.org/data/derivative_storage/ACNB.csv'.
[2025-12-01T20:30:29.211795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACNB'.
[2025-12-01T20:30:29.212151] [INFO ] [FORECASTER] Starting predict_future for ACNB
[2025-12-01T20:30:29.212949] [DEBUG] [LOCAL     ] No optimal features file found for ACNB: ./output/feature-sets/ACNB.txt
[2025-12-01T20:30:29.212999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:29.213029] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:29.213054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:29.213108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:29.269033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:29.269904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:29.269986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:29.270016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:29.377742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:29.377856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:29.377891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:29.377917] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:29.381123] [DEBUG] [FORECASTER] ACNB: Forecast T+1@11:T+2@11: DOWN (p=40.66%)
[2025-12-01T20:30:29.381384] [INFO ] [FORECASTER] Completed predict_future for ACNB
[2025-12-01T20:30:29.381508] [INFO ] [sig       ] ACNB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:29.518040] [INFO ] [LOCAL     ] Saved forecast: ACNB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ACNB.txt
[2025-12-01T20:30:29.518171] [INFO ] [sig       ] [40/3634] Completed ACNB in 0.3s | 2.96 sym/s | Total: 13.5s | ETA: 20.3m
[2025-12-01T20:30:29.518208] [INFO ] [sig       ] [41/3634] Forecasting ACON...
[2025-12-01T20:30:29.518235] [INFO ] [sig       ] Generating forecast for: ACON
[2025-12-01T20:30:29.518263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACON' from 'https://tdm.silogroup.org/data/derivative_storage/ACON.csv'.
[2025-12-01T20:30:29.529065] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ACON'.
[2025-12-01T20:30:29.529334] [INFO ] [FORECASTER] Starting predict_future for ACON
[2025-12-01T20:30:29.530148] [DEBUG] [LOCAL     ] No optimal features file found for ACON: ./output/feature-sets/ACON.txt
[2025-12-01T20:30:29.530199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:29.530234] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:29.530270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:29.530340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:29.589222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:29.589935] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:29.590031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:29.590063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:29.702993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:29.703157] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:29.703204] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:29.703232] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:29.706867] [DEBUG] [FORECASTER] ACON: Forecast T+1@11:T+2@11: DOWN (p=45.64%)
[2025-12-01T20:30:29.707154] [INFO ] [FORECASTER] Completed predict_future for ACON
[2025-12-01T20:30:29.707291] [INFO ] [sig       ] ACON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:29.857907] [INFO ] [LOCAL     ] Saved forecast: ACON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ACON.txt
[2025-12-01T20:30:29.858066] [INFO ] [sig       ] [41/3634] Completed ACON in 0.3s | 2.96 sym/s | Total: 13.9s | ETA: 20.3m
[2025-12-01T20:30:29.858136] [INFO ] [sig       ] [42/3634] Forecasting ACP...
[2025-12-01T20:30:29.858166] [INFO ] [sig       ] Generating forecast for: ACP
[2025-12-01T20:30:29.858197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACP' from 'https://tdm.silogroup.org/data/derivative_storage/ACP.csv'.
[2025-12-01T20:30:29.869657] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ACP'.
[2025-12-01T20:30:29.869946] [INFO ] [FORECASTER] Starting predict_future for ACP
[2025-12-01T20:30:29.870781] [DEBUG] [LOCAL     ] No optimal features file found for ACP: ./output/feature-sets/ACP.txt
[2025-12-01T20:30:29.870830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:29.870861] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:29.870885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:29.870940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:29.926649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:29.927363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:29.927443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:29.927474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:30.042855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:30.043005] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:30.043042] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:30.043101] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:30.046404] [DEBUG] [FORECASTER] ACP: Forecast T+1@11:T+2@11: UP (p=94.99%)
[2025-12-01T20:30:30.046692] [INFO ] [FORECASTER] Completed predict_future for ACP
[2025-12-01T20:30:30.046815] [INFO ] [sig       ] ACP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:30.182665] [INFO ] [LOCAL     ] Saved forecast: ACP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACP.txt
[2025-12-01T20:30:30.182800] [INFO ] [sig       ] [42/3634] Completed ACP in 0.3s | 2.96 sym/s | Total: 14.2s | ETA: 20.2m
[2025-12-01T20:30:30.182839] [INFO ] [sig       ] [43/3634] Forecasting ACRE...
[2025-12-01T20:30:30.182866] [INFO ] [sig       ] Generating forecast for: ACRE
[2025-12-01T20:30:30.182895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRE' from 'https://tdm.silogroup.org/data/derivative_storage/ACRE.csv'.
[2025-12-01T20:30:30.194148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRE'.
[2025-12-01T20:30:30.194419] [INFO ] [FORECASTER] Starting predict_future for ACRE
[2025-12-01T20:30:30.195170] [DEBUG] [LOCAL     ] No optimal features file found for ACRE: ./output/feature-sets/ACRE.txt
[2025-12-01T20:30:30.195219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:30.195249] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:30.195285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:30.195340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:30.250092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:30.250740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:30.250818] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:30.250848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:30.369343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:30.369488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:30.369526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:30.369552] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:30.372824] [DEBUG] [FORECASTER] ACRE: Forecast T+1@11:T+2@11: DOWN (p=34.28%)
[2025-12-01T20:30:30.373085] [INFO ] [FORECASTER] Completed predict_future for ACRE
[2025-12-01T20:30:30.373212] [INFO ] [sig       ] ACRE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:30.510974] [INFO ] [LOCAL     ] Saved forecast: ACRE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ACRE.txt
[2025-12-01T20:30:30.511105] [INFO ] [sig       ] [43/3634] Completed ACRE in 0.3s | 2.96 sym/s | Total: 14.5s | ETA: 20.2m
[2025-12-01T20:30:30.511143] [INFO ] [sig       ] [44/3634] Forecasting ACRS...
[2025-12-01T20:30:30.511170] [INFO ] [sig       ] Generating forecast for: ACRS
[2025-12-01T20:30:30.511197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACRS' from 'https://tdm.silogroup.org/data/derivative_storage/ACRS.csv'.
[2025-12-01T20:30:30.523095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACRS'.
[2025-12-01T20:30:30.523433] [INFO ] [FORECASTER] Starting predict_future for ACRS
[2025-12-01T20:30:30.524237] [DEBUG] [LOCAL     ] No optimal features file found for ACRS: ./output/feature-sets/ACRS.txt
[2025-12-01T20:30:30.524296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:30.524334] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:30.524365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:30.524435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:30.586154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:30.587108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:30.587191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:30.587224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:30.714397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:30.714547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:30.714606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:30.714645] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:30.718040] [DEBUG] [FORECASTER] ACRS: Forecast T+1@11:T+2@11: DOWN (p=7.34%)
[2025-12-01T20:30:30.718354] [INFO ] [FORECASTER] Completed predict_future for ACRS
[2025-12-01T20:30:30.718496] [INFO ] [sig       ] ACRS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:30.860377] [INFO ] [LOCAL     ] Saved forecast: ACRS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ACRS.txt
[2025-12-01T20:30:30.860529] [INFO ] [sig       ] [44/3634] Completed ACRS in 0.3s | 2.96 sym/s | Total: 14.9s | ETA: 20.2m
[2025-12-01T20:30:30.860615] [INFO ] [sig       ] [45/3634] Forecasting ACTG...
[2025-12-01T20:30:30.860658] [INFO ] [sig       ] Generating forecast for: ACTG
[2025-12-01T20:30:30.860690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACTG' from 'https://tdm.silogroup.org/data/derivative_storage/ACTG.csv'.
[2025-12-01T20:30:30.872286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACTG'.
[2025-12-01T20:30:30.872621] [INFO ] [FORECASTER] Starting predict_future for ACTG
[2025-12-01T20:30:30.873375] [DEBUG] [LOCAL     ] No optimal features file found for ACTG: ./output/feature-sets/ACTG.txt
[2025-12-01T20:30:30.873425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:30.873455] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:30.873480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:30.873534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:30.928851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:30.929462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:30.929548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:30.929595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:31.047766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:31.047862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:31.047897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:31.047923] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:31.050953] [DEBUG] [FORECASTER] ACTG: Forecast T+1@11:T+2@11: DOWN (p=1.88%)
[2025-12-01T20:30:31.051206] [INFO ] [FORECASTER] Completed predict_future for ACTG
[2025-12-01T20:30:31.051330] [INFO ] [sig       ] ACTG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:31.187882] [INFO ] [LOCAL     ] Saved forecast: ACTG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ACTG.txt
[2025-12-01T20:30:31.187986] [INFO ] [sig       ] [45/3634] Completed ACTG in 0.3s | 2.96 sym/s | Total: 15.2s | ETA: 20.2m
[2025-12-01T20:30:31.188021] [INFO ] [sig       ] [46/3634] Forecasting ACVA...
[2025-12-01T20:30:31.188048] [INFO ] [sig       ] Generating forecast for: ACVA
[2025-12-01T20:30:31.188075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACVA' from 'https://tdm.silogroup.org/data/derivative_storage/ACVA.csv'.
[2025-12-01T20:30:31.199411] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ACVA'.
[2025-12-01T20:30:31.199683] [INFO ] [FORECASTER] Starting predict_future for ACVA
[2025-12-01T20:30:31.200413] [DEBUG] [LOCAL     ] No optimal features file found for ACVA: ./output/feature-sets/ACVA.txt
[2025-12-01T20:30:31.200463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:31.200494] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:31.200519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:31.200596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:31.255111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:31.255696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:31.255769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:31.255800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:31.372285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:31.372389] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:31.372424] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:31.372451] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:31.375586] [DEBUG] [FORECASTER] ACVA: Forecast T+1@11:T+2@11: UP (p=58.98%)
[2025-12-01T20:30:31.375843] [INFO ] [FORECASTER] Completed predict_future for ACVA
[2025-12-01T20:30:31.375966] [INFO ] [sig       ] ACVA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:31.514954] [INFO ] [LOCAL     ] Saved forecast: ACVA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACVA.txt
[2025-12-01T20:30:31.515056] [INFO ] [sig       ] [46/3634] Completed ACVA in 0.3s | 2.96 sym/s | Total: 15.5s | ETA: 20.2m
[2025-12-01T20:30:31.515092] [INFO ] [sig       ] [47/3634] Forecasting ACWI...
[2025-12-01T20:30:31.515120] [INFO ] [sig       ] Generating forecast for: ACWI
[2025-12-01T20:30:31.515154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWI' from 'https://tdm.silogroup.org/data/derivative_storage/ACWI.csv'.
[2025-12-01T20:30:31.526221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWI'.
[2025-12-01T20:30:31.526471] [INFO ] [FORECASTER] Starting predict_future for ACWI
[2025-12-01T20:30:31.527216] [DEBUG] [LOCAL     ] No optimal features file found for ACWI: ./output/feature-sets/ACWI.txt
[2025-12-01T20:30:31.527265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:31.527301] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:31.527332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:31.527399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:31.583678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:31.584274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:31.584357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:31.584390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:31.702825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:31.702933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:31.702968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:31.702995] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:31.706212] [DEBUG] [FORECASTER] ACWI: Forecast T+1@11:T+2@11: UP (p=52.52%)
[2025-12-01T20:30:31.706510] [INFO ] [FORECASTER] Completed predict_future for ACWI
[2025-12-01T20:30:31.706654] [INFO ] [sig       ] ACWI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:31.851047] [INFO ] [LOCAL     ] Saved forecast: ACWI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ACWI.txt
[2025-12-01T20:30:31.851168] [INFO ] [sig       ] [47/3634] Completed ACWI in 0.3s | 2.96 sym/s | Total: 15.9s | ETA: 20.2m
[2025-12-01T20:30:31.851204] [INFO ] [sig       ] [48/3634] Forecasting ACWX...
[2025-12-01T20:30:31.851232] [INFO ] [sig       ] Generating forecast for: ACWX
[2025-12-01T20:30:31.851261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACWX' from 'https://tdm.silogroup.org/data/derivative_storage/ACWX.csv'.
[2025-12-01T20:30:31.862956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ACWX'.
[2025-12-01T20:30:31.863321] [INFO ] [FORECASTER] Starting predict_future for ACWX
[2025-12-01T20:30:31.864139] [DEBUG] [LOCAL     ] No optimal features file found for ACWX: ./output/feature-sets/ACWX.txt
[2025-12-01T20:30:31.864190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:31.864222] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:31.864247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:31.864306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:31.920762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:31.921674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:31.921767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:31.921799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:32.044854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:32.045009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:32.045047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:32.045074] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:32.048442] [DEBUG] [FORECASTER] ACWX: Forecast T+1@11:T+2@11: UP (p=68.35%)
[2025-12-01T20:30:32.048732] [INFO ] [FORECASTER] Completed predict_future for ACWX
[2025-12-01T20:30:32.048861] [INFO ] [sig       ] ACWX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:32.185874] [INFO ] [LOCAL     ] Saved forecast: ACWX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ACWX.txt
[2025-12-01T20:30:32.185992] [INFO ] [sig       ] [48/3634] Completed ACWX in 0.3s | 2.96 sym/s | Total: 16.2s | ETA: 20.2m
[2025-12-01T20:30:32.186030] [INFO ] [sig       ] [49/3634] Forecasting ACXP...
[2025-12-01T20:30:32.186058] [INFO ] [sig       ] Generating forecast for: ACXP
[2025-12-01T20:30:32.186085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ACXP' from 'https://tdm.silogroup.org/data/derivative_storage/ACXP.csv'.
[2025-12-01T20:30:32.196801] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ACXP'.
[2025-12-01T20:30:32.197105] [INFO ] [FORECASTER] Starting predict_future for ACXP
[2025-12-01T20:30:32.197876] [DEBUG] [LOCAL     ] No optimal features file found for ACXP: ./output/feature-sets/ACXP.txt
[2025-12-01T20:30:32.197926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:32.197957] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:32.197984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:32.198039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:32.252342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:32.253103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:32.253213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:32.253244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:32.365367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:32.365513] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:32.365551] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:32.365597] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:32.368893] [DEBUG] [FORECASTER] ACXP: Forecast T+1@11:T+2@11: UP (p=64.72%)
[2025-12-01T20:30:32.369158] [INFO ] [FORECASTER] Completed predict_future for ACXP
[2025-12-01T20:30:32.369285] [INFO ] [sig       ] ACXP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:32.506962] [INFO ] [LOCAL     ] Saved forecast: ACXP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ACXP.txt
[2025-12-01T20:30:32.507115] [INFO ] [sig       ] [49/3634] Completed ACXP in 0.3s | 2.97 sym/s | Total: 16.5s | ETA: 20.1m
[2025-12-01T20:30:32.507159] [INFO ] [sig       ] [50/3634] Forecasting ADBE...
[2025-12-01T20:30:32.507193] [INFO ] [sig       ] Generating forecast for: ADBE
[2025-12-01T20:30:32.507229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADBE' from 'https://tdm.silogroup.org/data/derivative_storage/ADBE.csv'.
[2025-12-01T20:30:32.518761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADBE'.
[2025-12-01T20:30:32.519100] [INFO ] [FORECASTER] Starting predict_future for ADBE
[2025-12-01T20:30:32.519943] [DEBUG] [LOCAL     ] No optimal features file found for ADBE: ./output/feature-sets/ADBE.txt
[2025-12-01T20:30:32.519993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:32.520024] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:32.520049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:32.520103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:32.579460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:32.580238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:32.580319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:32.580357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:32.702670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:32.702820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:32.702859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:32.702903] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:32.706274] [DEBUG] [FORECASTER] ADBE: Forecast T+1@11:T+2@11: DOWN (p=10.54%)
[2025-12-01T20:30:32.706599] [INFO ] [FORECASTER] Completed predict_future for ADBE
[2025-12-01T20:30:32.706733] [INFO ] [sig       ] ADBE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:32.849525] [INFO ] [LOCAL     ] Saved forecast: ADBE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ADBE.txt
[2025-12-01T20:30:32.849694] [INFO ] [sig       ] [50/3634] Completed ADBE in 0.3s | 2.96 sym/s | Total: 16.9s | ETA: 20.1m
[2025-12-01T20:30:32.849735] [INFO ] [sig       ] [51/3634] Forecasting ADC...
[2025-12-01T20:30:32.849766] [INFO ] [sig       ] Generating forecast for: ADC
[2025-12-01T20:30:32.849800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADC' from 'https://tdm.silogroup.org/data/derivative_storage/ADC.csv'.
[2025-12-01T20:30:32.868439] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ADC'.
[2025-12-01T20:30:32.868939] [INFO ] [FORECASTER] Starting predict_future for ADC
[2025-12-01T20:30:32.869766] [DEBUG] [LOCAL     ] No optimal features file found for ADC: ./output/feature-sets/ADC.txt
[2025-12-01T20:30:32.869816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:32.869846] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:32.869871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:32.869926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:32.924471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:32.925074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:32.925154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:32.925185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:33.040757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:33.040856] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:33.040890] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:33.040917] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:33.043956] [DEBUG] [FORECASTER] ADC: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-12-01T20:30:33.044212] [INFO ] [FORECASTER] Completed predict_future for ADC
[2025-12-01T20:30:33.044338] [INFO ] [sig       ] ADC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:33.180100] [INFO ] [LOCAL     ] Saved forecast: ADC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ADC.txt
[2025-12-01T20:30:33.180212] [INFO ] [sig       ] [51/3634] Completed ADC in 0.3s | 2.97 sym/s | Total: 17.2s | ETA: 20.1m
[2025-12-01T20:30:33.180249] [INFO ] [sig       ] [52/3634] Forecasting ADEA...
[2025-12-01T20:30:33.180277] [INFO ] [sig       ] Generating forecast for: ADEA
[2025-12-01T20:30:33.180305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADEA' from 'https://tdm.silogroup.org/data/derivative_storage/ADEA.csv'.
[2025-12-01T20:30:33.191990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADEA'.
[2025-12-01T20:30:33.192362] [INFO ] [FORECASTER] Starting predict_future for ADEA
[2025-12-01T20:30:33.193261] [DEBUG] [LOCAL     ] No optimal features file found for ADEA: ./output/feature-sets/ADEA.txt
[2025-12-01T20:30:33.193312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:33.193344] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:33.193369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:33.193429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:33.251157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:33.252023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:33.252110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:33.252141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:33.374193] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:33.374372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:33.374413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:33.374442] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:33.378076] [DEBUG] [FORECASTER] ADEA: Forecast T+1@11:T+2@11: DOWN (p=23.41%)
[2025-12-01T20:30:33.378450] [INFO ] [FORECASTER] Completed predict_future for ADEA
[2025-12-01T20:30:33.378640] [INFO ] [sig       ] ADEA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:33.521246] [INFO ] [LOCAL     ] Saved forecast: ADEA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ADEA.txt
[2025-12-01T20:30:33.521467] [INFO ] [sig       ] [52/3634] Completed ADEA in 0.3s | 2.97 sym/s | Total: 17.5s | ETA: 20.1m
[2025-12-01T20:30:33.521510] [INFO ] [sig       ] [53/3634] Forecasting ADI...
[2025-12-01T20:30:33.521538] [INFO ] [sig       ] Generating forecast for: ADI
[2025-12-01T20:30:33.521586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADI' from 'https://tdm.silogroup.org/data/derivative_storage/ADI.csv'.
[2025-12-01T20:30:33.533635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADI'.
[2025-12-01T20:30:33.534050] [INFO ] [FORECASTER] Starting predict_future for ADI
[2025-12-01T20:30:33.534863] [DEBUG] [LOCAL     ] No optimal features file found for ADI: ./output/feature-sets/ADI.txt
[2025-12-01T20:30:33.534913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:33.534943] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:33.534970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:33.535025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:33.591895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:33.592810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:33.592899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:33.592931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:33.723409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:33.723554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:33.723610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:33.723639] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:33.727394] [DEBUG] [FORECASTER] ADI: Forecast T+1@11:T+2@11: DOWN (p=4.02%)
[2025-12-01T20:30:33.727686] [INFO ] [FORECASTER] Completed predict_future for ADI
[2025-12-01T20:30:33.727816] [INFO ] [sig       ] ADI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:33.867999] [INFO ] [LOCAL     ] Saved forecast: ADI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ADI.txt
[2025-12-01T20:30:33.868124] [INFO ] [sig       ] [53/3634] Completed ADI in 0.3s | 2.96 sym/s | Total: 17.9s | ETA: 20.1m
[2025-12-01T20:30:33.868162] [INFO ] [sig       ] [54/3634] Forecasting ADM...
[2025-12-01T20:30:33.868190] [INFO ] [sig       ] Generating forecast for: ADM
[2025-12-01T20:30:33.868219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADM' from 'https://tdm.silogroup.org/data/derivative_storage/ADM.csv'.
[2025-12-01T20:30:33.879457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADM'.
[2025-12-01T20:30:33.879740] [INFO ] [FORECASTER] Starting predict_future for ADM
[2025-12-01T20:30:33.880510] [DEBUG] [LOCAL     ] No optimal features file found for ADM: ./output/feature-sets/ADM.txt
[2025-12-01T20:30:33.880565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:33.880628] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:33.880663] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:33.880747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:33.936489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:33.937122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:33.937196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:33.937226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:34.059158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:34.059276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:34.059313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:34.059342] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:34.062554] [DEBUG] [FORECASTER] ADM: Forecast T+1@11:T+2@11: UP (p=69.26%)
[2025-12-01T20:30:34.062832] [INFO ] [FORECASTER] Completed predict_future for ADM
[2025-12-01T20:30:34.062957] [INFO ] [sig       ] ADM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:34.201037] [INFO ] [LOCAL     ] Saved forecast: ADM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ADM.txt
[2025-12-01T20:30:34.201164] [INFO ] [sig       ] [54/3634] Completed ADM in 0.3s | 2.96 sym/s | Total: 18.2s | ETA: 20.1m
[2025-12-01T20:30:34.201202] [INFO ] [sig       ] [55/3634] Forecasting ADMA...
[2025-12-01T20:30:34.201230] [INFO ] [sig       ] Generating forecast for: ADMA
[2025-12-01T20:30:34.201258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADMA' from 'https://tdm.silogroup.org/data/derivative_storage/ADMA.csv'.
[2025-12-01T20:30:34.215478] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ADMA'.
[2025-12-01T20:30:34.215800] [INFO ] [FORECASTER] Starting predict_future for ADMA
[2025-12-01T20:30:34.216642] [DEBUG] [LOCAL     ] No optimal features file found for ADMA: ./output/feature-sets/ADMA.txt
[2025-12-01T20:30:34.216882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:34.216915] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:34.216942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:34.216999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:34.276292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:34.277035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:34.277117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:34.277147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:34.404369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:34.404482] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:34.404518] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:34.404545] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:34.407849] [DEBUG] [FORECASTER] ADMA: Forecast T+1@11:T+2@11: DOWN (p=22.66%)
[2025-12-01T20:30:34.408110] [INFO ] [FORECASTER] Completed predict_future for ADMA
[2025-12-01T20:30:34.408236] [INFO ] [sig       ] ADMA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:34.546515] [INFO ] [LOCAL     ] Saved forecast: ADMA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ADMA.txt
[2025-12-01T20:30:34.546644] [INFO ] [sig       ] [55/3634] Completed ADMA in 0.3s | 2.96 sym/s | Total: 18.6s | ETA: 20.1m
[2025-12-01T20:30:34.546683] [INFO ] [sig       ] [56/3634] Forecasting ADP...
[2025-12-01T20:30:34.546711] [INFO ] [sig       ] Generating forecast for: ADP
[2025-12-01T20:30:34.546740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADP' from 'https://tdm.silogroup.org/data/derivative_storage/ADP.csv'.
[2025-12-01T20:30:34.557450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADP'.
[2025-12-01T20:30:34.557740] [INFO ] [FORECASTER] Starting predict_future for ADP
[2025-12-01T20:30:34.558614] [DEBUG] [LOCAL     ] No optimal features file found for ADP: ./output/feature-sets/ADP.txt
[2025-12-01T20:30:34.558680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:34.558738] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:34.558765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:34.558834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:34.615951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:34.616568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:34.616664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:34.616695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:34.737128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:34.737279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:34.737316] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:34.737343] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:34.740730] [DEBUG] [FORECASTER] ADP: Forecast T+1@11:T+2@11: DOWN (p=12.27%)
[2025-12-01T20:30:34.741037] [INFO ] [FORECASTER] Completed predict_future for ADP
[2025-12-01T20:30:34.741173] [INFO ] [sig       ] ADP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:34.879932] [INFO ] [LOCAL     ] Saved forecast: ADP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ADP.txt
[2025-12-01T20:30:34.880062] [INFO ] [sig       ] [56/3634] Completed ADP in 0.3s | 2.96 sym/s | Total: 18.9s | ETA: 20.1m
[2025-12-01T20:30:34.880099] [INFO ] [sig       ] [57/3634] Forecasting ADSE...
[2025-12-01T20:30:34.880128] [INFO ] [sig       ] Generating forecast for: ADSE
[2025-12-01T20:30:34.880157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSE' from 'https://tdm.silogroup.org/data/derivative_storage/ADSE.csv'.
[2025-12-01T20:30:34.891766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADSE'.
[2025-12-01T20:30:34.892137] [INFO ] [FORECASTER] Starting predict_future for ADSE
[2025-12-01T20:30:34.892932] [DEBUG] [LOCAL     ] No optimal features file found for ADSE: ./output/feature-sets/ADSE.txt
[2025-12-01T20:30:34.892982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:34.893011] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:34.893036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:34.893090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:34.948518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:34.949417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:34.949516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:34.949554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:35.066448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:35.066605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:35.066644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:35.066671] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:35.070004] [DEBUG] [FORECASTER] ADSE: Forecast T+1@11:T+2@11: DOWN (p=21.58%)
[2025-12-01T20:30:35.070272] [INFO ] [FORECASTER] Completed predict_future for ADSE
[2025-12-01T20:30:35.070400] [INFO ] [sig       ] ADSE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:35.208338] [INFO ] [LOCAL     ] Saved forecast: ADSE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ADSE.txt
[2025-12-01T20:30:35.208462] [INFO ] [sig       ] [57/3634] Completed ADSE in 0.3s | 2.97 sym/s | Total: 19.2s | ETA: 20.1m
[2025-12-01T20:30:35.208498] [INFO ] [sig       ] [58/3634] Forecasting ADSK...
[2025-12-01T20:30:35.208525] [INFO ] [sig       ] Generating forecast for: ADSK
[2025-12-01T20:30:35.208554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADSK' from 'https://tdm.silogroup.org/data/derivative_storage/ADSK.csv'.
[2025-12-01T20:30:35.219432] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ADSK'.
[2025-12-01T20:30:35.219758] [INFO ] [FORECASTER] Starting predict_future for ADSK
[2025-12-01T20:30:35.220559] [DEBUG] [LOCAL     ] No optimal features file found for ADSK: ./output/feature-sets/ADSK.txt
[2025-12-01T20:30:35.220640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:35.220675] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:35.220701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:35.220757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:35.278703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:35.279312] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:35.279393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:35.279431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:35.402353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:35.402480] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:35.402515] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:35.402541] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:35.406084] [DEBUG] [FORECASTER] ADSK: Forecast T+1@11:T+2@11: UP (p=98.24%)
[2025-12-01T20:30:35.406348] [INFO ] [FORECASTER] Completed predict_future for ADSK
[2025-12-01T20:30:35.406493] [INFO ] [sig       ] ADSK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:35.547555] [INFO ] [LOCAL     ] Saved forecast: ADSK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ADSK.txt
[2025-12-01T20:30:35.547701] [INFO ] [sig       ] [58/3634] Completed ADSK in 0.3s | 2.96 sym/s | Total: 19.6s | ETA: 20.1m
[2025-12-01T20:30:35.547740] [INFO ] [sig       ] [59/3634] Forecasting ADTN...
[2025-12-01T20:30:35.547768] [INFO ] [sig       ] Generating forecast for: ADTN
[2025-12-01T20:30:35.547797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTN' from 'https://tdm.silogroup.org/data/derivative_storage/ADTN.csv'.
[2025-12-01T20:30:35.558468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTN'.
[2025-12-01T20:30:35.558757] [INFO ] [FORECASTER] Starting predict_future for ADTN
[2025-12-01T20:30:35.559509] [DEBUG] [LOCAL     ] No optimal features file found for ADTN: ./output/feature-sets/ADTN.txt
[2025-12-01T20:30:35.559597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:35.559651] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:35.559680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:35.559735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:35.619558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:35.620180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:35.620255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:35.620286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:35.739366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:35.739526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:35.739589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:35.739651] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:35.742981] [DEBUG] [FORECASTER] ADTN: Forecast T+1@11:T+2@11: UP (p=63.85%)
[2025-12-01T20:30:35.743244] [INFO ] [FORECASTER] Completed predict_future for ADTN
[2025-12-01T20:30:35.743371] [INFO ] [sig       ] ADTN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:35.885450] [INFO ] [LOCAL     ] Saved forecast: ADTN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ADTN.txt
[2025-12-01T20:30:35.885604] [INFO ] [sig       ] [59/3634] Completed ADTN in 0.3s | 2.96 sym/s | Total: 19.9s | ETA: 20.1m
[2025-12-01T20:30:35.885650] [INFO ] [sig       ] [60/3634] Forecasting ADTX...
[2025-12-01T20:30:35.885679] [INFO ] [sig       ] Generating forecast for: ADTX
[2025-12-01T20:30:35.885708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADTX' from 'https://tdm.silogroup.org/data/derivative_storage/ADTX.csv'.
[2025-12-01T20:30:35.896905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADTX'.
[2025-12-01T20:30:35.897195] [INFO ] [FORECASTER] Starting predict_future for ADTX
[2025-12-01T20:30:35.898019] [DEBUG] [LOCAL     ] No optimal features file found for ADTX: ./output/feature-sets/ADTX.txt
[2025-12-01T20:30:35.898071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:35.898102] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:35.898128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:35.898183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:35.956186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:35.956841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:35.956918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:35.956950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:36.066933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:36.067045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:36.067080] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:36.067107] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:36.070477] [DEBUG] [FORECASTER] ADTX: Forecast T+1@11:T+2@11: DOWN (p=23.50%)
[2025-12-01T20:30:36.070770] [INFO ] [FORECASTER] Completed predict_future for ADTX
[2025-12-01T20:30:36.070894] [INFO ] [sig       ] ADTX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:36.215193] [INFO ] [LOCAL     ] Saved forecast: ADTX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ADTX.txt
[2025-12-01T20:30:36.215364] [INFO ] [sig       ] [60/3634] Completed ADTX in 0.3s | 2.97 sym/s | Total: 20.2s | ETA: 20.1m
[2025-12-01T20:30:36.215405] [INFO ] [sig       ] [61/3634] Forecasting ADUS...
[2025-12-01T20:30:36.215433] [INFO ] [sig       ] Generating forecast for: ADUS
[2025-12-01T20:30:36.215461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADUS' from 'https://tdm.silogroup.org/data/derivative_storage/ADUS.csv'.
[2025-12-01T20:30:36.227784] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ADUS'.
[2025-12-01T20:30:36.228119] [INFO ] [FORECASTER] Starting predict_future for ADUS
[2025-12-01T20:30:36.228970] [DEBUG] [LOCAL     ] No optimal features file found for ADUS: ./output/feature-sets/ADUS.txt
[2025-12-01T20:30:36.229030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:36.229065] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:36.229091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:36.229149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:36.285672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:36.286480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:36.286597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:36.286639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:36.404655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:36.404814] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:36.404851] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:36.404879] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:36.408236] [DEBUG] [FORECASTER] ADUS: Forecast T+1@11:T+2@11: UP (p=71.51%)
[2025-12-01T20:30:36.408569] [INFO ] [FORECASTER] Completed predict_future for ADUS
[2025-12-01T20:30:36.408723] [INFO ] [sig       ] ADUS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:36.549221] [INFO ] [LOCAL     ] Saved forecast: ADUS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ADUS.txt
[2025-12-01T20:30:36.549406] [INFO ] [sig       ] [61/3634] Completed ADUS in 0.3s | 2.97 sym/s | Total: 20.6s | ETA: 20.1m
[2025-12-01T20:30:36.549469] [INFO ] [sig       ] [62/3634] Forecasting ADVM...
[2025-12-01T20:30:36.549505] [INFO ] [sig       ] Generating forecast for: ADVM
[2025-12-01T20:30:36.549594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADVM' from 'https://tdm.silogroup.org/data/derivative_storage/ADVM.csv'.
[2025-12-01T20:30:36.563639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADVM'.
[2025-12-01T20:30:36.563978] [INFO ] [FORECASTER] Starting predict_future for ADVM
[2025-12-01T20:30:36.564894] [DEBUG] [LOCAL     ] No optimal features file found for ADVM: ./output/feature-sets/ADVM.txt
[2025-12-01T20:30:36.564950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:36.564986] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:36.565017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:36.565091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:36.627172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:36.627834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:36.627912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:36.627945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:36.745659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:36.745794] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:36.745830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:36.745857] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:36.749112] [DEBUG] [FORECASTER] ADVM: Forecast T+1@11:T+2@11: DOWN (p=6.94%)
[2025-12-01T20:30:36.749375] [INFO ] [FORECASTER] Completed predict_future for ADVM
[2025-12-01T20:30:36.749497] [INFO ] [sig       ] ADVM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:36.887196] [INFO ] [LOCAL     ] Saved forecast: ADVM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ADVM.txt
[2025-12-01T20:30:36.887312] [INFO ] [sig       ] [62/3634] Completed ADVM in 0.3s | 2.97 sym/s | Total: 20.9s | ETA: 20.1m
[2025-12-01T20:30:36.887350] [INFO ] [sig       ] [63/3634] Forecasting ADX...
[2025-12-01T20:30:36.887379] [INFO ] [sig       ] Generating forecast for: ADX
[2025-12-01T20:30:36.887406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ADX' from 'https://tdm.silogroup.org/data/derivative_storage/ADX.csv'.
[2025-12-01T20:30:36.898340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ADX'.
[2025-12-01T20:30:36.898649] [INFO ] [FORECASTER] Starting predict_future for ADX
[2025-12-01T20:30:36.899396] [DEBUG] [LOCAL     ] No optimal features file found for ADX: ./output/feature-sets/ADX.txt
[2025-12-01T20:30:36.899448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:36.899481] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:36.899507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:36.899562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:36.954966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:36.955623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:36.955697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:36.955728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:37.074293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:37.074417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:37.074471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:37.074499] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:37.077705] [DEBUG] [FORECASTER] ADX: Forecast T+1@11:T+2@11: DOWN (p=32.66%)
[2025-12-01T20:30:37.077966] [INFO ] [FORECASTER] Completed predict_future for ADX
[2025-12-01T20:30:37.078087] [INFO ] [sig       ] ADX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:37.219950] [INFO ] [LOCAL     ] Saved forecast: ADX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ADX.txt
[2025-12-01T20:30:37.220061] [INFO ] [sig       ] [63/3634] Completed ADX in 0.3s | 2.97 sym/s | Total: 21.2s | ETA: 20.1m
[2025-12-01T20:30:37.220097] [INFO ] [sig       ] [64/3634] Forecasting AEE...
[2025-12-01T20:30:37.220132] [INFO ] [sig       ] Generating forecast for: AEE
[2025-12-01T20:30:37.220160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEE' from 'https://tdm.silogroup.org/data/derivative_storage/AEE.csv'.
[2025-12-01T20:30:37.231366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEE'.
[2025-12-01T20:30:37.231748] [INFO ] [FORECASTER] Starting predict_future for AEE
[2025-12-01T20:30:37.232503] [DEBUG] [LOCAL     ] No optimal features file found for AEE: ./output/feature-sets/AEE.txt
[2025-12-01T20:30:37.232555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:37.232611] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:37.232639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:37.232695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:37.289072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:37.289722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:37.289796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:37.289827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:37.408739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:37.408844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:37.408882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:37.408909] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:37.412150] [DEBUG] [FORECASTER] AEE: Forecast T+1@11:T+2@11: DOWN (p=19.17%)
[2025-12-01T20:30:37.412409] [INFO ] [FORECASTER] Completed predict_future for AEE
[2025-12-01T20:30:37.412532] [INFO ] [sig       ] AEE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:37.551689] [INFO ] [LOCAL     ] Saved forecast: AEE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AEE.txt
[2025-12-01T20:30:37.551817] [INFO ] [sig       ] [64/3634] Completed AEE in 0.3s | 2.97 sym/s | Total: 21.6s | ETA: 20.0m
[2025-12-01T20:30:37.551856] [INFO ] [sig       ] [65/3634] Forecasting AEFC...
[2025-12-01T20:30:37.551887] [INFO ] [sig       ] Generating forecast for: AEFC
[2025-12-01T20:30:37.551917] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEFC' from 'https://tdm.silogroup.org/data/derivative_storage/AEFC.csv'.
[2025-12-01T20:30:37.563366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEFC'.
[2025-12-01T20:30:37.563672] [INFO ] [FORECASTER] Starting predict_future for AEFC
[2025-12-01T20:30:37.564420] [DEBUG] [LOCAL     ] No optimal features file found for AEFC: ./output/feature-sets/AEFC.txt
[2025-12-01T20:30:37.564480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:37.564517] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:37.564548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:37.564643] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:37.622162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:37.622800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:37.622874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:37.622905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:37.740406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:37.740561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:37.740622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:37.740649] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:37.743997] [DEBUG] [FORECASTER] AEFC: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-01T20:30:37.744265] [INFO ] [FORECASTER] Completed predict_future for AEFC
[2025-12-01T20:30:37.744392] [INFO ] [sig       ] AEFC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:37.883021] [INFO ] [LOCAL     ] Saved forecast: AEFC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AEFC.txt
[2025-12-01T20:30:37.883134] [INFO ] [sig       ] [65/3634] Completed AEFC in 0.3s | 2.97 sym/s | Total: 21.9s | ETA: 20.0m
[2025-12-01T20:30:37.883170] [INFO ] [sig       ] [66/3634] Forecasting AEG...
[2025-12-01T20:30:37.883198] [INFO ] [sig       ] Generating forecast for: AEG
[2025-12-01T20:30:37.883226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEG' from 'https://tdm.silogroup.org/data/derivative_storage/AEG.csv'.
[2025-12-01T20:30:37.894490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEG'.
[2025-12-01T20:30:37.894798] [INFO ] [FORECASTER] Starting predict_future for AEG
[2025-12-01T20:30:37.895542] [DEBUG] [LOCAL     ] No optimal features file found for AEG: ./output/feature-sets/AEG.txt
[2025-12-01T20:30:37.895609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:37.895640] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:37.895667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:37.895722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:37.951513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:37.952194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:37.952315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:37.952351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:38.071073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:38.071205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:38.071240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:38.071268] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:38.074496] [DEBUG] [FORECASTER] AEG: Forecast T+1@11:T+2@11: DOWN (p=21.05%)
[2025-12-01T20:30:38.074777] [INFO ] [FORECASTER] Completed predict_future for AEG
[2025-12-01T20:30:38.074903] [INFO ] [sig       ] AEG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:38.213621] [INFO ] [LOCAL     ] Saved forecast: AEG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AEG.txt
[2025-12-01T20:30:38.213736] [INFO ] [sig       ] [66/3634] Completed AEG in 0.3s | 2.97 sym/s | Total: 22.2s | ETA: 20.0m
[2025-12-01T20:30:38.213772] [INFO ] [sig       ] [67/3634] Forecasting AEHL...
[2025-12-01T20:30:38.213800] [INFO ] [sig       ] Generating forecast for: AEHL
[2025-12-01T20:30:38.213829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEHL' from 'https://tdm.silogroup.org/data/derivative_storage/AEHL.csv'.
[2025-12-01T20:30:38.225268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEHL'.
[2025-12-01T20:30:38.225554] [INFO ] [FORECASTER] Starting predict_future for AEHL
[2025-12-01T20:30:38.226307] [DEBUG] [LOCAL     ] No optimal features file found for AEHL: ./output/feature-sets/AEHL.txt
[2025-12-01T20:30:38.226356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:38.226397] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:38.226425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:38.226490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:38.282865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:38.283481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:38.283557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:38.283606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:38.405563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:38.405701] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:38.405736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:38.405763] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:38.409005] [DEBUG] [FORECASTER] AEHL: Forecast T+1@11:T+2@11: UP (p=52.64%)
[2025-12-01T20:30:38.409270] [INFO ] [FORECASTER] Completed predict_future for AEHL
[2025-12-01T20:30:38.409392] [INFO ] [sig       ] AEHL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:38.548335] [INFO ] [LOCAL     ] Saved forecast: AEHL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AEHL.txt
[2025-12-01T20:30:38.548460] [INFO ] [sig       ] [67/3634] Completed AEHL in 0.3s | 2.97 sym/s | Total: 22.6s | ETA: 20.0m
[2025-12-01T20:30:38.548497] [INFO ] [sig       ] [68/3634] Forecasting AEI...
[2025-12-01T20:30:38.548525] [INFO ] [sig       ] Generating forecast for: AEI
[2025-12-01T20:30:38.548553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEI' from 'https://tdm.silogroup.org/data/derivative_storage/AEI.csv'.
[2025-12-01T20:30:38.559935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEI'.
[2025-12-01T20:30:38.560209] [INFO ] [FORECASTER] Starting predict_future for AEI
[2025-12-01T20:30:38.560974] [DEBUG] [LOCAL     ] No optimal features file found for AEI: ./output/feature-sets/AEI.txt
[2025-12-01T20:30:38.561022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:38.561053] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:38.561079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:38.561134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:38.617003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:38.617613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:38.617688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:38.617719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:38.734465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:38.734634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:38.734675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:38.734702] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:38.738014] [DEBUG] [FORECASTER] AEI: Forecast T+1@11:T+2@11: DOWN (p=16.90%)
[2025-12-01T20:30:38.738275] [INFO ] [FORECASTER] Completed predict_future for AEI
[2025-12-01T20:30:38.738420] [INFO ] [sig       ] AEI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:38.877855] [INFO ] [LOCAL     ] Saved forecast: AEI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AEI.txt
[2025-12-01T20:30:38.877967] [INFO ] [sig       ] [68/3634] Completed AEI in 0.3s | 2.97 sym/s | Total: 22.9s | ETA: 20.0m
[2025-12-01T20:30:38.878004] [INFO ] [sig       ] [69/3634] Forecasting AEIS...
[2025-12-01T20:30:38.878031] [INFO ] [sig       ] Generating forecast for: AEIS
[2025-12-01T20:30:38.878059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEIS' from 'https://tdm.silogroup.org/data/derivative_storage/AEIS.csv'.
[2025-12-01T20:30:38.889380] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AEIS'.
[2025-12-01T20:30:38.889719] [INFO ] [FORECASTER] Starting predict_future for AEIS
[2025-12-01T20:30:38.890452] [DEBUG] [LOCAL     ] No optimal features file found for AEIS: ./output/feature-sets/AEIS.txt
[2025-12-01T20:30:38.890511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:38.890548] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:38.890603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:38.890673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:38.946131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:38.946747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:38.946821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:38.946852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:39.064047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:39.064166] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:39.064201] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:39.064228] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:39.067467] [DEBUG] [FORECASTER] AEIS: Forecast T+1@11:T+2@11: DOWN (p=35.96%)
[2025-12-01T20:30:39.067751] [INFO ] [FORECASTER] Completed predict_future for AEIS
[2025-12-01T20:30:39.067876] [INFO ] [sig       ] AEIS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:39.206635] [INFO ] [LOCAL     ] Saved forecast: AEIS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AEIS.txt
[2025-12-01T20:30:39.206773] [INFO ] [sig       ] [69/3634] Completed AEIS in 0.3s | 2.97 sym/s | Total: 23.2s | ETA: 20.0m
[2025-12-01T20:30:39.206812] [INFO ] [sig       ] [70/3634] Forecasting AEM...
[2025-12-01T20:30:39.206847] [INFO ] [sig       ] Generating forecast for: AEM
[2025-12-01T20:30:39.206882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEM' from 'https://tdm.silogroup.org/data/derivative_storage/AEM.csv'.
[2025-12-01T20:30:39.217802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEM'.
[2025-12-01T20:30:39.218090] [INFO ] [FORECASTER] Starting predict_future for AEM
[2025-12-01T20:30:39.218877] [DEBUG] [LOCAL     ] No optimal features file found for AEM: ./output/feature-sets/AEM.txt
[2025-12-01T20:30:39.218926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:39.218958] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:39.218984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:39.219039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:39.274850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:39.275438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:39.275516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:39.275550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:39.393259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:39.393404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:39.393441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:39.393468] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:39.396723] [DEBUG] [FORECASTER] AEM: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-12-01T20:30:39.396986] [INFO ] [FORECASTER] Completed predict_future for AEM
[2025-12-01T20:30:39.397108] [INFO ] [sig       ] AEM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:39.535484] [INFO ] [LOCAL     ] Saved forecast: AEM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AEM.txt
[2025-12-01T20:30:39.535627] [INFO ] [sig       ] [70/3634] Completed AEM in 0.3s | 2.97 sym/s | Total: 23.6s | ETA: 20.0m
[2025-12-01T20:30:39.535667] [INFO ] [sig       ] [71/3634] Forecasting AEMD...
[2025-12-01T20:30:39.535704] [INFO ] [sig       ] Generating forecast for: AEMD
[2025-12-01T20:30:39.535742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEMD' from 'https://tdm.silogroup.org/data/derivative_storage/AEMD.csv'.
[2025-12-01T20:30:39.546716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEMD'.
[2025-12-01T20:30:39.546998] [INFO ] [FORECASTER] Starting predict_future for AEMD
[2025-12-01T20:30:39.547761] [DEBUG] [LOCAL     ] No optimal features file found for AEMD: ./output/feature-sets/AEMD.txt
[2025-12-01T20:30:39.547809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:39.547839] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:39.547866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:39.547920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:39.603944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:39.604566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:39.604676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:39.604709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:39.720023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:39.720179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:39.720216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:39.720243] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:39.723586] [DEBUG] [FORECASTER] AEMD: Forecast T+1@11:T+2@11: UP (p=90.34%)
[2025-12-01T20:30:39.723850] [INFO ] [FORECASTER] Completed predict_future for AEMD
[2025-12-01T20:30:39.723972] [INFO ] [sig       ] AEMD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:39.863126] [INFO ] [LOCAL     ] Saved forecast: AEMD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AEMD.txt
[2025-12-01T20:30:39.863241] [INFO ] [sig       ] [71/3634] Completed AEMD in 0.3s | 2.97 sym/s | Total: 23.9s | ETA: 20.0m
[2025-12-01T20:30:39.863278] [INFO ] [sig       ] [72/3634] Forecasting AEO...
[2025-12-01T20:30:39.863306] [INFO ] [sig       ] Generating forecast for: AEO
[2025-12-01T20:30:39.863334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEO' from 'https://tdm.silogroup.org/data/derivative_storage/AEO.csv'.
[2025-12-01T20:30:39.874596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEO'.
[2025-12-01T20:30:39.874873] [INFO ] [FORECASTER] Starting predict_future for AEO
[2025-12-01T20:30:39.875629] [DEBUG] [LOCAL     ] No optimal features file found for AEO: ./output/feature-sets/AEO.txt
[2025-12-01T20:30:39.875678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:39.875710] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:39.875735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:39.875790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:39.931633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:39.932245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:39.932320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:39.932351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:40.054291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:40.054412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:40.054447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:40.054474] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:40.057673] [DEBUG] [FORECASTER] AEO: Forecast T+1@11:T+2@11: UP (p=70.36%)
[2025-12-01T20:30:40.057936] [INFO ] [FORECASTER] Completed predict_future for AEO
[2025-12-01T20:30:40.058057] [INFO ] [sig       ] AEO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:40.197421] [INFO ] [LOCAL     ] Saved forecast: AEO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AEO.txt
[2025-12-01T20:30:40.197536] [INFO ] [sig       ] [72/3634] Completed AEO in 0.3s | 2.97 sym/s | Total: 24.2s | ETA: 20.0m
[2025-12-01T20:30:40.197593] [INFO ] [sig       ] [73/3634] Forecasting AEP...
[2025-12-01T20:30:40.197624] [INFO ] [sig       ] Generating forecast for: AEP
[2025-12-01T20:30:40.197651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEP' from 'https://tdm.silogroup.org/data/derivative_storage/AEP.csv'.
[2025-12-01T20:30:40.208800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEP'.
[2025-12-01T20:30:40.209068] [INFO ] [FORECASTER] Starting predict_future for AEP
[2025-12-01T20:30:40.209829] [DEBUG] [LOCAL     ] No optimal features file found for AEP: ./output/feature-sets/AEP.txt
[2025-12-01T20:30:40.209879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:40.209932] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:40.209960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:40.210016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:40.265393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:40.266021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:40.266096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:40.266127] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:40.386192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:40.386288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:40.386326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:40.386353] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:40.389851] [DEBUG] [FORECASTER] AEP: Forecast T+1@11:T+2@11: DOWN (p=37.83%)
[2025-12-01T20:30:40.390160] [INFO ] [FORECASTER] Completed predict_future for AEP
[2025-12-01T20:30:40.390303] [INFO ] [sig       ] AEP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:40.530186] [INFO ] [LOCAL     ] Saved forecast: AEP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AEP.txt
[2025-12-01T20:30:40.530303] [INFO ] [sig       ] [73/3634] Completed AEP in 0.3s | 2.97 sym/s | Total: 24.5s | ETA: 20.0m
[2025-12-01T20:30:40.530341] [INFO ] [sig       ] [74/3634] Forecasting AES...
[2025-12-01T20:30:40.530368] [INFO ] [sig       ] Generating forecast for: AES
[2025-12-01T20:30:40.530395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AES' from 'https://tdm.silogroup.org/data/derivative_storage/AES.csv'.
[2025-12-01T20:30:40.541935] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AES'.
[2025-12-01T20:30:40.542226] [INFO ] [FORECASTER] Starting predict_future for AES
[2025-12-01T20:30:40.543021] [DEBUG] [LOCAL     ] No optimal features file found for AES: ./output/feature-sets/AES.txt
[2025-12-01T20:30:40.543072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:40.543105] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:40.543132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:40.543190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:40.601449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:40.602070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:40.602147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:40.602180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:40.720195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:40.720330] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:40.720367] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:40.720412] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:40.723737] [DEBUG] [FORECASTER] AES: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-12-01T20:30:40.723998] [INFO ] [FORECASTER] Completed predict_future for AES
[2025-12-01T20:30:40.724124] [INFO ] [sig       ] AES: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:40.864058] [INFO ] [LOCAL     ] Saved forecast: AES	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AES.txt
[2025-12-01T20:30:40.864169] [INFO ] [sig       ] [74/3634] Completed AES in 0.3s | 2.97 sym/s | Total: 24.9s | ETA: 19.9m
[2025-12-01T20:30:40.864206] [INFO ] [sig       ] [75/3634] Forecasting AESI...
[2025-12-01T20:30:40.864234] [INFO ] [sig       ] Generating forecast for: AESI
[2025-12-01T20:30:40.864262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AESI' from 'https://tdm.silogroup.org/data/derivative_storage/AESI.csv'.
[2025-12-01T20:30:40.875665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AESI'.
[2025-12-01T20:30:40.875939] [INFO ] [FORECASTER] Starting predict_future for AESI
[2025-12-01T20:30:40.876728] [DEBUG] [LOCAL     ] No optimal features file found for AESI: ./output/feature-sets/AESI.txt
[2025-12-01T20:30:40.876777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:40.876807] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:40.876833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:40.876887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:40.933337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:40.934049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:40.934125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:40.934156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:41.048848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:41.048983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:41.049020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:41.049047] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:41.052282] [DEBUG] [FORECASTER] AESI: Forecast T+1@11:T+2@11: DOWN (p=12.63%)
[2025-12-01T20:30:41.052546] [INFO ] [FORECASTER] Completed predict_future for AESI
[2025-12-01T20:30:41.052693] [INFO ] [sig       ] AESI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:41.189165] [INFO ] [LOCAL     ] Saved forecast: AESI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AESI.txt
[2025-12-01T20:30:41.189267] [INFO ] [sig       ] [75/3634] Completed AESI in 0.3s | 2.98 sym/s | Total: 25.2s | ETA: 19.9m
[2025-12-01T20:30:41.189302] [INFO ] [sig       ] [76/3634] Forecasting AEVA...
[2025-12-01T20:30:41.189330] [INFO ] [sig       ] Generating forecast for: AEVA
[2025-12-01T20:30:41.189359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEVA' from 'https://tdm.silogroup.org/data/derivative_storage/AEVA.csv'.
[2025-12-01T20:30:41.200476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEVA'.
[2025-12-01T20:30:41.200762] [INFO ] [FORECASTER] Starting predict_future for AEVA
[2025-12-01T20:30:41.201497] [DEBUG] [LOCAL     ] No optimal features file found for AEVA: ./output/feature-sets/AEVA.txt
[2025-12-01T20:30:41.201546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:41.201594] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:41.201626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:41.201681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:41.256783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:41.257355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:41.257430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:41.257472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:41.370696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:41.370800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:41.370833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:41.370888] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:41.374037] [DEBUG] [FORECASTER] AEVA: Forecast T+1@11:T+2@11: DOWN (p=1.73%)
[2025-12-01T20:30:41.374302] [INFO ] [FORECASTER] Completed predict_future for AEVA
[2025-12-01T20:30:41.374431] [INFO ] [sig       ] AEVA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:41.512794] [INFO ] [LOCAL     ] Saved forecast: AEVA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AEVA.txt
[2025-12-01T20:30:41.512911] [INFO ] [sig       ] [76/3634] Completed AEVA in 0.3s | 2.98 sym/s | Total: 25.5s | ETA: 19.9m
[2025-12-01T20:30:41.512947] [INFO ] [sig       ] [77/3634] Forecasting AEYE...
[2025-12-01T20:30:41.512976] [INFO ] [sig       ] Generating forecast for: AEYE
[2025-12-01T20:30:41.513004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AEYE' from 'https://tdm.silogroup.org/data/derivative_storage/AEYE.csv'.
[2025-12-01T20:30:41.524483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AEYE'.
[2025-12-01T20:30:41.524784] [INFO ] [FORECASTER] Starting predict_future for AEYE
[2025-12-01T20:30:41.525531] [DEBUG] [LOCAL     ] No optimal features file found for AEYE: ./output/feature-sets/AEYE.txt
[2025-12-01T20:30:41.525603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:41.525637] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:41.525662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:41.525721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:41.582256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:41.582872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:41.582948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:41.582981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:41.699623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:41.699756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:41.699793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:41.699820] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:41.703116] [DEBUG] [FORECASTER] AEYE: Forecast T+1@11:T+2@11: DOWN (p=40.68%)
[2025-12-01T20:30:41.703384] [INFO ] [FORECASTER] Completed predict_future for AEYE
[2025-12-01T20:30:41.703513] [INFO ] [sig       ] AEYE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:41.842064] [INFO ] [LOCAL     ] Saved forecast: AEYE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AEYE.txt
[2025-12-01T20:30:41.842173] [INFO ] [sig       ] [77/3634] Completed AEYE in 0.3s | 2.98 sym/s | Total: 25.9s | ETA: 19.9m
[2025-12-01T20:30:41.842211] [INFO ] [sig       ] [78/3634] Forecasting AFB...
[2025-12-01T20:30:41.842239] [INFO ] [sig       ] Generating forecast for: AFB
[2025-12-01T20:30:41.842266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFB' from 'https://tdm.silogroup.org/data/derivative_storage/AFB.csv'.
[2025-12-01T20:30:41.853390] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AFB'.
[2025-12-01T20:30:41.853669] [INFO ] [FORECASTER] Starting predict_future for AFB
[2025-12-01T20:30:41.854413] [DEBUG] [LOCAL     ] No optimal features file found for AFB: ./output/feature-sets/AFB.txt
[2025-12-01T20:30:41.854462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:41.854493] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:41.854521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:41.854627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:41.910451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:41.911104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:41.911178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:41.911209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:42.033601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:42.033734] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:42.033769] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:42.033797] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:42.036971] [DEBUG] [FORECASTER] AFB: Forecast T+1@11:T+2@11: DOWN (p=40.93%)
[2025-12-01T20:30:42.037231] [INFO ] [FORECASTER] Completed predict_future for AFB
[2025-12-01T20:30:42.037357] [INFO ] [sig       ] AFB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:42.174078] [INFO ] [LOCAL     ] Saved forecast: AFB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AFB.txt
[2025-12-01T20:30:42.174208] [INFO ] [sig       ] [78/3634] Completed AFB in 0.3s | 2.98 sym/s | Total: 26.2s | ETA: 19.9m
[2025-12-01T20:30:42.174256] [INFO ] [sig       ] [79/3634] Forecasting AFCG...
[2025-12-01T20:30:42.174288] [INFO ] [sig       ] Generating forecast for: AFCG
[2025-12-01T20:30:42.174317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFCG' from 'https://tdm.silogroup.org/data/derivative_storage/AFCG.csv'.
[2025-12-01T20:30:42.184853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFCG'.
[2025-12-01T20:30:42.185121] [INFO ] [FORECASTER] Starting predict_future for AFCG
[2025-12-01T20:30:42.185885] [DEBUG] [LOCAL     ] No optimal features file found for AFCG: ./output/feature-sets/AFCG.txt
[2025-12-01T20:30:42.185935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:42.185965] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:42.185991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:42.186045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:42.241497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:42.242120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:42.242199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:42.242232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:42.355984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:42.356089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:42.356124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:42.356150] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:42.359278] [DEBUG] [FORECASTER] AFCG: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-12-01T20:30:42.359535] [INFO ] [FORECASTER] Completed predict_future for AFCG
[2025-12-01T20:30:42.359686] [INFO ] [sig       ] AFCG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:42.498821] [INFO ] [LOCAL     ] Saved forecast: AFCG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AFCG.txt
[2025-12-01T20:30:42.498936] [INFO ] [sig       ] [79/3634] Completed AFCG in 0.3s | 2.98 sym/s | Total: 26.5s | ETA: 19.9m
[2025-12-01T20:30:42.498973] [INFO ] [sig       ] [80/3634] Forecasting AFG...
[2025-12-01T20:30:42.499000] [INFO ] [sig       ] Generating forecast for: AFG
[2025-12-01T20:30:42.499028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFG' from 'https://tdm.silogroup.org/data/derivative_storage/AFG.csv'.
[2025-12-01T20:30:42.510018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFG'.
[2025-12-01T20:30:42.510295] [INFO ] [FORECASTER] Starting predict_future for AFG
[2025-12-01T20:30:42.511101] [DEBUG] [LOCAL     ] No optimal features file found for AFG: ./output/feature-sets/AFG.txt
[2025-12-01T20:30:42.511161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:42.511193] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:42.511218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:42.511274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:42.567021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:42.567611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:42.567696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:42.567729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:42.684280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:42.684420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:42.684459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:42.684487] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:42.687845] [DEBUG] [FORECASTER] AFG: Forecast T+1@11:T+2@11: DOWN (p=0.59%)
[2025-12-01T20:30:42.688115] [INFO ] [FORECASTER] Completed predict_future for AFG
[2025-12-01T20:30:42.688253] [INFO ] [sig       ] AFG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:42.826174] [INFO ] [LOCAL     ] Saved forecast: AFG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AFG.txt
[2025-12-01T20:30:42.826283] [INFO ] [sig       ] [80/3634] Completed AFG in 0.3s | 2.98 sym/s | Total: 26.8s | ETA: 19.9m
[2025-12-01T20:30:42.826319] [INFO ] [sig       ] [81/3634] Forecasting AFL...
[2025-12-01T20:30:42.826347] [INFO ] [sig       ] Generating forecast for: AFL
[2025-12-01T20:30:42.826375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFL' from 'https://tdm.silogroup.org/data/derivative_storage/AFL.csv'.
[2025-12-01T20:30:42.837636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFL'.
[2025-12-01T20:30:42.837909] [INFO ] [FORECASTER] Starting predict_future for AFL
[2025-12-01T20:30:42.838702] [DEBUG] [LOCAL     ] No optimal features file found for AFL: ./output/feature-sets/AFL.txt
[2025-12-01T20:30:42.838752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:42.838782] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:42.838808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:42.838862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:42.894963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:42.895561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:42.895657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:42.895688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:43.012322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:43.012442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:43.012477] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:43.012504] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:43.015673] [DEBUG] [FORECASTER] AFL: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-12-01T20:30:43.015933] [INFO ] [FORECASTER] Completed predict_future for AFL
[2025-12-01T20:30:43.016054] [INFO ] [sig       ] AFL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:43.152702] [INFO ] [LOCAL     ] Saved forecast: AFL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AFL.txt
[2025-12-01T20:30:43.152808] [INFO ] [sig       ] [81/3634] Completed AFL in 0.3s | 2.98 sym/s | Total: 27.2s | ETA: 19.9m
[2025-12-01T20:30:43.152845] [INFO ] [sig       ] [82/3634] Forecasting AFRI...
[2025-12-01T20:30:43.152873] [INFO ] [sig       ] Generating forecast for: AFRI
[2025-12-01T20:30:43.152901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRI' from 'https://tdm.silogroup.org/data/derivative_storage/AFRI.csv'.
[2025-12-01T20:30:43.161444] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AFRI'.
[2025-12-01T20:30:43.161691] [INFO ] [FORECASTER] Starting predict_future for AFRI
[2025-12-01T20:30:43.162414] [DEBUG] [LOCAL     ] No optimal features file found for AFRI: ./output/feature-sets/AFRI.txt
[2025-12-01T20:30:43.162463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:43.162493] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:43.162518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:43.162595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:43.220865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:43.221475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:43.221555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:43.221613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:43.316199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:43.316292] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:43.316327] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:43.316361] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:43.319433] [DEBUG] [FORECASTER] AFRI: Forecast T+1@11:T+2@11: DOWN (p=35.76%)
[2025-12-01T20:30:43.319711] [INFO ] [FORECASTER] Completed predict_future for AFRI
[2025-12-01T20:30:43.319834] [INFO ] [sig       ] AFRI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:43.457838] [INFO ] [LOCAL     ] Saved forecast: AFRI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AFRI.txt
[2025-12-01T20:30:43.457959] [INFO ] [sig       ] [82/3634] Completed AFRI in 0.3s | 2.98 sym/s | Total: 27.5s | ETA: 19.8m
[2025-12-01T20:30:43.457997] [INFO ] [sig       ] [83/3634] Forecasting AFRM...
[2025-12-01T20:30:43.458025] [INFO ] [sig       ] Generating forecast for: AFRM
[2025-12-01T20:30:43.458054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFRM' from 'https://tdm.silogroup.org/data/derivative_storage/AFRM.csv'.
[2025-12-01T20:30:43.468739] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AFRM'.
[2025-12-01T20:30:43.469002] [INFO ] [FORECASTER] Starting predict_future for AFRM
[2025-12-01T20:30:43.469757] [DEBUG] [LOCAL     ] No optimal features file found for AFRM: ./output/feature-sets/AFRM.txt
[2025-12-01T20:30:43.469806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:43.469836] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:43.469863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:43.469917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:43.524722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:43.525304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:43.525405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:43.525438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:43.644517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:43.644652] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:43.644692] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:43.644719] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:43.647879] [DEBUG] [FORECASTER] AFRM: Forecast T+1@11:T+2@11: DOWN (p=6.47%)
[2025-12-01T20:30:43.648138] [INFO ] [FORECASTER] Completed predict_future for AFRM
[2025-12-01T20:30:43.648262] [INFO ] [sig       ] AFRM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:43.787090] [INFO ] [LOCAL     ] Saved forecast: AFRM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AFRM.txt
[2025-12-01T20:30:43.787216] [INFO ] [sig       ] [83/3634] Completed AFRM in 0.3s | 2.99 sym/s | Total: 27.8s | ETA: 19.8m
[2025-12-01T20:30:43.787253] [INFO ] [sig       ] [84/3634] Forecasting AFYA...
[2025-12-01T20:30:43.787283] [INFO ] [sig       ] Generating forecast for: AFYA
[2025-12-01T20:30:43.787311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AFYA' from 'https://tdm.silogroup.org/data/derivative_storage/AFYA.csv'.
[2025-12-01T20:30:43.798462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AFYA'.
[2025-12-01T20:30:43.798756] [INFO ] [FORECASTER] Starting predict_future for AFYA
[2025-12-01T20:30:43.799492] [DEBUG] [LOCAL     ] No optimal features file found for AFYA: ./output/feature-sets/AFYA.txt
[2025-12-01T20:30:43.799541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:43.799597] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:43.799636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:43.799703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:43.855515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:43.856111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:43.856184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:43.856216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:43.979168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:43.979308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:43.979353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:43.979382] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:43.982716] [DEBUG] [FORECASTER] AFYA: Forecast T+1@11:T+2@11: UP (p=70.92%)
[2025-12-01T20:30:43.982983] [INFO ] [FORECASTER] Completed predict_future for AFYA
[2025-12-01T20:30:43.983106] [INFO ] [sig       ] AFYA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:44.121234] [INFO ] [LOCAL     ] Saved forecast: AFYA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AFYA.txt
[2025-12-01T20:30:44.121343] [INFO ] [sig       ] [84/3634] Completed AFYA in 0.3s | 2.99 sym/s | Total: 28.1s | ETA: 19.8m
[2025-12-01T20:30:44.121380] [INFO ] [sig       ] [85/3634] Forecasting AG...
[2025-12-01T20:30:44.121407] [INFO ] [sig       ] Generating forecast for: AG
[2025-12-01T20:30:44.121435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AG' from 'https://tdm.silogroup.org/data/derivative_storage/AG.csv'.
[2025-12-01T20:30:44.132382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AG'.
[2025-12-01T20:30:44.132674] [INFO ] [FORECASTER] Starting predict_future for AG
[2025-12-01T20:30:44.133417] [DEBUG] [LOCAL     ] No optimal features file found for AG: ./output/feature-sets/AG.txt
[2025-12-01T20:30:44.133466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:44.133496] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:44.133521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:44.133599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:44.190012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:44.190610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:44.190698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:44.190735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:44.309319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:44.309426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:44.309460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:44.309487] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:44.312630] [DEBUG] [FORECASTER] AG: Forecast T+1@11:T+2@11: DOWN (p=4.97%)
[2025-12-01T20:30:44.312905] [INFO ] [FORECASTER] Completed predict_future for AG
[2025-12-01T20:30:44.313029] [INFO ] [sig       ] AG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:44.450864] [INFO ] [LOCAL     ] Saved forecast: AG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AG.txt
[2025-12-01T20:30:44.450967] [INFO ] [sig       ] [85/3634] Completed AG in 0.3s | 2.99 sym/s | Total: 28.5s | ETA: 19.8m
[2025-12-01T20:30:44.451003] [INFO ] [sig       ] [86/3634] Forecasting AGCO...
[2025-12-01T20:30:44.451030] [INFO ] [sig       ] Generating forecast for: AGCO
[2025-12-01T20:30:44.451058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGCO.csv'.
[2025-12-01T20:30:44.462175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGCO'.
[2025-12-01T20:30:44.462438] [INFO ] [FORECASTER] Starting predict_future for AGCO
[2025-12-01T20:30:44.463209] [DEBUG] [LOCAL     ] No optimal features file found for AGCO: ./output/feature-sets/AGCO.txt
[2025-12-01T20:30:44.463259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:44.463290] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:44.463316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:44.463371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:44.519438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:44.520110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:44.520184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:44.520215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:44.638847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:44.638962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:44.638998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:44.639025] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:44.642217] [DEBUG] [FORECASTER] AGCO: Forecast T+1@11:T+2@11: DOWN (p=34.77%)
[2025-12-01T20:30:44.642474] [INFO ] [FORECASTER] Completed predict_future for AGCO
[2025-12-01T20:30:44.642616] [INFO ] [sig       ] AGCO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:44.781301] [INFO ] [LOCAL     ] Saved forecast: AGCO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AGCO.txt
[2025-12-01T20:30:44.781449] [INFO ] [sig       ] [86/3634] Completed AGCO in 0.3s | 2.99 sym/s | Total: 28.8s | ETA: 19.8m
[2025-12-01T20:30:44.781487] [INFO ] [sig       ] [87/3634] Forecasting AGD...
[2025-12-01T20:30:44.781516] [INFO ] [sig       ] Generating forecast for: AGD
[2025-12-01T20:30:44.781545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGD' from 'https://tdm.silogroup.org/data/derivative_storage/AGD.csv'.
[2025-12-01T20:30:44.792221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGD'.
[2025-12-01T20:30:44.792493] [INFO ] [FORECASTER] Starting predict_future for AGD
[2025-12-01T20:30:44.793261] [DEBUG] [LOCAL     ] No optimal features file found for AGD: ./output/feature-sets/AGD.txt
[2025-12-01T20:30:44.793310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:44.793341] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:44.793367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:44.793422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:44.850084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:44.850693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:44.850767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:44.850798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:44.967665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:44.967795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:44.967846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:44.967876] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:44.971136] [DEBUG] [FORECASTER] AGD: Forecast T+1@11:T+2@11: UP (p=94.15%)
[2025-12-01T20:30:44.971399] [INFO ] [FORECASTER] Completed predict_future for AGD
[2025-12-01T20:30:44.971522] [INFO ] [sig       ] AGD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:45.113091] [INFO ] [LOCAL     ] Saved forecast: AGD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AGD.txt
[2025-12-01T20:30:45.113222] [INFO ] [sig       ] [87/3634] Completed AGD in 0.3s | 2.99 sym/s | Total: 29.1s | ETA: 19.8m
[2025-12-01T20:30:45.113261] [INFO ] [sig       ] [88/3634] Forecasting AGEN...
[2025-12-01T20:30:45.113290] [INFO ] [sig       ] Generating forecast for: AGEN
[2025-12-01T20:30:45.113318] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGEN' from 'https://tdm.silogroup.org/data/derivative_storage/AGEN.csv'.
[2025-12-01T20:30:45.124441] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AGEN'.
[2025-12-01T20:30:45.124742] [INFO ] [FORECASTER] Starting predict_future for AGEN
[2025-12-01T20:30:45.125477] [DEBUG] [LOCAL     ] No optimal features file found for AGEN: ./output/feature-sets/AGEN.txt
[2025-12-01T20:30:45.125527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:45.125558] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:45.125609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:45.125671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:45.181163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:45.181771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:45.181845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:45.181876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:45.302237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:45.302369] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:45.302407] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:45.302434] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:45.305690] [DEBUG] [FORECASTER] AGEN: Forecast T+1@11:T+2@11: DOWN (p=10.50%)
[2025-12-01T20:30:45.305948] [INFO ] [FORECASTER] Completed predict_future for AGEN
[2025-12-01T20:30:45.306071] [INFO ] [sig       ] AGEN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:45.445388] [INFO ] [LOCAL     ] Saved forecast: AGEN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AGEN.txt
[2025-12-01T20:30:45.445518] [INFO ] [sig       ] [88/3634] Completed AGEN in 0.3s | 2.99 sym/s | Total: 29.5s | ETA: 19.8m
[2025-12-01T20:30:45.445589] [INFO ] [sig       ] [89/3634] Forecasting AGI...
[2025-12-01T20:30:45.445621] [INFO ] [sig       ] Generating forecast for: AGI
[2025-12-01T20:30:45.445653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGI' from 'https://tdm.silogroup.org/data/derivative_storage/AGI.csv'.
[2025-12-01T20:30:45.456229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGI'.
[2025-12-01T20:30:45.456539] [INFO ] [FORECASTER] Starting predict_future for AGI
[2025-12-01T20:30:45.457332] [DEBUG] [LOCAL     ] No optimal features file found for AGI: ./output/feature-sets/AGI.txt
[2025-12-01T20:30:45.457382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:45.457412] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:45.457438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:45.457492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:45.513899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:45.514606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:45.514685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:45.514716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:45.633540] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:45.633700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:45.633737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:45.633764] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:45.637079] [DEBUG] [FORECASTER] AGI: Forecast T+1@11:T+2@11: UP (p=93.86%)
[2025-12-01T20:30:45.637339] [INFO ] [FORECASTER] Completed predict_future for AGI
[2025-12-01T20:30:45.637461] [INFO ] [sig       ] AGI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:45.776475] [INFO ] [LOCAL     ] Saved forecast: AGI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AGI.txt
[2025-12-01T20:30:45.776613] [INFO ] [sig       ] [89/3634] Completed AGI in 0.3s | 2.99 sym/s | Total: 29.8s | ETA: 19.8m
[2025-12-01T20:30:45.776655] [INFO ] [sig       ] [90/3634] Forecasting AGIO...
[2025-12-01T20:30:45.776686] [INFO ] [sig       ] Generating forecast for: AGIO
[2025-12-01T20:30:45.776715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGIO' from 'https://tdm.silogroup.org/data/derivative_storage/AGIO.csv'.
[2025-12-01T20:30:45.787532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGIO'.
[2025-12-01T20:30:45.787836] [INFO ] [FORECASTER] Starting predict_future for AGIO
[2025-12-01T20:30:45.788606] [DEBUG] [LOCAL     ] No optimal features file found for AGIO: ./output/feature-sets/AGIO.txt
[2025-12-01T20:30:45.788663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:45.788730] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:45.788764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:45.788828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:45.845295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:45.845893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:45.845968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:45.845999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:45.966700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:45.966838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:45.966873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:45.966901] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:45.970153] [DEBUG] [FORECASTER] AGIO: Forecast T+1@11:T+2@11: DOWN (p=20.26%)
[2025-12-01T20:30:45.970412] [INFO ] [FORECASTER] Completed predict_future for AGIO
[2025-12-01T20:30:45.970536] [INFO ] [sig       ] AGIO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:46.108297] [INFO ] [LOCAL     ] Saved forecast: AGIO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AGIO.txt
[2025-12-01T20:30:46.108424] [INFO ] [sig       ] [90/3634] Completed AGIO in 0.3s | 2.99 sym/s | Total: 30.1s | ETA: 19.8m
[2025-12-01T20:30:46.108460] [INFO ] [sig       ] [91/3634] Forecasting AGM...
[2025-12-01T20:30:46.108489] [INFO ] [sig       ] Generating forecast for: AGM
[2025-12-01T20:30:46.108518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGM' from 'https://tdm.silogroup.org/data/derivative_storage/AGM.csv'.
[2025-12-01T20:30:46.120158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGM'.
[2025-12-01T20:30:46.120434] [INFO ] [FORECASTER] Starting predict_future for AGM
[2025-12-01T20:30:46.121222] [DEBUG] [LOCAL     ] No optimal features file found for AGM: ./output/feature-sets/AGM.txt
[2025-12-01T20:30:46.121272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:46.121312] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:46.121339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:46.121393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:46.176896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:46.177490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:46.177567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:46.177615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:46.296264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:46.296422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:46.296463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:46.296491] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:46.299922] [DEBUG] [FORECASTER] AGM: Forecast T+1@11:T+2@11: UP (p=57.55%)
[2025-12-01T20:30:46.300204] [INFO ] [FORECASTER] Completed predict_future for AGM
[2025-12-01T20:30:46.300340] [INFO ] [sig       ] AGM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:46.441252] [INFO ] [LOCAL     ] Saved forecast: AGM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AGM.txt
[2025-12-01T20:30:46.441406] [INFO ] [sig       ] [91/3634] Completed AGM in 0.3s | 2.99 sym/s | Total: 30.5s | ETA: 19.8m
[2025-12-01T20:30:46.441445] [INFO ] [sig       ] [92/3634] Forecasting AGMH...
[2025-12-01T20:30:46.441475] [INFO ] [sig       ] Generating forecast for: AGMH
[2025-12-01T20:30:46.441503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGMH' from 'https://tdm.silogroup.org/data/derivative_storage/AGMH.csv'.
[2025-12-01T20:30:46.452644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGMH'.
[2025-12-01T20:30:46.453023] [INFO ] [FORECASTER] Starting predict_future for AGMH
[2025-12-01T20:30:46.453810] [DEBUG] [LOCAL     ] No optimal features file found for AGMH: ./output/feature-sets/AGMH.txt
[2025-12-01T20:30:46.453860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:46.453891] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:46.453917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:46.453972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:46.509837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:46.510727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:46.510806] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:46.510837] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:46.625159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:46.625317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:46.625356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:46.625387] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:46.628784] [DEBUG] [FORECASTER] AGMH: Forecast T+1@11:T+2@11: UP (p=58.36%)
[2025-12-01T20:30:46.629053] [INFO ] [FORECASTER] Completed predict_future for AGMH
[2025-12-01T20:30:46.629178] [INFO ] [sig       ] AGMH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:46.768254] [INFO ] [LOCAL     ] Saved forecast: AGMH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AGMH.txt
[2025-12-01T20:30:46.768678] [INFO ] [sig       ] [92/3634] Completed AGMH in 0.3s | 2.99 sym/s | Total: 30.8s | ETA: 19.8m
[2025-12-01T20:30:46.768721] [INFO ] [sig       ] [93/3634] Forecasting AGNC...
[2025-12-01T20:30:46.768749] [INFO ] [sig       ] Generating forecast for: AGNC
[2025-12-01T20:30:46.768778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNC' from 'https://tdm.silogroup.org/data/derivative_storage/AGNC.csv'.
[2025-12-01T20:30:46.778897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNC'.
[2025-12-01T20:30:46.779183] [INFO ] [FORECASTER] Starting predict_future for AGNC
[2025-12-01T20:30:46.779967] [DEBUG] [LOCAL     ] No optimal features file found for AGNC: ./output/feature-sets/AGNC.txt
[2025-12-01T20:30:46.780016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:46.780046] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:46.780071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:46.780125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:46.836255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:46.836894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:46.836973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:46.837005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:46.959064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:46.959213] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:46.959250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:46.959309] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:46.962694] [DEBUG] [FORECASTER] AGNC: Forecast T+1@11:T+2@11: UP (p=66.10%)
[2025-12-01T20:30:46.962958] [INFO ] [FORECASTER] Completed predict_future for AGNC
[2025-12-01T20:30:46.963083] [INFO ] [sig       ] AGNC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:47.103171] [INFO ] [LOCAL     ] Saved forecast: AGNC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AGNC.txt
[2025-12-01T20:30:47.103295] [INFO ] [sig       ] [93/3634] Completed AGNC in 0.3s | 2.99 sym/s | Total: 31.1s | ETA: 19.7m
[2025-12-01T20:30:47.103333] [INFO ] [sig       ] [94/3634] Forecasting AGNCL...
[2025-12-01T20:30:47.103361] [INFO ] [sig       ] Generating forecast for: AGNCL
[2025-12-01T20:30:47.103390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCL' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCL.csv'.
[2025-12-01T20:30:47.115029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCL'.
[2025-12-01T20:30:47.115333] [INFO ] [FORECASTER] Starting predict_future for AGNCL
[2025-12-01T20:30:47.116101] [DEBUG] [LOCAL     ] No optimal features file found for AGNCL: ./output/feature-sets/AGNCL.txt
[2025-12-01T20:30:47.116151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:47.116181] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:47.116207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:47.116263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:47.174516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:47.175258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:47.175340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:47.175374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:47.283175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:47.283342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:47.283387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:47.283417] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:47.286875] [DEBUG] [FORECASTER] AGNCL: Forecast T+1@11:T+2@11: UP (p=75.80%)
[2025-12-01T20:30:47.287147] [INFO ] [FORECASTER] Completed predict_future for AGNCL
[2025-12-01T20:30:47.287280] [INFO ] [sig       ] AGNCL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:47.428120] [INFO ] [LOCAL     ] Saved forecast: AGNCL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AGNCL.txt
[2025-12-01T20:30:47.428250] [INFO ] [sig       ] [94/3634] Completed AGNCL in 0.3s | 2.99 sym/s | Total: 31.4s | ETA: 19.7m
[2025-12-01T20:30:47.428312] [INFO ] [sig       ] [95/3634] Forecasting AGNCM...
[2025-12-01T20:30:47.428347] [INFO ] [sig       ] Generating forecast for: AGNCM
[2025-12-01T20:30:47.428376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCM' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCM.csv'.
[2025-12-01T20:30:47.439564] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCM'.
[2025-12-01T20:30:47.439882] [INFO ] [FORECASTER] Starting predict_future for AGNCM
[2025-12-01T20:30:47.440639] [DEBUG] [LOCAL     ] No optimal features file found for AGNCM: ./output/feature-sets/AGNCM.txt
[2025-12-01T20:30:47.440688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:47.440718] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:47.440743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:47.440799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:47.496113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:47.496724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:47.496800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:47.496830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:47.604035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:47.604178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:47.604215] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:47.604243] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:47.607595] [DEBUG] [FORECASTER] AGNCM: Forecast T+1@11:T+2@11: UP (p=65.10%)
[2025-12-01T20:30:47.607858] [INFO ] [FORECASTER] Completed predict_future for AGNCM
[2025-12-01T20:30:47.607981] [INFO ] [sig       ] AGNCM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:47.753940] [INFO ] [LOCAL     ] Saved forecast: AGNCM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AGNCM.txt
[2025-12-01T20:30:47.754067] [INFO ] [sig       ] [95/3634] Completed AGNCM in 0.3s | 2.99 sym/s | Total: 31.8s | ETA: 19.7m
[2025-12-01T20:30:47.754105] [INFO ] [sig       ] [96/3634] Forecasting AGNCN...
[2025-12-01T20:30:47.754132] [INFO ] [sig       ] Generating forecast for: AGNCN
[2025-12-01T20:30:47.754161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCN' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCN.csv'.
[2025-12-01T20:30:47.765218] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AGNCN'.
[2025-12-01T20:30:47.765478] [INFO ] [FORECASTER] Starting predict_future for AGNCN
[2025-12-01T20:30:47.766228] [DEBUG] [LOCAL     ] No optimal features file found for AGNCN: ./output/feature-sets/AGNCN.txt
[2025-12-01T20:30:47.766278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:47.766308] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:47.766334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:47.766389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:47.823207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:47.823869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:47.823950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:47.823981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:47.936310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:47.936467] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:47.936505] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:47.936532] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:47.939841] [DEBUG] [FORECASTER] AGNCN: Forecast T+1@11:T+2@11: DOWN (p=31.81%)
[2025-12-01T20:30:47.940103] [INFO ] [FORECASTER] Completed predict_future for AGNCN
[2025-12-01T20:30:47.940245] [INFO ] [sig       ] AGNCN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:48.080412] [INFO ] [LOCAL     ] Saved forecast: AGNCN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AGNCN.txt
[2025-12-01T20:30:48.080539] [INFO ] [sig       ] [96/3634] Completed AGNCN in 0.3s | 2.99 sym/s | Total: 32.1s | ETA: 19.7m
[2025-12-01T20:30:48.080593] [INFO ] [sig       ] [97/3634] Forecasting AGNCO...
[2025-12-01T20:30:48.080623] [INFO ] [sig       ] Generating forecast for: AGNCO
[2025-12-01T20:30:48.080651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCO' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCO.csv'.
[2025-12-01T20:30:48.091290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGNCO'.
[2025-12-01T20:30:48.091563] [INFO ] [FORECASTER] Starting predict_future for AGNCO
[2025-12-01T20:30:48.092336] [DEBUG] [LOCAL     ] No optimal features file found for AGNCO: ./output/feature-sets/AGNCO.txt
[2025-12-01T20:30:48.092385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:48.092416] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:48.092442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:48.092497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:48.148090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:48.148742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:48.148820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:48.148851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:48.263223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:48.263365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:48.263402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:48.263428] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:48.266763] [DEBUG] [FORECASTER] AGNCO: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-01T20:30:48.267024] [INFO ] [FORECASTER] Completed predict_future for AGNCO
[2025-12-01T20:30:48.267146] [INFO ] [sig       ] AGNCO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:48.405664] [INFO ] [LOCAL     ] Saved forecast: AGNCO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AGNCO.txt
[2025-12-01T20:30:48.405776] [INFO ] [sig       ] [97/3634] Completed AGNCO in 0.3s | 2.99 sym/s | Total: 32.4s | ETA: 19.7m
[2025-12-01T20:30:48.405813] [INFO ] [sig       ] [98/3634] Forecasting AGNCP...
[2025-12-01T20:30:48.405841] [INFO ] [sig       ] Generating forecast for: AGNCP
[2025-12-01T20:30:48.405870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGNCP' from 'https://tdm.silogroup.org/data/derivative_storage/AGNCP.csv'.
[2025-12-01T20:30:48.417086] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AGNCP'.
[2025-12-01T20:30:48.417350] [INFO ] [FORECASTER] Starting predict_future for AGNCP
[2025-12-01T20:30:48.418112] [DEBUG] [LOCAL     ] No optimal features file found for AGNCP: ./output/feature-sets/AGNCP.txt
[2025-12-01T20:30:48.418162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:48.418192] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:48.418217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:48.418273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:48.474264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:48.474888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:48.474963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:48.474993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:48.594184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:48.594332] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:48.594386] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:48.594416] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:48.597759] [DEBUG] [FORECASTER] AGNCP: Forecast T+1@11:T+2@11: DOWN (p=2.84%)
[2025-12-01T20:30:48.598038] [INFO ] [FORECASTER] Completed predict_future for AGNCP
[2025-12-01T20:30:48.598167] [INFO ] [sig       ] AGNCP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:48.739757] [INFO ] [LOCAL     ] Saved forecast: AGNCP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AGNCP.txt
[2025-12-01T20:30:48.739884] [INFO ] [sig       ] [98/3634] Completed AGNCP in 0.3s | 2.99 sym/s | Total: 32.8s | ETA: 19.7m
[2025-12-01T20:30:48.739923] [INFO ] [sig       ] [99/3634] Forecasting AGO...
[2025-12-01T20:30:48.739951] [INFO ] [sig       ] Generating forecast for: AGO
[2025-12-01T20:30:48.739980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGO' from 'https://tdm.silogroup.org/data/derivative_storage/AGO.csv'.
[2025-12-01T20:30:48.750904] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AGO'.
[2025-12-01T20:30:48.751206] [INFO ] [FORECASTER] Starting predict_future for AGO
[2025-12-01T20:30:48.751975] [DEBUG] [LOCAL     ] No optimal features file found for AGO: ./output/feature-sets/AGO.txt
[2025-12-01T20:30:48.752024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:48.752055] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:48.752080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:48.752136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:48.807496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:48.808270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:48.808383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:48.808415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:48.925468] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:48.925625] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:48.925663] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:48.925690] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:48.929024] [DEBUG] [FORECASTER] AGO: Forecast T+1@11:T+2@11: DOWN (p=49.22%)
[2025-12-01T20:30:48.929287] [INFO ] [FORECASTER] Completed predict_future for AGO
[2025-12-01T20:30:48.929411] [INFO ] [sig       ] AGO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:49.068089] [INFO ] [LOCAL     ] Saved forecast: AGO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AGO.txt
[2025-12-01T20:30:49.068223] [INFO ] [sig       ] [99/3634] Completed AGO in 0.3s | 2.99 sym/s | Total: 33.1s | ETA: 19.7m
[2025-12-01T20:30:49.068261] [INFO ] [sig       ] [100/3634] Forecasting AGRO...
[2025-12-01T20:30:49.068289] [INFO ] [sig       ] Generating forecast for: AGRO
[2025-12-01T20:30:49.068328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGRO' from 'https://tdm.silogroup.org/data/derivative_storage/AGRO.csv'.
[2025-12-01T20:30:49.079424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGRO'.
[2025-12-01T20:30:49.079745] [INFO ] [FORECASTER] Starting predict_future for AGRO
[2025-12-01T20:30:49.080493] [DEBUG] [LOCAL     ] No optimal features file found for AGRO: ./output/feature-sets/AGRO.txt
[2025-12-01T20:30:49.080541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:49.080589] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:49.080618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:49.080673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:49.136496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:49.137273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:49.137400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:49.137434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:49.256422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:49.256564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:49.256620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:49.256647] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:49.259938] [DEBUG] [FORECASTER] AGRO: Forecast T+1@11:T+2@11: DOWN (p=8.26%)
[2025-12-01T20:30:49.260200] [INFO ] [FORECASTER] Completed predict_future for AGRO
[2025-12-01T20:30:49.260327] [INFO ] [sig       ] AGRO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:49.399869] [INFO ] [LOCAL     ] Saved forecast: AGRO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AGRO.txt
[2025-12-01T20:30:49.400047] [INFO ] [sig       ] [100/3634] Completed AGRO in 0.3s | 2.99 sym/s | Total: 33.4s | ETA: 19.7m
[2025-12-01T20:30:49.400092] [INFO ] [sig       ] [101/3634] Forecasting AGX...
[2025-12-01T20:30:49.400123] [INFO ] [sig       ] Generating forecast for: AGX
[2025-12-01T20:30:49.400152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGX' from 'https://tdm.silogroup.org/data/derivative_storage/AGX.csv'.
[2025-12-01T20:30:49.411453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGX'.
[2025-12-01T20:30:49.411797] [INFO ] [FORECASTER] Starting predict_future for AGX
[2025-12-01T20:30:49.412599] [DEBUG] [LOCAL     ] No optimal features file found for AGX: ./output/feature-sets/AGX.txt
[2025-12-01T20:30:49.412651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:49.412681] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:49.412707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:49.412761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:49.467963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:49.468741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:49.468819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:49.468850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:49.585326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:49.585476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:49.585513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:49.585540] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:49.588939] [DEBUG] [FORECASTER] AGX: Forecast T+1@11:T+2@11: UP (p=84.66%)
[2025-12-01T20:30:49.589222] [INFO ] [FORECASTER] Completed predict_future for AGX
[2025-12-01T20:30:49.589351] [INFO ] [sig       ] AGX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:49.727980] [INFO ] [LOCAL     ] Saved forecast: AGX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AGX.txt
[2025-12-01T20:30:49.728114] [INFO ] [sig       ] [101/3634] Completed AGX in 0.3s | 2.99 sym/s | Total: 33.7s | ETA: 19.7m
[2025-12-01T20:30:49.728152] [INFO ] [sig       ] [102/3634] Forecasting AGYS...
[2025-12-01T20:30:49.728179] [INFO ] [sig       ] Generating forecast for: AGYS
[2025-12-01T20:30:49.728208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGYS' from 'https://tdm.silogroup.org/data/derivative_storage/AGYS.csv'.
[2025-12-01T20:30:49.739303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGYS'.
[2025-12-01T20:30:49.739592] [INFO ] [FORECASTER] Starting predict_future for AGYS
[2025-12-01T20:30:49.740356] [DEBUG] [LOCAL     ] No optimal features file found for AGYS: ./output/feature-sets/AGYS.txt
[2025-12-01T20:30:49.740405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:49.740445] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:49.740471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:49.740526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:49.795633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:49.796249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:49.796330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:49.796360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:49.914557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:49.914705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:49.914740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:49.914767] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:49.917973] [DEBUG] [FORECASTER] AGYS: Forecast T+1@11:T+2@11: UP (p=97.38%)
[2025-12-01T20:30:49.918236] [INFO ] [FORECASTER] Completed predict_future for AGYS
[2025-12-01T20:30:49.918379] [INFO ] [sig       ] AGYS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:50.055940] [INFO ] [LOCAL     ] Saved forecast: AGYS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AGYS.txt
[2025-12-01T20:30:50.056065] [INFO ] [sig       ] [102/3634] Completed AGYS in 0.3s | 2.99 sym/s | Total: 34.1s | ETA: 19.7m
[2025-12-01T20:30:50.056101] [INFO ] [sig       ] [103/3634] Forecasting AGZD...
[2025-12-01T20:30:50.056129] [INFO ] [sig       ] Generating forecast for: AGZD
[2025-12-01T20:30:50.056158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AGZD' from 'https://tdm.silogroup.org/data/derivative_storage/AGZD.csv'.
[2025-12-01T20:30:50.067277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AGZD'.
[2025-12-01T20:30:50.067610] [INFO ] [FORECASTER] Starting predict_future for AGZD
[2025-12-01T20:30:50.068378] [DEBUG] [LOCAL     ] No optimal features file found for AGZD: ./output/feature-sets/AGZD.txt
[2025-12-01T20:30:50.068432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:50.068464] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:50.068490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:50.068545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:50.128124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:50.128929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:50.129018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:50.129052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:50.236471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:50.236626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:50.236665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:50.236692] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:50.239935] [DEBUG] [FORECASTER] AGZD: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-12-01T20:30:50.240197] [INFO ] [FORECASTER] Completed predict_future for AGZD
[2025-12-01T20:30:50.240320] [INFO ] [sig       ] AGZD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:50.376973] [INFO ] [LOCAL     ] Saved forecast: AGZD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AGZD.txt
[2025-12-01T20:30:50.377122] [INFO ] [sig       ] [103/3634] Completed AGZD in 0.3s | 2.99 sym/s | Total: 34.4s | ETA: 19.6m
[2025-12-01T20:30:50.377159] [INFO ] [sig       ] [104/3634] Forecasting AHCO...
[2025-12-01T20:30:50.377188] [INFO ] [sig       ] Generating forecast for: AHCO
[2025-12-01T20:30:50.377217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHCO' from 'https://tdm.silogroup.org/data/derivative_storage/AHCO.csv'.
[2025-12-01T20:30:50.388133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AHCO'.
[2025-12-01T20:30:50.388448] [INFO ] [FORECASTER] Starting predict_future for AHCO
[2025-12-01T20:30:50.389209] [DEBUG] [LOCAL     ] No optimal features file found for AHCO: ./output/feature-sets/AHCO.txt
[2025-12-01T20:30:50.389257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:50.389288] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:50.389313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:50.389369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:50.445072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:50.445763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:50.445845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:50.445876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:50.564891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:50.565051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:50.565089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:50.565117] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:50.568596] [DEBUG] [FORECASTER] AHCO: Forecast T+1@11:T+2@11: UP (p=69.05%)
[2025-12-01T20:30:50.568918] [INFO ] [FORECASTER] Completed predict_future for AHCO
[2025-12-01T20:30:50.569063] [INFO ] [sig       ] AHCO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:50.710734] [INFO ] [LOCAL     ] Saved forecast: AHCO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AHCO.txt
[2025-12-01T20:30:50.710889] [INFO ] [sig       ] [104/3634] Completed AHCO in 0.3s | 2.99 sym/s | Total: 34.7s | ETA: 19.6m
[2025-12-01T20:30:50.710927] [INFO ] [sig       ] [105/3634] Forecasting AHH...
[2025-12-01T20:30:50.710954] [INFO ] [sig       ] Generating forecast for: AHH
[2025-12-01T20:30:50.710985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AHH' from 'https://tdm.silogroup.org/data/derivative_storage/AHH.csv'.
[2025-12-01T20:30:50.722715] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AHH'.
[2025-12-01T20:30:50.722990] [INFO ] [FORECASTER] Starting predict_future for AHH
[2025-12-01T20:30:50.723742] [DEBUG] [LOCAL     ] No optimal features file found for AHH: ./output/feature-sets/AHH.txt
[2025-12-01T20:30:50.723800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:50.723837] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:50.723870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:50.723938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:50.785366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:50.786318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:50.786403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:50.786436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:50.908146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:50.908327] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:50.908370] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:50.908401] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:50.911852] [DEBUG] [FORECASTER] AHH: Forecast T+1@11:T+2@11: UP (p=64.57%)
[2025-12-01T20:30:50.912147] [INFO ] [FORECASTER] Completed predict_future for AHH
[2025-12-01T20:30:50.912288] [INFO ] [sig       ] AHH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:51.053226] [INFO ] [LOCAL     ] Saved forecast: AHH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AHH.txt
[2025-12-01T20:30:51.053384] [INFO ] [sig       ] [105/3634] Completed AHH in 0.3s | 2.99 sym/s | Total: 35.1s | ETA: 19.6m
[2025-12-01T20:30:51.053422] [INFO ] [sig       ] [106/3634] Forecasting AI...
[2025-12-01T20:30:51.053458] [INFO ] [sig       ] Generating forecast for: AI
[2025-12-01T20:30:51.053488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AI' from 'https://tdm.silogroup.org/data/derivative_storage/AI.csv'.
[2025-12-01T20:30:51.065653] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AI'.
[2025-12-01T20:30:51.066041] [INFO ] [FORECASTER] Starting predict_future for AI
[2025-12-01T20:30:51.066855] [DEBUG] [LOCAL     ] No optimal features file found for AI: ./output/feature-sets/AI.txt
[2025-12-01T20:30:51.066907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:51.066948] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:51.066978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:51.067035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:51.124049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:51.124927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:51.125011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:51.125044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:51.247810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:51.247959] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:51.247997] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:51.248024] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:51.251479] [DEBUG] [FORECASTER] AI: Forecast T+1@11:T+2@11: DOWN (p=30.54%)
[2025-12-01T20:30:51.251779] [INFO ] [FORECASTER] Completed predict_future for AI
[2025-12-01T20:30:51.251914] [INFO ] [sig       ] AI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:51.389183] [INFO ] [LOCAL     ] Saved forecast: AI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AI.txt
[2025-12-01T20:30:51.389333] [INFO ] [sig       ] [106/3634] Completed AI in 0.3s | 2.99 sym/s | Total: 35.4s | ETA: 19.6m
[2025-12-01T20:30:51.389371] [INFO ] [sig       ] [107/3634] Forecasting AIA...
[2025-12-01T20:30:51.389401] [INFO ] [sig       ] Generating forecast for: AIA
[2025-12-01T20:30:51.389430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIA' from 'https://tdm.silogroup.org/data/derivative_storage/AIA.csv'.
[2025-12-01T20:30:51.400833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIA'.
[2025-12-01T20:30:51.401209] [INFO ] [FORECASTER] Starting predict_future for AIA
[2025-12-01T20:30:51.402017] [DEBUG] [LOCAL     ] No optimal features file found for AIA: ./output/feature-sets/AIA.txt
[2025-12-01T20:30:51.402069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:51.402129] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:51.402158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:51.402216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:51.457839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:51.458511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:51.458604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:51.458638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:51.576595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:51.576741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:51.576779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:51.576806] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:51.580066] [DEBUG] [FORECASTER] AIA: Forecast T+1@11:T+2@11: DOWN (p=44.11%)
[2025-12-01T20:30:51.580330] [INFO ] [FORECASTER] Completed predict_future for AIA
[2025-12-01T20:30:51.580454] [INFO ] [sig       ] AIA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:51.717960] [INFO ] [LOCAL     ] Saved forecast: AIA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AIA.txt
[2025-12-01T20:30:51.718098] [INFO ] [sig       ] [107/3634] Completed AIA in 0.3s | 2.99 sym/s | Total: 35.7s | ETA: 19.6m
[2025-12-01T20:30:51.718137] [INFO ] [sig       ] [108/3634] Forecasting AIFF...
[2025-12-01T20:30:51.718164] [INFO ] [sig       ] Generating forecast for: AIFF
[2025-12-01T20:30:51.718193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIFF' from 'https://tdm.silogroup.org/data/derivative_storage/AIFF.csv'.
[2025-12-01T20:30:51.730255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIFF'.
[2025-12-01T20:30:51.730527] [INFO ] [FORECASTER] Starting predict_future for AIFF
[2025-12-01T20:30:51.731281] [DEBUG] [LOCAL     ] No optimal features file found for AIFF: ./output/feature-sets/AIFF.txt
[2025-12-01T20:30:51.731330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:51.731360] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:51.731384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:51.731439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:51.786888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:51.787612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:51.787690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:51.787721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:51.911646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:51.911809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:51.911851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:51.911878] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:51.915279] [DEBUG] [FORECASTER] AIFF: Forecast T+1@11:T+2@11: UP (p=67.55%)
[2025-12-01T20:30:51.915537] [INFO ] [FORECASTER] Completed predict_future for AIFF
[2025-12-01T20:30:51.915680] [INFO ] [sig       ] AIFF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:52.053827] [INFO ] [LOCAL     ] Saved forecast: AIFF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AIFF.txt
[2025-12-01T20:30:52.053992] [INFO ] [sig       ] [108/3634] Completed AIFF in 0.3s | 2.99 sym/s | Total: 36.1s | ETA: 19.6m
[2025-12-01T20:30:52.054029] [INFO ] [sig       ] [109/3634] Forecasting AIG...
[2025-12-01T20:30:52.054058] [INFO ] [sig       ] Generating forecast for: AIG
[2025-12-01T20:30:52.054086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIG' from 'https://tdm.silogroup.org/data/derivative_storage/AIG.csv'.
[2025-12-01T20:30:52.065749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIG'.
[2025-12-01T20:30:52.066149] [INFO ] [FORECASTER] Starting predict_future for AIG
[2025-12-01T20:30:52.066999] [DEBUG] [LOCAL     ] No optimal features file found for AIG: ./output/feature-sets/AIG.txt
[2025-12-01T20:30:52.067050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:52.067082] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:52.067108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:52.067164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:52.123809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:52.124667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:52.124752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:52.124784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:52.247784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:52.247936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:52.247973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:52.248016] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:52.251311] [DEBUG] [FORECASTER] AIG: Forecast T+1@11:T+2@11: DOWN (p=20.12%)
[2025-12-01T20:30:52.251591] [INFO ] [FORECASTER] Completed predict_future for AIG
[2025-12-01T20:30:52.251719] [INFO ] [sig       ] AIG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:52.393791] [INFO ] [LOCAL     ] Saved forecast: AIG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AIG.txt
[2025-12-01T20:30:52.393935] [INFO ] [sig       ] [109/3634] Completed AIG in 0.3s | 2.99 sym/s | Total: 36.4s | ETA: 19.6m
[2025-12-01T20:30:52.393981] [INFO ] [sig       ] [110/3634] Forecasting AIMD...
[2025-12-01T20:30:52.394012] [INFO ] [sig       ] Generating forecast for: AIMD
[2025-12-01T20:30:52.394050] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIMD' from 'https://tdm.silogroup.org/data/derivative_storage/AIMD.csv'.
[2025-12-01T20:30:52.405132] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIMD'.
[2025-12-01T20:30:52.405414] [INFO ] [FORECASTER] Starting predict_future for AIMD
[2025-12-01T20:30:52.406263] [DEBUG] [LOCAL     ] No optimal features file found for AIMD: ./output/feature-sets/AIMD.txt
[2025-12-01T20:30:52.406313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:52.406343] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:52.406368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:52.406422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:52.465023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:52.465879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:52.465967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:52.466002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:52.585424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:52.585589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:52.585629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:52.585687] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:52.589145] [DEBUG] [FORECASTER] AIMD: Forecast T+1@11:T+2@11: DOWN (p=10.95%)
[2025-12-01T20:30:52.589419] [INFO ] [FORECASTER] Completed predict_future for AIMD
[2025-12-01T20:30:52.589545] [INFO ] [sig       ] AIMD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:52.728119] [INFO ] [LOCAL     ] Saved forecast: AIMD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AIMD.txt
[2025-12-01T20:30:52.728232] [INFO ] [sig       ] [110/3634] Completed AIMD in 0.3s | 2.99 sym/s | Total: 36.7s | ETA: 19.6m
[2025-12-01T20:30:52.728269] [INFO ] [sig       ] [111/3634] Forecasting AIO...
[2025-12-01T20:30:52.728313] [INFO ] [sig       ] Generating forecast for: AIO
[2025-12-01T20:30:52.728343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIO' from 'https://tdm.silogroup.org/data/derivative_storage/AIO.csv'.
[2025-12-01T20:30:52.739092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIO'.
[2025-12-01T20:30:52.739368] [INFO ] [FORECASTER] Starting predict_future for AIO
[2025-12-01T20:30:52.740165] [DEBUG] [LOCAL     ] No optimal features file found for AIO: ./output/feature-sets/AIO.txt
[2025-12-01T20:30:52.740214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:52.740245] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:52.740271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:52.740326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:52.796592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:52.797183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:52.797257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:52.797287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:52.914310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:52.914460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:52.914497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:52.914525] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:52.917841] [DEBUG] [FORECASTER] AIO: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-12-01T20:30:52.918117] [INFO ] [FORECASTER] Completed predict_future for AIO
[2025-12-01T20:30:52.918244] [INFO ] [sig       ] AIO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:53.062886] [INFO ] [LOCAL     ] Saved forecast: AIO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AIO.txt
[2025-12-01T20:30:53.063047] [INFO ] [sig       ] [111/3634] Completed AIO in 0.3s | 2.99 sym/s | Total: 37.1s | ETA: 19.6m
[2025-12-01T20:30:53.063086] [INFO ] [sig       ] [112/3634] Forecasting AIP...
[2025-12-01T20:30:53.063116] [INFO ] [sig       ] Generating forecast for: AIP
[2025-12-01T20:30:53.063145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIP' from 'https://tdm.silogroup.org/data/derivative_storage/AIP.csv'.
[2025-12-01T20:30:53.074862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIP'.
[2025-12-01T20:30:53.075161] [INFO ] [FORECASTER] Starting predict_future for AIP
[2025-12-01T20:30:53.075929] [DEBUG] [LOCAL     ] No optimal features file found for AIP: ./output/feature-sets/AIP.txt
[2025-12-01T20:30:53.075978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:53.076009] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:53.076035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:53.076091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:53.131291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:53.131892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:53.131966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:53.131997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:53.248741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:53.248871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:53.248907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:53.248934] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:53.252092] [DEBUG] [FORECASTER] AIP: Forecast T+1@11:T+2@11: UP (p=74.00%)
[2025-12-01T20:30:53.252351] [INFO ] [FORECASTER] Completed predict_future for AIP
[2025-12-01T20:30:53.252472] [INFO ] [sig       ] AIP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:53.392136] [INFO ] [LOCAL     ] Saved forecast: AIP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AIP.txt
[2025-12-01T20:30:53.392263] [INFO ] [sig       ] [112/3634] Completed AIP in 0.3s | 2.99 sym/s | Total: 37.4s | ETA: 19.6m
[2025-12-01T20:30:53.392306] [INFO ] [sig       ] [113/3634] Forecasting AIPI...
[2025-12-01T20:30:53.392334] [INFO ] [sig       ] Generating forecast for: AIPI
[2025-12-01T20:30:53.392364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIPI' from 'https://tdm.silogroup.org/data/derivative_storage/AIPI.csv'.
[2025-12-01T20:30:53.403548] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIPI'.
[2025-12-01T20:30:53.403852] [INFO ] [FORECASTER] Starting predict_future for AIPI
[2025-12-01T20:30:53.404636] [DEBUG] [LOCAL     ] No optimal features file found for AIPI: ./output/feature-sets/AIPI.txt
[2025-12-01T20:30:53.404686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:53.404716] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:53.404741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:53.404806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:53.460216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:53.460838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:53.460927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:53.460964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:53.579056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:53.579154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:53.579187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:53.579213] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:53.582240] [DEBUG] [FORECASTER] AIPI: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-01T20:30:53.582498] [INFO ] [FORECASTER] Completed predict_future for AIPI
[2025-12-01T20:30:53.582647] [INFO ] [sig       ] AIPI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:53.720730] [INFO ] [LOCAL     ] Saved forecast: AIPI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AIPI.txt
[2025-12-01T20:30:53.720839] [INFO ] [sig       ] [113/3634] Completed AIPI in 0.3s | 2.99 sym/s | Total: 37.7s | ETA: 19.6m
[2025-12-01T20:30:53.720876] [INFO ] [sig       ] [114/3634] Forecasting AIQ...
[2025-12-01T20:30:53.720903] [INFO ] [sig       ] Generating forecast for: AIQ
[2025-12-01T20:30:53.720931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIQ' from 'https://tdm.silogroup.org/data/derivative_storage/AIQ.csv'.
[2025-12-01T20:30:53.731655] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AIQ'.
[2025-12-01T20:30:53.731929] [INFO ] [FORECASTER] Starting predict_future for AIQ
[2025-12-01T20:30:53.732688] [DEBUG] [LOCAL     ] No optimal features file found for AIQ: ./output/feature-sets/AIQ.txt
[2025-12-01T20:30:53.732737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:53.732768] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:53.732794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:53.732850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:53.789105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:53.789709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:53.789783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:53.789814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:53.907151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:53.907259] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:53.907294] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:53.907320] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:53.910537] [DEBUG] [FORECASTER] AIQ: Forecast T+1@11:T+2@11: UP (p=88.76%)
[2025-12-01T20:30:53.910816] [INFO ] [FORECASTER] Completed predict_future for AIQ
[2025-12-01T20:30:53.910941] [INFO ] [sig       ] AIQ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:54.050269] [INFO ] [LOCAL     ] Saved forecast: AIQ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AIQ.txt
[2025-12-01T20:30:54.050426] [INFO ] [sig       ] [114/3634] Completed AIQ in 0.3s | 2.99 sym/s | Total: 38.1s | ETA: 19.6m
[2025-12-01T20:30:54.050465] [INFO ] [sig       ] [115/3634] Forecasting AIRG...
[2025-12-01T20:30:54.050493] [INFO ] [sig       ] Generating forecast for: AIRG
[2025-12-01T20:30:54.050521] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRG' from 'https://tdm.silogroup.org/data/derivative_storage/AIRG.csv'.
[2025-12-01T20:30:54.061066] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AIRG'.
[2025-12-01T20:30:54.061373] [INFO ] [FORECASTER] Starting predict_future for AIRG
[2025-12-01T20:30:54.062127] [DEBUG] [LOCAL     ] No optimal features file found for AIRG: ./output/feature-sets/AIRG.txt
[2025-12-01T20:30:54.062186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:54.062217] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:54.062242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:54.062297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:54.117951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:54.118561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:54.118658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:54.118688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:54.226652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:54.226760] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:54.226794] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:54.226820] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:54.233139] [DEBUG] [FORECASTER] AIRG: Forecast T+1@11:T+2@11: UP (p=88.65%)
[2025-12-01T20:30:54.233425] [INFO ] [FORECASTER] Completed predict_future for AIRG
[2025-12-01T20:30:54.233553] [INFO ] [sig       ] AIRG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:54.372014] [INFO ] [LOCAL     ] Saved forecast: AIRG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AIRG.txt
[2025-12-01T20:30:54.372123] [INFO ] [sig       ] [115/3634] Completed AIRG in 0.3s | 3.00 sym/s | Total: 38.4s | ETA: 19.6m
[2025-12-01T20:30:54.372160] [INFO ] [sig       ] [116/3634] Forecasting AIRJ...
[2025-12-01T20:30:54.372187] [INFO ] [sig       ] Generating forecast for: AIRJ
[2025-12-01T20:30:54.372215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIRJ' from 'https://tdm.silogroup.org/data/derivative_storage/AIRJ.csv'.
[2025-12-01T20:30:54.382889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIRJ'.
[2025-12-01T20:30:54.383157] [INFO ] [FORECASTER] Starting predict_future for AIRJ
[2025-12-01T20:30:54.383952] [DEBUG] [LOCAL     ] No optimal features file found for AIRJ: ./output/feature-sets/AIRJ.txt
[2025-12-01T20:30:54.384001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:54.384031] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:54.384056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:54.384110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:54.439668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:54.440276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:54.440350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:54.440380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:54.559026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:54.559136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:54.559171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:54.559197] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:54.562382] [DEBUG] [FORECASTER] AIRJ: Forecast T+1@11:T+2@11: UP (p=64.56%)
[2025-12-01T20:30:54.562664] [INFO ] [FORECASTER] Completed predict_future for AIRJ
[2025-12-01T20:30:54.562789] [INFO ] [sig       ] AIRJ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:54.702545] [INFO ] [LOCAL     ] Saved forecast: AIRJ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AIRJ.txt
[2025-12-01T20:30:54.702666] [INFO ] [sig       ] [116/3634] Completed AIRJ in 0.3s | 3.00 sym/s | Total: 38.7s | ETA: 19.6m
[2025-12-01T20:30:54.702702] [INFO ] [sig       ] [117/3634] Forecasting AISP...
[2025-12-01T20:30:54.702730] [INFO ] [sig       ] Generating forecast for: AISP
[2025-12-01T20:30:54.702758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AISP' from 'https://tdm.silogroup.org/data/derivative_storage/AISP.csv'.
[2025-12-01T20:30:54.714042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AISP'.
[2025-12-01T20:30:54.714311] [INFO ] [FORECASTER] Starting predict_future for AISP
[2025-12-01T20:30:54.715070] [DEBUG] [LOCAL     ] No optimal features file found for AISP: ./output/feature-sets/AISP.txt
[2025-12-01T20:30:54.715119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:54.715149] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:54.715175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:54.715230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:54.771356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:54.771955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:54.772054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:54.772086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:54.892023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:54.892145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:54.892182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:54.892209] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:54.895403] [DEBUG] [FORECASTER] AISP: Forecast T+1@11:T+2@11: UP (p=85.74%)
[2025-12-01T20:30:54.895682] [INFO ] [FORECASTER] Completed predict_future for AISP
[2025-12-01T20:30:54.895827] [INFO ] [sig       ] AISP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:55.037363] [INFO ] [LOCAL     ] Saved forecast: AISP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AISP.txt
[2025-12-01T20:30:55.037507] [INFO ] [sig       ] [117/3634] Completed AISP in 0.3s | 3.00 sym/s | Total: 39.1s | ETA: 19.6m
[2025-12-01T20:30:55.037551] [INFO ] [sig       ] [118/3634] Forecasting AIZN...
[2025-12-01T20:30:55.037596] [INFO ] [sig       ] Generating forecast for: AIZN
[2025-12-01T20:30:55.037627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AIZN' from 'https://tdm.silogroup.org/data/derivative_storage/AIZN.csv'.
[2025-12-01T20:30:55.049041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AIZN'.
[2025-12-01T20:30:55.049412] [INFO ] [FORECASTER] Starting predict_future for AIZN
[2025-12-01T20:30:55.050200] [DEBUG] [LOCAL     ] No optimal features file found for AIZN: ./output/feature-sets/AIZN.txt
[2025-12-01T20:30:55.050250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:55.050281] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:55.050307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:55.050362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:55.108568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:55.109480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:55.109564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:55.109614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:55.218142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:55.218291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:55.218377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:55.218406] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:55.222494] [DEBUG] [FORECASTER] AIZN: Forecast T+1@11:T+2@11: DOWN (p=34.46%)
[2025-12-01T20:30:55.222866] [INFO ] [FORECASTER] Completed predict_future for AIZN
[2025-12-01T20:30:55.223024] [INFO ] [sig       ] AIZN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:55.364132] [INFO ] [LOCAL     ] Saved forecast: AIZN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AIZN.txt
[2025-12-01T20:30:55.364268] [INFO ] [sig       ] [118/3634] Completed AIZN in 0.3s | 3.00 sym/s | Total: 39.4s | ETA: 19.6m
[2025-12-01T20:30:55.364306] [INFO ] [sig       ] [119/3634] Forecasting AJG...
[2025-12-01T20:30:55.364334] [INFO ] [sig       ] Generating forecast for: AJG
[2025-12-01T20:30:55.364363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AJG' from 'https://tdm.silogroup.org/data/derivative_storage/AJG.csv'.
[2025-12-01T20:30:55.375785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AJG'.
[2025-12-01T20:30:55.376061] [INFO ] [FORECASTER] Starting predict_future for AJG
[2025-12-01T20:30:55.376827] [DEBUG] [LOCAL     ] No optimal features file found for AJG: ./output/feature-sets/AJG.txt
[2025-12-01T20:30:55.376876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:55.376906] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:55.376932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:55.376987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:55.433139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:55.433860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:55.433940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:55.433971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:55.555644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:55.555792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:55.555830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:55.555857] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:55.559206] [DEBUG] [FORECASTER] AJG: Forecast T+1@11:T+2@11: UP (p=57.70%)
[2025-12-01T20:30:55.559473] [INFO ] [FORECASTER] Completed predict_future for AJG
[2025-12-01T20:30:55.559618] [INFO ] [sig       ] AJG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:55.702795] [INFO ] [LOCAL     ] Saved forecast: AJG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AJG.txt
[2025-12-01T20:30:55.702970] [INFO ] [sig       ] [119/3634] Completed AJG in 0.3s | 3.00 sym/s | Total: 39.7s | ETA: 19.6m
[2025-12-01T20:30:55.703020] [INFO ] [sig       ] [120/3634] Forecasting AKAM...
[2025-12-01T20:30:55.703055] [INFO ] [sig       ] Generating forecast for: AKAM
[2025-12-01T20:30:55.703091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKAM' from 'https://tdm.silogroup.org/data/derivative_storage/AKAM.csv'.
[2025-12-01T20:30:55.714297] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AKAM'.
[2025-12-01T20:30:55.714636] [INFO ] [FORECASTER] Starting predict_future for AKAM
[2025-12-01T20:30:55.715375] [DEBUG] [LOCAL     ] No optimal features file found for AKAM: ./output/feature-sets/AKAM.txt
[2025-12-01T20:30:55.715424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:55.715457] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:55.715483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:55.715539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:55.771993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:55.772693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:55.772773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:55.772807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:55.892160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:55.892308] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:55.892348] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:55.892379] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:55.895834] [DEBUG] [FORECASTER] AKAM: Forecast T+1@11:T+2@11: DOWN (p=21.84%)
[2025-12-01T20:30:55.896128] [INFO ] [FORECASTER] Completed predict_future for AKAM
[2025-12-01T20:30:55.896258] [INFO ] [sig       ] AKAM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:56.037196] [INFO ] [LOCAL     ] Saved forecast: AKAM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AKAM.txt
[2025-12-01T20:30:56.037374] [INFO ] [sig       ] [120/3634] Completed AKAM in 0.3s | 3.00 sym/s | Total: 40.1s | ETA: 19.5m
[2025-12-01T20:30:56.037417] [INFO ] [sig       ] [121/3634] Forecasting AKBA...
[2025-12-01T20:30:56.037447] [INFO ] [sig       ] Generating forecast for: AKBA
[2025-12-01T20:30:56.037478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKBA' from 'https://tdm.silogroup.org/data/derivative_storage/AKBA.csv'.
[2025-12-01T20:30:56.048779] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AKBA'.
[2025-12-01T20:30:56.049098] [INFO ] [FORECASTER] Starting predict_future for AKBA
[2025-12-01T20:30:56.049901] [DEBUG] [LOCAL     ] No optimal features file found for AKBA: ./output/feature-sets/AKBA.txt
[2025-12-01T20:30:56.049963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:56.050002] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:56.050035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:56.050095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:56.107100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:56.107855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:56.107942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:56.107975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:56.232983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:56.233137] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:56.233173] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:56.233200] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:56.236490] [DEBUG] [FORECASTER] AKBA: Forecast T+1@11:T+2@11: UP (p=94.76%)
[2025-12-01T20:30:56.236769] [INFO ] [FORECASTER] Completed predict_future for AKBA
[2025-12-01T20:30:56.236906] [INFO ] [sig       ] AKBA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:56.379103] [INFO ] [LOCAL     ] Saved forecast: AKBA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AKBA.txt
[2025-12-01T20:30:56.379252] [INFO ] [sig       ] [121/3634] Completed AKBA in 0.3s | 3.00 sym/s | Total: 40.4s | ETA: 19.5m
[2025-12-01T20:30:56.379297] [INFO ] [sig       ] [122/3634] Forecasting AKRO...
[2025-12-01T20:30:56.379325] [INFO ] [sig       ] Generating forecast for: AKRO
[2025-12-01T20:30:56.379353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AKRO' from 'https://tdm.silogroup.org/data/derivative_storage/AKRO.csv'.
[2025-12-01T20:30:56.391216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AKRO'.
[2025-12-01T20:30:56.391514] [INFO ] [FORECASTER] Starting predict_future for AKRO
[2025-12-01T20:30:56.392309] [DEBUG] [LOCAL     ] No optimal features file found for AKRO: ./output/feature-sets/AKRO.txt
[2025-12-01T20:30:56.392358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:56.392389] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:56.392414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:56.392468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:56.448168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:56.448790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:56.448865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:56.448895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:56.570371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:56.570478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:56.570528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:56.570555] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:56.573688] [DEBUG] [FORECASTER] AKRO: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-01T20:30:56.573966] [INFO ] [FORECASTER] Completed predict_future for AKRO
[2025-12-01T20:30:56.574106] [INFO ] [sig       ] AKRO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:56.711655] [INFO ] [LOCAL     ] Saved forecast: AKRO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AKRO.txt
[2025-12-01T20:30:56.711760] [INFO ] [sig       ] [122/3634] Completed AKRO in 0.3s | 3.00 sym/s | Total: 40.7s | ETA: 19.5m
[2025-12-01T20:30:56.711797] [INFO ] [sig       ] [123/3634] Forecasting AL...
[2025-12-01T20:30:56.711825] [INFO ] [sig       ] Generating forecast for: AL
[2025-12-01T20:30:56.711853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AL' from 'https://tdm.silogroup.org/data/derivative_storage/AL.csv'.
[2025-12-01T20:30:56.722664] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AL'.
[2025-12-01T20:30:56.722936] [INFO ] [FORECASTER] Starting predict_future for AL
[2025-12-01T20:30:56.723694] [DEBUG] [LOCAL     ] No optimal features file found for AL: ./output/feature-sets/AL.txt
[2025-12-01T20:30:56.723743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:56.723773] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:56.723798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:56.723852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:56.778909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:56.779528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:56.779621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:56.779654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:56.898019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:56.898130] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:56.898165] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:56.898192] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:56.901356] [DEBUG] [FORECASTER] AL: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-01T20:30:56.901633] [INFO ] [FORECASTER] Completed predict_future for AL
[2025-12-01T20:30:56.901759] [INFO ] [sig       ] AL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:57.041954] [INFO ] [LOCAL     ] Saved forecast: AL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AL.txt
[2025-12-01T20:30:57.042115] [INFO ] [sig       ] [123/3634] Completed AL in 0.3s | 3.00 sym/s | Total: 41.1s | ETA: 19.5m
[2025-12-01T20:30:57.042165] [INFO ] [sig       ] [124/3634] Forecasting ALAB...
[2025-12-01T20:30:57.042194] [INFO ] [sig       ] Generating forecast for: ALAB
[2025-12-01T20:30:57.042227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALAB' from 'https://tdm.silogroup.org/data/derivative_storage/ALAB.csv'.
[2025-12-01T20:30:57.053293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALAB'.
[2025-12-01T20:30:57.053609] [INFO ] [FORECASTER] Starting predict_future for ALAB
[2025-12-01T20:30:57.054363] [DEBUG] [LOCAL     ] No optimal features file found for ALAB: ./output/feature-sets/ALAB.txt
[2025-12-01T20:30:57.054413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:57.054479] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:57.054518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:57.054618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:57.109686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:57.110330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:57.110407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:57.110439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:57.232163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:57.232272] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:57.232309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:57.232336] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:57.235515] [DEBUG] [FORECASTER] ALAB: Forecast T+1@11:T+2@11: DOWN (p=9.60%)
[2025-12-01T20:30:57.235792] [INFO ] [FORECASTER] Completed predict_future for ALAB
[2025-12-01T20:30:57.235918] [INFO ] [sig       ] ALAB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:57.374893] [INFO ] [LOCAL     ] Saved forecast: ALAB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ALAB.txt
[2025-12-01T20:30:57.375036] [INFO ] [sig       ] [124/3634] Completed ALAB in 0.3s | 3.00 sym/s | Total: 41.4s | ETA: 19.5m
[2025-12-01T20:30:57.375074] [INFO ] [sig       ] [125/3634] Forecasting ALB...
[2025-12-01T20:30:57.375101] [INFO ] [sig       ] Generating forecast for: ALB
[2025-12-01T20:30:57.375131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALB' from 'https://tdm.silogroup.org/data/derivative_storage/ALB.csv'.
[2025-12-01T20:30:57.386198] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ALB'.
[2025-12-01T20:30:57.386485] [INFO ] [FORECASTER] Starting predict_future for ALB
[2025-12-01T20:30:57.387261] [DEBUG] [LOCAL     ] No optimal features file found for ALB: ./output/feature-sets/ALB.txt
[2025-12-01T20:30:57.387311] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:57.387341] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:57.387367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:57.387421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:57.443832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:57.444435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:57.444521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:57.444561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:57.566953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:57.567067] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:57.567102] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:57.567129] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:57.570363] [DEBUG] [FORECASTER] ALB: Forecast T+1@11:T+2@11: UP (p=88.90%)
[2025-12-01T20:30:57.570647] [INFO ] [FORECASTER] Completed predict_future for ALB
[2025-12-01T20:30:57.570775] [INFO ] [sig       ] ALB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:30:57.708619] [INFO ] [LOCAL     ] Saved forecast: ALB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ALB.txt
[2025-12-01T20:30:57.708758] [INFO ] [sig       ] [125/3634] Completed ALB in 0.3s | 3.00 sym/s | Total: 41.7s | ETA: 19.5m
[2025-12-01T20:30:57.708805] [INFO ] [sig       ] [126/3634] Forecasting ALC...
[2025-12-01T20:30:57.708837] [INFO ] [sig       ] Generating forecast for: ALC
[2025-12-01T20:30:57.708868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALC' from 'https://tdm.silogroup.org/data/derivative_storage/ALC.csv'.
[2025-12-01T20:30:57.720215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALC'.
[2025-12-01T20:30:57.720498] [INFO ] [FORECASTER] Starting predict_future for ALC
[2025-12-01T20:30:57.721263] [DEBUG] [LOCAL     ] No optimal features file found for ALC: ./output/feature-sets/ALC.txt
[2025-12-01T20:30:57.721313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:57.721354] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:57.721381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:57.721435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:57.776351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:57.776970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:57.777058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:57.777088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:57.893360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:57.893498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:57.893534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:57.893561] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:57.896811] [DEBUG] [FORECASTER] ALC: Forecast T+1@11:T+2@11: DOWN (p=0.45%)
[2025-12-01T20:30:57.897076] [INFO ] [FORECASTER] Completed predict_future for ALC
[2025-12-01T20:30:57.897203] [INFO ] [sig       ] ALC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:58.036673] [INFO ] [LOCAL     ] Saved forecast: ALC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ALC.txt
[2025-12-01T20:30:58.036806] [INFO ] [sig       ] [126/3634] Completed ALC in 0.3s | 3.00 sym/s | Total: 42.1s | ETA: 19.5m
[2025-12-01T20:30:58.036843] [INFO ] [sig       ] [127/3634] Forecasting ALCO...
[2025-12-01T20:30:58.036877] [INFO ] [sig       ] Generating forecast for: ALCO
[2025-12-01T20:30:58.036907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALCO' from 'https://tdm.silogroup.org/data/derivative_storage/ALCO.csv'.
[2025-12-01T20:30:58.047705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALCO'.
[2025-12-01T20:30:58.047976] [INFO ] [FORECASTER] Starting predict_future for ALCO
[2025-12-01T20:30:58.048770] [DEBUG] [LOCAL     ] No optimal features file found for ALCO: ./output/feature-sets/ALCO.txt
[2025-12-01T20:30:58.048819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:58.048848] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:58.048873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:58.048928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:58.104307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:58.104926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:58.105009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:58.105042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:58.225300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:58.225415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:58.225450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:58.225507] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:58.228698] [DEBUG] [FORECASTER] ALCO: Forecast T+1@11:T+2@11: DOWN (p=45.27%)
[2025-12-01T20:30:58.228960] [INFO ] [FORECASTER] Completed predict_future for ALCO
[2025-12-01T20:30:58.229085] [INFO ] [sig       ] ALCO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:58.366075] [INFO ] [LOCAL     ] Saved forecast: ALCO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ALCO.txt
[2025-12-01T20:30:58.366231] [INFO ] [sig       ] [127/3634] Completed ALCO in 0.3s | 3.00 sym/s | Total: 42.4s | ETA: 19.5m
[2025-12-01T20:30:58.366269] [INFO ] [sig       ] [128/3634] Forecasting ALDX...
[2025-12-01T20:30:58.366297] [INFO ] [sig       ] Generating forecast for: ALDX
[2025-12-01T20:30:58.366326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALDX' from 'https://tdm.silogroup.org/data/derivative_storage/ALDX.csv'.
[2025-12-01T20:30:58.377562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALDX'.
[2025-12-01T20:30:58.377860] [INFO ] [FORECASTER] Starting predict_future for ALDX
[2025-12-01T20:30:58.378663] [DEBUG] [LOCAL     ] No optimal features file found for ALDX: ./output/feature-sets/ALDX.txt
[2025-12-01T20:30:58.378714] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:58.378745] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:58.378770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:58.378825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:58.437073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:58.437874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:58.437954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:58.437986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:58.555814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:58.555990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:58.556039] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:58.556078] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:58.560531] [DEBUG] [FORECASTER] ALDX: Forecast T+1@11:T+2@11: UP (p=53.77%)
[2025-12-01T20:30:58.560917] [INFO ] [FORECASTER] Completed predict_future for ALDX
[2025-12-01T20:30:58.561087] [INFO ] [sig       ] ALDX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:30:58.708800] [INFO ] [LOCAL     ] Saved forecast: ALDX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ALDX.txt
[2025-12-01T20:30:58.708921] [INFO ] [sig       ] [128/3634] Completed ALDX in 0.3s | 3.00 sym/s | Total: 42.7s | ETA: 19.5m
[2025-12-01T20:30:58.708957] [INFO ] [sig       ] [129/3634] Forecasting ALE...
[2025-12-01T20:30:58.708986] [INFO ] [sig       ] Generating forecast for: ALE
[2025-12-01T20:30:58.709019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALE' from 'https://tdm.silogroup.org/data/derivative_storage/ALE.csv'.
[2025-12-01T20:30:58.720693] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALE'.
[2025-12-01T20:30:58.721011] [INFO ] [FORECASTER] Starting predict_future for ALE
[2025-12-01T20:30:58.721815] [DEBUG] [LOCAL     ] No optimal features file found for ALE: ./output/feature-sets/ALE.txt
[2025-12-01T20:30:58.721865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:58.721896] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:58.721921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:58.721981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:58.777258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:58.777881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:58.777959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:58.777990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:58.893637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:58.893752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:58.893787] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:58.893815] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:58.897011] [DEBUG] [FORECASTER] ALE: Forecast T+1@11:T+2@11: DOWN (p=15.25%)
[2025-12-01T20:30:58.897272] [INFO ] [FORECASTER] Completed predict_future for ALE
[2025-12-01T20:30:58.897401] [INFO ] [sig       ] ALE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:59.078980] [INFO ] [LOCAL     ] Saved forecast: ALE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ALE.txt
[2025-12-01T20:30:59.079119] [INFO ] [sig       ] [129/3634] Completed ALE in 0.4s | 2.99 sym/s | Total: 43.1s | ETA: 19.5m
[2025-12-01T20:30:59.079157] [INFO ] [sig       ] [130/3634] Forecasting ALEC...
[2025-12-01T20:30:59.079191] [INFO ] [sig       ] Generating forecast for: ALEC
[2025-12-01T20:30:59.079221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEC' from 'https://tdm.silogroup.org/data/derivative_storage/ALEC.csv'.
[2025-12-01T20:30:59.090331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALEC'.
[2025-12-01T20:30:59.090621] [INFO ] [FORECASTER] Starting predict_future for ALEC
[2025-12-01T20:30:59.091370] [DEBUG] [LOCAL     ] No optimal features file found for ALEC: ./output/feature-sets/ALEC.txt
[2025-12-01T20:30:59.091419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:59.091449] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:59.091475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:59.091530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:59.146481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:59.147162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:59.147240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:59.147271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:59.269618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:59.269764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:59.269801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:59.269828] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:59.273162] [DEBUG] [FORECASTER] ALEC: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-01T20:30:59.273427] [INFO ] [FORECASTER] Completed predict_future for ALEC
[2025-12-01T20:30:59.273558] [INFO ] [sig       ] ALEC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:30:59.411069] [INFO ] [LOCAL     ] Saved forecast: ALEC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ALEC.txt
[2025-12-01T20:30:59.411188] [INFO ] [sig       ] [130/3634] Completed ALEC in 0.3s | 2.99 sym/s | Total: 43.4s | ETA: 19.5m
[2025-12-01T20:30:59.411225] [INFO ] [sig       ] [131/3634] Forecasting ALEX...
[2025-12-01T20:30:59.411252] [INFO ] [sig       ] Generating forecast for: ALEX
[2025-12-01T20:30:59.411280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALEX' from 'https://tdm.silogroup.org/data/derivative_storage/ALEX.csv'.
[2025-12-01T20:30:59.422055] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ALEX'.
[2025-12-01T20:30:59.422334] [INFO ] [FORECASTER] Starting predict_future for ALEX
[2025-12-01T20:30:59.423116] [DEBUG] [LOCAL     ] No optimal features file found for ALEX: ./output/feature-sets/ALEX.txt
[2025-12-01T20:30:59.423165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:59.423196] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:59.423222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:59.423277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:59.479306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:59.480262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:59.480364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:59.480398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:59.596054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:59.596205] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:30:59.596249] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:59.596278] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:59.599734] [DEBUG] [FORECASTER] ALEX: Forecast T+1@11:T+2@11: DOWN (p=13.09%)
[2025-12-01T20:30:59.600026] [INFO ] [FORECASTER] Completed predict_future for ALEX
[2025-12-01T20:30:59.600182] [INFO ] [sig       ] ALEX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:30:59.738066] [INFO ] [LOCAL     ] Saved forecast: ALEX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALEX.txt
[2025-12-01T20:30:59.738211] [INFO ] [sig       ] [131/3634] Completed ALEX in 0.3s | 2.99 sym/s | Total: 43.8s | ETA: 19.5m
[2025-12-01T20:30:59.738249] [INFO ] [sig       ] [132/3634] Forecasting ALG...
[2025-12-01T20:30:59.738278] [INFO ] [sig       ] Generating forecast for: ALG
[2025-12-01T20:30:59.741244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALG' from 'https://tdm.silogroup.org/data/derivative_storage/ALG.csv'.
[2025-12-01T20:30:59.752542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALG'.
[2025-12-01T20:30:59.752896] [INFO ] [FORECASTER] Starting predict_future for ALG
[2025-12-01T20:30:59.753713] [DEBUG] [LOCAL     ] No optimal features file found for ALG: ./output/feature-sets/ALG.txt
[2025-12-01T20:30:59.753764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:30:59.753796] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:30:59.753822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:30:59.753878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:30:59.810254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:30:59.810874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:30:59.810949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:30:59.810981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:30:59.929629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:30:59.929755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:30:59.929791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:30:59.929819] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:30:59.932987] [DEBUG] [FORECASTER] ALG: Forecast T+1@11:T+2@11: DOWN (p=37.44%)
[2025-12-01T20:30:59.933246] [INFO ] [FORECASTER] Completed predict_future for ALG
[2025-12-01T20:30:59.933367] [INFO ] [sig       ] ALG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:00.070640] [INFO ] [LOCAL     ] Saved forecast: ALG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ALG.txt
[2025-12-01T20:31:00.070747] [INFO ] [sig       ] [132/3634] Completed ALG in 0.3s | 2.99 sym/s | Total: 44.1s | ETA: 19.5m
[2025-12-01T20:31:00.070782] [INFO ] [sig       ] [133/3634] Forecasting ALGM...
[2025-12-01T20:31:00.070810] [INFO ] [sig       ] Generating forecast for: ALGM
[2025-12-01T20:31:00.070840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGM' from 'https://tdm.silogroup.org/data/derivative_storage/ALGM.csv'.
[2025-12-01T20:31:00.081709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGM'.
[2025-12-01T20:31:00.081997] [INFO ] [FORECASTER] Starting predict_future for ALGM
[2025-12-01T20:31:00.082800] [DEBUG] [LOCAL     ] No optimal features file found for ALGM: ./output/feature-sets/ALGM.txt
[2025-12-01T20:31:00.082849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:00.082880] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:00.082904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:00.082959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:00.139104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:00.139718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:00.139795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:00.139826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:00.260721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:00.260832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:00.260866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:00.260928] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:00.264035] [DEBUG] [FORECASTER] ALGM: Forecast T+1@11:T+2@11: UP (p=94.74%)
[2025-12-01T20:31:00.264294] [INFO ] [FORECASTER] Completed predict_future for ALGM
[2025-12-01T20:31:00.264418] [INFO ] [sig       ] ALGM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:00.402296] [INFO ] [LOCAL     ] Saved forecast: ALGM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ALGM.txt
[2025-12-01T20:31:00.402429] [INFO ] [sig       ] [133/3634] Completed ALGM in 0.3s | 2.99 sym/s | Total: 44.4s | ETA: 19.5m
[2025-12-01T20:31:00.402467] [INFO ] [sig       ] [134/3634] Forecasting ALGN...
[2025-12-01T20:31:00.402494] [INFO ] [sig       ] Generating forecast for: ALGN
[2025-12-01T20:31:00.402523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGN' from 'https://tdm.silogroup.org/data/derivative_storage/ALGN.csv'.
[2025-12-01T20:31:00.414030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGN'.
[2025-12-01T20:31:00.414302] [INFO ] [FORECASTER] Starting predict_future for ALGN
[2025-12-01T20:31:00.415088] [DEBUG] [LOCAL     ] No optimal features file found for ALGN: ./output/feature-sets/ALGN.txt
[2025-12-01T20:31:00.415138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:00.415169] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:00.415195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:00.415250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:00.474471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:00.475155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:00.475265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:00.475298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:00.591005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:00.591156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:00.591194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:00.591221] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:00.594553] [DEBUG] [FORECASTER] ALGN: Forecast T+1@11:T+2@11: DOWN (p=19.69%)
[2025-12-01T20:31:00.594846] [INFO ] [FORECASTER] Completed predict_future for ALGN
[2025-12-01T20:31:00.594973] [INFO ] [sig       ] ALGN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:00.734534] [INFO ] [LOCAL     ] Saved forecast: ALGN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ALGN.txt
[2025-12-01T20:31:00.735409] [INFO ] [sig       ] [134/3634] Completed ALGN in 0.3s | 2.99 sym/s | Total: 44.7s | ETA: 19.5m
[2025-12-01T20:31:00.735450] [INFO ] [sig       ] [135/3634] Forecasting ALGS...
[2025-12-01T20:31:00.735480] [INFO ] [sig       ] Generating forecast for: ALGS
[2025-12-01T20:31:00.735509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALGS' from 'https://tdm.silogroup.org/data/derivative_storage/ALGS.csv'.
[2025-12-01T20:31:00.747326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALGS'.
[2025-12-01T20:31:00.747710] [INFO ] [FORECASTER] Starting predict_future for ALGS
[2025-12-01T20:31:00.748540] [DEBUG] [LOCAL     ] No optimal features file found for ALGS: ./output/feature-sets/ALGS.txt
[2025-12-01T20:31:00.748612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:00.748645] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:00.748672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:00.748729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:00.807657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:00.808488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:00.808591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:00.808644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:00.928190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:00.928403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:00.928445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:00.928473] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:00.932010] [DEBUG] [FORECASTER] ALGS: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-12-01T20:31:00.932316] [INFO ] [FORECASTER] Completed predict_future for ALGS
[2025-12-01T20:31:00.932450] [INFO ] [sig       ] ALGS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:01.072243] [INFO ] [LOCAL     ] Saved forecast: ALGS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ALGS.txt
[2025-12-01T20:31:01.072398] [INFO ] [sig       ] [135/3634] Completed ALGS in 0.3s | 2.99 sym/s | Total: 45.1s | ETA: 19.5m
[2025-12-01T20:31:01.072439] [INFO ] [sig       ] [136/3634] Forecasting ALHC...
[2025-12-01T20:31:01.072466] [INFO ] [sig       ] Generating forecast for: ALHC
[2025-12-01T20:31:01.072494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALHC' from 'https://tdm.silogroup.org/data/derivative_storage/ALHC.csv'.
[2025-12-01T20:31:01.083873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALHC'.
[2025-12-01T20:31:01.084196] [INFO ] [FORECASTER] Starting predict_future for ALHC
[2025-12-01T20:31:01.084989] [DEBUG] [LOCAL     ] No optimal features file found for ALHC: ./output/feature-sets/ALHC.txt
[2025-12-01T20:31:01.085038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:01.085069] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:01.085094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:01.085149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:01.141323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:01.142109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:01.142194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:01.142225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:01.259115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:01.259276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:01.259315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:01.259343] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:01.262747] [DEBUG] [FORECASTER] ALHC: Forecast T+1@11:T+2@11: DOWN (p=34.92%)
[2025-12-01T20:31:01.263021] [INFO ] [FORECASTER] Completed predict_future for ALHC
[2025-12-01T20:31:01.263153] [INFO ] [sig       ] ALHC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:01.407845] [INFO ] [LOCAL     ] Saved forecast: ALHC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ALHC.txt
[2025-12-01T20:31:01.408006] [INFO ] [sig       ] [136/3634] Completed ALHC in 0.3s | 2.99 sym/s | Total: 45.4s | ETA: 19.5m
[2025-12-01T20:31:01.408052] [INFO ] [sig       ] [137/3634] Forecasting ALK...
[2025-12-01T20:31:01.408084] [INFO ] [sig       ] Generating forecast for: ALK
[2025-12-01T20:31:01.408127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALK' from 'https://tdm.silogroup.org/data/derivative_storage/ALK.csv'.
[2025-12-01T20:31:01.420954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALK'.
[2025-12-01T20:31:01.421375] [INFO ] [FORECASTER] Starting predict_future for ALK
[2025-12-01T20:31:01.422284] [DEBUG] [LOCAL     ] No optimal features file found for ALK: ./output/feature-sets/ALK.txt
[2025-12-01T20:31:01.422337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:01.422373] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:01.422428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:01.422518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:01.483949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:01.484806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:01.484887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:01.484920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:01.619874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:01.620029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:01.620067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:01.620097] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:01.623797] [DEBUG] [FORECASTER] ALK: Forecast T+1@11:T+2@11: UP (p=91.10%)
[2025-12-01T20:31:01.624109] [INFO ] [FORECASTER] Completed predict_future for ALK
[2025-12-01T20:31:01.624247] [INFO ] [sig       ] ALK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:01.772032] [INFO ] [LOCAL     ] Saved forecast: ALK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ALK.txt
[2025-12-01T20:31:01.772207] [INFO ] [sig       ] [137/3634] Completed ALK in 0.4s | 2.99 sym/s | Total: 45.8s | ETA: 19.5m
[2025-12-01T20:31:01.772249] [INFO ] [sig       ] [138/3634] Forecasting ALKS...
[2025-12-01T20:31:01.772278] [INFO ] [sig       ] Generating forecast for: ALKS
[2025-12-01T20:31:01.772309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALKS' from 'https://tdm.silogroup.org/data/derivative_storage/ALKS.csv'.
[2025-12-01T20:31:01.783542] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ALKS'.
[2025-12-01T20:31:01.783858] [INFO ] [FORECASTER] Starting predict_future for ALKS
[2025-12-01T20:31:01.784622] [DEBUG] [LOCAL     ] No optimal features file found for ALKS: ./output/feature-sets/ALKS.txt
[2025-12-01T20:31:01.784671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:01.784703] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:01.784729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:01.784784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:01.850730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:01.851615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:01.851700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:01.851732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:01.975146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:01.975295] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:01.975333] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:01.975360] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:01.978914] [DEBUG] [FORECASTER] ALKS: Forecast T+1@11:T+2@11: DOWN (p=15.04%)
[2025-12-01T20:31:01.979195] [INFO ] [FORECASTER] Completed predict_future for ALKS
[2025-12-01T20:31:01.979323] [INFO ] [sig       ] ALKS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:02.129048] [INFO ] [LOCAL     ] Saved forecast: ALKS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALKS.txt
[2025-12-01T20:31:02.129190] [INFO ] [sig       ] [138/3634] Completed ALKS in 0.4s | 2.99 sym/s | Total: 46.1s | ETA: 19.5m
[2025-12-01T20:31:02.129230] [INFO ] [sig       ] [139/3634] Forecasting ALL...
[2025-12-01T20:31:02.129258] [INFO ] [sig       ] Generating forecast for: ALL
[2025-12-01T20:31:02.129314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALL' from 'https://tdm.silogroup.org/data/derivative_storage/ALL.csv'.
[2025-12-01T20:31:02.141873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALL'.
[2025-12-01T20:31:02.142286] [INFO ] [FORECASTER] Starting predict_future for ALL
[2025-12-01T20:31:02.143137] [DEBUG] [LOCAL     ] No optimal features file found for ALL: ./output/feature-sets/ALL.txt
[2025-12-01T20:31:02.143190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:02.143221] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:02.143247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:02.143302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:02.204055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:02.205117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:02.205208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:02.205241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:02.333455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:02.333620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:02.333664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:02.333693] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:02.337252] [DEBUG] [FORECASTER] ALL: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-12-01T20:31:02.337528] [INFO ] [FORECASTER] Completed predict_future for ALL
[2025-12-01T20:31:02.337676] [INFO ] [sig       ] ALL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:02.479042] [INFO ] [LOCAL     ] Saved forecast: ALL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ALL.txt
[2025-12-01T20:31:02.479202] [INFO ] [sig       ] [139/3634] Completed ALL in 0.3s | 2.99 sym/s | Total: 46.5s | ETA: 19.5m
[2025-12-01T20:31:02.479239] [INFO ] [sig       ] [140/3634] Forecasting ALLE...
[2025-12-01T20:31:02.479269] [INFO ] [sig       ] Generating forecast for: ALLE
[2025-12-01T20:31:02.479298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLE' from 'https://tdm.silogroup.org/data/derivative_storage/ALLE.csv'.
[2025-12-01T20:31:02.491800] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ALLE'.
[2025-12-01T20:31:02.492132] [INFO ] [FORECASTER] Starting predict_future for ALLE
[2025-12-01T20:31:02.492911] [DEBUG] [LOCAL     ] No optimal features file found for ALLE: ./output/feature-sets/ALLE.txt
[2025-12-01T20:31:02.492960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:02.492991] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:02.493016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:02.493071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:02.548253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:02.549127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:02.549210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:02.549242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:02.665872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:02.666020] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:02.666057] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:02.666085] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:02.669419] [DEBUG] [FORECASTER] ALLE: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-12-01T20:31:02.669727] [INFO ] [FORECASTER] Completed predict_future for ALLE
[2025-12-01T20:31:02.669856] [INFO ] [sig       ] ALLE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:02.807693] [INFO ] [LOCAL     ] Saved forecast: ALLE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALLE.txt
[2025-12-01T20:31:02.807845] [INFO ] [sig       ] [140/3634] Completed ALLE in 0.3s | 2.99 sym/s | Total: 46.8s | ETA: 19.5m
[2025-12-01T20:31:02.807884] [INFO ] [sig       ] [141/3634] Forecasting ALLO...
[2025-12-01T20:31:02.807913] [INFO ] [sig       ] Generating forecast for: ALLO
[2025-12-01T20:31:02.807986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLO' from 'https://tdm.silogroup.org/data/derivative_storage/ALLO.csv'.
[2025-12-01T20:31:02.819466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLO'.
[2025-12-01T20:31:02.819812] [INFO ] [FORECASTER] Starting predict_future for ALLO
[2025-12-01T20:31:02.820630] [DEBUG] [LOCAL     ] No optimal features file found for ALLO: ./output/feature-sets/ALLO.txt
[2025-12-01T20:31:02.820683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:02.820743] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:02.820776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:02.820833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:02.878069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:02.878941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:02.879031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:02.879064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:02.999441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:02.999616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:02.999656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:02.999683] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:03.003072] [DEBUG] [FORECASTER] ALLO: Forecast T+1@11:T+2@11: UP (p=95.50%)
[2025-12-01T20:31:03.003361] [INFO ] [FORECASTER] Completed predict_future for ALLO
[2025-12-01T20:31:03.003496] [INFO ] [sig       ] ALLO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:03.141697] [INFO ] [LOCAL     ] Saved forecast: ALLO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ALLO.txt
[2025-12-01T20:31:03.141840] [INFO ] [sig       ] [141/3634] Completed ALLO in 0.3s | 2.99 sym/s | Total: 47.2s | ETA: 19.5m
[2025-12-01T20:31:03.141879] [INFO ] [sig       ] [142/3634] Forecasting ALLY...
[2025-12-01T20:31:03.141908] [INFO ] [sig       ] Generating forecast for: ALLY
[2025-12-01T20:31:03.141937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALLY' from 'https://tdm.silogroup.org/data/derivative_storage/ALLY.csv'.
[2025-12-01T20:31:03.153648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALLY'.
[2025-12-01T20:31:03.153993] [INFO ] [FORECASTER] Starting predict_future for ALLY
[2025-12-01T20:31:03.154777] [DEBUG] [LOCAL     ] No optimal features file found for ALLY: ./output/feature-sets/ALLY.txt
[2025-12-01T20:31:03.154827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:03.154857] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:03.154882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:03.154936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:03.209885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:03.210663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:03.210747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:03.210778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:03.330948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:03.331093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:03.331130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:03.331157] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:03.334414] [DEBUG] [FORECASTER] ALLY: Forecast T+1@11:T+2@11: DOWN (p=16.01%)
[2025-12-01T20:31:03.334708] [INFO ] [FORECASTER] Completed predict_future for ALLY
[2025-12-01T20:31:03.334835] [INFO ] [sig       ] ALLY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:03.473486] [INFO ] [LOCAL     ] Saved forecast: ALLY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ALLY.txt
[2025-12-01T20:31:03.473644] [INFO ] [sig       ] [142/3634] Completed ALLY in 0.3s | 2.99 sym/s | Total: 47.5s | ETA: 19.5m
[2025-12-01T20:31:03.473684] [INFO ] [sig       ] [143/3634] Forecasting ALMS...
[2025-12-01T20:31:03.473712] [INFO ] [sig       ] Generating forecast for: ALMS
[2025-12-01T20:31:03.473741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALMS' from 'https://tdm.silogroup.org/data/derivative_storage/ALMS.csv'.
[2025-12-01T20:31:03.485600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALMS'.
[2025-12-01T20:31:03.485998] [INFO ] [FORECASTER] Starting predict_future for ALMS
[2025-12-01T20:31:03.486842] [DEBUG] [LOCAL     ] No optimal features file found for ALMS: ./output/feature-sets/ALMS.txt
[2025-12-01T20:31:03.486895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:03.486929] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:03.486956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:03.487012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:03.543123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:03.544043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:03.544134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:03.544166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:03.663830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:03.663979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:03.664018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:03.664045] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:03.667376] [DEBUG] [FORECASTER] ALMS: Forecast T+1@11:T+2@11: DOWN (p=11.80%)
[2025-12-01T20:31:03.667663] [INFO ] [FORECASTER] Completed predict_future for ALMS
[2025-12-01T20:31:03.667795] [INFO ] [sig       ] ALMS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:03.804662] [INFO ] [LOCAL     ] Saved forecast: ALMS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ALMS.txt
[2025-12-01T20:31:03.804784] [INFO ] [sig       ] [143/3634] Completed ALMS in 0.3s | 2.99 sym/s | Total: 47.8s | ETA: 19.5m
[2025-12-01T20:31:03.804823] [INFO ] [sig       ] [144/3634] Forecasting ALNY...
[2025-12-01T20:31:03.804850] [INFO ] [sig       ] Generating forecast for: ALNY
[2025-12-01T20:31:03.804880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALNY' from 'https://tdm.silogroup.org/data/derivative_storage/ALNY.csv'.
[2025-12-01T20:31:03.816645] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ALNY'.
[2025-12-01T20:31:03.817060] [INFO ] [FORECASTER] Starting predict_future for ALNY
[2025-12-01T20:31:03.817914] [DEBUG] [LOCAL     ] No optimal features file found for ALNY: ./output/feature-sets/ALNY.txt
[2025-12-01T20:31:03.817969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:03.818000] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:03.818026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:03.818092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:03.873163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:03.874071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:03.874169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:03.874201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:03.995806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:03.995961] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:03.995999] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:03.996080] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:03.999606] [DEBUG] [FORECASTER] ALNY: Forecast T+1@11:T+2@11: UP (p=99.94%)
[2025-12-01T20:31:03.999918] [INFO ] [FORECASTER] Completed predict_future for ALNY
[2025-12-01T20:31:04.000056] [INFO ] [sig       ] ALNY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:04.138798] [INFO ] [LOCAL     ] Saved forecast: ALNY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ALNY.txt
[2025-12-01T20:31:04.138971] [INFO ] [sig       ] [144/3634] Completed ALNY in 0.3s | 2.99 sym/s | Total: 48.2s | ETA: 19.5m
[2025-12-01T20:31:04.139011] [INFO ] [sig       ] [145/3634] Forecasting ALRM...
[2025-12-01T20:31:04.139041] [INFO ] [sig       ] Generating forecast for: ALRM
[2025-12-01T20:31:04.139071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRM' from 'https://tdm.silogroup.org/data/derivative_storage/ALRM.csv'.
[2025-12-01T20:31:04.150498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRM'.
[2025-12-01T20:31:04.150852] [INFO ] [FORECASTER] Starting predict_future for ALRM
[2025-12-01T20:31:04.151624] [DEBUG] [LOCAL     ] No optimal features file found for ALRM: ./output/feature-sets/ALRM.txt
[2025-12-01T20:31:04.151674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:04.151705] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:04.151731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:04.151786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:04.207708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:04.208372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:04.208450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:04.208480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:04.330189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:04.330333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:04.330370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:04.330396] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:04.333708] [DEBUG] [FORECASTER] ALRM: Forecast T+1@11:T+2@11: DOWN (p=26.13%)
[2025-12-01T20:31:04.333979] [INFO ] [FORECASTER] Completed predict_future for ALRM
[2025-12-01T20:31:04.334113] [INFO ] [sig       ] ALRM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:04.470433] [INFO ] [LOCAL     ] Saved forecast: ALRM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ALRM.txt
[2025-12-01T20:31:04.470586] [INFO ] [sig       ] [145/3634] Completed ALRM in 0.3s | 2.99 sym/s | Total: 48.5s | ETA: 19.4m
[2025-12-01T20:31:04.470628] [INFO ] [sig       ] [146/3634] Forecasting ALRS...
[2025-12-01T20:31:04.470656] [INFO ] [sig       ] Generating forecast for: ALRS
[2025-12-01T20:31:04.470684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALRS' from 'https://tdm.silogroup.org/data/derivative_storage/ALRS.csv'.
[2025-12-01T20:31:04.482896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALRS'.
[2025-12-01T20:31:04.483286] [INFO ] [FORECASTER] Starting predict_future for ALRS
[2025-12-01T20:31:04.484092] [DEBUG] [LOCAL     ] No optimal features file found for ALRS: ./output/feature-sets/ALRS.txt
[2025-12-01T20:31:04.484144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:04.484175] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:04.484200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:04.484256] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:04.540113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:04.541012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:04.541110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:04.541142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:04.663739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:04.663896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:04.663933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:04.663961] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:04.667418] [DEBUG] [FORECASTER] ALRS: Forecast T+1@11:T+2@11: DOWN (p=25.52%)
[2025-12-01T20:31:04.667737] [INFO ] [FORECASTER] Completed predict_future for ALRS
[2025-12-01T20:31:04.667874] [INFO ] [sig       ] ALRS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:04.813065] [INFO ] [LOCAL     ] Saved forecast: ALRS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ALRS.txt
[2025-12-01T20:31:04.813222] [INFO ] [sig       ] [146/3634] Completed ALRS in 0.3s | 2.99 sym/s | Total: 48.8s | ETA: 19.4m
[2025-12-01T20:31:04.813262] [INFO ] [sig       ] [147/3634] Forecasting ALSN...
[2025-12-01T20:31:04.813294] [INFO ] [sig       ] Generating forecast for: ALSN
[2025-12-01T20:31:04.813325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALSN' from 'https://tdm.silogroup.org/data/derivative_storage/ALSN.csv'.
[2025-12-01T20:31:04.824480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALSN'.
[2025-12-01T20:31:04.824825] [INFO ] [FORECASTER] Starting predict_future for ALSN
[2025-12-01T20:31:04.825609] [DEBUG] [LOCAL     ] No optimal features file found for ALSN: ./output/feature-sets/ALSN.txt
[2025-12-01T20:31:04.825659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:04.825690] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:04.825716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:04.825771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:04.881428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:04.882252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:04.882334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:04.882365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:04.997499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:04.997667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:04.997705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:04.997732] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:05.001188] [DEBUG] [FORECASTER] ALSN: Forecast T+1@11:T+2@11: UP (p=50.37%)
[2025-12-01T20:31:05.001493] [INFO ] [FORECASTER] Completed predict_future for ALSN
[2025-12-01T20:31:05.001650] [INFO ] [sig       ] ALSN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:05.143242] [INFO ] [LOCAL     ] Saved forecast: ALSN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ALSN.txt
[2025-12-01T20:31:05.143396] [INFO ] [sig       ] [147/3634] Completed ALSN in 0.3s | 2.99 sym/s | Total: 49.2s | ETA: 19.4m
[2025-12-01T20:31:05.143435] [INFO ] [sig       ] [148/3634] Forecasting ALTG...
[2025-12-01T20:31:05.143464] [INFO ] [sig       ] Generating forecast for: ALTG
[2025-12-01T20:31:05.143493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTG' from 'https://tdm.silogroup.org/data/derivative_storage/ALTG.csv'.
[2025-12-01T20:31:05.154404] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ALTG'.
[2025-12-01T20:31:05.154745] [INFO ] [FORECASTER] Starting predict_future for ALTG
[2025-12-01T20:31:05.155543] [DEBUG] [LOCAL     ] No optimal features file found for ALTG: ./output/feature-sets/ALTG.txt
[2025-12-01T20:31:05.155618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:05.155654] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:05.155682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:05.155749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:05.212909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:05.213660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:05.213740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:05.213773] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:05.332009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:05.332156] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:05.332192] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:05.332219] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:05.335540] [DEBUG] [FORECASTER] ALTG: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-01T20:31:05.335859] [INFO ] [FORECASTER] Completed predict_future for ALTG
[2025-12-01T20:31:05.335996] [INFO ] [sig       ] ALTG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:05.476428] [INFO ] [LOCAL     ] Saved forecast: ALTG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALTG.txt
[2025-12-01T20:31:05.476589] [INFO ] [sig       ] [148/3634] Completed ALTG in 0.3s | 2.99 sym/s | Total: 49.5s | ETA: 19.4m
[2025-12-01T20:31:05.476637] [INFO ] [sig       ] [149/3634] Forecasting ALTI...
[2025-12-01T20:31:05.476673] [INFO ] [sig       ] Generating forecast for: ALTI
[2025-12-01T20:31:05.476701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTI' from 'https://tdm.silogroup.org/data/derivative_storage/ALTI.csv'.
[2025-12-01T20:31:05.488020] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ALTI'.
[2025-12-01T20:31:05.488408] [INFO ] [FORECASTER] Starting predict_future for ALTI
[2025-12-01T20:31:05.489248] [DEBUG] [LOCAL     ] No optimal features file found for ALTI: ./output/feature-sets/ALTI.txt
[2025-12-01T20:31:05.489300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:05.489332] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:05.489358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:05.489415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:05.546284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:05.547109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:05.547194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:05.547227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:05.666959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:05.667112] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:05.667161] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:05.667189] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:05.670724] [DEBUG] [FORECASTER] ALTI: Forecast T+1@11:T+2@11: DOWN (p=20.24%)
[2025-12-01T20:31:05.671002] [INFO ] [FORECASTER] Completed predict_future for ALTI
[2025-12-01T20:31:05.671139] [INFO ] [sig       ] ALTI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:05.811689] [INFO ] [LOCAL     ] Saved forecast: ALTI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALTI.txt
[2025-12-01T20:31:05.811827] [INFO ] [sig       ] [149/3634] Completed ALTI in 0.3s | 2.99 sym/s | Total: 49.8s | ETA: 19.4m
[2025-12-01T20:31:05.811866] [INFO ] [sig       ] [150/3634] Forecasting ALTS...
[2025-12-01T20:31:05.811901] [INFO ] [sig       ] Generating forecast for: ALTS
[2025-12-01T20:31:05.811930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTS' from 'https://tdm.silogroup.org/data/derivative_storage/ALTS.csv'.
[2025-12-01T20:31:05.825131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTS'.
[2025-12-01T20:31:05.825488] [INFO ] [FORECASTER] Starting predict_future for ALTS
[2025-12-01T20:31:05.826263] [DEBUG] [LOCAL     ] No optimal features file found for ALTS: ./output/feature-sets/ALTS.txt
[2025-12-01T20:31:05.826328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:05.826359] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:05.826385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:05.826440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:05.884659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:05.885444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:05.885528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:05.885561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:06.005967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:06.006112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:06.006149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:06.006177] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:06.009511] [DEBUG] [FORECASTER] ALTS: Forecast T+1@11:T+2@11: UP (p=88.90%)
[2025-12-01T20:31:06.009815] [INFO ] [FORECASTER] Completed predict_future for ALTS
[2025-12-01T20:31:06.009943] [INFO ] [sig       ] ALTS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:06.152642] [INFO ] [LOCAL     ] Saved forecast: ALTS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ALTS.txt
[2025-12-01T20:31:06.152785] [INFO ] [sig       ] [150/3634] Completed ALTS in 0.3s | 2.99 sym/s | Total: 50.2s | ETA: 19.4m
[2025-12-01T20:31:06.152824] [INFO ] [sig       ] [151/3634] Forecasting ALTY...
[2025-12-01T20:31:06.152854] [INFO ] [sig       ] Generating forecast for: ALTY
[2025-12-01T20:31:06.152882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALTY' from 'https://tdm.silogroup.org/data/derivative_storage/ALTY.csv'.
[2025-12-01T20:31:06.164543] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALTY'.
[2025-12-01T20:31:06.164905] [INFO ] [FORECASTER] Starting predict_future for ALTY
[2025-12-01T20:31:06.165721] [DEBUG] [LOCAL     ] No optimal features file found for ALTY: ./output/feature-sets/ALTY.txt
[2025-12-01T20:31:06.165772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:06.165804] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:06.165832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:06.165889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:06.223721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:06.224570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:06.224718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:06.224764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:06.330283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:06.330427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:06.330464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:06.330491] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:06.333844] [DEBUG] [FORECASTER] ALTY: Forecast T+1@11:T+2@11: UP (p=91.52%)
[2025-12-01T20:31:06.334125] [INFO ] [FORECASTER] Completed predict_future for ALTY
[2025-12-01T20:31:06.334277] [INFO ] [sig       ] ALTY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:06.477590] [INFO ] [LOCAL     ] Saved forecast: ALTY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ALTY.txt
[2025-12-01T20:31:06.477721] [INFO ] [sig       ] [151/3634] Completed ALTY in 0.3s | 2.99 sym/s | Total: 50.5s | ETA: 19.4m
[2025-12-01T20:31:06.477758] [INFO ] [sig       ] [152/3634] Forecasting ALVO...
[2025-12-01T20:31:06.477786] [INFO ] [sig       ] Generating forecast for: ALVO
[2025-12-01T20:31:06.477815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALVO' from 'https://tdm.silogroup.org/data/derivative_storage/ALVO.csv'.
[2025-12-01T20:31:06.489961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALVO'.
[2025-12-01T20:31:06.490345] [INFO ] [FORECASTER] Starting predict_future for ALVO
[2025-12-01T20:31:06.491196] [DEBUG] [LOCAL     ] No optimal features file found for ALVO: ./output/feature-sets/ALVO.txt
[2025-12-01T20:31:06.491249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:06.491282] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:06.491310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:06.491367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:06.548832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:06.549644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:06.549729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:06.549761] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:06.665935] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:06.666070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:06.666107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:06.666135] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:06.669386] [DEBUG] [FORECASTER] ALVO: Forecast T+1@11:T+2@11: UP (p=58.65%)
[2025-12-01T20:31:06.669671] [INFO ] [FORECASTER] Completed predict_future for ALVO
[2025-12-01T20:31:06.669794] [INFO ] [sig       ] ALVO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:06.807880] [INFO ] [LOCAL     ] Saved forecast: ALVO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ALVO.txt
[2025-12-01T20:31:06.808016] [INFO ] [sig       ] [152/3634] Completed ALVO in 0.3s | 2.99 sym/s | Total: 50.8s | ETA: 19.4m
[2025-12-01T20:31:06.808055] [INFO ] [sig       ] [153/3634] Forecasting ALX...
[2025-12-01T20:31:06.808082] [INFO ] [sig       ] Generating forecast for: ALX
[2025-12-01T20:31:06.808111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALX' from 'https://tdm.silogroup.org/data/derivative_storage/ALX.csv'.
[2025-12-01T20:31:06.819700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALX'.
[2025-12-01T20:31:06.820034] [INFO ] [FORECASTER] Starting predict_future for ALX
[2025-12-01T20:31:06.820820] [DEBUG] [LOCAL     ] No optimal features file found for ALX: ./output/feature-sets/ALX.txt
[2025-12-01T20:31:06.820870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:06.820902] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:06.820928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:06.820984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:06.877967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:06.878698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:06.878777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:06.878810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:06.984959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:06.985099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:06.985135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:06.985162] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:06.988442] [DEBUG] [FORECASTER] ALX: Forecast T+1@11:T+2@11: UP (p=85.64%)
[2025-12-01T20:31:06.988730] [INFO ] [FORECASTER] Completed predict_future for ALX
[2025-12-01T20:31:06.988857] [INFO ] [sig       ] ALX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:07.125859] [INFO ] [LOCAL     ] Saved forecast: ALX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ALX.txt
[2025-12-01T20:31:07.125997] [INFO ] [sig       ] [153/3634] Completed ALX in 0.3s | 2.99 sym/s | Total: 51.1s | ETA: 19.4m
[2025-12-01T20:31:07.126036] [INFO ] [sig       ] [154/3634] Forecasting ALXO...
[2025-12-01T20:31:07.126064] [INFO ] [sig       ] Generating forecast for: ALXO
[2025-12-01T20:31:07.126092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALXO' from 'https://tdm.silogroup.org/data/derivative_storage/ALXO.csv'.
[2025-12-01T20:31:07.139978] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ALXO'.
[2025-12-01T20:31:07.140340] [INFO ] [FORECASTER] Starting predict_future for ALXO
[2025-12-01T20:31:07.141159] [DEBUG] [LOCAL     ] No optimal features file found for ALXO: ./output/feature-sets/ALXO.txt
[2025-12-01T20:31:07.141209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:07.141241] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:07.141267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:07.141323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:07.199492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:07.200367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:07.200452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:07.200485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:07.316433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:07.316561] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:07.316614] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:07.316643] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:07.319919] [DEBUG] [FORECASTER] ALXO: Forecast T+1@11:T+2@11: DOWN (p=45.33%)
[2025-12-01T20:31:07.320196] [INFO ] [FORECASTER] Completed predict_future for ALXO
[2025-12-01T20:31:07.320337] [INFO ] [sig       ] ALXO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:07.458783] [INFO ] [LOCAL     ] Saved forecast: ALXO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ALXO.txt
[2025-12-01T20:31:07.458919] [INFO ] [sig       ] [154/3634] Completed ALXO in 0.3s | 2.99 sym/s | Total: 51.5s | ETA: 19.4m
[2025-12-01T20:31:07.458959] [INFO ] [sig       ] [155/3634] Forecasting ALZN...
[2025-12-01T20:31:07.458994] [INFO ] [sig       ] Generating forecast for: ALZN
[2025-12-01T20:31:07.459029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ALZN' from 'https://tdm.silogroup.org/data/derivative_storage/ALZN.csv'.
[2025-12-01T20:31:07.469872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ALZN'.
[2025-12-01T20:31:07.470200] [INFO ] [FORECASTER] Starting predict_future for ALZN
[2025-12-01T20:31:07.471020] [DEBUG] [LOCAL     ] No optimal features file found for ALZN: ./output/feature-sets/ALZN.txt
[2025-12-01T20:31:07.471072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:07.471103] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:07.471130] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:07.471191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:07.530167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:07.531182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:07.531274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:07.531308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:07.652611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:07.652770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:07.652809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:07.652836] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:07.656177] [DEBUG] [FORECASTER] ALZN: Forecast T+1@11:T+2@11: UP (p=97.72%)
[2025-12-01T20:31:07.656470] [INFO ] [FORECASTER] Completed predict_future for ALZN
[2025-12-01T20:31:07.656616] [INFO ] [sig       ] ALZN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:07.795836] [INFO ] [LOCAL     ] Saved forecast: ALZN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ALZN.txt
[2025-12-01T20:31:07.795981] [INFO ] [sig       ] [155/3634] Completed ALZN in 0.3s | 2.99 sym/s | Total: 51.8s | ETA: 19.4m
[2025-12-01T20:31:07.796021] [INFO ] [sig       ] [156/3634] Forecasting AM...
[2025-12-01T20:31:07.796049] [INFO ] [sig       ] Generating forecast for: AM
[2025-12-01T20:31:07.796077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AM' from 'https://tdm.silogroup.org/data/derivative_storage/AM.csv'.
[2025-12-01T20:31:07.808198] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AM'.
[2025-12-01T20:31:07.808534] [INFO ] [FORECASTER] Starting predict_future for AM
[2025-12-01T20:31:07.809307] [DEBUG] [LOCAL     ] No optimal features file found for AM: ./output/feature-sets/AM.txt
[2025-12-01T20:31:07.809358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:07.809388] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:07.809414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:07.809470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:07.865504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:07.866117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:07.866195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:07.866225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:07.987729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:07.987845] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:07.987880] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:07.987906] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:07.991115] [DEBUG] [FORECASTER] AM: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-12-01T20:31:07.991374] [INFO ] [FORECASTER] Completed predict_future for AM
[2025-12-01T20:31:07.991496] [INFO ] [sig       ] AM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:08.129142] [INFO ] [LOCAL     ] Saved forecast: AM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AM.txt
[2025-12-01T20:31:08.129260] [INFO ] [sig       ] [156/3634] Completed AM in 0.3s | 2.99 sym/s | Total: 52.1s | ETA: 19.4m
[2025-12-01T20:31:08.129297] [INFO ] [sig       ] [157/3634] Forecasting AMAL...
[2025-12-01T20:31:08.129328] [INFO ] [sig       ] Generating forecast for: AMAL
[2025-12-01T20:31:08.129362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMAL' from 'https://tdm.silogroup.org/data/derivative_storage/AMAL.csv'.
[2025-12-01T20:31:08.140055] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMAL'.
[2025-12-01T20:31:08.140325] [INFO ] [FORECASTER] Starting predict_future for AMAL
[2025-12-01T20:31:08.141084] [DEBUG] [LOCAL     ] No optimal features file found for AMAL: ./output/feature-sets/AMAL.txt
[2025-12-01T20:31:08.141134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:08.141165] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:08.141191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:08.141246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:08.199712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:08.200327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:08.200402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:08.200434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:08.316888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:08.317003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:08.317038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:08.317064] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:08.320209] [DEBUG] [FORECASTER] AMAL: Forecast T+1@11:T+2@11: UP (p=96.50%)
[2025-12-01T20:31:08.320463] [INFO ] [FORECASTER] Completed predict_future for AMAL
[2025-12-01T20:31:08.320603] [INFO ] [sig       ] AMAL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:08.460504] [INFO ] [LOCAL     ] Saved forecast: AMAL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMAL.txt
[2025-12-01T20:31:08.460633] [INFO ] [sig       ] [157/3634] Completed AMAL in 0.3s | 2.99 sym/s | Total: 52.5s | ETA: 19.4m
[2025-12-01T20:31:08.460672] [INFO ] [sig       ] [158/3634] Forecasting AMBA...
[2025-12-01T20:31:08.460700] [INFO ] [sig       ] Generating forecast for: AMBA
[2025-12-01T20:31:08.460728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBA' from 'https://tdm.silogroup.org/data/derivative_storage/AMBA.csv'.
[2025-12-01T20:31:08.471658] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBA'.
[2025-12-01T20:31:08.471928] [INFO ] [FORECASTER] Starting predict_future for AMBA
[2025-12-01T20:31:08.472692] [DEBUG] [LOCAL     ] No optimal features file found for AMBA: ./output/feature-sets/AMBA.txt
[2025-12-01T20:31:08.472741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:08.472797] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:08.472824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:08.472880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:08.530024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:08.530658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:08.530734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:08.530765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:08.654428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:08.654537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:08.654587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:08.654617] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:08.657721] [DEBUG] [FORECASTER] AMBA: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-01T20:31:08.657979] [INFO ] [FORECASTER] Completed predict_future for AMBA
[2025-12-01T20:31:08.658103] [INFO ] [sig       ] AMBA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:08.795042] [INFO ] [LOCAL     ] Saved forecast: AMBA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AMBA.txt
[2025-12-01T20:31:08.795153] [INFO ] [sig       ] [158/3634] Completed AMBA in 0.3s | 2.99 sym/s | Total: 52.8s | ETA: 19.4m
[2025-12-01T20:31:08.795190] [INFO ] [sig       ] [159/3634] Forecasting AMBP...
[2025-12-01T20:31:08.795218] [INFO ] [sig       ] Generating forecast for: AMBP
[2025-12-01T20:31:08.795246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMBP' from 'https://tdm.silogroup.org/data/derivative_storage/AMBP.csv'.
[2025-12-01T20:31:08.807006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMBP'.
[2025-12-01T20:31:08.807294] [INFO ] [FORECASTER] Starting predict_future for AMBP
[2025-12-01T20:31:08.808076] [DEBUG] [LOCAL     ] No optimal features file found for AMBP: ./output/feature-sets/AMBP.txt
[2025-12-01T20:31:08.808124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:08.808155] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:08.808180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:08.808238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:08.863821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:08.864431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:08.864505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:08.864536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:08.985352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:08.985460] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:08.985495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:08.985521] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:08.988670] [DEBUG] [FORECASTER] AMBP: Forecast T+1@11:T+2@11: DOWN (p=35.16%)
[2025-12-01T20:31:08.988928] [INFO ] [FORECASTER] Completed predict_future for AMBP
[2025-12-01T20:31:08.989053] [INFO ] [sig       ] AMBP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:09.129161] [INFO ] [LOCAL     ] Saved forecast: AMBP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AMBP.txt
[2025-12-01T20:31:09.129291] [INFO ] [sig       ] [159/3634] Completed AMBP in 0.3s | 2.99 sym/s | Total: 53.1s | ETA: 19.4m
[2025-12-01T20:31:09.129336] [INFO ] [sig       ] [160/3634] Forecasting AMC...
[2025-12-01T20:31:09.129368] [INFO ] [sig       ] Generating forecast for: AMC
[2025-12-01T20:31:09.129396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMC' from 'https://tdm.silogroup.org/data/derivative_storage/AMC.csv'.
[2025-12-01T20:31:09.139786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMC'.
[2025-12-01T20:31:09.140050] [INFO ] [FORECASTER] Starting predict_future for AMC
[2025-12-01T20:31:09.140848] [DEBUG] [LOCAL     ] No optimal features file found for AMC: ./output/feature-sets/AMC.txt
[2025-12-01T20:31:09.140896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:09.140928] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:09.140954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:09.141009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:09.196718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:09.197332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:09.197408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:09.197439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:09.315484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:09.315620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:09.315658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:09.315685] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:09.318850] [DEBUG] [FORECASTER] AMC: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-01T20:31:09.319112] [INFO ] [FORECASTER] Completed predict_future for AMC
[2025-12-01T20:31:09.319240] [INFO ] [sig       ] AMC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:09.455694] [INFO ] [LOCAL     ] Saved forecast: AMC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AMC.txt
[2025-12-01T20:31:09.455845] [INFO ] [sig       ] [160/3634] Completed AMC in 0.3s | 2.99 sym/s | Total: 53.5s | ETA: 19.3m
[2025-12-01T20:31:09.455885] [INFO ] [sig       ] [161/3634] Forecasting AMCX...
[2025-12-01T20:31:09.455913] [INFO ] [sig       ] Generating forecast for: AMCX
[2025-12-01T20:31:09.455943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMCX' from 'https://tdm.silogroup.org/data/derivative_storage/AMCX.csv'.
[2025-12-01T20:31:09.467064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMCX'.
[2025-12-01T20:31:09.467394] [INFO ] [FORECASTER] Starting predict_future for AMCX
[2025-12-01T20:31:09.468160] [DEBUG] [LOCAL     ] No optimal features file found for AMCX: ./output/feature-sets/AMCX.txt
[2025-12-01T20:31:09.468212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:09.468255] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:09.468281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:09.468359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:09.524545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:09.525360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:09.525441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:09.525473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:09.646220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:09.646359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:09.646395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:09.646473] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:09.649786] [DEBUG] [FORECASTER] AMCX: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-01T20:31:09.650048] [INFO ] [FORECASTER] Completed predict_future for AMCX
[2025-12-01T20:31:09.650171] [INFO ] [sig       ] AMCX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:09.789077] [INFO ] [LOCAL     ] Saved forecast: AMCX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMCX.txt
[2025-12-01T20:31:09.789194] [INFO ] [sig       ] [161/3634] Completed AMCX in 0.3s | 2.99 sym/s | Total: 53.8s | ETA: 19.3m
[2025-12-01T20:31:09.789245] [INFO ] [sig       ] [162/3634] Forecasting AMD...
[2025-12-01T20:31:09.789278] [INFO ] [sig       ] Generating forecast for: AMD
[2025-12-01T20:31:09.789314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMD' from 'https://tdm.silogroup.org/data/derivative_storage/AMD.csv'.
[2025-12-01T20:31:09.800741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMD'.
[2025-12-01T20:31:09.801019] [INFO ] [FORECASTER] Starting predict_future for AMD
[2025-12-01T20:31:09.801782] [DEBUG] [LOCAL     ] No optimal features file found for AMD: ./output/feature-sets/AMD.txt
[2025-12-01T20:31:09.801832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:09.801863] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:09.801888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:09.801944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:09.858118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:09.858747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:09.858822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:09.858853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:09.980691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:09.980795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:09.980830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:09.980857] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:09.983990] [DEBUG] [FORECASTER] AMD: Forecast T+1@11:T+2@11: UP (p=90.52%)
[2025-12-01T20:31:09.984247] [INFO ] [FORECASTER] Completed predict_future for AMD
[2025-12-01T20:31:09.984371] [INFO ] [sig       ] AMD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:10.121603] [INFO ] [LOCAL     ] Saved forecast: AMD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMD.txt
[2025-12-01T20:31:10.121727] [INFO ] [sig       ] [162/3634] Completed AMD in 0.3s | 2.99 sym/s | Total: 54.1s | ETA: 19.3m
[2025-12-01T20:31:10.121765] [INFO ] [sig       ] [163/3634] Forecasting AMDL...
[2025-12-01T20:31:10.121793] [INFO ] [sig       ] Generating forecast for: AMDL
[2025-12-01T20:31:10.121821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMDL' from 'https://tdm.silogroup.org/data/derivative_storage/AMDL.csv'.
[2025-12-01T20:31:10.132941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMDL'.
[2025-12-01T20:31:10.133232] [INFO ] [FORECASTER] Starting predict_future for AMDL
[2025-12-01T20:31:10.134012] [DEBUG] [LOCAL     ] No optimal features file found for AMDL: ./output/feature-sets/AMDL.txt
[2025-12-01T20:31:10.134061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:10.134091] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:10.134117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:10.134173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:10.190625] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:10.191290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:10.191367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:10.191398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:10.313204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:10.313340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:10.313377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:10.313404] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:10.316619] [DEBUG] [FORECASTER] AMDL: Forecast T+1@11:T+2@11: DOWN (p=3.87%)
[2025-12-01T20:31:10.316881] [INFO ] [FORECASTER] Completed predict_future for AMDL
[2025-12-01T20:31:10.317004] [INFO ] [sig       ] AMDL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:10.454673] [INFO ] [LOCAL     ] Saved forecast: AMDL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AMDL.txt
[2025-12-01T20:31:10.454777] [INFO ] [sig       ] [163/3634] Completed AMDL in 0.3s | 2.99 sym/s | Total: 54.5s | ETA: 19.3m
[2025-12-01T20:31:10.454814] [INFO ] [sig       ] [164/3634] Forecasting AME...
[2025-12-01T20:31:10.454841] [INFO ] [sig       ] Generating forecast for: AME
[2025-12-01T20:31:10.454870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AME' from 'https://tdm.silogroup.org/data/derivative_storage/AME.csv'.
[2025-12-01T20:31:10.466146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AME'.
[2025-12-01T20:31:10.466423] [INFO ] [FORECASTER] Starting predict_future for AME
[2025-12-01T20:31:10.467184] [DEBUG] [LOCAL     ] No optimal features file found for AME: ./output/feature-sets/AME.txt
[2025-12-01T20:31:10.467244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:10.467280] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:10.467312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:10.467380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:10.522615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:10.523181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:10.523255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:10.523286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:10.641388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:10.641494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:10.641529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:10.641555] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:10.644791] [DEBUG] [FORECASTER] AME: Forecast T+1@11:T+2@11: DOWN (p=11.22%)
[2025-12-01T20:31:10.645048] [INFO ] [FORECASTER] Completed predict_future for AME
[2025-12-01T20:31:10.645169] [INFO ] [sig       ] AME: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:10.783770] [INFO ] [LOCAL     ] Saved forecast: AME	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AME.txt
[2025-12-01T20:31:10.783883] [INFO ] [sig       ] [164/3634] Completed AME in 0.3s | 2.99 sym/s | Total: 54.8s | ETA: 19.3m
[2025-12-01T20:31:10.783925] [INFO ] [sig       ] [165/3634] Forecasting AMG...
[2025-12-01T20:31:10.783954] [INFO ] [sig       ] Generating forecast for: AMG
[2025-12-01T20:31:10.783982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMG' from 'https://tdm.silogroup.org/data/derivative_storage/AMG.csv'.
[2025-12-01T20:31:10.795269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMG'.
[2025-12-01T20:31:10.795546] [INFO ] [FORECASTER] Starting predict_future for AMG
[2025-12-01T20:31:10.796352] [DEBUG] [LOCAL     ] No optimal features file found for AMG: ./output/feature-sets/AMG.txt
[2025-12-01T20:31:10.796409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:10.796439] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:10.796465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:10.796520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:10.853060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:10.853687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:10.853762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:10.853793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:10.967778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:10.967898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:10.967934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:10.967961] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:10.971129] [DEBUG] [FORECASTER] AMG: Forecast T+1@11:T+2@11: UP (p=55.27%)
[2025-12-01T20:31:10.971389] [INFO ] [FORECASTER] Completed predict_future for AMG
[2025-12-01T20:31:10.971511] [INFO ] [sig       ] AMG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:11.107559] [INFO ] [LOCAL     ] Saved forecast: AMG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMG.txt
[2025-12-01T20:31:11.107697] [INFO ] [sig       ] [165/3634] Completed AMG in 0.3s | 2.99 sym/s | Total: 55.1s | ETA: 19.3m
[2025-12-01T20:31:11.107734] [INFO ] [sig       ] [166/3634] Forecasting AMGN...
[2025-12-01T20:31:11.107762] [INFO ] [sig       ] Generating forecast for: AMGN
[2025-12-01T20:31:11.107791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMGN' from 'https://tdm.silogroup.org/data/derivative_storage/AMGN.csv'.
[2025-12-01T20:31:11.119056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMGN'.
[2025-12-01T20:31:11.119338] [INFO ] [FORECASTER] Starting predict_future for AMGN
[2025-12-01T20:31:11.120109] [DEBUG] [LOCAL     ] No optimal features file found for AMGN: ./output/feature-sets/AMGN.txt
[2025-12-01T20:31:11.120158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:11.120188] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:11.120213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:11.120268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:11.176057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:11.176707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:11.176785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:11.176817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:11.295325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:11.295455] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:11.295490] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:11.295517] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:11.298743] [DEBUG] [FORECASTER] AMGN: Forecast T+1@11:T+2@11: DOWN (p=18.59%)
[2025-12-01T20:31:11.299004] [INFO ] [FORECASTER] Completed predict_future for AMGN
[2025-12-01T20:31:11.299149] [INFO ] [sig       ] AMGN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:11.439158] [INFO ] [LOCAL     ] Saved forecast: AMGN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AMGN.txt
[2025-12-01T20:31:11.439267] [INFO ] [sig       ] [166/3634] Completed AMGN in 0.3s | 2.99 sym/s | Total: 55.5s | ETA: 19.3m
[2025-12-01T20:31:11.439304] [INFO ] [sig       ] [167/3634] Forecasting AMH...
[2025-12-01T20:31:11.439333] [INFO ] [sig       ] Generating forecast for: AMH
[2025-12-01T20:31:11.439362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMH' from 'https://tdm.silogroup.org/data/derivative_storage/AMH.csv'.
[2025-12-01T20:31:11.450686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMH'.
[2025-12-01T20:31:11.450969] [INFO ] [FORECASTER] Starting predict_future for AMH
[2025-12-01T20:31:11.451764] [DEBUG] [LOCAL     ] No optimal features file found for AMH: ./output/feature-sets/AMH.txt
[2025-12-01T20:31:11.451813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:11.451844] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:11.451869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:11.451924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:11.507475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:11.508068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:11.508142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:11.508172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:11.622473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:11.622611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:11.622648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:11.622674] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:11.625940] [DEBUG] [FORECASTER] AMH: Forecast T+1@11:T+2@11: UP (p=58.95%)
[2025-12-01T20:31:11.626199] [INFO ] [FORECASTER] Completed predict_future for AMH
[2025-12-01T20:31:11.626321] [INFO ] [sig       ] AMH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:11.763704] [INFO ] [LOCAL     ] Saved forecast: AMH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMH.txt
[2025-12-01T20:31:11.763822] [INFO ] [sig       ] [167/3634] Completed AMH in 0.3s | 2.99 sym/s | Total: 55.8s | ETA: 19.3m
[2025-12-01T20:31:11.763860] [INFO ] [sig       ] [168/3634] Forecasting AMLX...
[2025-12-01T20:31:11.763887] [INFO ] [sig       ] Generating forecast for: AMLX
[2025-12-01T20:31:11.763914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMLX' from 'https://tdm.silogroup.org/data/derivative_storage/AMLX.csv'.
[2025-12-01T20:31:11.774858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMLX'.
[2025-12-01T20:31:11.775133] [INFO ] [FORECASTER] Starting predict_future for AMLX
[2025-12-01T20:31:11.775888] [DEBUG] [LOCAL     ] No optimal features file found for AMLX: ./output/feature-sets/AMLX.txt
[2025-12-01T20:31:11.775937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:11.775966] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:11.775992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:11.776047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:11.831524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:11.832114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:11.832214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:11.832246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:11.944962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:11.945083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:11.945119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:11.945162] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:11.948393] [DEBUG] [FORECASTER] AMLX: Forecast T+1@11:T+2@11: UP (p=71.15%)
[2025-12-01T20:31:11.948679] [INFO ] [FORECASTER] Completed predict_future for AMLX
[2025-12-01T20:31:11.948803] [INFO ] [sig       ] AMLX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:12.086011] [INFO ] [LOCAL     ] Saved forecast: AMLX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMLX.txt
[2025-12-01T20:31:12.086117] [INFO ] [sig       ] [168/3634] Completed AMLX in 0.3s | 2.99 sym/s | Total: 56.1s | ETA: 19.3m
[2025-12-01T20:31:12.086152] [INFO ] [sig       ] [169/3634] Forecasting AMN...
[2025-12-01T20:31:12.086181] [INFO ] [sig       ] Generating forecast for: AMN
[2025-12-01T20:31:12.086209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMN' from 'https://tdm.silogroup.org/data/derivative_storage/AMN.csv'.
[2025-12-01T20:31:12.097921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMN'.
[2025-12-01T20:31:12.098176] [INFO ] [FORECASTER] Starting predict_future for AMN
[2025-12-01T20:31:12.098949] [DEBUG] [LOCAL     ] No optimal features file found for AMN: ./output/feature-sets/AMN.txt
[2025-12-01T20:31:12.098998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:12.099028] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:12.099054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:12.099109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:12.155058] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:12.155964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:12.156054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:12.156087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:12.274175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:12.274318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:12.274357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:12.274384] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:12.277750] [DEBUG] [FORECASTER] AMN: Forecast T+1@11:T+2@11: UP (p=95.41%)
[2025-12-01T20:31:12.278013] [INFO ] [FORECASTER] Completed predict_future for AMN
[2025-12-01T20:31:12.278137] [INFO ] [sig       ] AMN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:12.416269] [INFO ] [LOCAL     ] Saved forecast: AMN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMN.txt
[2025-12-01T20:31:12.416423] [INFO ] [sig       ] [169/3634] Completed AMN in 0.3s | 2.99 sym/s | Total: 56.4s | ETA: 19.3m
[2025-12-01T20:31:12.416462] [INFO ] [sig       ] [170/3634] Forecasting AMP...
[2025-12-01T20:31:12.416491] [INFO ] [sig       ] Generating forecast for: AMP
[2025-12-01T20:31:12.416520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMP' from 'https://tdm.silogroup.org/data/derivative_storage/AMP.csv'.
[2025-12-01T20:31:12.427730] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AMP'.
[2025-12-01T20:31:12.428002] [INFO ] [FORECASTER] Starting predict_future for AMP
[2025-12-01T20:31:12.428798] [DEBUG] [LOCAL     ] No optimal features file found for AMP: ./output/feature-sets/AMP.txt
[2025-12-01T20:31:12.428847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:12.428876] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:12.428901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:12.428955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:12.484328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:12.484967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:12.485043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:12.485084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:12.602989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:12.603095] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:12.603131] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:12.603157] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:12.606415] [DEBUG] [FORECASTER] AMP: Forecast T+1@11:T+2@11: UP (p=87.68%)
[2025-12-01T20:31:12.606722] [INFO ] [FORECASTER] Completed predict_future for AMP
[2025-12-01T20:31:12.606853] [INFO ] [sig       ] AMP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:12.748669] [INFO ] [LOCAL     ] Saved forecast: AMP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AMP.txt
[2025-12-01T20:31:12.748831] [INFO ] [sig       ] [170/3634] Completed AMP in 0.3s | 2.99 sym/s | Total: 56.8s | ETA: 19.3m
[2025-12-01T20:31:12.748870] [INFO ] [sig       ] [171/3634] Forecasting AMPG...
[2025-12-01T20:31:12.748902] [INFO ] [sig       ] Generating forecast for: AMPG
[2025-12-01T20:31:12.748930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPG' from 'https://tdm.silogroup.org/data/derivative_storage/AMPG.csv'.
[2025-12-01T20:31:12.760648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPG'.
[2025-12-01T20:31:12.760991] [INFO ] [FORECASTER] Starting predict_future for AMPG
[2025-12-01T20:31:12.761766] [DEBUG] [LOCAL     ] No optimal features file found for AMPG: ./output/feature-sets/AMPG.txt
[2025-12-01T20:31:12.761816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:12.761846] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:12.761871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:12.761925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:12.817696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:12.818281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:12.818381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:12.818412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:12.936133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:12.936275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:12.936318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:12.936346] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:12.939643] [DEBUG] [FORECASTER] AMPG: Forecast T+1@11:T+2@11: UP (p=78.75%)
[2025-12-01T20:31:12.939907] [INFO ] [FORECASTER] Completed predict_future for AMPG
[2025-12-01T20:31:12.940031] [INFO ] [sig       ] AMPG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:13.076327] [INFO ] [LOCAL     ] Saved forecast: AMPG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMPG.txt
[2025-12-01T20:31:13.076521] [INFO ] [sig       ] [171/3634] Completed AMPG in 0.3s | 3.00 sym/s | Total: 57.1s | ETA: 19.3m
[2025-12-01T20:31:13.076594] [INFO ] [sig       ] [172/3634] Forecasting AMPH...
[2025-12-01T20:31:13.076639] [INFO ] [sig       ] Generating forecast for: AMPH
[2025-12-01T20:31:13.076681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPH' from 'https://tdm.silogroup.org/data/derivative_storage/AMPH.csv'.
[2025-12-01T20:31:13.087528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPH'.
[2025-12-01T20:31:13.087843] [INFO ] [FORECASTER] Starting predict_future for AMPH
[2025-12-01T20:31:13.088655] [DEBUG] [LOCAL     ] No optimal features file found for AMPH: ./output/feature-sets/AMPH.txt
[2025-12-01T20:31:13.088706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:13.088737] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:13.088773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:13.088831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:13.145695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:13.146336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:13.146414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:13.146446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:13.269203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:13.269353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:13.269390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:13.269417] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:13.272809] [DEBUG] [FORECASTER] AMPH: Forecast T+1@11:T+2@11: DOWN (p=8.94%)
[2025-12-01T20:31:13.273078] [INFO ] [FORECASTER] Completed predict_future for AMPH
[2025-12-01T20:31:13.273208] [INFO ] [sig       ] AMPH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:13.409190] [INFO ] [LOCAL     ] Saved forecast: AMPH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AMPH.txt
[2025-12-01T20:31:13.409306] [INFO ] [sig       ] [172/3634] Completed AMPH in 0.3s | 3.00 sym/s | Total: 57.4s | ETA: 19.3m
[2025-12-01T20:31:13.409343] [INFO ] [sig       ] [173/3634] Forecasting AMPL...
[2025-12-01T20:31:13.409371] [INFO ] [sig       ] Generating forecast for: AMPL
[2025-12-01T20:31:13.409399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPL' from 'https://tdm.silogroup.org/data/derivative_storage/AMPL.csv'.
[2025-12-01T20:31:13.420306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPL'.
[2025-12-01T20:31:13.420605] [INFO ] [FORECASTER] Starting predict_future for AMPL
[2025-12-01T20:31:13.421352] [DEBUG] [LOCAL     ] No optimal features file found for AMPL: ./output/feature-sets/AMPL.txt
[2025-12-01T20:31:13.421401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:13.421431] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:13.421457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:13.421511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:13.477019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:13.477820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:13.477900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:13.477931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:13.595164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:13.595261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:13.595298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:13.595324] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:13.598801] [DEBUG] [FORECASTER] AMPL: Forecast T+1@11:T+2@11: UP (p=60.56%)
[2025-12-01T20:31:13.599099] [INFO ] [FORECASTER] Completed predict_future for AMPL
[2025-12-01T20:31:13.599232] [INFO ] [sig       ] AMPL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:13.737039] [INFO ] [LOCAL     ] Saved forecast: AMPL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMPL.txt
[2025-12-01T20:31:13.737171] [INFO ] [sig       ] [173/3634] Completed AMPL in 0.3s | 3.00 sym/s | Total: 57.8s | ETA: 19.3m
[2025-12-01T20:31:13.737209] [INFO ] [sig       ] [174/3634] Forecasting AMPX...
[2025-12-01T20:31:13.737237] [INFO ] [sig       ] Generating forecast for: AMPX
[2025-12-01T20:31:13.737266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMPX' from 'https://tdm.silogroup.org/data/derivative_storage/AMPX.csv'.
[2025-12-01T20:31:13.747894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMPX'.
[2025-12-01T20:31:13.748177] [INFO ] [FORECASTER] Starting predict_future for AMPX
[2025-12-01T20:31:13.748974] [DEBUG] [LOCAL     ] No optimal features file found for AMPX: ./output/feature-sets/AMPX.txt
[2025-12-01T20:31:13.749024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:13.749054] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:13.749080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:13.749134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:13.803946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:13.804591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:13.804666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:13.804697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:13.924184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:13.924332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:13.924369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:13.924397] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:13.927716] [DEBUG] [FORECASTER] AMPX: Forecast T+1@11:T+2@11: UP (p=87.56%)
[2025-12-01T20:31:13.927982] [INFO ] [FORECASTER] Completed predict_future for AMPX
[2025-12-01T20:31:13.928108] [INFO ] [sig       ] AMPX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:14.065254] [INFO ] [LOCAL     ] Saved forecast: AMPX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMPX.txt
[2025-12-01T20:31:14.065360] [INFO ] [sig       ] [174/3634] Completed AMPX in 0.3s | 3.00 sym/s | Total: 58.1s | ETA: 19.2m
[2025-12-01T20:31:14.065396] [INFO ] [sig       ] [175/3634] Forecasting AMRC...
[2025-12-01T20:31:14.065424] [INFO ] [sig       ] Generating forecast for: AMRC
[2025-12-01T20:31:14.065451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRC' from 'https://tdm.silogroup.org/data/derivative_storage/AMRC.csv'.
[2025-12-01T20:31:14.076449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRC'.
[2025-12-01T20:31:14.076777] [INFO ] [FORECASTER] Starting predict_future for AMRC
[2025-12-01T20:31:14.077530] [DEBUG] [LOCAL     ] No optimal features file found for AMRC: ./output/feature-sets/AMRC.txt
[2025-12-01T20:31:14.077603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:14.077660] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:14.077687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:14.077742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:14.134237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:14.135202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:14.135285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:14.135316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:14.259558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:14.259723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:14.259762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:14.259791] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:14.263189] [DEBUG] [FORECASTER] AMRC: Forecast T+1@11:T+2@11: UP (p=83.02%)
[2025-12-01T20:31:14.263463] [INFO ] [FORECASTER] Completed predict_future for AMRC
[2025-12-01T20:31:14.263613] [INFO ] [sig       ] AMRC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:14.407508] [INFO ] [LOCAL     ] Saved forecast: AMRC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMRC.txt
[2025-12-01T20:31:14.407655] [INFO ] [sig       ] [175/3634] Completed AMRC in 0.3s | 3.00 sym/s | Total: 58.4s | ETA: 19.2m
[2025-12-01T20:31:14.407697] [INFO ] [sig       ] [176/3634] Forecasting AMRK...
[2025-12-01T20:31:14.407727] [INFO ] [sig       ] Generating forecast for: AMRK
[2025-12-01T20:31:14.407764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRK' from 'https://tdm.silogroup.org/data/derivative_storage/AMRK.csv'.
[2025-12-01T20:31:14.419997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRK'.
[2025-12-01T20:31:14.420301] [INFO ] [FORECASTER] Starting predict_future for AMRK
[2025-12-01T20:31:14.421089] [DEBUG] [LOCAL     ] No optimal features file found for AMRK: ./output/feature-sets/AMRK.txt
[2025-12-01T20:31:14.421139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:14.421169] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:14.421195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:14.421250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:14.476704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:14.477328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:14.477407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:14.477439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:14.594818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:14.594978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:14.595015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:14.595042] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:14.598407] [DEBUG] [FORECASTER] AMRK: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-12-01T20:31:14.598714] [INFO ] [FORECASTER] Completed predict_future for AMRK
[2025-12-01T20:31:14.598847] [INFO ] [sig       ] AMRK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:14.740018] [INFO ] [LOCAL     ] Saved forecast: AMRK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AMRK.txt
[2025-12-01T20:31:14.740177] [INFO ] [sig       ] [176/3634] Completed AMRK in 0.3s | 3.00 sym/s | Total: 58.8s | ETA: 19.2m
[2025-12-01T20:31:14.740217] [INFO ] [sig       ] [177/3634] Forecasting AMRN...
[2025-12-01T20:31:14.740244] [INFO ] [sig       ] Generating forecast for: AMRN
[2025-12-01T20:31:14.740273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRN' from 'https://tdm.silogroup.org/data/derivative_storage/AMRN.csv'.
[2025-12-01T20:31:14.752167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRN'.
[2025-12-01T20:31:14.752553] [INFO ] [FORECASTER] Starting predict_future for AMRN
[2025-12-01T20:31:14.753352] [DEBUG] [LOCAL     ] No optimal features file found for AMRN: ./output/feature-sets/AMRN.txt
[2025-12-01T20:31:14.753404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:14.753436] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:14.753462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:14.753519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:14.818658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:14.819541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:14.819639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:14.819672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:14.939765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:14.939916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:14.939953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:14.939980] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:14.943254] [DEBUG] [FORECASTER] AMRN: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-01T20:31:14.943529] [INFO ] [FORECASTER] Completed predict_future for AMRN
[2025-12-01T20:31:14.943670] [INFO ] [sig       ] AMRN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:15.082878] [INFO ] [LOCAL     ] Saved forecast: AMRN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMRN.txt
[2025-12-01T20:31:15.083011] [INFO ] [sig       ] [177/3634] Completed AMRN in 0.3s | 3.00 sym/s | Total: 59.1s | ETA: 19.2m
[2025-12-01T20:31:15.083048] [INFO ] [sig       ] [178/3634] Forecasting AMRX...
[2025-12-01T20:31:15.083077] [INFO ] [sig       ] Generating forecast for: AMRX
[2025-12-01T20:31:15.083107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMRX' from 'https://tdm.silogroup.org/data/derivative_storage/AMRX.csv'.
[2025-12-01T20:31:15.095462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMRX'.
[2025-12-01T20:31:15.095844] [INFO ] [FORECASTER] Starting predict_future for AMRX
[2025-12-01T20:31:15.096633] [DEBUG] [LOCAL     ] No optimal features file found for AMRX: ./output/feature-sets/AMRX.txt
[2025-12-01T20:31:15.096683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:15.096714] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:15.096739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:15.096793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:15.153686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:15.154474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:15.154567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:15.154631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:15.274835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:15.274989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:15.275026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:15.275087] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:15.278406] [DEBUG] [FORECASTER] AMRX: Forecast T+1@11:T+2@11: UP (p=95.51%)
[2025-12-01T20:31:15.278706] [INFO ] [FORECASTER] Completed predict_future for AMRX
[2025-12-01T20:31:15.278839] [INFO ] [sig       ] AMRX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:15.417899] [INFO ] [LOCAL     ] Saved forecast: AMRX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMRX.txt
[2025-12-01T20:31:15.418029] [INFO ] [sig       ] [178/3634] Completed AMRX in 0.3s | 2.99 sym/s | Total: 59.4s | ETA: 19.2m
[2025-12-01T20:31:15.418068] [INFO ] [sig       ] [179/3634] Forecasting AMSC...
[2025-12-01T20:31:15.418096] [INFO ] [sig       ] Generating forecast for: AMSC
[2025-12-01T20:31:15.418125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSC' from 'https://tdm.silogroup.org/data/derivative_storage/AMSC.csv'.
[2025-12-01T20:31:15.429694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSC'.
[2025-12-01T20:31:15.430001] [INFO ] [FORECASTER] Starting predict_future for AMSC
[2025-12-01T20:31:15.430790] [DEBUG] [LOCAL     ] No optimal features file found for AMSC: ./output/feature-sets/AMSC.txt
[2025-12-01T20:31:15.430841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:15.430872] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:15.430899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:15.430955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:15.488775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:15.489561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:15.489662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:15.489695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:15.610960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:15.611108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:15.611146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:15.611174] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:15.614622] [DEBUG] [FORECASTER] AMSC: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-01T20:31:15.614898] [INFO ] [FORECASTER] Completed predict_future for AMSC
[2025-12-01T20:31:15.615030] [INFO ] [sig       ] AMSC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:15.759109] [INFO ] [LOCAL     ] Saved forecast: AMSC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AMSC.txt
[2025-12-01T20:31:15.759247] [INFO ] [sig       ] [179/3634] Completed AMSC in 0.3s | 2.99 sym/s | Total: 59.8s | ETA: 19.2m
[2025-12-01T20:31:15.759286] [INFO ] [sig       ] [180/3634] Forecasting AMSF...
[2025-12-01T20:31:15.759319] [INFO ] [sig       ] Generating forecast for: AMSF
[2025-12-01T20:31:15.759356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMSF' from 'https://tdm.silogroup.org/data/derivative_storage/AMSF.csv'.
[2025-12-01T20:31:15.770857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMSF'.
[2025-12-01T20:31:15.771150] [INFO ] [FORECASTER] Starting predict_future for AMSF
[2025-12-01T20:31:15.771904] [DEBUG] [LOCAL     ] No optimal features file found for AMSF: ./output/feature-sets/AMSF.txt
[2025-12-01T20:31:15.771952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:15.771982] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:15.772008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:15.772063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:15.829327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:15.830117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:15.830197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:15.830228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:15.950107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:15.950258] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:15.950295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:15.950326] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:15.953624] [DEBUG] [FORECASTER] AMSF: Forecast T+1@11:T+2@11: UP (p=72.19%)
[2025-12-01T20:31:15.953885] [INFO ] [FORECASTER] Completed predict_future for AMSF
[2025-12-01T20:31:15.954009] [INFO ] [sig       ] AMSF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:16.091841] [INFO ] [LOCAL     ] Saved forecast: AMSF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMSF.txt
[2025-12-01T20:31:16.091971] [INFO ] [sig       ] [180/3634] Completed AMSF in 0.3s | 2.99 sym/s | Total: 1.0m | ETA: 19.2m
[2025-12-01T20:31:16.092009] [INFO ] [sig       ] [181/3634] Forecasting AMTB...
[2025-12-01T20:31:16.092038] [INFO ] [sig       ] Generating forecast for: AMTB
[2025-12-01T20:31:16.092067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTB' from 'https://tdm.silogroup.org/data/derivative_storage/AMTB.csv'.
[2025-12-01T20:31:16.103562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTB'.
[2025-12-01T20:31:16.103877] [INFO ] [FORECASTER] Starting predict_future for AMTB
[2025-12-01T20:31:16.104627] [DEBUG] [LOCAL     ] No optimal features file found for AMTB: ./output/feature-sets/AMTB.txt
[2025-12-01T20:31:16.104676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:16.104706] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:16.104732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:16.104786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:16.160496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:16.161267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:16.161348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:16.161380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:16.279851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:16.279999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:16.280037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:16.280065] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:16.283336] [DEBUG] [FORECASTER] AMTB: Forecast T+1@11:T+2@11: UP (p=97.34%)
[2025-12-01T20:31:16.283617] [INFO ] [FORECASTER] Completed predict_future for AMTB
[2025-12-01T20:31:16.283745] [INFO ] [sig       ] AMTB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:16.425142] [INFO ] [LOCAL     ] Saved forecast: AMTB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMTB.txt
[2025-12-01T20:31:16.425277] [INFO ] [sig       ] [181/3634] Completed AMTB in 0.3s | 2.99 sym/s | Total: 1.0m | ETA: 19.2m
[2025-12-01T20:31:16.425315] [INFO ] [sig       ] [182/3634] Forecasting AMTX...
[2025-12-01T20:31:16.425343] [INFO ] [sig       ] Generating forecast for: AMTX
[2025-12-01T20:31:16.425371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMTX' from 'https://tdm.silogroup.org/data/derivative_storage/AMTX.csv'.
[2025-12-01T20:31:16.436962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMTX'.
[2025-12-01T20:31:16.437276] [INFO ] [FORECASTER] Starting predict_future for AMTX
[2025-12-01T20:31:16.438033] [DEBUG] [LOCAL     ] No optimal features file found for AMTX: ./output/feature-sets/AMTX.txt
[2025-12-01T20:31:16.438083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:16.438114] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:16.438140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:16.438195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:16.494163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:16.494911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:16.494990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:16.495022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:16.614700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:16.614847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:16.614884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:16.614911] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:16.618198] [DEBUG] [FORECASTER] AMTX: Forecast T+1@11:T+2@11: DOWN (p=12.01%)
[2025-12-01T20:31:16.618483] [INFO ] [FORECASTER] Completed predict_future for AMTX
[2025-12-01T20:31:16.618632] [INFO ] [sig       ] AMTX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:16.756130] [INFO ] [LOCAL     ] Saved forecast: AMTX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AMTX.txt
[2025-12-01T20:31:16.756268] [INFO ] [sig       ] [182/3634] Completed AMTX in 0.3s | 2.99 sym/s | Total: 1.0m | ETA: 19.2m
[2025-12-01T20:31:16.756304] [INFO ] [sig       ] [183/3634] Forecasting AMWD...
[2025-12-01T20:31:16.756333] [INFO ] [sig       ] Generating forecast for: AMWD
[2025-12-01T20:31:16.756361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWD' from 'https://tdm.silogroup.org/data/derivative_storage/AMWD.csv'.
[2025-12-01T20:31:16.768399] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AMWD'.
[2025-12-01T20:31:16.768762] [INFO ] [FORECASTER] Starting predict_future for AMWD
[2025-12-01T20:31:16.769535] [DEBUG] [LOCAL     ] No optimal features file found for AMWD: ./output/feature-sets/AMWD.txt
[2025-12-01T20:31:16.769611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:16.769644] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:16.769670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:16.769735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:16.824682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:16.825355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:16.825435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:16.825465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:16.941753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:16.941874] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:16.941909] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:16.941935] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:16.945142] [DEBUG] [FORECASTER] AMWD: Forecast T+1@11:T+2@11: UP (p=96.86%)
[2025-12-01T20:31:16.945405] [INFO ] [FORECASTER] Completed predict_future for AMWD
[2025-12-01T20:31:16.945532] [INFO ] [sig       ] AMWD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:17.084728] [INFO ] [LOCAL     ] Saved forecast: AMWD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AMWD.txt
[2025-12-01T20:31:17.084871] [INFO ] [sig       ] [183/3634] Completed AMWD in 0.3s | 3.00 sym/s | Total: 1.0m | ETA: 19.2m
[2025-12-01T20:31:17.084914] [INFO ] [sig       ] [184/3634] Forecasting AMWL...
[2025-12-01T20:31:17.084942] [INFO ] [sig       ] Generating forecast for: AMWL
[2025-12-01T20:31:17.084971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMWL' from 'https://tdm.silogroup.org/data/derivative_storage/AMWL.csv'.
[2025-12-01T20:31:17.095999] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AMWL'.
[2025-12-01T20:31:17.096285] [INFO ] [FORECASTER] Starting predict_future for AMWL
[2025-12-01T20:31:17.097130] [DEBUG] [LOCAL     ] No optimal features file found for AMWL: ./output/feature-sets/AMWL.txt
[2025-12-01T20:31:17.097192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:17.097238] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:17.097279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:17.097346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:17.152946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:17.153555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:17.153649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:17.153681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:17.275210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:17.275354] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:17.275392] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:17.275419] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:17.278768] [DEBUG] [FORECASTER] AMWL: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-01T20:31:17.279032] [INFO ] [FORECASTER] Completed predict_future for AMWL
[2025-12-01T20:31:17.279163] [INFO ] [sig       ] AMWL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:17.434650] [INFO ] [LOCAL     ] Saved forecast: AMWL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMWL.txt
[2025-12-01T20:31:17.434808] [INFO ] [sig       ] [184/3634] Completed AMWL in 0.3s | 2.99 sym/s | Total: 1.0m | ETA: 19.2m
[2025-12-01T20:31:17.434846] [INFO ] [sig       ] [185/3634] Forecasting AMX...
[2025-12-01T20:31:17.434876] [INFO ] [sig       ] Generating forecast for: AMX
[2025-12-01T20:31:17.434907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMX' from 'https://tdm.silogroup.org/data/derivative_storage/AMX.csv'.
[2025-12-01T20:31:17.446305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMX'.
[2025-12-01T20:31:17.446671] [INFO ] [FORECASTER] Starting predict_future for AMX
[2025-12-01T20:31:17.447470] [DEBUG] [LOCAL     ] No optimal features file found for AMX: ./output/feature-sets/AMX.txt
[2025-12-01T20:31:17.447542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:17.447604] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:17.447634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:17.447690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:17.505091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:17.505847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:17.505957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:17.505989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:17.626278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:17.626430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:17.626474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:17.626507] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:17.629959] [DEBUG] [FORECASTER] AMX: Forecast T+1@11:T+2@11: DOWN (p=22.20%)
[2025-12-01T20:31:17.630232] [INFO ] [FORECASTER] Completed predict_future for AMX
[2025-12-01T20:31:17.630362] [INFO ] [sig       ] AMX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:17.769872] [INFO ] [LOCAL     ] Saved forecast: AMX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AMX.txt
[2025-12-01T20:31:17.770017] [INFO ] [sig       ] [185/3634] Completed AMX in 0.3s | 2.99 sym/s | Total: 1.0m | ETA: 19.2m
[2025-12-01T20:31:17.770055] [INFO ] [sig       ] [186/3634] Forecasting AMZD...
[2025-12-01T20:31:17.770084] [INFO ] [sig       ] Generating forecast for: AMZD
[2025-12-01T20:31:17.770112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZD' from 'https://tdm.silogroup.org/data/derivative_storage/AMZD.csv'.
[2025-12-01T20:31:17.781707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZD'.
[2025-12-01T20:31:17.781997] [INFO ] [FORECASTER] Starting predict_future for AMZD
[2025-12-01T20:31:17.782759] [DEBUG] [LOCAL     ] No optimal features file found for AMZD: ./output/feature-sets/AMZD.txt
[2025-12-01T20:31:17.782808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:17.782838] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:17.782862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:17.782918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:17.840897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:17.841781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:17.841870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:17.841903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:17.968901] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:17.969078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:17.969140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:17.969186] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:17.973880] [DEBUG] [FORECASTER] AMZD: Forecast T+1@11:T+2@11: UP (p=80.31%)
[2025-12-01T20:31:17.974286] [INFO ] [FORECASTER] Completed predict_future for AMZD
[2025-12-01T20:31:17.974470] [INFO ] [sig       ] AMZD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:18.122323] [INFO ] [LOCAL     ] Saved forecast: AMZD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMZD.txt
[2025-12-01T20:31:18.122483] [INFO ] [sig       ] [186/3634] Completed AMZD in 0.4s | 2.99 sym/s | Total: 1.0m | ETA: 19.2m
[2025-12-01T20:31:18.122525] [INFO ] [sig       ] [187/3634] Forecasting AMZN...
[2025-12-01T20:31:18.122552] [INFO ] [sig       ] Generating forecast for: AMZN
[2025-12-01T20:31:18.122601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZN' from 'https://tdm.silogroup.org/data/derivative_storage/AMZN.csv'.
[2025-12-01T20:31:18.135299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AMZN'.
[2025-12-01T20:31:18.135707] [INFO ] [FORECASTER] Starting predict_future for AMZN
[2025-12-01T20:31:18.136482] [DEBUG] [LOCAL     ] No optimal features file found for AMZN: ./output/feature-sets/AMZN.txt
[2025-12-01T20:31:18.136533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:18.136563] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:18.136607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:18.136664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:18.220459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:18.221686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:18.221808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:18.221866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:18.369046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:18.369206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:18.369245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:18.369272] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:18.373035] [DEBUG] [FORECASTER] AMZN: Forecast T+1@11:T+2@11: UP (p=60.57%)
[2025-12-01T20:31:18.373403] [INFO ] [FORECASTER] Completed predict_future for AMZN
[2025-12-01T20:31:18.373558] [INFO ] [sig       ] AMZN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:18.548858] [INFO ] [LOCAL     ] Saved forecast: AMZN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AMZN.txt
[2025-12-01T20:31:18.549017] [INFO ] [sig       ] [187/3634] Completed AMZN in 0.4s | 2.99 sym/s | Total: 1.0m | ETA: 19.2m
[2025-12-01T20:31:18.549057] [INFO ] [sig       ] [188/3634] Forecasting AMZZ...
[2025-12-01T20:31:18.549084] [INFO ] [sig       ] Generating forecast for: AMZZ
[2025-12-01T20:31:18.549112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AMZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AMZZ.csv'.
[2025-12-01T20:31:18.560239] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AMZZ'.
[2025-12-01T20:31:18.560681] [INFO ] [FORECASTER] Starting predict_future for AMZZ
[2025-12-01T20:31:18.561529] [DEBUG] [LOCAL     ] No optimal features file found for AMZZ: ./output/feature-sets/AMZZ.txt
[2025-12-01T20:31:18.561618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:18.561656] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:18.561683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:18.561740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:18.622462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:18.623566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:18.623697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:18.623738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:18.784477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:18.784654] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:18.784696] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:18.784726] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:18.788201] [DEBUG] [FORECASTER] AMZZ: Forecast T+1@11:T+2@11: DOWN (p=37.04%)
[2025-12-01T20:31:18.788512] [INFO ] [FORECASTER] Completed predict_future for AMZZ
[2025-12-01T20:31:18.788667] [INFO ] [sig       ] AMZZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:18.926303] [INFO ] [LOCAL     ] Saved forecast: AMZZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AMZZ.txt
[2025-12-01T20:31:18.926515] [INFO ] [sig       ] [188/3634] Completed AMZZ in 0.4s | 2.99 sym/s | Total: 1.0m | ETA: 19.2m
[2025-12-01T20:31:18.926554] [INFO ] [sig       ] [189/3634] Forecasting AN...
[2025-12-01T20:31:18.926666] [INFO ] [sig       ] Generating forecast for: AN
[2025-12-01T20:31:18.926706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AN' from 'https://tdm.silogroup.org/data/derivative_storage/AN.csv'.
[2025-12-01T20:31:18.938516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AN'.
[2025-12-01T20:31:18.938927] [INFO ] [FORECASTER] Starting predict_future for AN
[2025-12-01T20:31:18.939717] [DEBUG] [LOCAL     ] No optimal features file found for AN: ./output/feature-sets/AN.txt
[2025-12-01T20:31:18.939767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:18.939798] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:18.939824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:18.939878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:18.998444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:18.999339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:18.999426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:18.999459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:19.125335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:19.125494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:19.125533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:19.125562] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:19.129182] [DEBUG] [FORECASTER] AN: Forecast T+1@11:T+2@11: DOWN (p=22.08%)
[2025-12-01T20:31:19.129539] [INFO ] [FORECASTER] Completed predict_future for AN
[2025-12-01T20:31:19.129718] [INFO ] [sig       ] AN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:19.266877] [INFO ] [LOCAL     ] Saved forecast: AN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AN.txt
[2025-12-01T20:31:19.267011] [INFO ] [sig       ] [189/3634] Completed AN in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.2m
[2025-12-01T20:31:19.267049] [INFO ] [sig       ] [190/3634] Forecasting ANAB...
[2025-12-01T20:31:19.267077] [INFO ] [sig       ] Generating forecast for: ANAB
[2025-12-01T20:31:19.267106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANAB' from 'https://tdm.silogroup.org/data/derivative_storage/ANAB.csv'.
[2025-12-01T20:31:19.278390] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ANAB'.
[2025-12-01T20:31:19.278717] [INFO ] [FORECASTER] Starting predict_future for ANAB
[2025-12-01T20:31:19.279467] [DEBUG] [LOCAL     ] No optimal features file found for ANAB: ./output/feature-sets/ANAB.txt
[2025-12-01T20:31:19.279517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:19.279547] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:19.279634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:19.279699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:19.336197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:19.336838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:19.336917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:19.336948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:19.454855] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:19.454977] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:19.455013] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:19.455038] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:19.458252] [DEBUG] [FORECASTER] ANAB: Forecast T+1@11:T+2@11: UP (p=80.49%)
[2025-12-01T20:31:19.458551] [INFO ] [FORECASTER] Completed predict_future for ANAB
[2025-12-01T20:31:19.458699] [INFO ] [sig       ] ANAB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:19.599476] [INFO ] [LOCAL     ] Saved forecast: ANAB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ANAB.txt
[2025-12-01T20:31:19.599674] [INFO ] [sig       ] [190/3634] Completed ANAB in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.2m
[2025-12-01T20:31:19.599720] [INFO ] [sig       ] [191/3634] Forecasting ANDE...
[2025-12-01T20:31:19.599755] [INFO ] [sig       ] Generating forecast for: ANDE
[2025-12-01T20:31:19.599805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANDE' from 'https://tdm.silogroup.org/data/derivative_storage/ANDE.csv'.
[2025-12-01T20:31:19.611017] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ANDE'.
[2025-12-01T20:31:19.611315] [INFO ] [FORECASTER] Starting predict_future for ANDE
[2025-12-01T20:31:19.612159] [DEBUG] [LOCAL     ] No optimal features file found for ANDE: ./output/feature-sets/ANDE.txt
[2025-12-01T20:31:19.612211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:19.612243] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:19.612279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:19.612334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:19.670272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:19.671067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:19.671147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:19.671177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:19.793291] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:19.793431] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:19.793468] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:19.793495] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:19.796795] [DEBUG] [FORECASTER] ANDE: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-12-01T20:31:19.797056] [INFO ] [FORECASTER] Completed predict_future for ANDE
[2025-12-01T20:31:19.797179] [INFO ] [sig       ] ANDE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:19.936601] [INFO ] [LOCAL     ] Saved forecast: ANDE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ANDE.txt
[2025-12-01T20:31:19.936725] [INFO ] [sig       ] [191/3634] Completed ANDE in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.2m
[2025-12-01T20:31:19.936764] [INFO ] [sig       ] [192/3634] Forecasting ANF...
[2025-12-01T20:31:19.936795] [INFO ] [sig       ] Generating forecast for: ANF
[2025-12-01T20:31:19.936822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANF' from 'https://tdm.silogroup.org/data/derivative_storage/ANF.csv'.
[2025-12-01T20:31:19.947525] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ANF'.
[2025-12-01T20:31:19.947829] [INFO ] [FORECASTER] Starting predict_future for ANF
[2025-12-01T20:31:19.948606] [DEBUG] [LOCAL     ] No optimal features file found for ANF: ./output/feature-sets/ANF.txt
[2025-12-01T20:31:19.948656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:19.948711] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:19.948739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:19.948795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:20.004316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:20.004969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:20.005043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:20.005074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:20.122475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:20.122627] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:20.122682] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:20.122710] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:20.125956] [DEBUG] [FORECASTER] ANF: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-12-01T20:31:20.126226] [INFO ] [FORECASTER] Completed predict_future for ANF
[2025-12-01T20:31:20.126349] [INFO ] [sig       ] ANF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:20.267273] [INFO ] [LOCAL     ] Saved forecast: ANF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ANF.txt
[2025-12-01T20:31:20.267402] [INFO ] [sig       ] [192/3634] Completed ANF in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.2m
[2025-12-01T20:31:20.267440] [INFO ] [sig       ] [193/3634] Forecasting ANGI...
[2025-12-01T20:31:20.267476] [INFO ] [sig       ] Generating forecast for: ANGI
[2025-12-01T20:31:20.267504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGI' from 'https://tdm.silogroup.org/data/derivative_storage/ANGI.csv'.
[2025-12-01T20:31:20.278712] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ANGI'.
[2025-12-01T20:31:20.279014] [INFO ] [FORECASTER] Starting predict_future for ANGI
[2025-12-01T20:31:20.279779] [DEBUG] [LOCAL     ] No optimal features file found for ANGI: ./output/feature-sets/ANGI.txt
[2025-12-01T20:31:20.279830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:20.279860] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:20.279885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:20.279940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:20.334973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:20.335615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:20.335691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:20.335722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:20.451328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:20.451468] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:20.451506] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:20.451533] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:20.454839] [DEBUG] [FORECASTER] ANGI: Forecast T+1@11:T+2@11: UP (p=55.65%)
[2025-12-01T20:31:20.455106] [INFO ] [FORECASTER] Completed predict_future for ANGI
[2025-12-01T20:31:20.455237] [INFO ] [sig       ] ANGI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:20.594200] [INFO ] [LOCAL     ] Saved forecast: ANGI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ANGI.txt
[2025-12-01T20:31:20.594329] [INFO ] [sig       ] [193/3634] Completed ANGI in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.2m
[2025-12-01T20:31:20.594371] [INFO ] [sig       ] [194/3634] Forecasting ANGL...
[2025-12-01T20:31:20.594403] [INFO ] [sig       ] Generating forecast for: ANGL
[2025-12-01T20:31:20.594432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGL' from 'https://tdm.silogroup.org/data/derivative_storage/ANGL.csv'.
[2025-12-01T20:31:20.605558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANGL'.
[2025-12-01T20:31:20.605861] [INFO ] [FORECASTER] Starting predict_future for ANGL
[2025-12-01T20:31:20.606721] [DEBUG] [LOCAL     ] No optimal features file found for ANGL: ./output/feature-sets/ANGL.txt
[2025-12-01T20:31:20.606772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:20.606803] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:20.606829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:20.606885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:20.663813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:20.664468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:20.664544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:20.664593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:20.790759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:20.790899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:20.790936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:20.790966] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:20.794263] [DEBUG] [FORECASTER] ANGL: Forecast T+1@11:T+2@11: DOWN (p=34.79%)
[2025-12-01T20:31:20.794529] [INFO ] [FORECASTER] Completed predict_future for ANGL
[2025-12-01T20:31:20.794674] [INFO ] [sig       ] ANGL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:20.935969] [INFO ] [LOCAL     ] Saved forecast: ANGL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ANGL.txt
[2025-12-01T20:31:20.936098] [INFO ] [sig       ] [194/3634] Completed ANGL in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.2m
[2025-12-01T20:31:20.936137] [INFO ] [sig       ] [195/3634] Forecasting ANGO...
[2025-12-01T20:31:20.936165] [INFO ] [sig       ] Generating forecast for: ANGO
[2025-12-01T20:31:20.936195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANGO' from 'https://tdm.silogroup.org/data/derivative_storage/ANGO.csv'.
[2025-12-01T20:31:20.947052] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ANGO'.
[2025-12-01T20:31:20.947339] [INFO ] [FORECASTER] Starting predict_future for ANGO
[2025-12-01T20:31:20.948098] [DEBUG] [LOCAL     ] No optimal features file found for ANGO: ./output/feature-sets/ANGO.txt
[2025-12-01T20:31:20.948148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:20.948177] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:20.948202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:20.948257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:21.005318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:21.005988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:21.006068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:21.006100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:21.125835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:21.125982] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:21.126019] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:21.126079] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:21.129533] [DEBUG] [FORECASTER] ANGO: Forecast T+1@11:T+2@11: UP (p=76.69%)
[2025-12-01T20:31:21.129835] [INFO ] [FORECASTER] Completed predict_future for ANGO
[2025-12-01T20:31:21.129966] [INFO ] [sig       ] ANGO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:21.268735] [INFO ] [LOCAL     ] Saved forecast: ANGO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ANGO.txt
[2025-12-01T20:31:21.268862] [INFO ] [sig       ] [195/3634] Completed ANGO in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.2m
[2025-12-01T20:31:21.268917] [INFO ] [sig       ] [196/3634] Forecasting ANIK...
[2025-12-01T20:31:21.268956] [INFO ] [sig       ] Generating forecast for: ANIK
[2025-12-01T20:31:21.268985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIK' from 'https://tdm.silogroup.org/data/derivative_storage/ANIK.csv'.
[2025-12-01T20:31:21.279806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIK'.
[2025-12-01T20:31:21.280104] [INFO ] [FORECASTER] Starting predict_future for ANIK
[2025-12-01T20:31:21.280916] [DEBUG] [LOCAL     ] No optimal features file found for ANIK: ./output/feature-sets/ANIK.txt
[2025-12-01T20:31:21.280967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:21.281008] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:21.281035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:21.281090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:21.337520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:21.338479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:21.338564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:21.338615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:21.457561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:21.457723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:21.457760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:21.457788] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:21.461214] [DEBUG] [FORECASTER] ANIK: Forecast T+1@11:T+2@11: DOWN (p=4.26%)
[2025-12-01T20:31:21.461494] [INFO ] [FORECASTER] Completed predict_future for ANIK
[2025-12-01T20:31:21.461667] [INFO ] [sig       ] ANIK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:21.603913] [INFO ] [LOCAL     ] Saved forecast: ANIK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ANIK.txt
[2025-12-01T20:31:21.604054] [INFO ] [sig       ] [196/3634] Completed ANIK in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.2m
[2025-12-01T20:31:21.604099] [INFO ] [sig       ] [197/3634] Forecasting ANIP...
[2025-12-01T20:31:21.604130] [INFO ] [sig       ] Generating forecast for: ANIP
[2025-12-01T20:31:21.604166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIP' from 'https://tdm.silogroup.org/data/derivative_storage/ANIP.csv'.
[2025-12-01T20:31:21.615743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIP'.
[2025-12-01T20:31:21.616070] [INFO ] [FORECASTER] Starting predict_future for ANIP
[2025-12-01T20:31:21.616847] [DEBUG] [LOCAL     ] No optimal features file found for ANIP: ./output/feature-sets/ANIP.txt
[2025-12-01T20:31:21.616897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:21.616928] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:21.616953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:21.617009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:21.672630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:21.673297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:21.673386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:21.673418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:21.796645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:21.796790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:21.796825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:21.796853] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:21.800186] [DEBUG] [FORECASTER] ANIP: Forecast T+1@11:T+2@11: DOWN (p=16.23%)
[2025-12-01T20:31:21.800448] [INFO ] [FORECASTER] Completed predict_future for ANIP
[2025-12-01T20:31:21.800618] [INFO ] [sig       ] ANIP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:21.939854] [INFO ] [LOCAL     ] Saved forecast: ANIP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ANIP.txt
[2025-12-01T20:31:21.939981] [INFO ] [sig       ] [197/3634] Completed ANIP in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.2m
[2025-12-01T20:31:21.940018] [INFO ] [sig       ] [198/3634] Forecasting ANIX...
[2025-12-01T20:31:21.940046] [INFO ] [sig       ] Generating forecast for: ANIX
[2025-12-01T20:31:21.940075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANIX' from 'https://tdm.silogroup.org/data/derivative_storage/ANIX.csv'.
[2025-12-01T20:31:21.950865] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANIX'.
[2025-12-01T20:31:21.951175] [INFO ] [FORECASTER] Starting predict_future for ANIX
[2025-12-01T20:31:21.951940] [DEBUG] [LOCAL     ] No optimal features file found for ANIX: ./output/feature-sets/ANIX.txt
[2025-12-01T20:31:21.951990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:21.952020] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:21.952046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:21.952100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:22.007774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:22.008376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:22.008453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:22.008484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:22.126120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:22.126256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:22.126291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:22.126318] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:22.129566] [DEBUG] [FORECASTER] ANIX: Forecast T+1@11:T+2@11: UP (p=57.55%)
[2025-12-01T20:31:22.129843] [INFO ] [FORECASTER] Completed predict_future for ANIX
[2025-12-01T20:31:22.129967] [INFO ] [sig       ] ANIX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:22.267375] [INFO ] [LOCAL     ] Saved forecast: ANIX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ANIX.txt
[2025-12-01T20:31:22.267528] [INFO ] [sig       ] [198/3634] Completed ANIX in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.2m
[2025-12-01T20:31:22.267564] [INFO ] [sig       ] [199/3634] Forecasting ANNX...
[2025-12-01T20:31:22.267615] [INFO ] [sig       ] Generating forecast for: ANNX
[2025-12-01T20:31:22.267645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANNX' from 'https://tdm.silogroup.org/data/derivative_storage/ANNX.csv'.
[2025-12-01T20:31:22.278511] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ANNX'.
[2025-12-01T20:31:22.278827] [INFO ] [FORECASTER] Starting predict_future for ANNX
[2025-12-01T20:31:22.279589] [DEBUG] [LOCAL     ] No optimal features file found for ANNX: ./output/feature-sets/ANNX.txt
[2025-12-01T20:31:22.279638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:22.279669] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:22.279694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:22.279750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:22.337834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:22.338729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:22.338820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:22.338854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:22.457664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:22.457811] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:22.457849] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:22.457877] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:22.461282] [DEBUG] [FORECASTER] ANNX: Forecast T+1@11:T+2@11: DOWN (p=20.53%)
[2025-12-01T20:31:22.461553] [INFO ] [FORECASTER] Completed predict_future for ANNX
[2025-12-01T20:31:22.461704] [INFO ] [sig       ] ANNX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:22.601264] [INFO ] [LOCAL     ] Saved forecast: ANNX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ANNX.txt
[2025-12-01T20:31:22.601403] [INFO ] [sig       ] [199/3634] Completed ANNX in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.2m
[2025-12-01T20:31:22.601452] [INFO ] [sig       ] [200/3634] Forecasting ANTX...
[2025-12-01T20:31:22.601482] [INFO ] [sig       ] Generating forecast for: ANTX
[2025-12-01T20:31:22.601513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANTX' from 'https://tdm.silogroup.org/data/derivative_storage/ANTX.csv'.
[2025-12-01T20:31:22.613208] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ANTX'.
[2025-12-01T20:31:22.613539] [INFO ] [FORECASTER] Starting predict_future for ANTX
[2025-12-01T20:31:22.614320] [DEBUG] [LOCAL     ] No optimal features file found for ANTX: ./output/feature-sets/ANTX.txt
[2025-12-01T20:31:22.614370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:22.614401] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:22.614426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:22.614480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:22.669856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:22.670646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:22.670727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:22.670758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:22.789477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:22.789656] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:22.789695] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:22.789722] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:22.793019] [DEBUG] [FORECASTER] ANTX: Forecast T+1@11:T+2@11: UP (p=66.92%)
[2025-12-01T20:31:22.793289] [INFO ] [FORECASTER] Completed predict_future for ANTX
[2025-12-01T20:31:22.793415] [INFO ] [sig       ] ANTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:22.931029] [INFO ] [LOCAL     ] Saved forecast: ANTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ANTX.txt
[2025-12-01T20:31:22.931151] [INFO ] [sig       ] [200/3634] Completed ANTX in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.2m
[2025-12-01T20:31:22.931188] [INFO ] [sig       ] [201/3634] Forecasting ANVS...
[2025-12-01T20:31:22.931217] [INFO ] [sig       ] Generating forecast for: ANVS
[2025-12-01T20:31:22.931246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ANVS' from 'https://tdm.silogroup.org/data/derivative_storage/ANVS.csv'.
[2025-12-01T20:31:22.942294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ANVS'.
[2025-12-01T20:31:22.942562] [INFO ] [FORECASTER] Starting predict_future for ANVS
[2025-12-01T20:31:22.943323] [DEBUG] [LOCAL     ] No optimal features file found for ANVS: ./output/feature-sets/ANVS.txt
[2025-12-01T20:31:22.943372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:22.943403] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:22.943429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:22.943484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:22.999321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:22.999979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:23.000054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:23.000084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:23.117263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:23.117407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:23.117448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:23.117475] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:23.120840] [DEBUG] [FORECASTER] ANVS: Forecast T+1@11:T+2@11: UP (p=97.13%)
[2025-12-01T20:31:23.121133] [INFO ] [FORECASTER] Completed predict_future for ANVS
[2025-12-01T20:31:23.121282] [INFO ] [sig       ] ANVS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:23.261449] [INFO ] [LOCAL     ] Saved forecast: ANVS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ANVS.txt
[2025-12-01T20:31:23.261612] [INFO ] [sig       ] [201/3634] Completed ANVS in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.2m
[2025-12-01T20:31:23.261651] [INFO ] [sig       ] [202/3634] Forecasting AOD...
[2025-12-01T20:31:23.261680] [INFO ] [sig       ] Generating forecast for: AOD
[2025-12-01T20:31:23.261708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOD' from 'https://tdm.silogroup.org/data/derivative_storage/AOD.csv'.
[2025-12-01T20:31:23.272512] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AOD'.
[2025-12-01T20:31:23.272829] [INFO ] [FORECASTER] Starting predict_future for AOD
[2025-12-01T20:31:23.273593] [DEBUG] [LOCAL     ] No optimal features file found for AOD: ./output/feature-sets/AOD.txt
[2025-12-01T20:31:23.273643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:23.273673] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:23.273699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:23.273754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:23.329766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:23.330565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:23.330695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:23.330731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:23.452078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:23.452222] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:23.452260] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:23.452287] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:23.455529] [DEBUG] [FORECASTER] AOD: Forecast T+1@11:T+2@11: DOWN (p=2.28%)
[2025-12-01T20:31:23.455808] [INFO ] [FORECASTER] Completed predict_future for AOD
[2025-12-01T20:31:23.455931] [INFO ] [sig       ] AOD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:23.596141] [INFO ] [LOCAL     ] Saved forecast: AOD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AOD.txt
[2025-12-01T20:31:23.596311] [INFO ] [sig       ] [202/3634] Completed AOD in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-01T20:31:23.596357] [INFO ] [sig       ] [203/3634] Forecasting AOHY...
[2025-12-01T20:31:23.596397] [INFO ] [sig       ] Generating forecast for: AOHY
[2025-12-01T20:31:23.596435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOHY' from 'https://tdm.silogroup.org/data/derivative_storage/AOHY.csv'.
[2025-12-01T20:31:23.607558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOHY'.
[2025-12-01T20:31:23.607962] [INFO ] [FORECASTER] Starting predict_future for AOHY
[2025-12-01T20:31:23.608765] [DEBUG] [LOCAL     ] No optimal features file found for AOHY: ./output/feature-sets/AOHY.txt
[2025-12-01T20:31:23.608815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:23.608845] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:23.608870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:23.608924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:23.671027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:23.671895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:23.671976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:23.672009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:23.786364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:23.786472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:23.786507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:23.786551] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:23.789804] [DEBUG] [FORECASTER] AOHY: Forecast T+1@11:T+2@11: UP (p=94.48%)
[2025-12-01T20:31:23.790080] [INFO ] [FORECASTER] Completed predict_future for AOHY
[2025-12-01T20:31:23.790206] [INFO ] [sig       ] AOHY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:23.939346] [INFO ] [LOCAL     ] Saved forecast: AOHY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AOHY.txt
[2025-12-01T20:31:23.939497] [INFO ] [sig       ] [203/3634] Completed AOHY in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-01T20:31:23.939544] [INFO ] [sig       ] [204/3634] Forecasting AON...
[2025-12-01T20:31:23.939600] [INFO ] [sig       ] Generating forecast for: AON
[2025-12-01T20:31:23.939637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AON' from 'https://tdm.silogroup.org/data/derivative_storage/AON.csv'.
[2025-12-01T20:31:23.950554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AON'.
[2025-12-01T20:31:23.950876] [INFO ] [FORECASTER] Starting predict_future for AON
[2025-12-01T20:31:23.951695] [DEBUG] [LOCAL     ] No optimal features file found for AON: ./output/feature-sets/AON.txt
[2025-12-01T20:31:23.951748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:23.951781] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:23.951808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:23.951866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:24.007853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:24.011422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:24.011522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:24.011564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:24.134483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:24.134642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:24.134681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:24.134708] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:24.138031] [DEBUG] [FORECASTER] AON: Forecast T+1@11:T+2@11: DOWN (p=45.98%)
[2025-12-01T20:31:24.138290] [INFO ] [FORECASTER] Completed predict_future for AON
[2025-12-01T20:31:24.138444] [INFO ] [sig       ] AON: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:24.276498] [INFO ] [LOCAL     ] Saved forecast: AON	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AON.txt
[2025-12-01T20:31:24.276663] [INFO ] [sig       ] [204/3634] Completed AON in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-01T20:31:24.276709] [INFO ] [sig       ] [205/3634] Forecasting AOS...
[2025-12-01T20:31:24.276738] [INFO ] [sig       ] Generating forecast for: AOS
[2025-12-01T20:31:24.276766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOS' from 'https://tdm.silogroup.org/data/derivative_storage/AOS.csv'.
[2025-12-01T20:31:24.288041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOS'.
[2025-12-01T20:31:24.288376] [INFO ] [FORECASTER] Starting predict_future for AOS
[2025-12-01T20:31:24.289161] [DEBUG] [LOCAL     ] No optimal features file found for AOS: ./output/feature-sets/AOS.txt
[2025-12-01T20:31:24.289214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:24.289246] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:24.289274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:24.289332] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:24.345516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:24.346333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:24.346429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:24.346461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:24.467921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:24.468040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:24.468082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:24.468109] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:24.471347] [DEBUG] [FORECASTER] AOS: Forecast T+1@11:T+2@11: UP (p=97.43%)
[2025-12-01T20:31:24.471646] [INFO ] [FORECASTER] Completed predict_future for AOS
[2025-12-01T20:31:24.471788] [INFO ] [sig       ] AOS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:24.611073] [INFO ] [LOCAL     ] Saved forecast: AOS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AOS.txt
[2025-12-01T20:31:24.611217] [INFO ] [sig       ] [205/3634] Completed AOS in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-01T20:31:24.611254] [INFO ] [sig       ] [206/3634] Forecasting AOSL...
[2025-12-01T20:31:24.611282] [INFO ] [sig       ] Generating forecast for: AOSL
[2025-12-01T20:31:24.611310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AOSL' from 'https://tdm.silogroup.org/data/derivative_storage/AOSL.csv'.
[2025-12-01T20:31:24.622764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AOSL'.
[2025-12-01T20:31:24.623065] [INFO ] [FORECASTER] Starting predict_future for AOSL
[2025-12-01T20:31:24.623889] [DEBUG] [LOCAL     ] No optimal features file found for AOSL: ./output/feature-sets/AOSL.txt
[2025-12-01T20:31:24.623941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:24.623973] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:24.624001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:24.624057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:24.680196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:24.680822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:24.680895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:24.680926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:24.797419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:24.797528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:24.797563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:24.797612] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:24.800925] [DEBUG] [FORECASTER] AOSL: Forecast T+1@11:T+2@11: UP (p=94.92%)
[2025-12-01T20:31:24.801185] [INFO ] [FORECASTER] Completed predict_future for AOSL
[2025-12-01T20:31:24.801307] [INFO ] [sig       ] AOSL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:24.939108] [INFO ] [LOCAL     ] Saved forecast: AOSL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AOSL.txt
[2025-12-01T20:31:24.939215] [INFO ] [sig       ] [206/3634] Completed AOSL in 0.3s | 2.99 sym/s | Total: 1.1m | ETA: 19.1m
[2025-12-01T20:31:24.939252] [INFO ] [sig       ] [207/3634] Forecasting AP...
[2025-12-01T20:31:24.939279] [INFO ] [sig       ] Generating forecast for: AP
[2025-12-01T20:31:24.939307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AP' from 'https://tdm.silogroup.org/data/derivative_storage/AP.csv'.
[2025-12-01T20:31:24.951808] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AP'.
[2025-12-01T20:31:24.952240] [INFO ] [FORECASTER] Starting predict_future for AP
[2025-12-01T20:31:24.953301] [DEBUG] [LOCAL     ] No optimal features file found for AP: ./output/feature-sets/AP.txt
[2025-12-01T20:31:24.953367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:24.953413] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:24.953468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:24.953557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:25.016834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:25.017735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:25.017841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:25.017890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:25.134210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:25.134345] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:25.134385] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:25.134412] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:25.137684] [DEBUG] [FORECASTER] AP: Forecast T+1@11:T+2@11: DOWN (p=46.66%)
[2025-12-01T20:31:25.137949] [INFO ] [FORECASTER] Completed predict_future for AP
[2025-12-01T20:31:25.138072] [INFO ] [sig       ] AP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:25.277133] [INFO ] [LOCAL     ] Saved forecast: AP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AP.txt
[2025-12-01T20:31:25.277260] [INFO ] [sig       ] [207/3634] Completed AP in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-01T20:31:25.277297] [INFO ] [sig       ] [208/3634] Forecasting APA...
[2025-12-01T20:31:25.277330] [INFO ] [sig       ] Generating forecast for: APA
[2025-12-01T20:31:25.277358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APA' from 'https://tdm.silogroup.org/data/derivative_storage/APA.csv'.
[2025-12-01T20:31:25.288861] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'APA'.
[2025-12-01T20:31:25.289155] [INFO ] [FORECASTER] Starting predict_future for APA
[2025-12-01T20:31:25.289959] [DEBUG] [LOCAL     ] No optimal features file found for APA: ./output/feature-sets/APA.txt
[2025-12-01T20:31:25.290012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:25.290044] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:25.290070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:25.290125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:25.346854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:25.347566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:25.347662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:25.347695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:25.473196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:25.473344] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:25.473381] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:25.473408] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:25.476750] [DEBUG] [FORECASTER] APA: Forecast T+1@11:T+2@11: UP (p=83.16%)
[2025-12-01T20:31:25.477028] [INFO ] [FORECASTER] Completed predict_future for APA
[2025-12-01T20:31:25.477156] [INFO ] [sig       ] APA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:25.617218] [INFO ] [LOCAL     ] Saved forecast: APA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/APA.txt
[2025-12-01T20:31:25.617373] [INFO ] [sig       ] [208/3634] Completed APA in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-01T20:31:25.617413] [INFO ] [sig       ] [209/3634] Forecasting APAM...
[2025-12-01T20:31:25.617442] [INFO ] [sig       ] Generating forecast for: APAM
[2025-12-01T20:31:25.617472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APAM' from 'https://tdm.silogroup.org/data/derivative_storage/APAM.csv'.
[2025-12-01T20:31:25.627986] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'APAM'.
[2025-12-01T20:31:25.628344] [INFO ] [FORECASTER] Starting predict_future for APAM
[2025-12-01T20:31:25.629238] [DEBUG] [LOCAL     ] No optimal features file found for APAM: ./output/feature-sets/APAM.txt
[2025-12-01T20:31:25.629291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:25.629374] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:25.629420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:25.629499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:25.688332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:25.689122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:25.689201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:25.689233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:25.806379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:25.806518] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:25.806556] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:25.806609] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:25.809987] [DEBUG] [FORECASTER] APAM: Forecast T+1@11:T+2@11: UP (p=69.59%)
[2025-12-01T20:31:25.810265] [INFO ] [FORECASTER] Completed predict_future for APAM
[2025-12-01T20:31:25.810393] [INFO ] [sig       ] APAM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:25.951120] [INFO ] [LOCAL     ] Saved forecast: APAM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/APAM.txt
[2025-12-01T20:31:25.951256] [INFO ] [sig       ] [209/3634] Completed APAM in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-01T20:31:25.951297] [INFO ] [sig       ] [210/3634] Forecasting APD...
[2025-12-01T20:31:25.951326] [INFO ] [sig       ] Generating forecast for: APD
[2025-12-01T20:31:25.951357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APD' from 'https://tdm.silogroup.org/data/derivative_storage/APD.csv'.
[2025-12-01T20:31:25.963043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APD'.
[2025-12-01T20:31:25.963366] [INFO ] [FORECASTER] Starting predict_future for APD
[2025-12-01T20:31:25.964163] [DEBUG] [LOCAL     ] No optimal features file found for APD: ./output/feature-sets/APD.txt
[2025-12-01T20:31:25.964214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:25.964246] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:25.964272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:25.964327] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:26.021344] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:26.022284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:26.022370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:26.022404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:26.142441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:26.142565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:26.142630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:26.142658] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:26.145834] [DEBUG] [FORECASTER] APD: Forecast T+1@11:T+2@11: UP (p=90.71%)
[2025-12-01T20:31:26.146106] [INFO ] [FORECASTER] Completed predict_future for APD
[2025-12-01T20:31:26.146232] [INFO ] [sig       ] APD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:26.288756] [INFO ] [LOCAL     ] Saved forecast: APD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/APD.txt
[2025-12-01T20:31:26.288918] [INFO ] [sig       ] [210/3634] Completed APD in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-01T20:31:26.288957] [INFO ] [sig       ] [211/3634] Forecasting APEI...
[2025-12-01T20:31:26.288985] [INFO ] [sig       ] Generating forecast for: APEI
[2025-12-01T20:31:26.289013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APEI' from 'https://tdm.silogroup.org/data/derivative_storage/APEI.csv'.
[2025-12-01T20:31:26.301039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APEI'.
[2025-12-01T20:31:26.301388] [INFO ] [FORECASTER] Starting predict_future for APEI
[2025-12-01T20:31:26.302213] [DEBUG] [LOCAL     ] No optimal features file found for APEI: ./output/feature-sets/APEI.txt
[2025-12-01T20:31:26.302263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:26.302293] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:26.302318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:26.302372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:26.358359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:26.359231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:26.359313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:26.359345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:26.477923] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:26.478074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:26.478113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:26.478142] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:26.481546] [DEBUG] [FORECASTER] APEI: Forecast T+1@11:T+2@11: DOWN (p=23.45%)
[2025-12-01T20:31:26.481838] [INFO ] [FORECASTER] Completed predict_future for APEI
[2025-12-01T20:31:26.481965] [INFO ] [sig       ] APEI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:26.620854] [INFO ] [LOCAL     ] Saved forecast: APEI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/APEI.txt
[2025-12-01T20:31:26.620977] [INFO ] [sig       ] [211/3634] Completed APEI in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-01T20:31:26.621014] [INFO ] [sig       ] [212/3634] Forecasting APG...
[2025-12-01T20:31:26.621043] [INFO ] [sig       ] Generating forecast for: APG
[2025-12-01T20:31:26.621072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APG' from 'https://tdm.silogroup.org/data/derivative_storage/APG.csv'.
[2025-12-01T20:31:26.633290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APG'.
[2025-12-01T20:31:26.633678] [INFO ] [FORECASTER] Starting predict_future for APG
[2025-12-01T20:31:26.634451] [DEBUG] [LOCAL     ] No optimal features file found for APG: ./output/feature-sets/APG.txt
[2025-12-01T20:31:26.634502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:26.634534] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:26.634559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:26.634633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:26.691288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:26.692219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:26.692307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:26.692341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:26.818521] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:26.818696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:26.818735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:26.818807] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:26.822105] [DEBUG] [FORECASTER] APG: Forecast T+1@11:T+2@11: DOWN (p=40.30%)
[2025-12-01T20:31:26.822370] [INFO ] [FORECASTER] Completed predict_future for APG
[2025-12-01T20:31:26.822495] [INFO ] [sig       ] APG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:26.958765] [INFO ] [LOCAL     ] Saved forecast: APG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/APG.txt
[2025-12-01T20:31:26.958875] [INFO ] [sig       ] [212/3634] Completed APG in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-01T20:31:26.958911] [INFO ] [sig       ] [213/3634] Forecasting APGE...
[2025-12-01T20:31:26.958940] [INFO ] [sig       ] Generating forecast for: APGE
[2025-12-01T20:31:26.958968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APGE' from 'https://tdm.silogroup.org/data/derivative_storage/APGE.csv'.
[2025-12-01T20:31:26.968970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APGE'.
[2025-12-01T20:31:26.969225] [INFO ] [FORECASTER] Starting predict_future for APGE
[2025-12-01T20:31:26.969998] [DEBUG] [LOCAL     ] No optimal features file found for APGE: ./output/feature-sets/APGE.txt
[2025-12-01T20:31:26.970047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:26.970076] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:26.970101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:26.970154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:27.026200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:27.026806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:27.026882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:27.026915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:27.146838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:27.146977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:27.147015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:27.147042] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:27.150271] [DEBUG] [FORECASTER] APGE: Forecast T+1@11:T+2@11: UP (p=63.75%)
[2025-12-01T20:31:27.150529] [INFO ] [FORECASTER] Completed predict_future for APGE
[2025-12-01T20:31:27.150691] [INFO ] [sig       ] APGE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:27.292306] [INFO ] [LOCAL     ] Saved forecast: APGE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/APGE.txt
[2025-12-01T20:31:27.292435] [INFO ] [sig       ] [213/3634] Completed APGE in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-01T20:31:27.292473] [INFO ] [sig       ] [214/3634] Forecasting APH...
[2025-12-01T20:31:27.292500] [INFO ] [sig       ] Generating forecast for: APH
[2025-12-01T20:31:27.292528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APH' from 'https://tdm.silogroup.org/data/derivative_storage/APH.csv'.
[2025-12-01T20:31:27.304152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APH'.
[2025-12-01T20:31:27.304426] [INFO ] [FORECASTER] Starting predict_future for APH
[2025-12-01T20:31:27.305175] [DEBUG] [LOCAL     ] No optimal features file found for APH: ./output/feature-sets/APH.txt
[2025-12-01T20:31:27.305224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:27.305254] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:27.305279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:27.305334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:27.360790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:27.361383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:27.361458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:27.361489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:27.480065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:27.480196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:27.480235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:27.480262] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:27.483477] [DEBUG] [FORECASTER] APH: Forecast T+1@11:T+2@11: UP (p=84.47%)
[2025-12-01T20:31:27.483775] [INFO ] [FORECASTER] Completed predict_future for APH
[2025-12-01T20:31:27.483901] [INFO ] [sig       ] APH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:27.620430] [INFO ] [LOCAL     ] Saved forecast: APH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/APH.txt
[2025-12-01T20:31:27.620537] [INFO ] [sig       ] [214/3634] Completed APH in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-01T20:31:27.620591] [INFO ] [sig       ] [215/3634] Forecasting API...
[2025-12-01T20:31:27.620622] [INFO ] [sig       ] Generating forecast for: API
[2025-12-01T20:31:27.620651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'API' from 'https://tdm.silogroup.org/data/derivative_storage/API.csv'.
[2025-12-01T20:31:27.631798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'API'.
[2025-12-01T20:31:27.632054] [INFO ] [FORECASTER] Starting predict_future for API
[2025-12-01T20:31:27.632797] [DEBUG] [LOCAL     ] No optimal features file found for API: ./output/feature-sets/API.txt
[2025-12-01T20:31:27.632846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:27.632876] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:27.632900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:27.632954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:27.688591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:27.689180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:27.689255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:27.689285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:27.805532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:27.805643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:27.805679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:27.805705] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:27.808741] [DEBUG] [FORECASTER] API: Forecast T+1@11:T+2@11: DOWN (p=12.54%)
[2025-12-01T20:31:27.808997] [INFO ] [FORECASTER] Completed predict_future for API
[2025-12-01T20:31:27.809118] [INFO ] [sig       ] API: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:27.949603] [INFO ] [LOCAL     ] Saved forecast: API	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/API.txt
[2025-12-01T20:31:27.949724] [INFO ] [sig       ] [215/3634] Completed API in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-01T20:31:27.949759] [INFO ] [sig       ] [216/3634] Forecasting APLD...
[2025-12-01T20:31:27.949787] [INFO ] [sig       ] Generating forecast for: APLD
[2025-12-01T20:31:27.949815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLD' from 'https://tdm.silogroup.org/data/derivative_storage/APLD.csv'.
[2025-12-01T20:31:27.960143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLD'.
[2025-12-01T20:31:27.960398] [INFO ] [FORECASTER] Starting predict_future for APLD
[2025-12-01T20:31:27.961156] [DEBUG] [LOCAL     ] No optimal features file found for APLD: ./output/feature-sets/APLD.txt
[2025-12-01T20:31:27.961206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:27.961236] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:27.961261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:27.961315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:28.016940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:28.017524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:28.017614] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:28.017648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:28.131590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:28.131726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:28.131762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:28.131789] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:28.134948] [DEBUG] [FORECASTER] APLD: Forecast T+1@11:T+2@11: DOWN (p=12.49%)
[2025-12-01T20:31:28.135209] [INFO ] [FORECASTER] Completed predict_future for APLD
[2025-12-01T20:31:28.135331] [INFO ] [sig       ] APLD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:28.273052] [INFO ] [LOCAL     ] Saved forecast: APLD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/APLD.txt
[2025-12-01T20:31:28.273169] [INFO ] [sig       ] [216/3634] Completed APLD in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-01T20:31:28.273205] [INFO ] [sig       ] [217/3634] Forecasting APLE...
[2025-12-01T20:31:28.273233] [INFO ] [sig       ] Generating forecast for: APLE
[2025-12-01T20:31:28.273262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLE' from 'https://tdm.silogroup.org/data/derivative_storage/APLE.csv'.
[2025-12-01T20:31:28.285615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APLE'.
[2025-12-01T20:31:28.286021] [INFO ] [FORECASTER] Starting predict_future for APLE
[2025-12-01T20:31:28.286846] [DEBUG] [LOCAL     ] No optimal features file found for APLE: ./output/feature-sets/APLE.txt
[2025-12-01T20:31:28.286898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:28.286930] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:28.286955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:28.287010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:28.343018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:28.343936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:28.344024] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:28.344056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:28.459818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:28.459978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:28.460017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:28.460044] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:28.463418] [DEBUG] [FORECASTER] APLE: Forecast T+1@11:T+2@11: DOWN (p=16.82%)
[2025-12-01T20:31:28.463712] [INFO ] [FORECASTER] Completed predict_future for APLE
[2025-12-01T20:31:28.463841] [INFO ] [sig       ] APLE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:28.601231] [INFO ] [LOCAL     ] Saved forecast: APLE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/APLE.txt
[2025-12-01T20:31:28.601355] [INFO ] [sig       ] [217/3634] Completed APLE in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-01T20:31:28.601393] [INFO ] [sig       ] [218/3634] Forecasting APLS...
[2025-12-01T20:31:28.601421] [INFO ] [sig       ] Generating forecast for: APLS
[2025-12-01T20:31:28.601450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APLS' from 'https://tdm.silogroup.org/data/derivative_storage/APLS.csv'.
[2025-12-01T20:31:28.613371] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'APLS'.
[2025-12-01T20:31:28.613700] [INFO ] [FORECASTER] Starting predict_future for APLS
[2025-12-01T20:31:28.614490] [DEBUG] [LOCAL     ] No optimal features file found for APLS: ./output/feature-sets/APLS.txt
[2025-12-01T20:31:28.614540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:28.614594] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:28.614629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:28.614697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:28.669501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:28.670100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:28.670179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:28.670209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:28.790531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:28.790645] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:28.790680] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:28.790709] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:28.793756] [DEBUG] [FORECASTER] APLS: Forecast T+1@11:T+2@11: UP (p=97.71%)
[2025-12-01T20:31:28.794011] [INFO ] [FORECASTER] Completed predict_future for APLS
[2025-12-01T20:31:28.794134] [INFO ] [sig       ] APLS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:28.933806] [INFO ] [LOCAL     ] Saved forecast: APLS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/APLS.txt
[2025-12-01T20:31:28.933946] [INFO ] [sig       ] [218/3634] Completed APLS in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.1m
[2025-12-01T20:31:28.933990] [INFO ] [sig       ] [219/3634] Forecasting APM...
[2025-12-01T20:31:28.934019] [INFO ] [sig       ] Generating forecast for: APM
[2025-12-01T20:31:28.934046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APM' from 'https://tdm.silogroup.org/data/derivative_storage/APM.csv'.
[2025-12-01T20:31:28.944910] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'APM'.
[2025-12-01T20:31:28.945172] [INFO ] [FORECASTER] Starting predict_future for APM
[2025-12-01T20:31:28.945934] [DEBUG] [LOCAL     ] No optimal features file found for APM: ./output/feature-sets/APM.txt
[2025-12-01T20:31:28.945983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:28.946013] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:28.946038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:28.946096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:29.001959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:29.002526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:29.002649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:29.002682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:29.115022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:29.115127] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:29.115164] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:29.115190] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:29.118209] [DEBUG] [FORECASTER] APM: Forecast T+1@11:T+2@11: DOWN (p=6.88%)
[2025-12-01T20:31:29.118486] [INFO ] [FORECASTER] Completed predict_future for APM
[2025-12-01T20:31:29.118629] [INFO ] [sig       ] APM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:29.255080] [INFO ] [LOCAL     ] Saved forecast: APM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/APM.txt
[2025-12-01T20:31:29.255186] [INFO ] [sig       ] [219/3634] Completed APM in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.0m
[2025-12-01T20:31:29.255222] [INFO ] [sig       ] [220/3634] Forecasting APO...
[2025-12-01T20:31:29.255255] [INFO ] [sig       ] Generating forecast for: APO
[2025-12-01T20:31:29.255289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APO' from 'https://tdm.silogroup.org/data/derivative_storage/APO.csv'.
[2025-12-01T20:31:29.267625] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'APO'.
[2025-12-01T20:31:29.267979] [INFO ] [FORECASTER] Starting predict_future for APO
[2025-12-01T20:31:29.268827] [DEBUG] [LOCAL     ] No optimal features file found for APO: ./output/feature-sets/APO.txt
[2025-12-01T20:31:29.268877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:29.268920] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:29.268947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:29.269002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:29.323752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:29.324399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:29.324480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:29.324511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:29.446626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:29.446780] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:29.446819] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:29.446845] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:29.450231] [DEBUG] [FORECASTER] APO: Forecast T+1@11:T+2@11: UP (p=77.99%)
[2025-12-01T20:31:29.450505] [INFO ] [FORECASTER] Completed predict_future for APO
[2025-12-01T20:31:29.450655] [INFO ] [sig       ] APO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:29.587224] [INFO ] [LOCAL     ] Saved forecast: APO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/APO.txt
[2025-12-01T20:31:29.587362] [INFO ] [sig       ] [220/3634] Completed APO in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.0m
[2025-12-01T20:31:29.587400] [INFO ] [sig       ] [221/3634] Forecasting APOG...
[2025-12-01T20:31:29.587428] [INFO ] [sig       ] Generating forecast for: APOG
[2025-12-01T20:31:29.587458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOG' from 'https://tdm.silogroup.org/data/derivative_storage/APOG.csv'.
[2025-12-01T20:31:29.598659] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'APOG'.
[2025-12-01T20:31:29.598954] [INFO ] [FORECASTER] Starting predict_future for APOG
[2025-12-01T20:31:29.599755] [DEBUG] [LOCAL     ] No optimal features file found for APOG: ./output/feature-sets/APOG.txt
[2025-12-01T20:31:29.599816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:29.599846] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:29.599871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:29.599925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:29.654698] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:29.655288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:29.655364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:29.655394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:29.775506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:29.775642] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:29.775683] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:29.775710] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:29.778803] [DEBUG] [FORECASTER] APOG: Forecast T+1@11:T+2@11: DOWN (p=22.77%)
[2025-12-01T20:31:29.779066] [INFO ] [FORECASTER] Completed predict_future for APOG
[2025-12-01T20:31:29.779188] [INFO ] [sig       ] APOG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:29.915995] [INFO ] [LOCAL     ] Saved forecast: APOG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/APOG.txt
[2025-12-01T20:31:29.916100] [INFO ] [sig       ] [221/3634] Completed APOG in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.0m
[2025-12-01T20:31:29.916136] [INFO ] [sig       ] [222/3634] Forecasting APOS...
[2025-12-01T20:31:29.916163] [INFO ] [sig       ] Generating forecast for: APOS
[2025-12-01T20:31:29.916191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APOS' from 'https://tdm.silogroup.org/data/derivative_storage/APOS.csv'.
[2025-12-01T20:31:29.927119] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'APOS'.
[2025-12-01T20:31:29.927371] [INFO ] [FORECASTER] Starting predict_future for APOS
[2025-12-01T20:31:29.928118] [DEBUG] [LOCAL     ] No optimal features file found for APOS: ./output/feature-sets/APOS.txt
[2025-12-01T20:31:29.928167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:29.928197] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:29.928222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:29.928276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:29.986333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:29.987001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:29.987084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:29.987117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:30.106014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:30.106110] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:30.106144] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:30.106170] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:30.109260] [DEBUG] [FORECASTER] APOS: Forecast T+1@11:T+2@11: UP (p=78.95%)
[2025-12-01T20:31:30.109515] [INFO ] [FORECASTER] Completed predict_future for APOS
[2025-12-01T20:31:30.109654] [INFO ] [sig       ] APOS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:30.244903] [INFO ] [LOCAL     ] Saved forecast: APOS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/APOS.txt
[2025-12-01T20:31:30.245031] [INFO ] [sig       ] [222/3634] Completed APOS in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.0m
[2025-12-01T20:31:30.245069] [INFO ] [sig       ] [223/3634] Forecasting APP...
[2025-12-01T20:31:30.245097] [INFO ] [sig       ] Generating forecast for: APP
[2025-12-01T20:31:30.245125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APP' from 'https://tdm.silogroup.org/data/derivative_storage/APP.csv'.
[2025-12-01T20:31:30.255824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APP'.
[2025-12-01T20:31:30.256084] [INFO ] [FORECASTER] Starting predict_future for APP
[2025-12-01T20:31:30.256837] [DEBUG] [LOCAL     ] No optimal features file found for APP: ./output/feature-sets/APP.txt
[2025-12-01T20:31:30.256886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:30.256916] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:30.256940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:30.256993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:30.312102] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:30.312688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:30.312763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:30.312793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:30.429296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:30.429391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:30.429426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:30.429453] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:30.432497] [DEBUG] [FORECASTER] APP: Forecast T+1@11:T+2@11: UP (p=98.53%)
[2025-12-01T20:31:30.432793] [INFO ] [FORECASTER] Completed predict_future for APP
[2025-12-01T20:31:30.432926] [INFO ] [sig       ] APP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:30.571267] [INFO ] [LOCAL     ] Saved forecast: APP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/APP.txt
[2025-12-01T20:31:30.571381] [INFO ] [sig       ] [223/3634] Completed APP in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.0m
[2025-12-01T20:31:30.571424] [INFO ] [sig       ] [224/3634] Forecasting APPF...
[2025-12-01T20:31:30.571452] [INFO ] [sig       ] Generating forecast for: APPF
[2025-12-01T20:31:30.571479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPF' from 'https://tdm.silogroup.org/data/derivative_storage/APPF.csv'.
[2025-12-01T20:31:30.582458] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'APPF'.
[2025-12-01T20:31:30.582746] [INFO ] [FORECASTER] Starting predict_future for APPF
[2025-12-01T20:31:30.583490] [DEBUG] [LOCAL     ] No optimal features file found for APPF: ./output/feature-sets/APPF.txt
[2025-12-01T20:31:30.583538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:30.583595] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:30.583624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:30.583679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:30.642082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:30.642849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:30.642925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:30.642955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:30.762003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:30.762149] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:30.762186] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:30.762213] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:30.765517] [DEBUG] [FORECASTER] APPF: Forecast T+1@11:T+2@11: DOWN (p=14.49%)
[2025-12-01T20:31:30.765793] [INFO ] [FORECASTER] Completed predict_future for APPF
[2025-12-01T20:31:30.765917] [INFO ] [sig       ] APPF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:30.904026] [INFO ] [LOCAL     ] Saved forecast: APPF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/APPF.txt
[2025-12-01T20:31:30.904151] [INFO ] [sig       ] [224/3634] Completed APPF in 0.3s | 2.99 sym/s | Total: 1.2m | ETA: 19.0m
[2025-12-01T20:31:30.904187] [INFO ] [sig       ] [225/3634] Forecasting APPN...
[2025-12-01T20:31:30.904215] [INFO ] [sig       ] Generating forecast for: APPN
[2025-12-01T20:31:30.904242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPN' from 'https://tdm.silogroup.org/data/derivative_storage/APPN.csv'.
[2025-12-01T20:31:30.915744] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'APPN'.
[2025-12-01T20:31:30.916023] [INFO ] [FORECASTER] Starting predict_future for APPN
[2025-12-01T20:31:30.916784] [DEBUG] [LOCAL     ] No optimal features file found for APPN: ./output/feature-sets/APPN.txt
[2025-12-01T20:31:30.916833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:30.916864] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:30.916889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:30.916943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:30.972072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:30.972893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:30.972972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:30.973003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:31.090774] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:31.090918] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:31.090959] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:31.090987] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:31.094230] [DEBUG] [FORECASTER] APPN: Forecast T+1@11:T+2@11: DOWN (p=28.61%)
[2025-12-01T20:31:31.094487] [INFO ] [FORECASTER] Completed predict_future for APPN
[2025-12-01T20:31:31.094644] [INFO ] [sig       ] APPN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:31.230698] [INFO ] [LOCAL     ] Saved forecast: APPN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/APPN.txt
[2025-12-01T20:31:31.230847] [INFO ] [sig       ] [225/3634] Completed APPN in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-01T20:31:31.230887] [INFO ] [sig       ] [226/3634] Forecasting APPS...
[2025-12-01T20:31:31.230915] [INFO ] [sig       ] Generating forecast for: APPS
[2025-12-01T20:31:31.230943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APPS' from 'https://tdm.silogroup.org/data/derivative_storage/APPS.csv'.
[2025-12-01T20:31:31.243123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APPS'.
[2025-12-01T20:31:31.243595] [INFO ] [FORECASTER] Starting predict_future for APPS
[2025-12-01T20:31:31.244441] [DEBUG] [LOCAL     ] No optimal features file found for APPS: ./output/feature-sets/APPS.txt
[2025-12-01T20:31:31.244497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:31.244563] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:31.244609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:31.244666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:31.302039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:31.302963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:31.303048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:31.303081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:31.422462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:31.422637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:31.422676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:31.422703] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:31.426229] [DEBUG] [FORECASTER] APPS: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-12-01T20:31:31.426496] [INFO ] [FORECASTER] Completed predict_future for APPS
[2025-12-01T20:31:31.426639] [INFO ] [sig       ] APPS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:31.565347] [INFO ] [LOCAL     ] Saved forecast: APPS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/APPS.txt
[2025-12-01T20:31:31.565473] [INFO ] [sig       ] [226/3634] Completed APPS in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-01T20:31:31.565510] [INFO ] [sig       ] [227/3634] Forecasting APRE...
[2025-12-01T20:31:31.565539] [INFO ] [sig       ] Generating forecast for: APRE
[2025-12-01T20:31:31.565567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APRE' from 'https://tdm.silogroup.org/data/derivative_storage/APRE.csv'.
[2025-12-01T20:31:31.576255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APRE'.
[2025-12-01T20:31:31.576653] [INFO ] [FORECASTER] Starting predict_future for APRE
[2025-12-01T20:31:31.577452] [DEBUG] [LOCAL     ] No optimal features file found for APRE: ./output/feature-sets/APRE.txt
[2025-12-01T20:31:31.577502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:31.577532] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:31.577557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:31.577640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:31.633369] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:31.634237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:31.634320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:31.634350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:31.753759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:31.753881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:31.753934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:31.753962] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:31.757182] [DEBUG] [FORECASTER] APRE: Forecast T+1@11:T+2@11: DOWN (p=10.77%)
[2025-12-01T20:31:31.757441] [INFO ] [FORECASTER] Completed predict_future for APRE
[2025-12-01T20:31:31.757565] [INFO ] [sig       ] APRE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:31.895037] [INFO ] [LOCAL     ] Saved forecast: APRE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/APRE.txt
[2025-12-01T20:31:31.895146] [INFO ] [sig       ] [227/3634] Completed APRE in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-01T20:31:31.895184] [INFO ] [sig       ] [228/3634] Forecasting APVO...
[2025-12-01T20:31:31.895211] [INFO ] [sig       ] Generating forecast for: APVO
[2025-12-01T20:31:31.895239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APVO' from 'https://tdm.silogroup.org/data/derivative_storage/APVO.csv'.
[2025-12-01T20:31:31.907300] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'APVO'.
[2025-12-01T20:31:31.907651] [INFO ] [FORECASTER] Starting predict_future for APVO
[2025-12-01T20:31:31.908466] [DEBUG] [LOCAL     ] No optimal features file found for APVO: ./output/feature-sets/APVO.txt
[2025-12-01T20:31:31.908515] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:31.908547] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:31.908589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:31.908648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:31.965667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:31.966362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:31.966449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:31.966479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:32.083134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:32.083304] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:32.083352] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:32.083385] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:32.087842] [DEBUG] [FORECASTER] APVO: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-12-01T20:31:32.088188] [INFO ] [FORECASTER] Completed predict_future for APVO
[2025-12-01T20:31:32.088370] [INFO ] [sig       ] APVO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:32.230985] [INFO ] [LOCAL     ] Saved forecast: APVO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/APVO.txt
[2025-12-01T20:31:32.231124] [INFO ] [sig       ] [228/3634] Completed APVO in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-01T20:31:32.231163] [INFO ] [sig       ] [229/3634] Forecasting APYX...
[2025-12-01T20:31:32.231191] [INFO ] [sig       ] Generating forecast for: APYX
[2025-12-01T20:31:32.231220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'APYX' from 'https://tdm.silogroup.org/data/derivative_storage/APYX.csv'.
[2025-12-01T20:31:32.244809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'APYX'.
[2025-12-01T20:31:32.245312] [INFO ] [FORECASTER] Starting predict_future for APYX
[2025-12-01T20:31:32.246187] [DEBUG] [LOCAL     ] No optimal features file found for APYX: ./output/feature-sets/APYX.txt
[2025-12-01T20:31:32.246240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:32.246272] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:32.246299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:32.246356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:32.303202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:32.304258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:32.304407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:32.304444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:32.416187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:32.416406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:32.416447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:32.416521] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:32.420307] [DEBUG] [FORECASTER] APYX: Forecast T+1@11:T+2@11: UP (p=70.46%)
[2025-12-01T20:31:32.420626] [INFO ] [FORECASTER] Completed predict_future for APYX
[2025-12-01T20:31:32.420764] [INFO ] [sig       ] APYX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:32.562971] [INFO ] [LOCAL     ] Saved forecast: APYX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/APYX.txt
[2025-12-01T20:31:32.563162] [INFO ] [sig       ] [229/3634] Completed APYX in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-01T20:31:32.563204] [INFO ] [sig       ] [230/3634] Forecasting AQMS...
[2025-12-01T20:31:32.563233] [INFO ] [sig       ] Generating forecast for: AQMS
[2025-12-01T20:31:32.563265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQMS' from 'https://tdm.silogroup.org/data/derivative_storage/AQMS.csv'.
[2025-12-01T20:31:32.576983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQMS'.
[2025-12-01T20:31:32.577360] [INFO ] [FORECASTER] Starting predict_future for AQMS
[2025-12-01T20:31:32.578164] [DEBUG] [LOCAL     ] No optimal features file found for AQMS: ./output/feature-sets/AQMS.txt
[2025-12-01T20:31:32.578215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:32.578246] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:32.578271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:32.578341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:32.635876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:32.636534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:32.636636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:32.636668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:32.752140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:32.752300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:32.752337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:32.752364] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:32.755697] [DEBUG] [FORECASTER] AQMS: Forecast T+1@11:T+2@11: DOWN (p=2.61%)
[2025-12-01T20:31:32.755968] [INFO ] [FORECASTER] Completed predict_future for AQMS
[2025-12-01T20:31:32.756093] [INFO ] [sig       ] AQMS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:32.902351] [INFO ] [LOCAL     ] Saved forecast: AQMS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AQMS.txt
[2025-12-01T20:31:32.902485] [INFO ] [sig       ] [230/3634] Completed AQMS in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-01T20:31:32.902522] [INFO ] [sig       ] [231/3634] Forecasting AQN...
[2025-12-01T20:31:32.902550] [INFO ] [sig       ] Generating forecast for: AQN
[2025-12-01T20:31:32.902596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQN' from 'https://tdm.silogroup.org/data/derivative_storage/AQN.csv'.
[2025-12-01T20:31:32.913739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQN'.
[2025-12-01T20:31:32.914066] [INFO ] [FORECASTER] Starting predict_future for AQN
[2025-12-01T20:31:32.914842] [DEBUG] [LOCAL     ] No optimal features file found for AQN: ./output/feature-sets/AQN.txt
[2025-12-01T20:31:32.914891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:32.914933] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:32.914960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:32.915015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:32.974084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:32.974938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:32.975019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:32.975049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:33.091143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:33.091285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:33.091321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:33.091349] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:33.094646] [DEBUG] [FORECASTER] AQN: Forecast T+1@11:T+2@11: UP (p=63.28%)
[2025-12-01T20:31:33.094919] [INFO ] [FORECASTER] Completed predict_future for AQN
[2025-12-01T20:31:33.095044] [INFO ] [sig       ] AQN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:33.231957] [INFO ] [LOCAL     ] Saved forecast: AQN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AQN.txt
[2025-12-01T20:31:33.232077] [INFO ] [sig       ] [231/3634] Completed AQN in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-01T20:31:33.232116] [INFO ] [sig       ] [232/3634] Forecasting AQNB...
[2025-12-01T20:31:33.232144] [INFO ] [sig       ] Generating forecast for: AQNB
[2025-12-01T20:31:33.232174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AQNB' from 'https://tdm.silogroup.org/data/derivative_storage/AQNB.csv'.
[2025-12-01T20:31:33.242598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AQNB'.
[2025-12-01T20:31:33.242892] [INFO ] [FORECASTER] Starting predict_future for AQNB
[2025-12-01T20:31:33.243663] [DEBUG] [LOCAL     ] No optimal features file found for AQNB: ./output/feature-sets/AQNB.txt
[2025-12-01T20:31:33.243713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:33.243743] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:33.243768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:33.243827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:33.299265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:33.299881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:33.299959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:33.299990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:33.408474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:33.408642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:33.408680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:33.408706] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:33.411988] [DEBUG] [FORECASTER] AQNB: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-01T20:31:33.412251] [INFO ] [FORECASTER] Completed predict_future for AQNB
[2025-12-01T20:31:33.412374] [INFO ] [sig       ] AQNB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:33.549413] [INFO ] [LOCAL     ] Saved forecast: AQNB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AQNB.txt
[2025-12-01T20:31:33.549530] [INFO ] [sig       ] [232/3634] Completed AQNB in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 19.0m
[2025-12-01T20:31:33.549584] [INFO ] [sig       ] [233/3634] Forecasting ARBB...
[2025-12-01T20:31:33.549614] [INFO ] [sig       ] Generating forecast for: ARBB
[2025-12-01T20:31:33.549643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBB' from 'https://tdm.silogroup.org/data/derivative_storage/ARBB.csv'.
[2025-12-01T20:31:33.561180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBB'.
[2025-12-01T20:31:33.561556] [INFO ] [FORECASTER] Starting predict_future for ARBB
[2025-12-01T20:31:33.562354] [DEBUG] [LOCAL     ] No optimal features file found for ARBB: ./output/feature-sets/ARBB.txt
[2025-12-01T20:31:33.562404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:33.562434] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:33.562459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:33.562512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:33.618513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:33.619200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:33.619277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:33.619308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:33.736207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:33.736366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:33.736405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:33.736432] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:33.739852] [DEBUG] [FORECASTER] ARBB: Forecast T+1@11:T+2@11: UP (p=71.71%)
[2025-12-01T20:31:33.740131] [INFO ] [FORECASTER] Completed predict_future for ARBB
[2025-12-01T20:31:33.740266] [INFO ] [sig       ] ARBB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:33.878460] [INFO ] [LOCAL     ] Saved forecast: ARBB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ARBB.txt
[2025-12-01T20:31:33.878614] [INFO ] [sig       ] [233/3634] Completed ARBB in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-01T20:31:33.878653] [INFO ] [sig       ] [234/3634] Forecasting ARBE...
[2025-12-01T20:31:33.878682] [INFO ] [sig       ] Generating forecast for: ARBE
[2025-12-01T20:31:33.878710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARBE' from 'https://tdm.silogroup.org/data/derivative_storage/ARBE.csv'.
[2025-12-01T20:31:33.890856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARBE'.
[2025-12-01T20:31:33.891179] [INFO ] [FORECASTER] Starting predict_future for ARBE
[2025-12-01T20:31:33.891984] [DEBUG] [LOCAL     ] No optimal features file found for ARBE: ./output/feature-sets/ARBE.txt
[2025-12-01T20:31:33.892035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:33.892066] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:33.892091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:33.892146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:33.949948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:33.950620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:33.950699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:33.950732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:34.074393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:34.074539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:34.074592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:34.074623] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:34.078030] [DEBUG] [FORECASTER] ARBE: Forecast T+1@11:T+2@11: DOWN (p=23.04%)
[2025-12-01T20:31:34.078294] [INFO ] [FORECASTER] Completed predict_future for ARBE
[2025-12-01T20:31:34.078441] [INFO ] [sig       ] ARBE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:34.223931] [INFO ] [LOCAL     ] Saved forecast: ARBE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ARBE.txt
[2025-12-01T20:31:34.224089] [INFO ] [sig       ] [234/3634] Completed ARBE in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-01T20:31:34.224127] [INFO ] [sig       ] [235/3634] Forecasting ARCB...
[2025-12-01T20:31:34.224167] [INFO ] [sig       ] Generating forecast for: ARCB
[2025-12-01T20:31:34.224197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCB' from 'https://tdm.silogroup.org/data/derivative_storage/ARCB.csv'.
[2025-12-01T20:31:34.235481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCB'.
[2025-12-01T20:31:34.235858] [INFO ] [FORECASTER] Starting predict_future for ARCB
[2025-12-01T20:31:34.236659] [DEBUG] [LOCAL     ] No optimal features file found for ARCB: ./output/feature-sets/ARCB.txt
[2025-12-01T20:31:34.236709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:34.236741] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:34.236767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:34.236827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:34.295011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:34.295894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:34.295977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:34.296009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:34.418663] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:34.418822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:34.418867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:34.418901] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:34.422564] [DEBUG] [FORECASTER] ARCB: Forecast T+1@11:T+2@11: DOWN (p=9.25%)
[2025-12-01T20:31:34.422945] [INFO ] [FORECASTER] Completed predict_future for ARCB
[2025-12-01T20:31:34.423098] [INFO ] [sig       ] ARCB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:34.574922] [INFO ] [LOCAL     ] Saved forecast: ARCB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ARCB.txt
[2025-12-01T20:31:34.575050] [INFO ] [sig       ] [235/3634] Completed ARCB in 0.4s | 2.99 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-01T20:31:34.575088] [INFO ] [sig       ] [236/3634] Forecasting ARCC...
[2025-12-01T20:31:34.575116] [INFO ] [sig       ] Generating forecast for: ARCC
[2025-12-01T20:31:34.575144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCC' from 'https://tdm.silogroup.org/data/derivative_storage/ARCC.csv'.
[2025-12-01T20:31:34.586667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCC'.
[2025-12-01T20:31:34.586966] [INFO ] [FORECASTER] Starting predict_future for ARCC
[2025-12-01T20:31:34.587721] [DEBUG] [LOCAL     ] No optimal features file found for ARCC: ./output/feature-sets/ARCC.txt
[2025-12-01T20:31:34.587771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:34.587802] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:34.587828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:34.587887] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:34.643926] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:34.644524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:34.644643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:34.644676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:34.765812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:34.765922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:34.765968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:34.765997] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:34.769336] [DEBUG] [FORECASTER] ARCC: Forecast T+1@11:T+2@11: UP (p=80.31%)
[2025-12-01T20:31:34.769615] [INFO ] [FORECASTER] Completed predict_future for ARCC
[2025-12-01T20:31:34.769737] [INFO ] [sig       ] ARCC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:34.920679] [INFO ] [LOCAL     ] Saved forecast: ARCC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ARCC.txt
[2025-12-01T20:31:34.920838] [INFO ] [sig       ] [236/3634] Completed ARCC in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-01T20:31:34.920876] [INFO ] [sig       ] [237/3634] Forecasting ARCO...
[2025-12-01T20:31:34.920906] [INFO ] [sig       ] Generating forecast for: ARCO
[2025-12-01T20:31:34.920935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARCO' from 'https://tdm.silogroup.org/data/derivative_storage/ARCO.csv'.
[2025-12-01T20:31:34.932008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARCO'.
[2025-12-01T20:31:34.932295] [INFO ] [FORECASTER] Starting predict_future for ARCO
[2025-12-01T20:31:34.933069] [DEBUG] [LOCAL     ] No optimal features file found for ARCO: ./output/feature-sets/ARCO.txt
[2025-12-01T20:31:34.933118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:34.933149] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:34.933175] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:34.933230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:34.990830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:34.991702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:34.991792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:34.991833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:35.107066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:35.107218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:35.107256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:35.107283] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:35.110654] [DEBUG] [FORECASTER] ARCO: Forecast T+1@11:T+2@11: DOWN (p=34.88%)
[2025-12-01T20:31:35.110933] [INFO ] [FORECASTER] Completed predict_future for ARCO
[2025-12-01T20:31:35.111062] [INFO ] [sig       ] ARCO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:35.257796] [INFO ] [LOCAL     ] Saved forecast: ARCO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ARCO.txt
[2025-12-01T20:31:35.257955] [INFO ] [sig       ] [237/3634] Completed ARCO in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-01T20:31:35.257997] [INFO ] [sig       ] [238/3634] Forecasting ARDC...
[2025-12-01T20:31:35.258023] [INFO ] [sig       ] Generating forecast for: ARDC
[2025-12-01T20:31:35.258051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDC' from 'https://tdm.silogroup.org/data/derivative_storage/ARDC.csv'.
[2025-12-01T20:31:35.270178] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDC'.
[2025-12-01T20:31:35.270508] [INFO ] [FORECASTER] Starting predict_future for ARDC
[2025-12-01T20:31:35.271330] [DEBUG] [LOCAL     ] No optimal features file found for ARDC: ./output/feature-sets/ARDC.txt
[2025-12-01T20:31:35.271380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:35.271412] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:35.271438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:35.271493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:35.328680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:35.329551] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:35.329661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:35.329696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:35.442519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:35.442695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:35.442734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:35.442780] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:35.446203] [DEBUG] [FORECASTER] ARDC: Forecast T+1@11:T+2@11: DOWN (p=30.18%)
[2025-12-01T20:31:35.446478] [INFO ] [FORECASTER] Completed predict_future for ARDC
[2025-12-01T20:31:35.446630] [INFO ] [sig       ] ARDC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:35.590062] [INFO ] [LOCAL     ] Saved forecast: ARDC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ARDC.txt
[2025-12-01T20:31:35.590224] [INFO ] [sig       ] [238/3634] Completed ARDC in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-01T20:31:35.590264] [INFO ] [sig       ] [239/3634] Forecasting ARDX...
[2025-12-01T20:31:35.590293] [INFO ] [sig       ] Generating forecast for: ARDX
[2025-12-01T20:31:35.590322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARDX' from 'https://tdm.silogroup.org/data/derivative_storage/ARDX.csv'.
[2025-12-01T20:31:35.603360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARDX'.
[2025-12-01T20:31:35.603682] [INFO ] [FORECASTER] Starting predict_future for ARDX
[2025-12-01T20:31:35.604421] [DEBUG] [LOCAL     ] No optimal features file found for ARDX: ./output/feature-sets/ARDX.txt
[2025-12-01T20:31:35.604469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:35.604499] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:35.604525] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:35.604601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:35.662511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:35.663237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:35.663319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:35.663351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:35.784485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:35.784668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:35.784707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:35.784735] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:35.788045] [DEBUG] [FORECASTER] ARDX: Forecast T+1@11:T+2@11: UP (p=60.53%)
[2025-12-01T20:31:35.788330] [INFO ] [FORECASTER] Completed predict_future for ARDX
[2025-12-01T20:31:35.788456] [INFO ] [sig       ] ARDX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:35.926862] [INFO ] [LOCAL     ] Saved forecast: ARDX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ARDX.txt
[2025-12-01T20:31:35.927009] [INFO ] [sig       ] [239/3634] Completed ARDX in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-01T20:31:35.927048] [INFO ] [sig       ] [240/3634] Forecasting ARE...
[2025-12-01T20:31:35.927076] [INFO ] [sig       ] Generating forecast for: ARE
[2025-12-01T20:31:35.927105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARE' from 'https://tdm.silogroup.org/data/derivative_storage/ARE.csv'.
[2025-12-01T20:31:35.938200] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARE'.
[2025-12-01T20:31:35.938519] [INFO ] [FORECASTER] Starting predict_future for ARE
[2025-12-01T20:31:35.939323] [DEBUG] [LOCAL     ] No optimal features file found for ARE: ./output/feature-sets/ARE.txt
[2025-12-01T20:31:35.939372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:35.939402] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:35.939427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:35.939481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:35.995313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:35.995971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:35.996046] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:35.996112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:36.118792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:36.118949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:36.118992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:36.119022] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:36.122293] [DEBUG] [FORECASTER] ARE: Forecast T+1@11:T+2@11: UP (p=90.12%)
[2025-12-01T20:31:36.122554] [INFO ] [FORECASTER] Completed predict_future for ARE
[2025-12-01T20:31:36.122696] [INFO ] [sig       ] ARE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:36.261230] [INFO ] [LOCAL     ] Saved forecast: ARE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ARE.txt
[2025-12-01T20:31:36.261354] [INFO ] [sig       ] [240/3634] Completed ARE in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-01T20:31:36.261390] [INFO ] [sig       ] [241/3634] Forecasting AREC...
[2025-12-01T20:31:36.261418] [INFO ] [sig       ] Generating forecast for: AREC
[2025-12-01T20:31:36.261447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AREC' from 'https://tdm.silogroup.org/data/derivative_storage/AREC.csv'.
[2025-12-01T20:31:36.273145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AREC'.
[2025-12-01T20:31:36.273434] [INFO ] [FORECASTER] Starting predict_future for AREC
[2025-12-01T20:31:36.274212] [DEBUG] [LOCAL     ] No optimal features file found for AREC: ./output/feature-sets/AREC.txt
[2025-12-01T20:31:36.274262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:36.274291] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:36.274317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:36.274371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:36.330177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:36.330914] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:36.331002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:36.331033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:36.454975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:36.455141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:36.455179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:36.455206] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:36.458614] [DEBUG] [FORECASTER] AREC: Forecast T+1@11:T+2@11: UP (p=68.58%)
[2025-12-01T20:31:36.458913] [INFO ] [FORECASTER] Completed predict_future for AREC
[2025-12-01T20:31:36.459064] [INFO ] [sig       ] AREC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:36.598046] [INFO ] [LOCAL     ] Saved forecast: AREC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AREC.txt
[2025-12-01T20:31:36.598186] [INFO ] [sig       ] [241/3634] Completed AREC in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-01T20:31:36.598225] [INFO ] [sig       ] [242/3634] Forecasting ARES...
[2025-12-01T20:31:36.598253] [INFO ] [sig       ] Generating forecast for: ARES
[2025-12-01T20:31:36.598282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARES' from 'https://tdm.silogroup.org/data/derivative_storage/ARES.csv'.
[2025-12-01T20:31:36.610649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARES'.
[2025-12-01T20:31:36.610974] [INFO ] [FORECASTER] Starting predict_future for ARES
[2025-12-01T20:31:36.611770] [DEBUG] [LOCAL     ] No optimal features file found for ARES: ./output/feature-sets/ARES.txt
[2025-12-01T20:31:36.611820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:36.611851] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:36.611876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:36.611943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:36.667066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:36.667695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:36.667770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:36.667801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:36.787056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:36.787205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:36.787243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:36.787272] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:36.790623] [DEBUG] [FORECASTER] ARES: Forecast T+1@11:T+2@11: DOWN (p=7.95%)
[2025-12-01T20:31:36.790894] [INFO ] [FORECASTER] Completed predict_future for ARES
[2025-12-01T20:31:36.791022] [INFO ] [sig       ] ARES: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:36.931383] [INFO ] [LOCAL     ] Saved forecast: ARES	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ARES.txt
[2025-12-01T20:31:36.931502] [INFO ] [sig       ] [242/3634] Completed ARES in 0.3s | 2.99 sym/s | Total: 1.3m | ETA: 18.9m
[2025-12-01T20:31:36.931537] [INFO ] [sig       ] [243/3634] Forecasting ARGX...
[2025-12-01T20:31:36.931565] [INFO ] [sig       ] Generating forecast for: ARGX
[2025-12-01T20:31:36.931614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARGX' from 'https://tdm.silogroup.org/data/derivative_storage/ARGX.csv'.
[2025-12-01T20:31:36.945372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARGX'.
[2025-12-01T20:31:36.945883] [INFO ] [FORECASTER] Starting predict_future for ARGX
[2025-12-01T20:31:36.946701] [DEBUG] [LOCAL     ] No optimal features file found for ARGX: ./output/feature-sets/ARGX.txt
[2025-12-01T20:31:36.946750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:36.946814] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:36.946841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:36.946895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:37.001748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:37.002387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:37.002472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:37.002502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:37.125449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:37.125589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:37.125629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:37.125655] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:37.128936] [DEBUG] [FORECASTER] ARGX: Forecast T+1@11:T+2@11: UP (p=54.01%)
[2025-12-01T20:31:37.129221] [INFO ] [FORECASTER] Completed predict_future for ARGX
[2025-12-01T20:31:37.129353] [INFO ] [sig       ] ARGX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:37.266044] [INFO ] [LOCAL     ] Saved forecast: ARGX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ARGX.txt
[2025-12-01T20:31:37.266162] [INFO ] [sig       ] [243/3634] Completed ARGX in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-01T20:31:37.266199] [INFO ] [sig       ] [244/3634] Forecasting ARHS...
[2025-12-01T20:31:37.266226] [INFO ] [sig       ] Generating forecast for: ARHS
[2025-12-01T20:31:37.266255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARHS' from 'https://tdm.silogroup.org/data/derivative_storage/ARHS.csv'.
[2025-12-01T20:31:37.278828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARHS'.
[2025-12-01T20:31:37.279176] [INFO ] [FORECASTER] Starting predict_future for ARHS
[2025-12-01T20:31:37.280032] [DEBUG] [LOCAL     ] No optimal features file found for ARHS: ./output/feature-sets/ARHS.txt
[2025-12-01T20:31:37.280082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:37.280112] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:37.280137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:37.280191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:37.336015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:37.336701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:37.336782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:37.336813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:37.457992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:37.458152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:37.458192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:37.458219] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:37.461648] [DEBUG] [FORECASTER] ARHS: Forecast T+1@11:T+2@11: DOWN (p=3.30%)
[2025-12-01T20:31:37.461928] [INFO ] [FORECASTER] Completed predict_future for ARHS
[2025-12-01T20:31:37.462062] [INFO ] [sig       ] ARHS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:37.601646] [INFO ] [LOCAL     ] Saved forecast: ARHS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ARHS.txt
[2025-12-01T20:31:37.601813] [INFO ] [sig       ] [244/3634] Completed ARHS in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-01T20:31:37.601878] [INFO ] [sig       ] [245/3634] Forecasting ARI...
[2025-12-01T20:31:37.601912] [INFO ] [sig       ] Generating forecast for: ARI
[2025-12-01T20:31:37.601941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARI' from 'https://tdm.silogroup.org/data/derivative_storage/ARI.csv'.
[2025-12-01T20:31:37.613115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARI'.
[2025-12-01T20:31:37.613396] [INFO ] [FORECASTER] Starting predict_future for ARI
[2025-12-01T20:31:37.614281] [DEBUG] [LOCAL     ] No optimal features file found for ARI: ./output/feature-sets/ARI.txt
[2025-12-01T20:31:37.614332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:37.614362] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:37.614387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:37.614445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:37.672098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:37.672758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:37.672835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:37.672871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:37.796565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:37.796710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:37.796748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:37.796776] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:37.800150] [DEBUG] [FORECASTER] ARI: Forecast T+1@11:T+2@11: DOWN (p=31.29%)
[2025-12-01T20:31:37.800428] [INFO ] [FORECASTER] Completed predict_future for ARI
[2025-12-01T20:31:37.800557] [INFO ] [sig       ] ARI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:37.939587] [INFO ] [LOCAL     ] Saved forecast: ARI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ARI.txt
[2025-12-01T20:31:37.939711] [INFO ] [sig       ] [245/3634] Completed ARI in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-01T20:31:37.939749] [INFO ] [sig       ] [246/3634] Forecasting ARKO...
[2025-12-01T20:31:37.939778] [INFO ] [sig       ] Generating forecast for: ARKO
[2025-12-01T20:31:37.939807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARKO' from 'https://tdm.silogroup.org/data/derivative_storage/ARKO.csv'.
[2025-12-01T20:31:37.950850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARKO'.
[2025-12-01T20:31:37.951134] [INFO ] [FORECASTER] Starting predict_future for ARKO
[2025-12-01T20:31:37.951947] [DEBUG] [LOCAL     ] No optimal features file found for ARKO: ./output/feature-sets/ARKO.txt
[2025-12-01T20:31:37.952014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:37.952060] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:37.952087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:37.952142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:38.007763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:38.008422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:38.008501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:38.008532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:38.126558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:38.126723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:38.126759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:38.126822] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:38.130116] [DEBUG] [FORECASTER] ARKO: Forecast T+1@11:T+2@11: DOWN (p=5.38%)
[2025-12-01T20:31:38.130379] [INFO ] [FORECASTER] Completed predict_future for ARKO
[2025-12-01T20:31:38.130506] [INFO ] [sig       ] ARKO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:38.268730] [INFO ] [LOCAL     ] Saved forecast: ARKO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ARKO.txt
[2025-12-01T20:31:38.268855] [INFO ] [sig       ] [246/3634] Completed ARKO in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-01T20:31:38.268894] [INFO ] [sig       ] [247/3634] Forecasting ARLO...
[2025-12-01T20:31:38.268925] [INFO ] [sig       ] Generating forecast for: ARLO
[2025-12-01T20:31:38.268955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLO' from 'https://tdm.silogroup.org/data/derivative_storage/ARLO.csv'.
[2025-12-01T20:31:38.280473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLO'.
[2025-12-01T20:31:38.280772] [INFO ] [FORECASTER] Starting predict_future for ARLO
[2025-12-01T20:31:38.281523] [DEBUG] [LOCAL     ] No optimal features file found for ARLO: ./output/feature-sets/ARLO.txt
[2025-12-01T20:31:38.281591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:38.281624] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:38.281649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:38.281704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:38.338269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:38.338971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:38.339061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:38.339094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:38.462599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:38.462767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:38.462805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:38.462832] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:38.466221] [DEBUG] [FORECASTER] ARLO: Forecast T+1@11:T+2@11: DOWN (p=41.74%)
[2025-12-01T20:31:38.466491] [INFO ] [FORECASTER] Completed predict_future for ARLO
[2025-12-01T20:31:38.466634] [INFO ] [sig       ] ARLO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:38.607241] [INFO ] [LOCAL     ] Saved forecast: ARLO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ARLO.txt
[2025-12-01T20:31:38.607402] [INFO ] [sig       ] [247/3634] Completed ARLO in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-01T20:31:38.607441] [INFO ] [sig       ] [248/3634] Forecasting ARLP...
[2025-12-01T20:31:38.607472] [INFO ] [sig       ] Generating forecast for: ARLP
[2025-12-01T20:31:38.607500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARLP' from 'https://tdm.silogroup.org/data/derivative_storage/ARLP.csv'.
[2025-12-01T20:31:38.619346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARLP'.
[2025-12-01T20:31:38.619756] [INFO ] [FORECASTER] Starting predict_future for ARLP
[2025-12-01T20:31:38.620534] [DEBUG] [LOCAL     ] No optimal features file found for ARLP: ./output/feature-sets/ARLP.txt
[2025-12-01T20:31:38.620610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:38.620642] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:38.620668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:38.620725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:38.677046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:38.677860] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:38.677942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:38.677974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:38.794881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:38.795020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:38.795057] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:38.795084] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:38.798380] [DEBUG] [FORECASTER] ARLP: Forecast T+1@11:T+2@11: DOWN (p=13.51%)
[2025-12-01T20:31:38.798663] [INFO ] [FORECASTER] Completed predict_future for ARLP
[2025-12-01T20:31:38.798790] [INFO ] [sig       ] ARLP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:38.938251] [INFO ] [LOCAL     ] Saved forecast: ARLP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ARLP.txt
[2025-12-01T20:31:38.938529] [INFO ] [sig       ] [248/3634] Completed ARLP in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-01T20:31:38.938584] [INFO ] [sig       ] [249/3634] Forecasting ARM...
[2025-12-01T20:31:38.938616] [INFO ] [sig       ] Generating forecast for: ARM
[2025-12-01T20:31:38.938646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARM' from 'https://tdm.silogroup.org/data/derivative_storage/ARM.csv'.
[2025-12-01T20:31:38.951218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARM'.
[2025-12-01T20:31:38.951553] [INFO ] [FORECASTER] Starting predict_future for ARM
[2025-12-01T20:31:38.952355] [DEBUG] [LOCAL     ] No optimal features file found for ARM: ./output/feature-sets/ARM.txt
[2025-12-01T20:31:38.952404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:38.952434] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:38.952459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:38.952513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:39.007760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:39.008454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:39.008536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:39.008566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:39.132123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:39.132268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:39.132306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:39.132333] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:39.135641] [DEBUG] [FORECASTER] ARM: Forecast T+1@11:T+2@11: UP (p=50.23%)
[2025-12-01T20:31:39.135919] [INFO ] [FORECASTER] Completed predict_future for ARM
[2025-12-01T20:31:39.136048] [INFO ] [sig       ] ARM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:39.272787] [INFO ] [LOCAL     ] Saved forecast: ARM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ARM.txt
[2025-12-01T20:31:39.272918] [INFO ] [sig       ] [249/3634] Completed ARM in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-01T20:31:39.272954] [INFO ] [sig       ] [250/3634] Forecasting ARMK...
[2025-12-01T20:31:39.272982] [INFO ] [sig       ] Generating forecast for: ARMK
[2025-12-01T20:31:39.273009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARMK' from 'https://tdm.silogroup.org/data/derivative_storage/ARMK.csv'.
[2025-12-01T20:31:39.284345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARMK'.
[2025-12-01T20:31:39.284735] [INFO ] [FORECASTER] Starting predict_future for ARMK
[2025-12-01T20:31:39.285489] [DEBUG] [LOCAL     ] No optimal features file found for ARMK: ./output/feature-sets/ARMK.txt
[2025-12-01T20:31:39.285538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:39.285590] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:39.285619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:39.285673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:39.341341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:39.342198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:39.342279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:39.342310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:39.466400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:39.466553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:39.466607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:39.466636] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:39.469980] [DEBUG] [FORECASTER] ARMK: Forecast T+1@11:T+2@11: UP (p=81.87%)
[2025-12-01T20:31:39.470261] [INFO ] [FORECASTER] Completed predict_future for ARMK
[2025-12-01T20:31:39.470382] [INFO ] [sig       ] ARMK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:39.607886] [INFO ] [LOCAL     ] Saved forecast: ARMK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ARMK.txt
[2025-12-01T20:31:39.607993] [INFO ] [sig       ] [250/3634] Completed ARMK in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-01T20:31:39.608029] [INFO ] [sig       ] [251/3634] Forecasting AROC...
[2025-12-01T20:31:39.608057] [INFO ] [sig       ] Generating forecast for: AROC
[2025-12-01T20:31:39.608086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AROC' from 'https://tdm.silogroup.org/data/derivative_storage/AROC.csv'.
[2025-12-01T20:31:39.619048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AROC'.
[2025-12-01T20:31:39.619312] [INFO ] [FORECASTER] Starting predict_future for AROC
[2025-12-01T20:31:39.620125] [DEBUG] [LOCAL     ] No optimal features file found for AROC: ./output/feature-sets/AROC.txt
[2025-12-01T20:31:39.620175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:39.620204] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:39.620229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:39.620283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:39.675868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:39.676503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:39.676595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:39.676629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:39.792214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:39.792352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:39.792388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:39.792415] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:39.795629] [DEBUG] [FORECASTER] AROC: Forecast T+1@11:T+2@11: UP (p=81.50%)
[2025-12-01T20:31:39.795887] [INFO ] [FORECASTER] Completed predict_future for AROC
[2025-12-01T20:31:39.796013] [INFO ] [sig       ] AROC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:39.937876] [INFO ] [LOCAL     ] Saved forecast: AROC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AROC.txt
[2025-12-01T20:31:39.937993] [INFO ] [sig       ] [251/3634] Completed AROC in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-01T20:31:39.938030] [INFO ] [sig       ] [252/3634] Forecasting ARQ...
[2025-12-01T20:31:39.938058] [INFO ] [sig       ] Generating forecast for: ARQ
[2025-12-01T20:31:39.938090] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARQ' from 'https://tdm.silogroup.org/data/derivative_storage/ARQ.csv'.
[2025-12-01T20:31:39.949816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARQ'.
[2025-12-01T20:31:39.950135] [INFO ] [FORECASTER] Starting predict_future for ARQ
[2025-12-01T20:31:39.950914] [DEBUG] [LOCAL     ] No optimal features file found for ARQ: ./output/feature-sets/ARQ.txt
[2025-12-01T20:31:39.950971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:39.951001] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:39.951026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:39.951081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:40.006501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:40.007107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:40.007192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:40.007224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:40.124708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:40.124856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:40.124893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:40.124919] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:40.128192] [DEBUG] [FORECASTER] ARQ: Forecast T+1@11:T+2@11: UP (p=87.13%)
[2025-12-01T20:31:40.128470] [INFO ] [FORECASTER] Completed predict_future for ARQ
[2025-12-01T20:31:40.128611] [INFO ] [sig       ] ARQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:40.265565] [INFO ] [LOCAL     ] Saved forecast: ARQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ARQ.txt
[2025-12-01T20:31:40.265726] [INFO ] [sig       ] [252/3634] Completed ARQ in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.9m
[2025-12-01T20:31:40.265763] [INFO ] [sig       ] [253/3634] Forecasting ARRY...
[2025-12-01T20:31:40.265792] [INFO ] [sig       ] Generating forecast for: ARRY
[2025-12-01T20:31:40.265821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARRY' from 'https://tdm.silogroup.org/data/derivative_storage/ARRY.csv'.
[2025-12-01T20:31:40.277003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARRY'.
[2025-12-01T20:31:40.277274] [INFO ] [FORECASTER] Starting predict_future for ARRY
[2025-12-01T20:31:40.278039] [DEBUG] [LOCAL     ] No optimal features file found for ARRY: ./output/feature-sets/ARRY.txt
[2025-12-01T20:31:40.278088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:40.278118] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:40.278144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:40.278198] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:40.332951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:40.333520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:40.333637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:40.333669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:40.454047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:40.454196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:40.454233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:40.454260] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:40.457591] [DEBUG] [FORECASTER] ARRY: Forecast T+1@11:T+2@11: DOWN (p=5.04%)
[2025-12-01T20:31:40.457854] [INFO ] [FORECASTER] Completed predict_future for ARRY
[2025-12-01T20:31:40.457978] [INFO ] [sig       ] ARRY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:40.597242] [INFO ] [LOCAL     ] Saved forecast: ARRY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ARRY.txt
[2025-12-01T20:31:40.597361] [INFO ] [sig       ] [253/3634] Completed ARRY in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.8m
[2025-12-01T20:31:40.597398] [INFO ] [sig       ] [254/3634] Forecasting ARTL...
[2025-12-01T20:31:40.597427] [INFO ] [sig       ] Generating forecast for: ARTL
[2025-12-01T20:31:40.597455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTL' from 'https://tdm.silogroup.org/data/derivative_storage/ARTL.csv'.
[2025-12-01T20:31:40.608757] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ARTL'.
[2025-12-01T20:31:40.609070] [INFO ] [FORECASTER] Starting predict_future for ARTL
[2025-12-01T20:31:40.609833] [DEBUG] [LOCAL     ] No optimal features file found for ARTL: ./output/feature-sets/ARTL.txt
[2025-12-01T20:31:40.609883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:40.609913] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:40.609942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:40.610000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:40.665386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:40.666039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:40.666126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:40.666157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:40.777147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:40.777306] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:40.777344] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:40.777371] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:40.780811] [DEBUG] [FORECASTER] ARTL: Forecast T+1@11:T+2@11: DOWN (p=18.50%)
[2025-12-01T20:31:40.781122] [INFO ] [FORECASTER] Completed predict_future for ARTL
[2025-12-01T20:31:40.781262] [INFO ] [sig       ] ARTL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:40.924034] [INFO ] [LOCAL     ] Saved forecast: ARTL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ARTL.txt
[2025-12-01T20:31:40.924174] [INFO ] [sig       ] [254/3634] Completed ARTL in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.8m
[2025-12-01T20:31:40.924213] [INFO ] [sig       ] [255/3634] Forecasting ARTNA...
[2025-12-01T20:31:40.924241] [INFO ] [sig       ] Generating forecast for: ARTNA
[2025-12-01T20:31:40.924269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARTNA' from 'https://tdm.silogroup.org/data/derivative_storage/ARTNA.csv'.
[2025-12-01T20:31:40.934758] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ARTNA'.
[2025-12-01T20:31:40.935018] [INFO ] [FORECASTER] Starting predict_future for ARTNA
[2025-12-01T20:31:40.935773] [DEBUG] [LOCAL     ] No optimal features file found for ARTNA: ./output/feature-sets/ARTNA.txt
[2025-12-01T20:31:40.935832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:40.935862] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:40.935887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:40.935951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:40.991461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:40.992083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:40.992160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:40.992190] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:41.103169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:41.103297] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:41.103333] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:41.103359] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:41.106624] [DEBUG] [FORECASTER] ARTNA: Forecast T+1@11:T+2@11: UP (p=80.29%)
[2025-12-01T20:31:41.106886] [INFO ] [FORECASTER] Completed predict_future for ARTNA
[2025-12-01T20:31:41.107013] [INFO ] [sig       ] ARTNA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:41.244522] [INFO ] [LOCAL     ] Saved forecast: ARTNA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ARTNA.txt
[2025-12-01T20:31:41.244671] [INFO ] [sig       ] [255/3634] Completed ARTNA in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.8m
[2025-12-01T20:31:41.244710] [INFO ] [sig       ] [256/3634] Forecasting ARVN...
[2025-12-01T20:31:41.244738] [INFO ] [sig       ] Generating forecast for: ARVN
[2025-12-01T20:31:41.244766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ARVN' from 'https://tdm.silogroup.org/data/derivative_storage/ARVN.csv'.
[2025-12-01T20:31:41.255587] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ARVN'.
[2025-12-01T20:31:41.255858] [INFO ] [FORECASTER] Starting predict_future for ARVN
[2025-12-01T20:31:41.256622] [DEBUG] [LOCAL     ] No optimal features file found for ARVN: ./output/feature-sets/ARVN.txt
[2025-12-01T20:31:41.256672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:41.256702] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:41.256726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:41.256780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:41.311911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:41.312513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:41.312606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:41.312639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:41.428723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:41.428872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:41.428909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:41.428943] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:41.432242] [DEBUG] [FORECASTER] ARVN: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-12-01T20:31:41.432501] [INFO ] [FORECASTER] Completed predict_future for ARVN
[2025-12-01T20:31:41.432642] [INFO ] [sig       ] ARVN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:41.572433] [INFO ] [LOCAL     ] Saved forecast: ARVN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ARVN.txt
[2025-12-01T20:31:41.572608] [INFO ] [sig       ] [256/3634] Completed ARVN in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.8m
[2025-12-01T20:31:41.572651] [INFO ] [sig       ] [257/3634] Forecasting ASA...
[2025-12-01T20:31:41.572680] [INFO ] [sig       ] Generating forecast for: ASA
[2025-12-01T20:31:41.572709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASA' from 'https://tdm.silogroup.org/data/derivative_storage/ASA.csv'.
[2025-12-01T20:31:41.584640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASA'.
[2025-12-01T20:31:41.584980] [INFO ] [FORECASTER] Starting predict_future for ASA
[2025-12-01T20:31:41.585852] [DEBUG] [LOCAL     ] No optimal features file found for ASA: ./output/feature-sets/ASA.txt
[2025-12-01T20:31:41.585915] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:41.585946] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:41.585973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:41.586033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:41.643061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:41.643729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:41.643809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:41.643840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:41.773180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:41.773334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:41.773372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:41.773400] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:41.776786] [DEBUG] [FORECASTER] ASA: Forecast T+1@11:T+2@11: UP (p=97.90%)
[2025-12-01T20:31:41.777076] [INFO ] [FORECASTER] Completed predict_future for ASA
[2025-12-01T20:31:41.777203] [INFO ] [sig       ] ASA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:41.915226] [INFO ] [LOCAL     ] Saved forecast: ASA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ASA.txt
[2025-12-01T20:31:41.915353] [INFO ] [sig       ] [257/3634] Completed ASA in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.8m
[2025-12-01T20:31:41.915391] [INFO ] [sig       ] [258/3634] Forecasting ASB...
[2025-12-01T20:31:41.915421] [INFO ] [sig       ] Generating forecast for: ASB
[2025-12-01T20:31:41.915449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASB' from 'https://tdm.silogroup.org/data/derivative_storage/ASB.csv'.
[2025-12-01T20:31:41.926756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASB'.
[2025-12-01T20:31:41.927057] [INFO ] [FORECASTER] Starting predict_future for ASB
[2025-12-01T20:31:41.927820] [DEBUG] [LOCAL     ] No optimal features file found for ASB: ./output/feature-sets/ASB.txt
[2025-12-01T20:31:41.927870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:41.927901] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:41.927926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:41.927981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:41.983135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:41.983767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:41.983842] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:41.983873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:42.103175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:42.103310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:42.103346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:42.103373] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:42.106613] [DEBUG] [FORECASTER] ASB: Forecast T+1@11:T+2@11: UP (p=64.78%)
[2025-12-01T20:31:42.106877] [INFO ] [FORECASTER] Completed predict_future for ASB
[2025-12-01T20:31:42.107005] [INFO ] [sig       ] ASB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:42.243761] [INFO ] [LOCAL     ] Saved forecast: ASB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ASB.txt
[2025-12-01T20:31:42.243889] [INFO ] [sig       ] [258/3634] Completed ASB in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.8m
[2025-12-01T20:31:42.243934] [INFO ] [sig       ] [259/3634] Forecasting ASBA...
[2025-12-01T20:31:42.243964] [INFO ] [sig       ] Generating forecast for: ASBA
[2025-12-01T20:31:42.243993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASBA' from 'https://tdm.silogroup.org/data/derivative_storage/ASBA.csv'.
[2025-12-01T20:31:42.255208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASBA'.
[2025-12-01T20:31:42.255523] [INFO ] [FORECASTER] Starting predict_future for ASBA
[2025-12-01T20:31:42.256321] [DEBUG] [LOCAL     ] No optimal features file found for ASBA: ./output/feature-sets/ASBA.txt
[2025-12-01T20:31:42.256372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:42.256402] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:42.256427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:42.256482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:42.312139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:42.312961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:42.313043] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:42.313074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:42.424654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:42.424817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:42.424855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:42.424882] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:42.428130] [DEBUG] [FORECASTER] ASBA: Forecast T+1@11:T+2@11: DOWN (p=29.82%)
[2025-12-01T20:31:42.428425] [INFO ] [FORECASTER] Completed predict_future for ASBA
[2025-12-01T20:31:42.428548] [INFO ] [sig       ] ASBA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:42.567055] [INFO ] [LOCAL     ] Saved forecast: ASBA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ASBA.txt
[2025-12-01T20:31:42.567175] [INFO ] [sig       ] [259/3634] Completed ASBA in 0.3s | 2.99 sym/s | Total: 1.4m | ETA: 18.8m
[2025-12-01T20:31:42.567211] [INFO ] [sig       ] [260/3634] Forecasting ASC...
[2025-12-01T20:31:42.567239] [INFO ] [sig       ] Generating forecast for: ASC
[2025-12-01T20:31:42.567269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASC' from 'https://tdm.silogroup.org/data/derivative_storage/ASC.csv'.
[2025-12-01T20:31:42.578667] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ASC'.
[2025-12-01T20:31:42.578952] [INFO ] [FORECASTER] Starting predict_future for ASC
[2025-12-01T20:31:42.579718] [DEBUG] [LOCAL     ] No optimal features file found for ASC: ./output/feature-sets/ASC.txt
[2025-12-01T20:31:42.579802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:42.579833] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:42.579859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:42.579914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:42.635476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:42.636132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:42.636209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:42.636240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:42.748105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:42.748240] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:42.748277] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:42.748323] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:42.751597] [DEBUG] [FORECASTER] ASC: Forecast T+1@11:T+2@11: UP (p=74.48%)
[2025-12-01T20:31:42.751858] [INFO ] [FORECASTER] Completed predict_future for ASC
[2025-12-01T20:31:42.751998] [INFO ] [sig       ] ASC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:42.933479] [INFO ] [LOCAL     ] Saved forecast: ASC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ASC.txt
[2025-12-01T20:31:42.933631] [INFO ] [sig       ] [260/3634] Completed ASC in 0.4s | 2.99 sym/s | Total: 1.4m | ETA: 18.8m
[2025-12-01T20:31:42.933670] [INFO ] [sig       ] [261/3634] Forecasting ASG...
[2025-12-01T20:31:42.933700] [INFO ] [sig       ] Generating forecast for: ASG
[2025-12-01T20:31:42.933754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASG' from 'https://tdm.silogroup.org/data/derivative_storage/ASG.csv'.
[2025-12-01T20:31:42.944836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASG'.
[2025-12-01T20:31:42.945126] [INFO ] [FORECASTER] Starting predict_future for ASG
[2025-12-01T20:31:42.945901] [DEBUG] [LOCAL     ] No optimal features file found for ASG: ./output/feature-sets/ASG.txt
[2025-12-01T20:31:42.945950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:42.945980] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:42.946005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:42.946060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:43.001509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:43.002122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:43.002195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:43.002227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:43.128829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:43.128984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:43.129025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:43.129054] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:43.132639] [DEBUG] [FORECASTER] ASG: Forecast T+1@11:T+2@11: DOWN (p=1.22%)
[2025-12-01T20:31:43.132939] [INFO ] [FORECASTER] Completed predict_future for ASG
[2025-12-01T20:31:43.133081] [INFO ] [sig       ] ASG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:43.278271] [INFO ] [LOCAL     ] Saved forecast: ASG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ASG.txt
[2025-12-01T20:31:43.278459] [INFO ] [sig       ] [261/3634] Completed ASG in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-01T20:31:43.278510] [INFO ] [sig       ] [262/3634] Forecasting ASGI...
[2025-12-01T20:31:43.278551] [INFO ] [sig       ] Generating forecast for: ASGI
[2025-12-01T20:31:43.278613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGI' from 'https://tdm.silogroup.org/data/derivative_storage/ASGI.csv'.
[2025-12-01T20:31:43.290461] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ASGI'.
[2025-12-01T20:31:43.290820] [INFO ] [FORECASTER] Starting predict_future for ASGI
[2025-12-01T20:31:43.291673] [DEBUG] [LOCAL     ] No optimal features file found for ASGI: ./output/feature-sets/ASGI.txt
[2025-12-01T20:31:43.291725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:43.291756] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:43.291783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:43.291840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:43.351085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:43.351879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:43.351964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:43.351997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:43.476189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:43.476362] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:43.476437] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:43.476472] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:43.480116] [DEBUG] [FORECASTER] ASGI: Forecast T+1@11:T+2@11: DOWN (p=1.47%)
[2025-12-01T20:31:43.480392] [INFO ] [FORECASTER] Completed predict_future for ASGI
[2025-12-01T20:31:43.480523] [INFO ] [sig       ] ASGI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:43.622144] [INFO ] [LOCAL     ] Saved forecast: ASGI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASGI.txt
[2025-12-01T20:31:43.622280] [INFO ] [sig       ] [262/3634] Completed ASGI in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-01T20:31:43.622318] [INFO ] [sig       ] [263/3634] Forecasting ASGN...
[2025-12-01T20:31:43.622348] [INFO ] [sig       ] Generating forecast for: ASGN
[2025-12-01T20:31:43.622376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASGN' from 'https://tdm.silogroup.org/data/derivative_storage/ASGN.csv'.
[2025-12-01T20:31:43.633654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASGN'.
[2025-12-01T20:31:43.633934] [INFO ] [FORECASTER] Starting predict_future for ASGN
[2025-12-01T20:31:43.634742] [DEBUG] [LOCAL     ] No optimal features file found for ASGN: ./output/feature-sets/ASGN.txt
[2025-12-01T20:31:43.634794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:43.634823] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:43.634847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:43.634901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:43.690336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:43.690961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:43.691034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:43.691064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:43.809495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:43.809648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:43.809716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:43.809744] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:43.813009] [DEBUG] [FORECASTER] ASGN: Forecast T+1@11:T+2@11: UP (p=60.87%)
[2025-12-01T20:31:43.813275] [INFO ] [FORECASTER] Completed predict_future for ASGN
[2025-12-01T20:31:43.813400] [INFO ] [sig       ] ASGN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:43.952506] [INFO ] [LOCAL     ] Saved forecast: ASGN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ASGN.txt
[2025-12-01T20:31:43.952651] [INFO ] [sig       ] [263/3634] Completed ASGN in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-01T20:31:43.952693] [INFO ] [sig       ] [264/3634] Forecasting ASH...
[2025-12-01T20:31:43.952722] [INFO ] [sig       ] Generating forecast for: ASH
[2025-12-01T20:31:43.952749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASH' from 'https://tdm.silogroup.org/data/derivative_storage/ASH.csv'.
[2025-12-01T20:31:43.963977] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ASH'.
[2025-12-01T20:31:43.964280] [INFO ] [FORECASTER] Starting predict_future for ASH
[2025-12-01T20:31:43.965088] [DEBUG] [LOCAL     ] No optimal features file found for ASH: ./output/feature-sets/ASH.txt
[2025-12-01T20:31:43.965139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:43.965170] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:43.965198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:43.965254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:44.022520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:44.023209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:44.023302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:44.023335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:44.142256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:44.142395] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:44.142437] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:44.142466] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:44.145731] [DEBUG] [FORECASTER] ASH: Forecast T+1@11:T+2@11: UP (p=53.36%)
[2025-12-01T20:31:44.145998] [INFO ] [FORECASTER] Completed predict_future for ASH
[2025-12-01T20:31:44.146129] [INFO ] [sig       ] ASH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:44.284992] [INFO ] [LOCAL     ] Saved forecast: ASH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ASH.txt
[2025-12-01T20:31:44.285115] [INFO ] [sig       ] [264/3634] Completed ASH in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-01T20:31:44.285151] [INFO ] [sig       ] [265/3634] Forecasting ASIX...
[2025-12-01T20:31:44.285180] [INFO ] [sig       ] Generating forecast for: ASIX
[2025-12-01T20:31:44.285208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASIX' from 'https://tdm.silogroup.org/data/derivative_storage/ASIX.csv'.
[2025-12-01T20:31:44.296042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASIX'.
[2025-12-01T20:31:44.296320] [INFO ] [FORECASTER] Starting predict_future for ASIX
[2025-12-01T20:31:44.297086] [DEBUG] [LOCAL     ] No optimal features file found for ASIX: ./output/feature-sets/ASIX.txt
[2025-12-01T20:31:44.297143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:44.297173] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:44.297199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:44.297254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:44.352827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:44.353470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:44.353547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:44.353596] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:44.472214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:44.472341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:44.472379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:44.472406] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:44.475710] [DEBUG] [FORECASTER] ASIX: Forecast T+1@11:T+2@11: DOWN (p=25.63%)
[2025-12-01T20:31:44.475976] [INFO ] [FORECASTER] Completed predict_future for ASIX
[2025-12-01T20:31:44.476127] [INFO ] [sig       ] ASIX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:44.613975] [INFO ] [LOCAL     ] Saved forecast: ASIX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ASIX.txt
[2025-12-01T20:31:44.614095] [INFO ] [sig       ] [265/3634] Completed ASIX in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-01T20:31:44.614130] [INFO ] [sig       ] [266/3634] Forecasting ASLE...
[2025-12-01T20:31:44.614159] [INFO ] [sig       ] Generating forecast for: ASLE
[2025-12-01T20:31:44.614185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASLE' from 'https://tdm.silogroup.org/data/derivative_storage/ASLE.csv'.
[2025-12-01T20:31:44.625160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASLE'.
[2025-12-01T20:31:44.625437] [INFO ] [FORECASTER] Starting predict_future for ASLE
[2025-12-01T20:31:44.626202] [DEBUG] [LOCAL     ] No optimal features file found for ASLE: ./output/feature-sets/ASLE.txt
[2025-12-01T20:31:44.626250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:44.626291] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:44.626317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:44.626371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:44.682036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:44.682643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:44.682717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:44.682748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:44.801850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:44.801982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:44.802018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:44.802044] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:44.805257] [DEBUG] [FORECASTER] ASLE: Forecast T+1@11:T+2@11: DOWN (p=39.98%)
[2025-12-01T20:31:44.805517] [INFO ] [FORECASTER] Completed predict_future for ASLE
[2025-12-01T20:31:44.805657] [INFO ] [sig       ] ASLE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:44.943377] [INFO ] [LOCAL     ] Saved forecast: ASLE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ASLE.txt
[2025-12-01T20:31:44.943496] [INFO ] [sig       ] [266/3634] Completed ASLE in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-01T20:31:44.943533] [INFO ] [sig       ] [267/3634] Forecasting ASMB...
[2025-12-01T20:31:44.943560] [INFO ] [sig       ] Generating forecast for: ASMB
[2025-12-01T20:31:44.943628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASMB' from 'https://tdm.silogroup.org/data/derivative_storage/ASMB.csv'.
[2025-12-01T20:31:44.954339] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ASMB'.
[2025-12-01T20:31:44.954643] [INFO ] [FORECASTER] Starting predict_future for ASMB
[2025-12-01T20:31:44.955378] [DEBUG] [LOCAL     ] No optimal features file found for ASMB: ./output/feature-sets/ASMB.txt
[2025-12-01T20:31:44.955428] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:44.955458] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:44.955484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:44.955539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:45.011428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:45.012047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:45.012126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:45.012156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:45.131949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:45.132078] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:45.132113] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:45.132140] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:45.135336] [DEBUG] [FORECASTER] ASMB: Forecast T+1@11:T+2@11: DOWN (p=27.54%)
[2025-12-01T20:31:45.135629] [INFO ] [FORECASTER] Completed predict_future for ASMB
[2025-12-01T20:31:45.135780] [INFO ] [sig       ] ASMB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:45.280793] [INFO ] [LOCAL     ] Saved forecast: ASMB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASMB.txt
[2025-12-01T20:31:45.280917] [INFO ] [sig       ] [267/3634] Completed ASMB in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-01T20:31:45.280954] [INFO ] [sig       ] [268/3634] Forecasting ASML...
[2025-12-01T20:31:45.280981] [INFO ] [sig       ] Generating forecast for: ASML
[2025-12-01T20:31:45.281008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASML' from 'https://tdm.silogroup.org/data/derivative_storage/ASML.csv'.
[2025-12-01T20:31:45.293197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASML'.
[2025-12-01T20:31:45.293486] [INFO ] [FORECASTER] Starting predict_future for ASML
[2025-12-01T20:31:45.294435] [DEBUG] [LOCAL     ] No optimal features file found for ASML: ./output/feature-sets/ASML.txt
[2025-12-01T20:31:45.294485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:45.294515] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:45.294541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:45.294612] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:45.351066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:45.351943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:45.352021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:45.352057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:45.477965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:45.478094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:45.478130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:45.478158] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:45.481608] [DEBUG] [FORECASTER] ASML: Forecast T+1@11:T+2@11: UP (p=83.44%)
[2025-12-01T20:31:45.481870] [INFO ] [FORECASTER] Completed predict_future for ASML
[2025-12-01T20:31:45.481996] [INFO ] [sig       ] ASML: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:45.620473] [INFO ] [LOCAL     ] Saved forecast: ASML	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ASML.txt
[2025-12-01T20:31:45.620610] [INFO ] [sig       ] [268/3634] Completed ASML in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-01T20:31:45.620651] [INFO ] [sig       ] [269/3634] Forecasting ASND...
[2025-12-01T20:31:45.620678] [INFO ] [sig       ] Generating forecast for: ASND
[2025-12-01T20:31:45.620707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASND' from 'https://tdm.silogroup.org/data/derivative_storage/ASND.csv'.
[2025-12-01T20:31:45.632302] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ASND'.
[2025-12-01T20:31:45.632601] [INFO ] [FORECASTER] Starting predict_future for ASND
[2025-12-01T20:31:45.633342] [DEBUG] [LOCAL     ] No optimal features file found for ASND: ./output/feature-sets/ASND.txt
[2025-12-01T20:31:45.633391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:45.633421] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:45.633446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:45.633501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:45.688487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:45.689160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:45.689237] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:45.689269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:45.810391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:45.810531] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:45.810583] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:45.810615] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:45.814109] [DEBUG] [FORECASTER] ASND: Forecast T+1@11:T+2@11: DOWN (p=21.77%)
[2025-12-01T20:31:45.814380] [INFO ] [FORECASTER] Completed predict_future for ASND
[2025-12-01T20:31:45.814513] [INFO ] [sig       ] ASND: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:45.953501] [INFO ] [LOCAL     ] Saved forecast: ASND	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASND.txt
[2025-12-01T20:31:45.953658] [INFO ] [sig       ] [269/3634] Completed ASND in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-01T20:31:45.953704] [INFO ] [sig       ] [270/3634] Forecasting ASNS...
[2025-12-01T20:31:45.953749] [INFO ] [sig       ] Generating forecast for: ASNS
[2025-12-01T20:31:45.953778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASNS' from 'https://tdm.silogroup.org/data/derivative_storage/ASNS.csv'.
[2025-12-01T20:31:45.964651] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ASNS'.
[2025-12-01T20:31:45.964950] [INFO ] [FORECASTER] Starting predict_future for ASNS
[2025-12-01T20:31:45.965713] [DEBUG] [LOCAL     ] No optimal features file found for ASNS: ./output/feature-sets/ASNS.txt
[2025-12-01T20:31:45.965762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:45.965793] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:45.965819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:45.965874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:46.021481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:46.022117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:46.022207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:46.022245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:46.137713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:46.137856] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:46.137892] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:46.137919] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:46.141226] [DEBUG] [FORECASTER] ASNS: Forecast T+1@11:T+2@11: UP (p=60.85%)
[2025-12-01T20:31:46.141490] [INFO ] [FORECASTER] Completed predict_future for ASNS
[2025-12-01T20:31:46.141629] [INFO ] [sig       ] ASNS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:46.279655] [INFO ] [LOCAL     ] Saved forecast: ASNS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ASNS.txt
[2025-12-01T20:31:46.279783] [INFO ] [sig       ] [270/3634] Completed ASNS in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.8m
[2025-12-01T20:31:46.279820] [INFO ] [sig       ] [271/3634] Forecasting ASO...
[2025-12-01T20:31:46.279848] [INFO ] [sig       ] Generating forecast for: ASO
[2025-12-01T20:31:46.279877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASO' from 'https://tdm.silogroup.org/data/derivative_storage/ASO.csv'.
[2025-12-01T20:31:46.290690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASO'.
[2025-12-01T20:31:46.290972] [INFO ] [FORECASTER] Starting predict_future for ASO
[2025-12-01T20:31:46.291762] [DEBUG] [LOCAL     ] No optimal features file found for ASO: ./output/feature-sets/ASO.txt
[2025-12-01T20:31:46.291812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:46.291843] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:46.291869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:46.291926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:46.348024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:46.348724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:46.348800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:46.348831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:46.468088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:46.468235] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:46.468272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:46.468315] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:46.471587] [DEBUG] [FORECASTER] ASO: Forecast T+1@11:T+2@11: UP (p=98.74%)
[2025-12-01T20:31:46.471854] [INFO ] [FORECASTER] Completed predict_future for ASO
[2025-12-01T20:31:46.471975] [INFO ] [sig       ] ASO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:46.612008] [INFO ] [LOCAL     ] Saved forecast: ASO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ASO.txt
[2025-12-01T20:31:46.612138] [INFO ] [sig       ] [271/3634] Completed ASO in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.7m
[2025-12-01T20:31:46.612176] [INFO ] [sig       ] [272/3634] Forecasting ASPI...
[2025-12-01T20:31:46.612205] [INFO ] [sig       ] Generating forecast for: ASPI
[2025-12-01T20:31:46.612236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPI' from 'https://tdm.silogroup.org/data/derivative_storage/ASPI.csv'.
[2025-12-01T20:31:46.623136] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPI'.
[2025-12-01T20:31:46.623410] [INFO ] [FORECASTER] Starting predict_future for ASPI
[2025-12-01T20:31:46.624170] [DEBUG] [LOCAL     ] No optimal features file found for ASPI: ./output/feature-sets/ASPI.txt
[2025-12-01T20:31:46.624219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:46.624253] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:46.624278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:46.624333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:46.679539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:46.680226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:46.680301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:46.680333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:46.797541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:46.797696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:46.797734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:46.797761] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:46.801127] [DEBUG] [FORECASTER] ASPI: Forecast T+1@11:T+2@11: DOWN (p=38.88%)
[2025-12-01T20:31:46.801394] [INFO ] [FORECASTER] Completed predict_future for ASPI
[2025-12-01T20:31:46.801519] [INFO ] [sig       ] ASPI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:46.939590] [INFO ] [LOCAL     ] Saved forecast: ASPI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ASPI.txt
[2025-12-01T20:31:46.939717] [INFO ] [sig       ] [272/3634] Completed ASPI in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.7m
[2025-12-01T20:31:46.939756] [INFO ] [sig       ] [273/3634] Forecasting ASPN...
[2025-12-01T20:31:46.939783] [INFO ] [sig       ] Generating forecast for: ASPN
[2025-12-01T20:31:46.939811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPN' from 'https://tdm.silogroup.org/data/derivative_storage/ASPN.csv'.
[2025-12-01T20:31:46.950439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASPN'.
[2025-12-01T20:31:46.950730] [INFO ] [FORECASTER] Starting predict_future for ASPN
[2025-12-01T20:31:46.951484] [DEBUG] [LOCAL     ] No optimal features file found for ASPN: ./output/feature-sets/ASPN.txt
[2025-12-01T20:31:46.951533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:46.951563] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:46.951608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:46.951663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:47.008045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:47.008805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:47.008884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:47.008914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:47.130330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:47.130473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:47.130509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:47.130552] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:47.133802] [DEBUG] [FORECASTER] ASPN: Forecast T+1@11:T+2@11: DOWN (p=3.12%)
[2025-12-01T20:31:47.134065] [INFO ] [FORECASTER] Completed predict_future for ASPN
[2025-12-01T20:31:47.134225] [INFO ] [sig       ] ASPN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:47.273698] [INFO ] [LOCAL     ] Saved forecast: ASPN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ASPN.txt
[2025-12-01T20:31:47.273831] [INFO ] [sig       ] [273/3634] Completed ASPN in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.7m
[2025-12-01T20:31:47.273868] [INFO ] [sig       ] [274/3634] Forecasting ASPS...
[2025-12-01T20:31:47.273896] [INFO ] [sig       ] Generating forecast for: ASPS
[2025-12-01T20:31:47.273925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASPS' from 'https://tdm.silogroup.org/data/derivative_storage/ASPS.csv'.
[2025-12-01T20:31:47.285060] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ASPS'.
[2025-12-01T20:31:47.285371] [INFO ] [FORECASTER] Starting predict_future for ASPS
[2025-12-01T20:31:47.286133] [DEBUG] [LOCAL     ] No optimal features file found for ASPS: ./output/feature-sets/ASPS.txt
[2025-12-01T20:31:47.286183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:47.286213] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:47.286238] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:47.286293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:47.341860] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:47.342519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:47.342610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:47.342643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:47.458404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:47.458556] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:47.458612] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:47.458641] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:47.462011] [DEBUG] [FORECASTER] ASPS: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-12-01T20:31:47.462280] [INFO ] [FORECASTER] Completed predict_future for ASPS
[2025-12-01T20:31:47.462406] [INFO ] [sig       ] ASPS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:47.600325] [INFO ] [LOCAL     ] Saved forecast: ASPS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASPS.txt
[2025-12-01T20:31:47.600444] [INFO ] [sig       ] [274/3634] Completed ASPS in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.7m
[2025-12-01T20:31:47.600480] [INFO ] [sig       ] [275/3634] Forecasting ASTE...
[2025-12-01T20:31:47.600508] [INFO ] [sig       ] Generating forecast for: ASTE
[2025-12-01T20:31:47.600537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTE' from 'https://tdm.silogroup.org/data/derivative_storage/ASTE.csv'.
[2025-12-01T20:31:47.611390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTE'.
[2025-12-01T20:31:47.611690] [INFO ] [FORECASTER] Starting predict_future for ASTE
[2025-12-01T20:31:47.612432] [DEBUG] [LOCAL     ] No optimal features file found for ASTE: ./output/feature-sets/ASTE.txt
[2025-12-01T20:31:47.612481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:47.612512] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:47.612537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:47.612613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:47.668559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:47.669201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:47.669288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:47.669332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:47.785895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:47.786036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:47.786072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:47.786099] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:47.789419] [DEBUG] [FORECASTER] ASTE: Forecast T+1@11:T+2@11: DOWN (p=18.19%)
[2025-12-01T20:31:47.789701] [INFO ] [FORECASTER] Completed predict_future for ASTE
[2025-12-01T20:31:47.789825] [INFO ] [sig       ] ASTE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:47.934092] [INFO ] [LOCAL     ] Saved forecast: ASTE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ASTE.txt
[2025-12-01T20:31:47.934209] [INFO ] [sig       ] [275/3634] Completed ASTE in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.7m
[2025-12-01T20:31:47.934245] [INFO ] [sig       ] [276/3634] Forecasting ASTH...
[2025-12-01T20:31:47.934273] [INFO ] [sig       ] Generating forecast for: ASTH
[2025-12-01T20:31:47.934303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTH' from 'https://tdm.silogroup.org/data/derivative_storage/ASTH.csv'.
[2025-12-01T20:31:47.945982] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ASTH'.
[2025-12-01T20:31:47.946297] [INFO ] [FORECASTER] Starting predict_future for ASTH
[2025-12-01T20:31:47.947095] [DEBUG] [LOCAL     ] No optimal features file found for ASTH: ./output/feature-sets/ASTH.txt
[2025-12-01T20:31:47.947150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:47.947181] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:47.947206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:47.947260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:48.001957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:48.002704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:48.002785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:48.002817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:48.119081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:48.119233] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:48.119270] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:48.119296] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:48.122562] [DEBUG] [FORECASTER] ASTH: Forecast T+1@11:T+2@11: DOWN (p=14.77%)
[2025-12-01T20:31:48.122845] [INFO ] [FORECASTER] Completed predict_future for ASTH
[2025-12-01T20:31:48.122977] [INFO ] [sig       ] ASTH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:48.261047] [INFO ] [LOCAL     ] Saved forecast: ASTH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ASTH.txt
[2025-12-01T20:31:48.261190] [INFO ] [sig       ] [276/3634] Completed ASTH in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.7m
[2025-12-01T20:31:48.261235] [INFO ] [sig       ] [277/3634] Forecasting ASTI...
[2025-12-01T20:31:48.261268] [INFO ] [sig       ] Generating forecast for: ASTI
[2025-12-01T20:31:48.261310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTI' from 'https://tdm.silogroup.org/data/derivative_storage/ASTI.csv'.
[2025-12-01T20:31:48.272460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTI'.
[2025-12-01T20:31:48.272805] [INFO ] [FORECASTER] Starting predict_future for ASTI
[2025-12-01T20:31:48.273846] [DEBUG] [LOCAL     ] No optimal features file found for ASTI: ./output/feature-sets/ASTI.txt
[2025-12-01T20:31:48.273908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:48.273954] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:48.274007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:48.274094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:48.331954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:48.332643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:48.332723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:48.332763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:48.452415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:48.452549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:48.452603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:48.452632] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:48.455856] [DEBUG] [FORECASTER] ASTI: Forecast T+1@11:T+2@11: UP (p=70.19%)
[2025-12-01T20:31:48.456119] [INFO ] [FORECASTER] Completed predict_future for ASTI
[2025-12-01T20:31:48.456254] [INFO ] [sig       ] ASTI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:48.597272] [INFO ] [LOCAL     ] Saved forecast: ASTI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ASTI.txt
[2025-12-01T20:31:48.597397] [INFO ] [sig       ] [277/3634] Completed ASTI in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.7m
[2025-12-01T20:31:48.597434] [INFO ] [sig       ] [278/3634] Forecasting ASTL...
[2025-12-01T20:31:48.597462] [INFO ] [sig       ] Generating forecast for: ASTL
[2025-12-01T20:31:48.597492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTL' from 'https://tdm.silogroup.org/data/derivative_storage/ASTL.csv'.
[2025-12-01T20:31:48.608879] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ASTL'.
[2025-12-01T20:31:48.609194] [INFO ] [FORECASTER] Starting predict_future for ASTL
[2025-12-01T20:31:48.609993] [DEBUG] [LOCAL     ] No optimal features file found for ASTL: ./output/feature-sets/ASTL.txt
[2025-12-01T20:31:48.610044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:48.610074] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:48.610101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:48.610157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:48.665890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:48.666528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:48.666621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:48.666654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:48.782033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:48.782178] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:48.782216] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:48.782242] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:48.785530] [DEBUG] [FORECASTER] ASTL: Forecast T+1@11:T+2@11: UP (p=81.88%)
[2025-12-01T20:31:48.785816] [INFO ] [FORECASTER] Completed predict_future for ASTL
[2025-12-01T20:31:48.785942] [INFO ] [sig       ] ASTL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:48.927112] [INFO ] [LOCAL     ] Saved forecast: ASTL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ASTL.txt
[2025-12-01T20:31:48.927237] [INFO ] [sig       ] [278/3634] Completed ASTL in 0.3s | 2.99 sym/s | Total: 1.5m | ETA: 18.7m
[2025-12-01T20:31:48.927274] [INFO ] [sig       ] [279/3634] Forecasting ASTS...
[2025-12-01T20:31:48.927302] [INFO ] [sig       ] Generating forecast for: ASTS
[2025-12-01T20:31:48.927331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASTS' from 'https://tdm.silogroup.org/data/derivative_storage/ASTS.csv'.
[2025-12-01T20:31:48.938354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASTS'.
[2025-12-01T20:31:48.938684] [INFO ] [FORECASTER] Starting predict_future for ASTS
[2025-12-01T20:31:48.939442] [DEBUG] [LOCAL     ] No optimal features file found for ASTS: ./output/feature-sets/ASTS.txt
[2025-12-01T20:31:48.939491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:48.939522] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:48.939547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:48.939629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:48.994522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:48.995219] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:48.995297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:48.995329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:49.113696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:49.113841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:49.113879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:49.113907] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:49.117267] [DEBUG] [FORECASTER] ASTS: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-12-01T20:31:49.117564] [INFO ] [FORECASTER] Completed predict_future for ASTS
[2025-12-01T20:31:49.117713] [INFO ] [sig       ] ASTS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:49.257962] [INFO ] [LOCAL     ] Saved forecast: ASTS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ASTS.txt
[2025-12-01T20:31:49.258083] [INFO ] [sig       ] [279/3634] Completed ASTS in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-01T20:31:49.258121] [INFO ] [sig       ] [280/3634] Forecasting ASX...
[2025-12-01T20:31:49.258148] [INFO ] [sig       ] Generating forecast for: ASX
[2025-12-01T20:31:49.258176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASX' from 'https://tdm.silogroup.org/data/derivative_storage/ASX.csv'.
[2025-12-01T20:31:49.269121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASX'.
[2025-12-01T20:31:49.269426] [INFO ] [FORECASTER] Starting predict_future for ASX
[2025-12-01T20:31:49.270195] [DEBUG] [LOCAL     ] No optimal features file found for ASX: ./output/feature-sets/ASX.txt
[2025-12-01T20:31:49.270244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:49.270274] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:49.270300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:49.270354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:49.325953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:49.326634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:49.326712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:49.326744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:49.451127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:49.451291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:49.451329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:49.451356] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:49.454626] [DEBUG] [FORECASTER] ASX: Forecast T+1@11:T+2@11: UP (p=95.48%)
[2025-12-01T20:31:49.454891] [INFO ] [FORECASTER] Completed predict_future for ASX
[2025-12-01T20:31:49.455017] [INFO ] [sig       ] ASX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:49.595490] [INFO ] [LOCAL     ] Saved forecast: ASX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ASX.txt
[2025-12-01T20:31:49.595637] [INFO ] [sig       ] [280/3634] Completed ASX in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-01T20:31:49.595677] [INFO ] [sig       ] [281/3634] Forecasting ASYS...
[2025-12-01T20:31:49.595705] [INFO ] [sig       ] Generating forecast for: ASYS
[2025-12-01T20:31:49.595741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ASYS' from 'https://tdm.silogroup.org/data/derivative_storage/ASYS.csv'.
[2025-12-01T20:31:49.606799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ASYS'.
[2025-12-01T20:31:49.607116] [INFO ] [FORECASTER] Starting predict_future for ASYS
[2025-12-01T20:31:49.607933] [DEBUG] [LOCAL     ] No optimal features file found for ASYS: ./output/feature-sets/ASYS.txt
[2025-12-01T20:31:49.607985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:49.608016] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:49.608042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:49.608099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:49.664066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:49.664817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:49.664902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:49.664935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:49.784147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:49.784293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:49.784331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:49.784360] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:49.787765] [DEBUG] [FORECASTER] ASYS: Forecast T+1@11:T+2@11: DOWN (p=34.20%)
[2025-12-01T20:31:49.788030] [INFO ] [FORECASTER] Completed predict_future for ASYS
[2025-12-01T20:31:49.788161] [INFO ] [sig       ] ASYS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:49.934216] [INFO ] [LOCAL     ] Saved forecast: ASYS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ASYS.txt
[2025-12-01T20:31:49.934361] [INFO ] [sig       ] [281/3634] Completed ASYS in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-01T20:31:49.934400] [INFO ] [sig       ] [282/3634] Forecasting ATAI...
[2025-12-01T20:31:49.934432] [INFO ] [sig       ] Generating forecast for: ATAI
[2025-12-01T20:31:49.934461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATAI' from 'https://tdm.silogroup.org/data/derivative_storage/ATAI.csv'.
[2025-12-01T20:31:49.945125] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ATAI'.
[2025-12-01T20:31:49.945411] [INFO ] [FORECASTER] Starting predict_future for ATAI
[2025-12-01T20:31:49.946188] [DEBUG] [LOCAL     ] No optimal features file found for ATAI: ./output/feature-sets/ATAI.txt
[2025-12-01T20:31:49.946249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:49.946286] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:49.946317] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:49.946373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:50.003153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:50.004012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:50.004096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:50.004129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:50.118349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:50.118501] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:50.118540] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:50.118584] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:50.121948] [DEBUG] [FORECASTER] ATAI: Forecast T+1@11:T+2@11: DOWN (p=48.76%)
[2025-12-01T20:31:50.122219] [INFO ] [FORECASTER] Completed predict_future for ATAI
[2025-12-01T20:31:50.122353] [INFO ] [sig       ] ATAI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:50.262732] [INFO ] [LOCAL     ] Saved forecast: ATAI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ATAI.txt
[2025-12-01T20:31:50.262869] [INFO ] [sig       ] [282/3634] Completed ATAI in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-01T20:31:50.262909] [INFO ] [sig       ] [283/3634] Forecasting ATEC...
[2025-12-01T20:31:50.262937] [INFO ] [sig       ] Generating forecast for: ATEC
[2025-12-01T20:31:50.262990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEC' from 'https://tdm.silogroup.org/data/derivative_storage/ATEC.csv'.
[2025-12-01T20:31:50.274309] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ATEC'.
[2025-12-01T20:31:50.274634] [INFO ] [FORECASTER] Starting predict_future for ATEC
[2025-12-01T20:31:50.275405] [DEBUG] [LOCAL     ] No optimal features file found for ATEC: ./output/feature-sets/ATEC.txt
[2025-12-01T20:31:50.275456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:50.275488] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:50.275514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:50.275593] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:50.332547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:50.333232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:50.333311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:50.333344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:50.454940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:50.455076] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:50.455112] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:50.455139] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:50.458547] [DEBUG] [FORECASTER] ATEC: Forecast T+1@11:T+2@11: UP (p=65.89%)
[2025-12-01T20:31:50.458836] [INFO ] [FORECASTER] Completed predict_future for ATEC
[2025-12-01T20:31:50.458966] [INFO ] [sig       ] ATEC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:50.598658] [INFO ] [LOCAL     ] Saved forecast: ATEC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ATEC.txt
[2025-12-01T20:31:50.598777] [INFO ] [sig       ] [283/3634] Completed ATEC in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-01T20:31:50.598840] [INFO ] [sig       ] [284/3634] Forecasting ATEN...
[2025-12-01T20:31:50.598870] [INFO ] [sig       ] Generating forecast for: ATEN
[2025-12-01T20:31:50.598898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEN' from 'https://tdm.silogroup.org/data/derivative_storage/ATEN.csv'.
[2025-12-01T20:31:50.610326] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ATEN'.
[2025-12-01T20:31:50.610648] [INFO ] [FORECASTER] Starting predict_future for ATEN
[2025-12-01T20:31:50.611413] [DEBUG] [LOCAL     ] No optimal features file found for ATEN: ./output/feature-sets/ATEN.txt
[2025-12-01T20:31:50.611465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:50.611496] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:50.611523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:50.611604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:50.669230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:50.669916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:50.669994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:50.670027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:50.794638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:50.794770] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:50.794807] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:50.794834] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:50.798233] [DEBUG] [FORECASTER] ATEN: Forecast T+1@11:T+2@11: DOWN (p=35.48%)
[2025-12-01T20:31:50.798535] [INFO ] [FORECASTER] Completed predict_future for ATEN
[2025-12-01T20:31:50.798687] [INFO ] [sig       ] ATEN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:50.939488] [INFO ] [LOCAL     ] Saved forecast: ATEN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ATEN.txt
[2025-12-01T20:31:50.939620] [INFO ] [sig       ] [284/3634] Completed ATEN in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-01T20:31:50.939660] [INFO ] [sig       ] [285/3634] Forecasting ATEX...
[2025-12-01T20:31:50.939687] [INFO ] [sig       ] Generating forecast for: ATEX
[2025-12-01T20:31:50.939717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATEX' from 'https://tdm.silogroup.org/data/derivative_storage/ATEX.csv'.
[2025-12-01T20:31:50.953604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATEX'.
[2025-12-01T20:31:50.953915] [INFO ] [FORECASTER] Starting predict_future for ATEX
[2025-12-01T20:31:50.954708] [DEBUG] [LOCAL     ] No optimal features file found for ATEX: ./output/feature-sets/ATEX.txt
[2025-12-01T20:31:50.954759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:50.954792] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:50.954819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:50.954877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:51.013176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:51.013971] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:51.014052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:51.014085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:51.130476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:51.130624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:51.130663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:51.130693] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:51.133970] [DEBUG] [FORECASTER] ATEX: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-01T20:31:51.134274] [INFO ] [FORECASTER] Completed predict_future for ATEX
[2025-12-01T20:31:51.134412] [INFO ] [sig       ] ATEX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:51.270930] [INFO ] [LOCAL     ] Saved forecast: ATEX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ATEX.txt
[2025-12-01T20:31:51.271044] [INFO ] [sig       ] [285/3634] Completed ATEX in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-01T20:31:51.271082] [INFO ] [sig       ] [286/3634] Forecasting ATGE...
[2025-12-01T20:31:51.271111] [INFO ] [sig       ] Generating forecast for: ATGE
[2025-12-01T20:31:51.271139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATGE' from 'https://tdm.silogroup.org/data/derivative_storage/ATGE.csv'.
[2025-12-01T20:31:51.282488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATGE'.
[2025-12-01T20:31:51.282784] [INFO ] [FORECASTER] Starting predict_future for ATGE
[2025-12-01T20:31:51.283517] [DEBUG] [LOCAL     ] No optimal features file found for ATGE: ./output/feature-sets/ATGE.txt
[2025-12-01T20:31:51.283566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:51.283615] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:51.283643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:51.283697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:51.340309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:51.340918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:51.340993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:51.341024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:51.459754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:51.459888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:51.459926] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:51.459954] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:51.463320] [DEBUG] [FORECASTER] ATGE: Forecast T+1@11:T+2@11: DOWN (p=16.82%)
[2025-12-01T20:31:51.463603] [INFO ] [FORECASTER] Completed predict_future for ATGE
[2025-12-01T20:31:51.463732] [INFO ] [sig       ] ATGE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:51.606051] [INFO ] [LOCAL     ] Saved forecast: ATGE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ATGE.txt
[2025-12-01T20:31:51.606190] [INFO ] [sig       ] [286/3634] Completed ATGE in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-01T20:31:51.606229] [INFO ] [sig       ] [287/3634] Forecasting ATHA...
[2025-12-01T20:31:51.606259] [INFO ] [sig       ] Generating forecast for: ATHA
[2025-12-01T20:31:51.606289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHA' from 'https://tdm.silogroup.org/data/derivative_storage/ATHA.csv'.
[2025-12-01T20:31:51.616540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATHA'.
[2025-12-01T20:31:51.616855] [INFO ] [FORECASTER] Starting predict_future for ATHA
[2025-12-01T20:31:51.617687] [DEBUG] [LOCAL     ] No optimal features file found for ATHA: ./output/feature-sets/ATHA.txt
[2025-12-01T20:31:51.617738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:51.617770] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:51.617824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:51.617882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:51.674474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:51.675106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:51.675181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:51.675214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:51.797185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:51.797326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:51.797364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:51.797392] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:51.800760] [DEBUG] [FORECASTER] ATHA: Forecast T+1@11:T+2@11: UP (p=71.95%)
[2025-12-01T20:31:51.801031] [INFO ] [FORECASTER] Completed predict_future for ATHA
[2025-12-01T20:31:51.801159] [INFO ] [sig       ] ATHA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:51.942177] [INFO ] [LOCAL     ] Saved forecast: ATHA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ATHA.txt
[2025-12-01T20:31:51.942316] [INFO ] [sig       ] [287/3634] Completed ATHA in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.7m
[2025-12-01T20:31:51.942357] [INFO ] [sig       ] [288/3634] Forecasting ATHM...
[2025-12-01T20:31:51.942386] [INFO ] [sig       ] Generating forecast for: ATHM
[2025-12-01T20:31:51.942414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATHM' from 'https://tdm.silogroup.org/data/derivative_storage/ATHM.csv'.
[2025-12-01T20:31:51.953224] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ATHM'.
[2025-12-01T20:31:51.953499] [INFO ] [FORECASTER] Starting predict_future for ATHM
[2025-12-01T20:31:51.954271] [DEBUG] [LOCAL     ] No optimal features file found for ATHM: ./output/feature-sets/ATHM.txt
[2025-12-01T20:31:51.954321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:51.954352] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:51.954377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:51.954432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:52.009987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:52.010746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:52.010823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:52.010854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:52.130526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:52.130666] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:52.130702] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:52.130729] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:52.133914] [DEBUG] [FORECASTER] ATHM: Forecast T+1@11:T+2@11: UP (p=73.60%)
[2025-12-01T20:31:52.134173] [INFO ] [FORECASTER] Completed predict_future for ATHM
[2025-12-01T20:31:52.134300] [INFO ] [sig       ] ATHM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:52.272197] [INFO ] [LOCAL     ] Saved forecast: ATHM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ATHM.txt
[2025-12-01T20:31:52.272321] [INFO ] [sig       ] [288/3634] Completed ATHM in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.6m
[2025-12-01T20:31:52.272359] [INFO ] [sig       ] [289/3634] Forecasting ATI...
[2025-12-01T20:31:52.272394] [INFO ] [sig       ] Generating forecast for: ATI
[2025-12-01T20:31:52.272428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATI' from 'https://tdm.silogroup.org/data/derivative_storage/ATI.csv'.
[2025-12-01T20:31:52.282752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATI'.
[2025-12-01T20:31:52.283041] [INFO ] [FORECASTER] Starting predict_future for ATI
[2025-12-01T20:31:52.283805] [DEBUG] [LOCAL     ] No optimal features file found for ATI: ./output/feature-sets/ATI.txt
[2025-12-01T20:31:52.283855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:52.283885] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:52.283911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:52.283966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:52.339751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:52.340352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:52.340428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:52.340458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:52.461159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:52.461291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:52.461329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:52.461356] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:52.464650] [DEBUG] [FORECASTER] ATI: Forecast T+1@11:T+2@11: DOWN (p=39.32%)
[2025-12-01T20:31:52.464911] [INFO ] [FORECASTER] Completed predict_future for ATI
[2025-12-01T20:31:52.465036] [INFO ] [sig       ] ATI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:52.604619] [INFO ] [LOCAL     ] Saved forecast: ATI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ATI.txt
[2025-12-01T20:31:52.604738] [INFO ] [sig       ] [289/3634] Completed ATI in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.6m
[2025-12-01T20:31:52.604774] [INFO ] [sig       ] [290/3634] Forecasting ATLC...
[2025-12-01T20:31:52.604802] [INFO ] [sig       ] Generating forecast for: ATLC
[2025-12-01T20:31:52.604831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLC' from 'https://tdm.silogroup.org/data/derivative_storage/ATLC.csv'.
[2025-12-01T20:31:52.615556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLC'.
[2025-12-01T20:31:52.615858] [INFO ] [FORECASTER] Starting predict_future for ATLC
[2025-12-01T20:31:52.616613] [DEBUG] [LOCAL     ] No optimal features file found for ATLC: ./output/feature-sets/ATLC.txt
[2025-12-01T20:31:52.616672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:52.616703] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:52.616728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:52.616782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:52.672557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:52.673186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:52.673260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:52.673291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:52.793991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:52.794121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:52.794157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:52.794183] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:52.797448] [DEBUG] [FORECASTER] ATLC: Forecast T+1@11:T+2@11: UP (p=90.54%)
[2025-12-01T20:31:52.797733] [INFO ] [FORECASTER] Completed predict_future for ATLC
[2025-12-01T20:31:52.797862] [INFO ] [sig       ] ATLC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:52.937210] [INFO ] [LOCAL     ] Saved forecast: ATLC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ATLC.txt
[2025-12-01T20:31:52.937362] [INFO ] [sig       ] [290/3634] Completed ATLC in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.6m
[2025-12-01T20:31:52.937403] [INFO ] [sig       ] [291/3634] Forecasting ATLCZ...
[2025-12-01T20:31:52.937431] [INFO ] [sig       ] Generating forecast for: ATLCZ
[2025-12-01T20:31:52.937460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLCZ' from 'https://tdm.silogroup.org/data/derivative_storage/ATLCZ.csv'.
[2025-12-01T20:31:52.948483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLCZ'.
[2025-12-01T20:31:52.948807] [INFO ] [FORECASTER] Starting predict_future for ATLCZ
[2025-12-01T20:31:52.949555] [DEBUG] [LOCAL     ] No optimal features file found for ATLCZ: ./output/feature-sets/ATLCZ.txt
[2025-12-01T20:31:52.949622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:52.949653] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:52.949678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:52.949734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:53.004916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:53.005694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:53.005772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:53.005804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:53.119417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:53.119542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:53.119595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:53.119625] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:53.122823] [DEBUG] [FORECASTER] ATLCZ: Forecast T+1@11:T+2@11: DOWN (p=0.54%)
[2025-12-01T20:31:53.123083] [INFO ] [FORECASTER] Completed predict_future for ATLCZ
[2025-12-01T20:31:53.123207] [INFO ] [sig       ] ATLCZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:53.260743] [INFO ] [LOCAL     ] Saved forecast: ATLCZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ATLCZ.txt
[2025-12-01T20:31:53.260866] [INFO ] [sig       ] [291/3634] Completed ATLCZ in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.6m
[2025-12-01T20:31:53.260902] [INFO ] [sig       ] [292/3634] Forecasting ATLO...
[2025-12-01T20:31:53.260930] [INFO ] [sig       ] Generating forecast for: ATLO
[2025-12-01T20:31:53.260960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATLO' from 'https://tdm.silogroup.org/data/derivative_storage/ATLO.csv'.
[2025-12-01T20:31:53.271495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATLO'.
[2025-12-01T20:31:53.271772] [INFO ] [FORECASTER] Starting predict_future for ATLO
[2025-12-01T20:31:53.272516] [DEBUG] [LOCAL     ] No optimal features file found for ATLO: ./output/feature-sets/ATLO.txt
[2025-12-01T20:31:53.272566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:53.272620] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:53.272646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:53.272700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:53.328613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:53.329222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:53.329307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:53.329337] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:53.436264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:53.436408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:53.436447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:53.436477] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:53.439914] [DEBUG] [FORECASTER] ATLO: Forecast T+1@11:T+2@11: UP (p=99.15%)
[2025-12-01T20:31:53.440173] [INFO ] [FORECASTER] Completed predict_future for ATLO
[2025-12-01T20:31:53.440300] [INFO ] [sig       ] ATLO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:53.581083] [INFO ] [LOCAL     ] Saved forecast: ATLO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ATLO.txt
[2025-12-01T20:31:53.581201] [INFO ] [sig       ] [292/3634] Completed ATLO in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.6m
[2025-12-01T20:31:53.581238] [INFO ] [sig       ] [293/3634] Forecasting ATNI...
[2025-12-01T20:31:53.581265] [INFO ] [sig       ] Generating forecast for: ATNI
[2025-12-01T20:31:53.581293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATNI' from 'https://tdm.silogroup.org/data/derivative_storage/ATNI.csv'.
[2025-12-01T20:31:53.592702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATNI'.
[2025-12-01T20:31:53.592974] [INFO ] [FORECASTER] Starting predict_future for ATNI
[2025-12-01T20:31:53.593727] [DEBUG] [LOCAL     ] No optimal features file found for ATNI: ./output/feature-sets/ATNI.txt
[2025-12-01T20:31:53.593776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:53.593807] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:53.593832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:53.593886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:53.649876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:53.650492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:53.650569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:53.650619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:53.769623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:53.769756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:53.769793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:53.769819] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:53.773031] [DEBUG] [FORECASTER] ATNI: Forecast T+1@11:T+2@11: UP (p=79.77%)
[2025-12-01T20:31:53.773291] [INFO ] [FORECASTER] Completed predict_future for ATNI
[2025-12-01T20:31:53.773420] [INFO ] [sig       ] ATNI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:53.912700] [INFO ] [LOCAL     ] Saved forecast: ATNI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ATNI.txt
[2025-12-01T20:31:53.912812] [INFO ] [sig       ] [293/3634] Completed ATNI in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.6m
[2025-12-01T20:31:53.912856] [INFO ] [sig       ] [294/3634] Forecasting ATO...
[2025-12-01T20:31:53.912884] [INFO ] [sig       ] Generating forecast for: ATO
[2025-12-01T20:31:53.912912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATO' from 'https://tdm.silogroup.org/data/derivative_storage/ATO.csv'.
[2025-12-01T20:31:53.924197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATO'.
[2025-12-01T20:31:53.924480] [INFO ] [FORECASTER] Starting predict_future for ATO
[2025-12-01T20:31:53.925233] [DEBUG] [LOCAL     ] No optimal features file found for ATO: ./output/feature-sets/ATO.txt
[2025-12-01T20:31:53.925287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:53.925318] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:53.925344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:53.925403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:53.981449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:53.982072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:53.982147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:53.982178] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:54.107128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:54.107265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:54.107308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:54.107335] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:54.110655] [DEBUG] [FORECASTER] ATO: Forecast T+1@11:T+2@11: DOWN (p=27.66%)
[2025-12-01T20:31:54.110914] [INFO ] [FORECASTER] Completed predict_future for ATO
[2025-12-01T20:31:54.111037] [INFO ] [sig       ] ATO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:54.249008] [INFO ] [LOCAL     ] Saved forecast: ATO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ATO.txt
[2025-12-01T20:31:54.249120] [INFO ] [sig       ] [294/3634] Completed ATO in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.6m
[2025-12-01T20:31:54.249156] [INFO ] [sig       ] [295/3634] Forecasting ATOM...
[2025-12-01T20:31:54.249184] [INFO ] [sig       ] Generating forecast for: ATOM
[2025-12-01T20:31:54.249212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATOM' from 'https://tdm.silogroup.org/data/derivative_storage/ATOM.csv'.
[2025-12-01T20:31:54.260362] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ATOM'.
[2025-12-01T20:31:54.260656] [INFO ] [FORECASTER] Starting predict_future for ATOM
[2025-12-01T20:31:54.261415] [DEBUG] [LOCAL     ] No optimal features file found for ATOM: ./output/feature-sets/ATOM.txt
[2025-12-01T20:31:54.261464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:54.261494] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:54.261519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:54.261594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:54.317187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:54.317786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:54.317859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:54.317890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:54.442313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:54.442448] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:54.442484] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:54.442511] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:54.445763] [DEBUG] [FORECASTER] ATOM: Forecast T+1@11:T+2@11: UP (p=75.33%)
[2025-12-01T20:31:54.446038] [INFO ] [FORECASTER] Completed predict_future for ATOM
[2025-12-01T20:31:54.446162] [INFO ] [sig       ] ATOM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:54.584268] [INFO ] [LOCAL     ] Saved forecast: ATOM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ATOM.txt
[2025-12-01T20:31:54.584389] [INFO ] [sig       ] [295/3634] Completed ATOM in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.6m
[2025-12-01T20:31:54.584426] [INFO ] [sig       ] [296/3634] Forecasting ATPC...
[2025-12-01T20:31:54.584454] [INFO ] [sig       ] Generating forecast for: ATPC
[2025-12-01T20:31:54.584482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATPC' from 'https://tdm.silogroup.org/data/derivative_storage/ATPC.csv'.
[2025-12-01T20:31:54.595479] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ATPC'.
[2025-12-01T20:31:54.595774] [INFO ] [FORECASTER] Starting predict_future for ATPC
[2025-12-01T20:31:54.596504] [DEBUG] [LOCAL     ] No optimal features file found for ATPC: ./output/feature-sets/ATPC.txt
[2025-12-01T20:31:54.596553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:54.596605] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:54.596632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:54.596686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:54.652497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:54.653116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:54.653191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:54.653222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:54.763999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:54.764137] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:54.764172] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:54.764199] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:54.767478] [DEBUG] [FORECASTER] ATPC: Forecast T+1@11:T+2@11: UP (p=79.79%)
[2025-12-01T20:31:54.767760] [INFO ] [FORECASTER] Completed predict_future for ATPC
[2025-12-01T20:31:54.767884] [INFO ] [sig       ] ATPC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:31:54.905609] [INFO ] [LOCAL     ] Saved forecast: ATPC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ATPC.txt
[2025-12-01T20:31:54.905735] [INFO ] [sig       ] [296/3634] Completed ATPC in 0.3s | 2.99 sym/s | Total: 1.6m | ETA: 18.6m
[2025-12-01T20:31:54.905774] [INFO ] [sig       ] [297/3634] Forecasting ATRA...
[2025-12-01T20:31:54.905802] [INFO ] [sig       ] Generating forecast for: ATRA
[2025-12-01T20:31:54.905830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRA' from 'https://tdm.silogroup.org/data/derivative_storage/ATRA.csv'.
[2025-12-01T20:31:54.916450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRA'.
[2025-12-01T20:31:54.916742] [INFO ] [FORECASTER] Starting predict_future for ATRA
[2025-12-01T20:31:54.917483] [DEBUG] [LOCAL     ] No optimal features file found for ATRA: ./output/feature-sets/ATRA.txt
[2025-12-01T20:31:54.917532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:54.917561] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:54.917614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:54.917671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:54.976049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:54.976798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:54.976913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:54.976945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:55.096281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:55.096428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:55.096482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:55.096511] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:55.099850] [DEBUG] [FORECASTER] ATRA: Forecast T+1@11:T+2@11: UP (p=85.35%)
[2025-12-01T20:31:55.100112] [INFO ] [FORECASTER] Completed predict_future for ATRA
[2025-12-01T20:31:55.100239] [INFO ] [sig       ] ATRA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:55.238166] [INFO ] [LOCAL     ] Saved forecast: ATRA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ATRA.txt
[2025-12-01T20:31:55.238292] [INFO ] [sig       ] [297/3634] Completed ATRA in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-01T20:31:55.238344] [INFO ] [sig       ] [298/3634] Forecasting ATRC...
[2025-12-01T20:31:55.238374] [INFO ] [sig       ] Generating forecast for: ATRC
[2025-12-01T20:31:55.238402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRC' from 'https://tdm.silogroup.org/data/derivative_storage/ATRC.csv'.
[2025-12-01T20:31:55.249723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRC'.
[2025-12-01T20:31:55.250016] [INFO ] [FORECASTER] Starting predict_future for ATRC
[2025-12-01T20:31:55.250788] [DEBUG] [LOCAL     ] No optimal features file found for ATRC: ./output/feature-sets/ATRC.txt
[2025-12-01T20:31:55.250837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:55.250867] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:55.250893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:55.250948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:55.306124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:55.306824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:55.306903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:55.306934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:55.425587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:55.425732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:55.425768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:55.425795] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:55.429065] [DEBUG] [FORECASTER] ATRC: Forecast T+1@11:T+2@11: DOWN (p=42.39%)
[2025-12-01T20:31:55.429365] [INFO ] [FORECASTER] Completed predict_future for ATRC
[2025-12-01T20:31:55.429498] [INFO ] [sig       ] ATRC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:55.567808] [INFO ] [LOCAL     ] Saved forecast: ATRC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ATRC.txt
[2025-12-01T20:31:55.567932] [INFO ] [sig       ] [298/3634] Completed ATRC in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-01T20:31:55.567968] [INFO ] [sig       ] [299/3634] Forecasting ATRO...
[2025-12-01T20:31:55.567996] [INFO ] [sig       ] Generating forecast for: ATRO
[2025-12-01T20:31:55.568026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATRO' from 'https://tdm.silogroup.org/data/derivative_storage/ATRO.csv'.
[2025-12-01T20:31:55.579495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATRO'.
[2025-12-01T20:31:55.579811] [INFO ] [FORECASTER] Starting predict_future for ATRO
[2025-12-01T20:31:55.580559] [DEBUG] [LOCAL     ] No optimal features file found for ATRO: ./output/feature-sets/ATRO.txt
[2025-12-01T20:31:55.580625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:55.580656] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:55.580681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:55.580735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:55.638463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:55.639198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:55.639282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:55.639323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:55.764085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:55.764229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:55.764266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:55.764293] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:55.767639] [DEBUG] [FORECASTER] ATRO: Forecast T+1@11:T+2@11: DOWN (p=9.70%)
[2025-12-01T20:31:55.767913] [INFO ] [FORECASTER] Completed predict_future for ATRO
[2025-12-01T20:31:55.768041] [INFO ] [sig       ] ATRO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:55.909614] [INFO ] [LOCAL     ] Saved forecast: ATRO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ATRO.txt
[2025-12-01T20:31:55.909745] [INFO ] [sig       ] [299/3634] Completed ATRO in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-01T20:31:55.909783] [INFO ] [sig       ] [300/3634] Forecasting ATXS...
[2025-12-01T20:31:55.909811] [INFO ] [sig       ] Generating forecast for: ATXS
[2025-12-01T20:31:55.909839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ATXS' from 'https://tdm.silogroup.org/data/derivative_storage/ATXS.csv'.
[2025-12-01T20:31:55.920996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ATXS'.
[2025-12-01T20:31:55.921308] [INFO ] [FORECASTER] Starting predict_future for ATXS
[2025-12-01T20:31:55.922069] [DEBUG] [LOCAL     ] No optimal features file found for ATXS: ./output/feature-sets/ATXS.txt
[2025-12-01T20:31:55.922119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:55.922150] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:55.922176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:55.922230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:55.977996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:55.978788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:55.978868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:55.978898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:56.095008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:56.095157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:56.095196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:56.095225] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:56.098611] [DEBUG] [FORECASTER] ATXS: Forecast T+1@11:T+2@11: DOWN (p=26.47%)
[2025-12-01T20:31:56.098875] [INFO ] [FORECASTER] Completed predict_future for ATXS
[2025-12-01T20:31:56.098998] [INFO ] [sig       ] ATXS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:56.235552] [INFO ] [LOCAL     ] Saved forecast: ATXS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ATXS.txt
[2025-12-01T20:31:56.235720] [INFO ] [sig       ] [300/3634] Completed ATXS in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-01T20:31:56.235760] [INFO ] [sig       ] [301/3634] Forecasting AUB...
[2025-12-01T20:31:56.235789] [INFO ] [sig       ] Generating forecast for: AUB
[2025-12-01T20:31:56.235818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUB' from 'https://tdm.silogroup.org/data/derivative_storage/AUB.csv'.
[2025-12-01T20:31:56.246835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUB'.
[2025-12-01T20:31:56.247152] [INFO ] [FORECASTER] Starting predict_future for AUB
[2025-12-01T20:31:56.247918] [DEBUG] [LOCAL     ] No optimal features file found for AUB: ./output/feature-sets/AUB.txt
[2025-12-01T20:31:56.247967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:56.248008] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:56.248034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:56.248089] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:56.304077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:56.304958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:56.305038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:56.305069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:56.421390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:56.421526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:56.421563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:56.421609] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:56.424829] [DEBUG] [FORECASTER] AUB: Forecast T+1@11:T+2@11: UP (p=79.36%)
[2025-12-01T20:31:56.425092] [INFO ] [FORECASTER] Completed predict_future for AUB
[2025-12-01T20:31:56.425214] [INFO ] [sig       ] AUB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:56.564766] [INFO ] [LOCAL     ] Saved forecast: AUB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AUB.txt
[2025-12-01T20:31:56.564889] [INFO ] [sig       ] [301/3634] Completed AUB in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-01T20:31:56.564926] [INFO ] [sig       ] [302/3634] Forecasting AUDC...
[2025-12-01T20:31:56.564955] [INFO ] [sig       ] Generating forecast for: AUDC
[2025-12-01T20:31:56.564983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUDC' from 'https://tdm.silogroup.org/data/derivative_storage/AUDC.csv'.
[2025-12-01T20:31:56.576704] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AUDC'.
[2025-12-01T20:31:56.576987] [INFO ] [FORECASTER] Starting predict_future for AUDC
[2025-12-01T20:31:56.577756] [DEBUG] [LOCAL     ] No optimal features file found for AUDC: ./output/feature-sets/AUDC.txt
[2025-12-01T20:31:56.577804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:56.577834] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:56.577860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:56.577915] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:56.632777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:56.633352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:56.633426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:56.633456] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:56.746362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:56.746479] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:56.746514] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:56.746540] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:56.749765] [DEBUG] [FORECASTER] AUDC: Forecast T+1@11:T+2@11: DOWN (p=37.00%)
[2025-12-01T20:31:56.750028] [INFO ] [FORECASTER] Completed predict_future for AUDC
[2025-12-01T20:31:56.750151] [INFO ] [sig       ] AUDC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:56.886367] [INFO ] [LOCAL     ] Saved forecast: AUDC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AUDC.txt
[2025-12-01T20:31:56.886477] [INFO ] [sig       ] [302/3634] Completed AUDC in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.6m
[2025-12-01T20:31:56.886513] [INFO ] [sig       ] [303/3634] Forecasting AUID...
[2025-12-01T20:31:56.886541] [INFO ] [sig       ] Generating forecast for: AUID
[2025-12-01T20:31:56.886588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUID' from 'https://tdm.silogroup.org/data/derivative_storage/AUID.csv'.
[2025-12-01T20:31:56.898004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUID'.
[2025-12-01T20:31:56.898342] [INFO ] [FORECASTER] Starting predict_future for AUID
[2025-12-01T20:31:56.899114] [DEBUG] [LOCAL     ] No optimal features file found for AUID: ./output/feature-sets/AUID.txt
[2025-12-01T20:31:56.899163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:56.899194] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:56.899219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:56.899273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:56.955084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:56.955688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:56.955762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:56.955792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:57.081716] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:57.081872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:57.081910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:57.081936] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:57.085201] [DEBUG] [FORECASTER] AUID: Forecast T+1@11:T+2@11: UP (p=58.72%)
[2025-12-01T20:31:57.085459] [INFO ] [FORECASTER] Completed predict_future for AUID
[2025-12-01T20:31:57.085599] [INFO ] [sig       ] AUID: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:57.223490] [INFO ] [LOCAL     ] Saved forecast: AUID	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AUID.txt
[2025-12-01T20:31:57.223623] [INFO ] [sig       ] [303/3634] Completed AUID in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-12-01T20:31:57.223663] [INFO ] [sig       ] [304/3634] Forecasting AUPH...
[2025-12-01T20:31:57.223692] [INFO ] [sig       ] Generating forecast for: AUPH
[2025-12-01T20:31:57.223720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUPH' from 'https://tdm.silogroup.org/data/derivative_storage/AUPH.csv'.
[2025-12-01T20:31:57.234718] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AUPH'.
[2025-12-01T20:31:57.234990] [INFO ] [FORECASTER] Starting predict_future for AUPH
[2025-12-01T20:31:57.235745] [DEBUG] [LOCAL     ] No optimal features file found for AUPH: ./output/feature-sets/AUPH.txt
[2025-12-01T20:31:57.235795] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:57.235852] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:57.235880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:57.235936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:57.292491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:57.293385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:57.293468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:57.293501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:57.409753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:57.409911] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:57.409953] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:57.409982] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:57.413528] [DEBUG] [FORECASTER] AUPH: Forecast T+1@11:T+2@11: DOWN (p=41.37%)
[2025-12-01T20:31:57.413843] [INFO ] [FORECASTER] Completed predict_future for AUPH
[2025-12-01T20:31:57.413982] [INFO ] [sig       ] AUPH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:57.556438] [INFO ] [LOCAL     ] Saved forecast: AUPH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AUPH.txt
[2025-12-01T20:31:57.556631] [INFO ] [sig       ] [304/3634] Completed AUPH in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-12-01T20:31:57.556681] [INFO ] [sig       ] [305/3634] Forecasting AURA...
[2025-12-01T20:31:57.556711] [INFO ] [sig       ] Generating forecast for: AURA
[2025-12-01T20:31:57.556739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AURA' from 'https://tdm.silogroup.org/data/derivative_storage/AURA.csv'.
[2025-12-01T20:31:57.568021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AURA'.
[2025-12-01T20:31:57.568426] [INFO ] [FORECASTER] Starting predict_future for AURA
[2025-12-01T20:31:57.569221] [DEBUG] [LOCAL     ] No optimal features file found for AURA: ./output/feature-sets/AURA.txt
[2025-12-01T20:31:57.569271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:57.569302] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:57.569327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:57.569383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:57.626642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:57.627485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:57.627566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:57.627629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:57.752713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:57.752870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:57.752909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:57.752938] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:57.756413] [DEBUG] [FORECASTER] AURA: Forecast T+1@11:T+2@11: UP (p=78.07%)
[2025-12-01T20:31:57.756735] [INFO ] [FORECASTER] Completed predict_future for AURA
[2025-12-01T20:31:57.756871] [INFO ] [sig       ] AURA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:57.900520] [INFO ] [LOCAL     ] Saved forecast: AURA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AURA.txt
[2025-12-01T20:31:57.900699] [INFO ] [sig       ] [305/3634] Completed AURA in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-12-01T20:31:57.900740] [INFO ] [sig       ] [306/3634] Forecasting AUTL...
[2025-12-01T20:31:57.900768] [INFO ] [sig       ] Generating forecast for: AUTL
[2025-12-01T20:31:57.900797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AUTL' from 'https://tdm.silogroup.org/data/derivative_storage/AUTL.csv'.
[2025-12-01T20:31:57.912594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AUTL'.
[2025-12-01T20:31:57.912973] [INFO ] [FORECASTER] Starting predict_future for AUTL
[2025-12-01T20:31:57.913758] [DEBUG] [LOCAL     ] No optimal features file found for AUTL: ./output/feature-sets/AUTL.txt
[2025-12-01T20:31:57.913808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:57.913839] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:57.913864] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:57.913924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:57.972043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:57.972921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:57.973007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:57.973039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:58.093001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:58.093146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:58.093185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:58.093212] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:58.096504] [DEBUG] [FORECASTER] AUTL: Forecast T+1@11:T+2@11: DOWN (p=19.81%)
[2025-12-01T20:31:58.096786] [INFO ] [FORECASTER] Completed predict_future for AUTL
[2025-12-01T20:31:58.096930] [INFO ] [sig       ] AUTL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:58.234784] [INFO ] [LOCAL     ] Saved forecast: AUTL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AUTL.txt
[2025-12-01T20:31:58.234904] [INFO ] [sig       ] [306/3634] Completed AUTL in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-12-01T20:31:58.234941] [INFO ] [sig       ] [307/3634] Forecasting AVA...
[2025-12-01T20:31:58.234969] [INFO ] [sig       ] Generating forecast for: AVA
[2025-12-01T20:31:58.234998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVA' from 'https://tdm.silogroup.org/data/derivative_storage/AVA.csv'.
[2025-12-01T20:31:58.246129] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AVA'.
[2025-12-01T20:31:58.246398] [INFO ] [FORECASTER] Starting predict_future for AVA
[2025-12-01T20:31:58.247156] [DEBUG] [LOCAL     ] No optimal features file found for AVA: ./output/feature-sets/AVA.txt
[2025-12-01T20:31:58.247205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:58.247235] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:58.247260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:58.247313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:58.302664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:58.303408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:58.303488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:58.303519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:58.418829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:58.418979] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:31:58.419015] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:58.419087] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:58.422378] [DEBUG] [FORECASTER] AVA: Forecast T+1@11:T+2@11: DOWN (p=28.29%)
[2025-12-01T20:31:58.422813] [INFO ] [FORECASTER] Completed predict_future for AVA
[2025-12-01T20:31:58.422939] [INFO ] [sig       ] AVA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:31:58.562743] [INFO ] [LOCAL     ] Saved forecast: AVA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AVA.txt
[2025-12-01T20:31:58.562872] [INFO ] [sig       ] [307/3634] Completed AVA in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-12-01T20:31:58.562911] [INFO ] [sig       ] [308/3634] Forecasting AVAH...
[2025-12-01T20:31:58.562940] [INFO ] [sig       ] Generating forecast for: AVAH
[2025-12-01T20:31:58.562969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAH' from 'https://tdm.silogroup.org/data/derivative_storage/AVAH.csv'.
[2025-12-01T20:31:58.573944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAH'.
[2025-12-01T20:31:58.574216] [INFO ] [FORECASTER] Starting predict_future for AVAH
[2025-12-01T20:31:58.574971] [DEBUG] [LOCAL     ] No optimal features file found for AVAH: ./output/feature-sets/AVAH.txt
[2025-12-01T20:31:58.575020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:58.575050] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:58.575075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:58.575133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:58.630839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:58.631431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:58.631505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:58.631535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:58.749794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:58.749941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:58.749979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:58.750022] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:58.753352] [DEBUG] [FORECASTER] AVAH: Forecast T+1@11:T+2@11: UP (p=71.80%)
[2025-12-01T20:31:58.753635] [INFO ] [FORECASTER] Completed predict_future for AVAH
[2025-12-01T20:31:58.753760] [INFO ] [sig       ] AVAH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:58.894016] [INFO ] [LOCAL     ] Saved forecast: AVAH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AVAH.txt
[2025-12-01T20:31:58.894141] [INFO ] [sig       ] [308/3634] Completed AVAH in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-12-01T20:31:58.894178] [INFO ] [sig       ] [309/3634] Forecasting AVAL...
[2025-12-01T20:31:58.894207] [INFO ] [sig       ] Generating forecast for: AVAL
[2025-12-01T20:31:58.894235] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVAL' from 'https://tdm.silogroup.org/data/derivative_storage/AVAL.csv'.
[2025-12-01T20:31:58.904077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVAL'.
[2025-12-01T20:31:58.904350] [INFO ] [FORECASTER] Starting predict_future for AVAL
[2025-12-01T20:31:58.905134] [DEBUG] [LOCAL     ] No optimal features file found for AVAL: ./output/feature-sets/AVAL.txt
[2025-12-01T20:31:58.905183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:58.905213] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:58.905239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:58.905295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:58.961020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:58.961732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:58.961808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:58.961839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:59.081033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:59.081180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:59.081220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:59.081249] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:59.084752] [DEBUG] [FORECASTER] AVAL: Forecast T+1@11:T+2@11: UP (p=54.02%)
[2025-12-01T20:31:59.085051] [INFO ] [FORECASTER] Completed predict_future for AVAL
[2025-12-01T20:31:59.085194] [INFO ] [sig       ] AVAL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:59.224726] [INFO ] [LOCAL     ] Saved forecast: AVAL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AVAL.txt
[2025-12-01T20:31:59.224850] [INFO ] [sig       ] [309/3634] Completed AVAL in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-12-01T20:31:59.224886] [INFO ] [sig       ] [310/3634] Forecasting AVB...
[2025-12-01T20:31:59.224915] [INFO ] [sig       ] Generating forecast for: AVB
[2025-12-01T20:31:59.224944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVB' from 'https://tdm.silogroup.org/data/derivative_storage/AVB.csv'.
[2025-12-01T20:31:59.235373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVB'.
[2025-12-01T20:31:59.235680] [INFO ] [FORECASTER] Starting predict_future for AVB
[2025-12-01T20:31:59.236448] [DEBUG] [LOCAL     ] No optimal features file found for AVB: ./output/feature-sets/AVB.txt
[2025-12-01T20:31:59.236498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:59.236528] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:59.236553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:59.236629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:59.292837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:59.293509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:59.293620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:59.293656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:59.413045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:59.413191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:59.413229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:59.413256] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:59.416661] [DEBUG] [FORECASTER] AVB: Forecast T+1@11:T+2@11: UP (p=97.82%)
[2025-12-01T20:31:59.416934] [INFO ] [FORECASTER] Completed predict_future for AVB
[2025-12-01T20:31:59.417062] [INFO ] [sig       ] AVB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:31:59.556710] [INFO ] [LOCAL     ] Saved forecast: AVB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AVB.txt
[2025-12-01T20:31:59.556835] [INFO ] [sig       ] [310/3634] Completed AVB in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-12-01T20:31:59.556870] [INFO ] [sig       ] [311/3634] Forecasting AVBP...
[2025-12-01T20:31:59.556899] [INFO ] [sig       ] Generating forecast for: AVBP
[2025-12-01T20:31:59.556928] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVBP' from 'https://tdm.silogroup.org/data/derivative_storage/AVBP.csv'.
[2025-12-01T20:31:59.567972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVBP'.
[2025-12-01T20:31:59.568258] [INFO ] [FORECASTER] Starting predict_future for AVBP
[2025-12-01T20:31:59.569062] [DEBUG] [LOCAL     ] No optimal features file found for AVBP: ./output/feature-sets/AVBP.txt
[2025-12-01T20:31:59.569112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:59.569143] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:59.569169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:59.569223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:59.627126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:59.627929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:59.628009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:59.628040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:31:59.752490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:31:59.752654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:31:59.752694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:31:59.752722] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:31:59.756131] [DEBUG] [FORECASTER] AVBP: Forecast T+1@11:T+2@11: DOWN (p=3.44%)
[2025-12-01T20:31:59.756409] [INFO ] [FORECASTER] Completed predict_future for AVBP
[2025-12-01T20:31:59.756538] [INFO ] [sig       ] AVBP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:31:59.898363] [INFO ] [LOCAL     ] Saved forecast: AVBP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AVBP.txt
[2025-12-01T20:31:59.898495] [INFO ] [sig       ] [311/3634] Completed AVBP in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-12-01T20:31:59.898539] [INFO ] [sig       ] [312/3634] Forecasting AVD...
[2025-12-01T20:31:59.898567] [INFO ] [sig       ] Generating forecast for: AVD
[2025-12-01T20:31:59.898616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVD' from 'https://tdm.silogroup.org/data/derivative_storage/AVD.csv'.
[2025-12-01T20:31:59.910765] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AVD'.
[2025-12-01T20:31:59.911160] [INFO ] [FORECASTER] Starting predict_future for AVD
[2025-12-01T20:31:59.911960] [DEBUG] [LOCAL     ] No optimal features file found for AVD: ./output/feature-sets/AVD.txt
[2025-12-01T20:31:59.912012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:31:59.912043] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:31:59.912082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:31:59.912139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:31:59.967872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:31:59.968798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:31:59.968887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:31:59.968918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:00.086023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:00.086200] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:00.086253] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:00.086286] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:00.089881] [DEBUG] [FORECASTER] AVD: Forecast T+1@11:T+2@11: DOWN (p=46.41%)
[2025-12-01T20:32:00.090173] [INFO ] [FORECASTER] Completed predict_future for AVD
[2025-12-01T20:32:00.090309] [INFO ] [sig       ] AVD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:00.228900] [INFO ] [LOCAL     ] Saved forecast: AVD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AVD.txt
[2025-12-01T20:32:00.229047] [INFO ] [sig       ] [312/3634] Completed AVD in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-12-01T20:32:00.229088] [INFO ] [sig       ] [313/3634] Forecasting AVDL...
[2025-12-01T20:32:00.229117] [INFO ] [sig       ] Generating forecast for: AVDL
[2025-12-01T20:32:00.229146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVDL' from 'https://tdm.silogroup.org/data/derivative_storage/AVDL.csv'.
[2025-12-01T20:32:00.240470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVDL'.
[2025-12-01T20:32:00.240820] [INFO ] [FORECASTER] Starting predict_future for AVDL
[2025-12-01T20:32:00.241604] [DEBUG] [LOCAL     ] No optimal features file found for AVDL: ./output/feature-sets/AVDL.txt
[2025-12-01T20:32:00.241655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:00.241687] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:00.241712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:00.241772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:00.296455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:00.297242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:00.297322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:00.297353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:00.420960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:00.421108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:00.421145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:00.421173] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:00.424506] [DEBUG] [FORECASTER] AVDL: Forecast T+1@11:T+2@11: DOWN (p=39.28%)
[2025-12-01T20:32:00.424795] [INFO ] [FORECASTER] Completed predict_future for AVDL
[2025-12-01T20:32:00.424922] [INFO ] [sig       ] AVDL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:00.563602] [INFO ] [LOCAL     ] Saved forecast: AVDL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AVDL.txt
[2025-12-01T20:32:00.563742] [INFO ] [sig       ] [313/3634] Completed AVDL in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-12-01T20:32:00.563779] [INFO ] [sig       ] [314/3634] Forecasting AVGO...
[2025-12-01T20:32:00.563808] [INFO ] [sig       ] Generating forecast for: AVGO
[2025-12-01T20:32:00.563837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGO' from 'https://tdm.silogroup.org/data/derivative_storage/AVGO.csv'.
[2025-12-01T20:32:00.575312] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AVGO'.
[2025-12-01T20:32:00.575717] [INFO ] [FORECASTER] Starting predict_future for AVGO
[2025-12-01T20:32:00.576510] [DEBUG] [LOCAL     ] No optimal features file found for AVGO: ./output/feature-sets/AVGO.txt
[2025-12-01T20:32:00.576561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:00.576614] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:00.576642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:00.576697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:00.632215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:00.633072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:00.633190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:00.633223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:00.753588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:00.753748] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:00.754536] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:00.754590] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:00.757981] [DEBUG] [FORECASTER] AVGO: Forecast T+1@11:T+2@11: DOWN (p=0.62%)
[2025-12-01T20:32:00.758250] [INFO ] [FORECASTER] Completed predict_future for AVGO
[2025-12-01T20:32:00.758399] [INFO ] [sig       ] AVGO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:00.896848] [INFO ] [LOCAL     ] Saved forecast: AVGO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AVGO.txt
[2025-12-01T20:32:00.896972] [INFO ] [sig       ] [314/3634] Completed AVGO in 0.3s | 2.99 sym/s | Total: 1.7m | ETA: 18.5m
[2025-12-01T20:32:00.897009] [INFO ] [sig       ] [315/3634] Forecasting AVGX...
[2025-12-01T20:32:00.897038] [INFO ] [sig       ] Generating forecast for: AVGX
[2025-12-01T20:32:00.897068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVGX' from 'https://tdm.silogroup.org/data/derivative_storage/AVGX.csv'.
[2025-12-01T20:32:00.908320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVGX'.
[2025-12-01T20:32:00.908617] [INFO ] [FORECASTER] Starting predict_future for AVGX
[2025-12-01T20:32:00.909352] [DEBUG] [LOCAL     ] No optimal features file found for AVGX: ./output/feature-sets/AVGX.txt
[2025-12-01T20:32:00.909401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:00.909433] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:00.909461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:00.909517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:00.965255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:00.965989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:00.966066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:00.966098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:01.085544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:01.085711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:01.085748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:01.085775] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:01.089068] [DEBUG] [FORECASTER] AVGX: Forecast T+1@11:T+2@11: DOWN (p=23.50%)
[2025-12-01T20:32:01.089333] [INFO ] [FORECASTER] Completed predict_future for AVGX
[2025-12-01T20:32:01.089462] [INFO ] [sig       ] AVGX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:01.226285] [INFO ] [LOCAL     ] Saved forecast: AVGX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AVGX.txt
[2025-12-01T20:32:01.226414] [INFO ] [sig       ] [315/3634] Completed AVGX in 0.3s | 2.99 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-01T20:32:01.226454] [INFO ] [sig       ] [316/3634] Forecasting AVK...
[2025-12-01T20:32:01.226483] [INFO ] [sig       ] Generating forecast for: AVK
[2025-12-01T20:32:01.226518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVK' from 'https://tdm.silogroup.org/data/derivative_storage/AVK.csv'.
[2025-12-01T20:32:01.237752] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AVK'.
[2025-12-01T20:32:01.238046] [INFO ] [FORECASTER] Starting predict_future for AVK
[2025-12-01T20:32:01.238819] [DEBUG] [LOCAL     ] No optimal features file found for AVK: ./output/feature-sets/AVK.txt
[2025-12-01T20:32:01.238868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:01.238898] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:01.238924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:01.238977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:01.293917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:01.294679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:01.294758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:01.294788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:01.409127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:01.409281] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:01.409319] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:01.409346] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:01.412680] [DEBUG] [FORECASTER] AVK: Forecast T+1@11:T+2@11: UP (p=90.95%)
[2025-12-01T20:32:01.412945] [INFO ] [FORECASTER] Completed predict_future for AVK
[2025-12-01T20:32:01.413074] [INFO ] [sig       ] AVK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:01.555616] [INFO ] [LOCAL     ] Saved forecast: AVK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AVK.txt
[2025-12-01T20:32:01.555764] [INFO ] [sig       ] [316/3634] Completed AVK in 0.3s | 2.99 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-01T20:32:01.555803] [INFO ] [sig       ] [317/3634] Forecasting AVNS...
[2025-12-01T20:32:01.555832] [INFO ] [sig       ] Generating forecast for: AVNS
[2025-12-01T20:32:01.555861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVNS' from 'https://tdm.silogroup.org/data/derivative_storage/AVNS.csv'.
[2025-12-01T20:32:01.567400] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AVNS'.
[2025-12-01T20:32:01.567709] [INFO ] [FORECASTER] Starting predict_future for AVNS
[2025-12-01T20:32:01.568480] [DEBUG] [LOCAL     ] No optimal features file found for AVNS: ./output/feature-sets/AVNS.txt
[2025-12-01T20:32:01.568529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:01.568559] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:01.568605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:01.568660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:01.624211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:01.625079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:01.625161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:01.625191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:01.745758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:01.745916] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:01.745962] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:01.745991] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:01.749608] [DEBUG] [FORECASTER] AVNS: Forecast T+1@11:T+2@11: DOWN (p=4.66%)
[2025-12-01T20:32:01.749984] [INFO ] [FORECASTER] Completed predict_future for AVNS
[2025-12-01T20:32:01.750135] [INFO ] [sig       ] AVNS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:01.890565] [INFO ] [LOCAL     ] Saved forecast: AVNS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AVNS.txt
[2025-12-01T20:32:01.890764] [INFO ] [sig       ] [317/3634] Completed AVNS in 0.3s | 2.99 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-01T20:32:01.890804] [INFO ] [sig       ] [318/3634] Forecasting AVO...
[2025-12-01T20:32:01.890833] [INFO ] [sig       ] Generating forecast for: AVO
[2025-12-01T20:32:01.890890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVO' from 'https://tdm.silogroup.org/data/derivative_storage/AVO.csv'.
[2025-12-01T20:32:01.902127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVO'.
[2025-12-01T20:32:01.902473] [INFO ] [FORECASTER] Starting predict_future for AVO
[2025-12-01T20:32:01.903234] [DEBUG] [LOCAL     ] No optimal features file found for AVO: ./output/feature-sets/AVO.txt
[2025-12-01T20:32:01.903283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:01.903314] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:01.903340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:01.903394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:01.961037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:01.961927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:01.962009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:01.962041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:02.079678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:02.079827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:02.079866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:02.079895] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:02.083343] [DEBUG] [FORECASTER] AVO: Forecast T+1@11:T+2@11: UP (p=92.80%)
[2025-12-01T20:32:02.083628] [INFO ] [FORECASTER] Completed predict_future for AVO
[2025-12-01T20:32:02.083754] [INFO ] [sig       ] AVO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:02.222369] [INFO ] [LOCAL     ] Saved forecast: AVO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AVO.txt
[2025-12-01T20:32:02.222493] [INFO ] [sig       ] [318/3634] Completed AVO in 0.3s | 2.99 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-01T20:32:02.222529] [INFO ] [sig       ] [319/3634] Forecasting AVTX...
[2025-12-01T20:32:02.222558] [INFO ] [sig       ] Generating forecast for: AVTX
[2025-12-01T20:32:02.222606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVTX' from 'https://tdm.silogroup.org/data/derivative_storage/AVTX.csv'.
[2025-12-01T20:32:02.233804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVTX'.
[2025-12-01T20:32:02.234084] [INFO ] [FORECASTER] Starting predict_future for AVTX
[2025-12-01T20:32:02.234977] [DEBUG] [LOCAL     ] No optimal features file found for AVTX: ./output/feature-sets/AVTX.txt
[2025-12-01T20:32:02.235026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:02.235056] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:02.235082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:02.235136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:02.291902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:02.292550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:02.292643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:02.292675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:02.411698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:02.411841] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:02.411878] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:02.411905] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:02.415295] [DEBUG] [FORECASTER] AVTX: Forecast T+1@11:T+2@11: UP (p=89.01%)
[2025-12-01T20:32:02.415562] [INFO ] [FORECASTER] Completed predict_future for AVTX
[2025-12-01T20:32:02.415712] [INFO ] [sig       ] AVTX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:02.558989] [INFO ] [LOCAL     ] Saved forecast: AVTX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AVTX.txt
[2025-12-01T20:32:02.559116] [INFO ] [sig       ] [319/3634] Completed AVTX in 0.3s | 2.99 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-01T20:32:02.559153] [INFO ] [sig       ] [320/3634] Forecasting AVXL...
[2025-12-01T20:32:02.559181] [INFO ] [sig       ] Generating forecast for: AVXL
[2025-12-01T20:32:02.559210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVXL' from 'https://tdm.silogroup.org/data/derivative_storage/AVXL.csv'.
[2025-12-01T20:32:02.571053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVXL'.
[2025-12-01T20:32:02.571389] [INFO ] [FORECASTER] Starting predict_future for AVXL
[2025-12-01T20:32:02.572206] [DEBUG] [LOCAL     ] No optimal features file found for AVXL: ./output/feature-sets/AVXL.txt
[2025-12-01T20:32:02.572257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:02.572292] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:02.572320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:02.572378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:02.631541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:02.632224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:02.632314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:02.632357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:02.755107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:02.755277] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:02.755318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:02.755347] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:02.758877] [DEBUG] [FORECASTER] AVXL: Forecast T+1@11:T+2@11: UP (p=81.69%)
[2025-12-01T20:32:02.759157] [INFO ] [FORECASTER] Completed predict_future for AVXL
[2025-12-01T20:32:02.759293] [INFO ] [sig       ] AVXL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:02.904595] [INFO ] [LOCAL     ] Saved forecast: AVXL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AVXL.txt
[2025-12-01T20:32:02.904756] [INFO ] [sig       ] [320/3634] Completed AVXL in 0.3s | 2.99 sym/s | Total: 1.8m | ETA: 18.5m
[2025-12-01T20:32:02.904798] [INFO ] [sig       ] [321/3634] Forecasting AVY...
[2025-12-01T20:32:02.904828] [INFO ] [sig       ] Generating forecast for: AVY
[2025-12-01T20:32:02.904860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AVY' from 'https://tdm.silogroup.org/data/derivative_storage/AVY.csv'.
[2025-12-01T20:32:02.916377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AVY'.
[2025-12-01T20:32:02.916723] [INFO ] [FORECASTER] Starting predict_future for AVY
[2025-12-01T20:32:02.917464] [DEBUG] [LOCAL     ] No optimal features file found for AVY: ./output/feature-sets/AVY.txt
[2025-12-01T20:32:02.917513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:02.917589] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:02.917619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:02.917675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:02.975907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:02.976932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:02.977042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:02.977095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:03.098018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:03.098191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:03.098244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:03.098282] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:03.101820] [DEBUG] [FORECASTER] AVY: Forecast T+1@11:T+2@11: DOWN (p=24.66%)
[2025-12-01T20:32:03.102096] [INFO ] [FORECASTER] Completed predict_future for AVY
[2025-12-01T20:32:03.102227] [INFO ] [sig       ] AVY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:03.242463] [INFO ] [LOCAL     ] Saved forecast: AVY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AVY.txt
[2025-12-01T20:32:03.242614] [INFO ] [sig       ] [321/3634] Completed AVY in 0.3s | 2.99 sym/s | Total: 1.8m | ETA: 18.4m
[2025-12-01T20:32:03.242655] [INFO ] [sig       ] [322/3634] Forecasting AWF...
[2025-12-01T20:32:03.242684] [INFO ] [sig       ] Generating forecast for: AWF
[2025-12-01T20:32:03.242713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWF' from 'https://tdm.silogroup.org/data/derivative_storage/AWF.csv'.
[2025-12-01T20:32:03.254484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWF'.
[2025-12-01T20:32:03.254840] [INFO ] [FORECASTER] Starting predict_future for AWF
[2025-12-01T20:32:03.255679] [DEBUG] [LOCAL     ] No optimal features file found for AWF: ./output/feature-sets/AWF.txt
[2025-12-01T20:32:03.255730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:03.255761] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:03.255786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:03.255842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:03.311884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:03.312811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:03.312894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:03.312926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:03.431012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:03.431169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:03.431207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:03.431234] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:03.434587] [DEBUG] [FORECASTER] AWF: Forecast T+1@11:T+2@11: DOWN (p=5.17%)
[2025-12-01T20:32:03.434856] [INFO ] [FORECASTER] Completed predict_future for AWF
[2025-12-01T20:32:03.434979] [INFO ] [sig       ] AWF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:03.575678] [INFO ] [LOCAL     ] Saved forecast: AWF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AWF.txt
[2025-12-01T20:32:03.575804] [INFO ] [sig       ] [322/3634] Completed AWF in 0.3s | 2.99 sym/s | Total: 1.8m | ETA: 18.4m
[2025-12-01T20:32:03.575841] [INFO ] [sig       ] [323/3634] Forecasting AWI...
[2025-12-01T20:32:03.575870] [INFO ] [sig       ] Generating forecast for: AWI
[2025-12-01T20:32:03.575899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWI' from 'https://tdm.silogroup.org/data/derivative_storage/AWI.csv'.
[2025-12-01T20:32:03.587276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWI'.
[2025-12-01T20:32:03.587596] [INFO ] [FORECASTER] Starting predict_future for AWI
[2025-12-01T20:32:03.588374] [DEBUG] [LOCAL     ] No optimal features file found for AWI: ./output/feature-sets/AWI.txt
[2025-12-01T20:32:03.588424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:03.588455] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:03.588480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:03.588535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:03.645128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:03.645780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:03.645857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:03.645888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:03.770176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:03.770329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:03.770366] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:03.770393] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:03.773743] [DEBUG] [FORECASTER] AWI: Forecast T+1@11:T+2@11: DOWN (p=44.07%)
[2025-12-01T20:32:03.774005] [INFO ] [FORECASTER] Completed predict_future for AWI
[2025-12-01T20:32:03.774130] [INFO ] [sig       ] AWI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:03.916398] [INFO ] [LOCAL     ] Saved forecast: AWI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AWI.txt
[2025-12-01T20:32:03.916543] [INFO ] [sig       ] [323/3634] Completed AWI in 0.3s | 2.99 sym/s | Total: 1.8m | ETA: 18.4m
[2025-12-01T20:32:03.916599] [INFO ] [sig       ] [324/3634] Forecasting AWK...
[2025-12-01T20:32:03.916632] [INFO ] [sig       ] Generating forecast for: AWK
[2025-12-01T20:32:03.916663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWK' from 'https://tdm.silogroup.org/data/derivative_storage/AWK.csv'.
[2025-12-01T20:32:03.928928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AWK'.
[2025-12-01T20:32:03.929275] [INFO ] [FORECASTER] Starting predict_future for AWK
[2025-12-01T20:32:03.930119] [DEBUG] [LOCAL     ] No optimal features file found for AWK: ./output/feature-sets/AWK.txt
[2025-12-01T20:32:03.930171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:03.930203] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:03.930229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:03.930283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:03.985611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:03.986327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:03.986408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:03.986438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:04.106226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:04.106381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:04.106418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:04.106445] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:04.109844] [DEBUG] [FORECASTER] AWK: Forecast T+1@11:T+2@11: UP (p=76.54%)
[2025-12-01T20:32:04.110114] [INFO ] [FORECASTER] Completed predict_future for AWK
[2025-12-01T20:32:04.110244] [INFO ] [sig       ] AWK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:04.248796] [INFO ] [LOCAL     ] Saved forecast: AWK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AWK.txt
[2025-12-01T20:32:04.248941] [INFO ] [sig       ] [324/3634] Completed AWK in 0.3s | 2.99 sym/s | Total: 1.8m | ETA: 18.4m
[2025-12-01T20:32:04.248982] [INFO ] [sig       ] [325/3634] Forecasting AWP...
[2025-12-01T20:32:04.249009] [INFO ] [sig       ] Generating forecast for: AWP
[2025-12-01T20:32:04.249037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AWP' from 'https://tdm.silogroup.org/data/derivative_storage/AWP.csv'.
[2025-12-01T20:32:04.260625] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AWP'.
[2025-12-01T20:32:04.260951] [INFO ] [FORECASTER] Starting predict_future for AWP
[2025-12-01T20:32:04.261716] [DEBUG] [LOCAL     ] No optimal features file found for AWP: ./output/feature-sets/AWP.txt
[2025-12-01T20:32:04.261777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:04.261808] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:04.261833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:04.261886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:04.317093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:04.317835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:04.317912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:04.317944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:04.438989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:04.439145] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:04.439184] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:04.439213] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:04.442822] [DEBUG] [FORECASTER] AWP: Forecast T+1@11:T+2@11: DOWN (p=41.38%)
[2025-12-01T20:32:04.443098] [INFO ] [FORECASTER] Completed predict_future for AWP
[2025-12-01T20:32:04.443231] [INFO ] [sig       ] AWP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:04.581702] [INFO ] [LOCAL     ] Saved forecast: AWP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AWP.txt
[2025-12-01T20:32:04.581859] [INFO ] [sig       ] [325/3634] Completed AWP in 0.3s | 2.99 sym/s | Total: 1.8m | ETA: 18.4m
[2025-12-01T20:32:04.581900] [INFO ] [sig       ] [326/3634] Forecasting AXGN...
[2025-12-01T20:32:04.581929] [INFO ] [sig       ] Generating forecast for: AXGN
[2025-12-01T20:32:04.581956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXGN' from 'https://tdm.silogroup.org/data/derivative_storage/AXGN.csv'.
[2025-12-01T20:32:04.595800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXGN'.
[2025-12-01T20:32:04.596107] [INFO ] [FORECASTER] Starting predict_future for AXGN
[2025-12-01T20:32:04.596867] [DEBUG] [LOCAL     ] No optimal features file found for AXGN: ./output/feature-sets/AXGN.txt
[2025-12-01T20:32:04.596916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:04.596946] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:04.596971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:04.597025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:04.652768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:04.653516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:04.653624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:04.653658] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:04.775719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:04.775869] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:04.775905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:04.775932] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:04.779257] [DEBUG] [FORECASTER] AXGN: Forecast T+1@11:T+2@11: DOWN (p=40.39%)
[2025-12-01T20:32:04.779526] [INFO ] [FORECASTER] Completed predict_future for AXGN
[2025-12-01T20:32:04.779680] [INFO ] [sig       ] AXGN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:04.920719] [INFO ] [LOCAL     ] Saved forecast: AXGN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AXGN.txt
[2025-12-01T20:32:04.920872] [INFO ] [sig       ] [326/3634] Completed AXGN in 0.3s | 2.99 sym/s | Total: 1.8m | ETA: 18.4m
[2025-12-01T20:32:04.920915] [INFO ] [sig       ] [327/3634] Forecasting AXL...
[2025-12-01T20:32:04.920952] [INFO ] [sig       ] Generating forecast for: AXL
[2025-12-01T20:32:04.920985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXL' from 'https://tdm.silogroup.org/data/derivative_storage/AXL.csv'.
[2025-12-01T20:32:04.933174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXL'.
[2025-12-01T20:32:04.933521] [INFO ] [FORECASTER] Starting predict_future for AXL
[2025-12-01T20:32:04.934369] [DEBUG] [LOCAL     ] No optimal features file found for AXL: ./output/feature-sets/AXL.txt
[2025-12-01T20:32:04.934422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:04.934454] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:04.934481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:04.934540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:04.994182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:04.995028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:04.995116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:04.995150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:05.123648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:05.123803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:05.123840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:05.123867] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:05.127161] [DEBUG] [FORECASTER] AXL: Forecast T+1@11:T+2@11: DOWN (p=13.73%)
[2025-12-01T20:32:05.127426] [INFO ] [FORECASTER] Completed predict_future for AXL
[2025-12-01T20:32:05.127559] [INFO ] [sig       ] AXL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:05.265961] [INFO ] [LOCAL     ] Saved forecast: AXL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AXL.txt
[2025-12-01T20:32:05.266079] [INFO ] [sig       ] [327/3634] Completed AXL in 0.3s | 2.99 sym/s | Total: 1.8m | ETA: 18.4m
[2025-12-01T20:32:05.266116] [INFO ] [sig       ] [328/3634] Forecasting AXON...
[2025-12-01T20:32:05.266145] [INFO ] [sig       ] Generating forecast for: AXON
[2025-12-01T20:32:05.266173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXON' from 'https://tdm.silogroup.org/data/derivative_storage/AXON.csv'.
[2025-12-01T20:32:05.277823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXON'.
[2025-12-01T20:32:05.278139] [INFO ] [FORECASTER] Starting predict_future for AXON
[2025-12-01T20:32:05.278964] [DEBUG] [LOCAL     ] No optimal features file found for AXON: ./output/feature-sets/AXON.txt
[2025-12-01T20:32:05.279024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:05.279061] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:05.279086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:05.279141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:05.336489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:05.337137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:05.337216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:05.337248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:05.455423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:05.455600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:05.455641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:05.455668] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:05.459068] [DEBUG] [FORECASTER] AXON: Forecast T+1@11:T+2@11: UP (p=94.42%)
[2025-12-01T20:32:05.459365] [INFO ] [FORECASTER] Completed predict_future for AXON
[2025-12-01T20:32:05.459501] [INFO ] [sig       ] AXON: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:05.598917] [INFO ] [LOCAL     ] Saved forecast: AXON	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AXON.txt
[2025-12-01T20:32:05.599048] [INFO ] [sig       ] [328/3634] Completed AXON in 0.3s | 2.99 sym/s | Total: 1.8m | ETA: 18.4m
[2025-12-01T20:32:05.599095] [INFO ] [sig       ] [329/3634] Forecasting AXP...
[2025-12-01T20:32:05.599138] [INFO ] [sig       ] Generating forecast for: AXP
[2025-12-01T20:32:05.599170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXP' from 'https://tdm.silogroup.org/data/derivative_storage/AXP.csv'.
[2025-12-01T20:32:05.610402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXP'.
[2025-12-01T20:32:05.610710] [INFO ] [FORECASTER] Starting predict_future for AXP
[2025-12-01T20:32:05.611449] [DEBUG] [LOCAL     ] No optimal features file found for AXP: ./output/feature-sets/AXP.txt
[2025-12-01T20:32:05.611498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:05.611528] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:05.611554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:05.611631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:05.667881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:05.668506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:05.668600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:05.668634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:05.790732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:05.790847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:05.790884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:05.790912] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:05.794124] [DEBUG] [FORECASTER] AXP: Forecast T+1@11:T+2@11: DOWN (p=5.86%)
[2025-12-01T20:32:05.794390] [INFO ] [FORECASTER] Completed predict_future for AXP
[2025-12-01T20:32:05.794516] [INFO ] [sig       ] AXP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:05.946419] [INFO ] [LOCAL     ] Saved forecast: AXP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AXP.txt
[2025-12-01T20:32:05.946608] [INFO ] [sig       ] [329/3634] Completed AXP in 0.3s | 2.99 sym/s | Total: 1.8m | ETA: 18.4m
[2025-12-01T20:32:05.946653] [INFO ] [sig       ] [330/3634] Forecasting AXS...
[2025-12-01T20:32:05.946684] [INFO ] [sig       ] Generating forecast for: AXS
[2025-12-01T20:32:05.946714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXS' from 'https://tdm.silogroup.org/data/derivative_storage/AXS.csv'.
[2025-12-01T20:32:05.958795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXS'.
[2025-12-01T20:32:05.959185] [INFO ] [FORECASTER] Starting predict_future for AXS
[2025-12-01T20:32:05.960067] [DEBUG] [LOCAL     ] No optimal features file found for AXS: ./output/feature-sets/AXS.txt
[2025-12-01T20:32:05.960133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:05.960180] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:05.960223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:05.960293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:06.018321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:06.019194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:06.019278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:06.019310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:06.140987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:06.141155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:06.141194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:06.141222] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:06.144995] [DEBUG] [FORECASTER] AXS: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-12-01T20:32:06.145354] [INFO ] [FORECASTER] Completed predict_future for AXS
[2025-12-01T20:32:06.145518] [INFO ] [sig       ] AXS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:06.297200] [INFO ] [LOCAL     ] Saved forecast: AXS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AXS.txt
[2025-12-01T20:32:06.297380] [INFO ] [sig       ] [330/3634] Completed AXS in 0.4s | 2.99 sym/s | Total: 1.8m | ETA: 18.4m
[2025-12-01T20:32:06.297427] [INFO ] [sig       ] [331/3634] Forecasting AXSM...
[2025-12-01T20:32:06.297463] [INFO ] [sig       ] Generating forecast for: AXSM
[2025-12-01T20:32:06.297499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXSM' from 'https://tdm.silogroup.org/data/derivative_storage/AXSM.csv'.
[2025-12-01T20:32:06.309783] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AXSM'.
[2025-12-01T20:32:06.310159] [INFO ] [FORECASTER] Starting predict_future for AXSM
[2025-12-01T20:32:06.310949] [DEBUG] [LOCAL     ] No optimal features file found for AXSM: ./output/feature-sets/AXSM.txt
[2025-12-01T20:32:06.310998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:06.311028] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:06.311054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:06.311108] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:06.369847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:06.370756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:06.370882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:06.370916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:06.501884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:06.502048] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:06.502090] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:06.502122] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:06.505976] [DEBUG] [FORECASTER] AXSM: Forecast T+1@11:T+2@11: DOWN (p=40.28%)
[2025-12-01T20:32:06.506364] [INFO ] [FORECASTER] Completed predict_future for AXSM
[2025-12-01T20:32:06.506514] [INFO ] [sig       ] AXSM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:06.659428] [INFO ] [LOCAL     ] Saved forecast: AXSM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AXSM.txt
[2025-12-01T20:32:06.659617] [INFO ] [sig       ] [331/3634] Completed AXSM in 0.4s | 2.99 sym/s | Total: 1.8m | ETA: 18.4m
[2025-12-01T20:32:06.659696] [INFO ] [sig       ] [332/3634] Forecasting AXTA...
[2025-12-01T20:32:06.659728] [INFO ] [sig       ] Generating forecast for: AXTA
[2025-12-01T20:32:06.659758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTA' from 'https://tdm.silogroup.org/data/derivative_storage/AXTA.csv'.
[2025-12-01T20:32:06.674839] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AXTA'.
[2025-12-01T20:32:06.675294] [INFO ] [FORECASTER] Starting predict_future for AXTA
[2025-12-01T20:32:06.676165] [DEBUG] [LOCAL     ] No optimal features file found for AXTA: ./output/feature-sets/AXTA.txt
[2025-12-01T20:32:06.676222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:06.676254] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:06.676280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:06.676338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:06.737132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:06.738128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:06.738234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:06.738266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:06.872532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:06.872731] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:06.872806] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:06.872866] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:06.876530] [DEBUG] [FORECASTER] AXTA: Forecast T+1@11:T+2@11: UP (p=84.42%)
[2025-12-01T20:32:06.876897] [INFO ] [FORECASTER] Completed predict_future for AXTA
[2025-12-01T20:32:06.877051] [INFO ] [sig       ] AXTA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:07.049453] [INFO ] [LOCAL     ] Saved forecast: AXTA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AXTA.txt
[2025-12-01T20:32:07.049664] [INFO ] [sig       ] [332/3634] Completed AXTA in 0.4s | 2.99 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:07.049713] [INFO ] [sig       ] [333/3634] Forecasting AXTI...
[2025-12-01T20:32:07.049741] [INFO ] [sig       ] Generating forecast for: AXTI
[2025-12-01T20:32:07.049769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AXTI' from 'https://tdm.silogroup.org/data/derivative_storage/AXTI.csv'.
[2025-12-01T20:32:07.063733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AXTI'.
[2025-12-01T20:32:07.064213] [INFO ] [FORECASTER] Starting predict_future for AXTI
[2025-12-01T20:32:07.065399] [DEBUG] [LOCAL     ] No optimal features file found for AXTI: ./output/feature-sets/AXTI.txt
[2025-12-01T20:32:07.065468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:07.065517] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:07.065560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:07.065670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:07.144085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:07.145059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:07.145150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:07.145183] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:07.270867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:07.271022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:07.271061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:07.271091] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:07.274660] [DEBUG] [FORECASTER] AXTI: Forecast T+1@11:T+2@11: UP (p=69.34%)
[2025-12-01T20:32:07.274947] [INFO ] [FORECASTER] Completed predict_future for AXTI
[2025-12-01T20:32:07.275081] [INFO ] [sig       ] AXTI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:07.428843] [INFO ] [LOCAL     ] Saved forecast: AXTI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AXTI.txt
[2025-12-01T20:32:07.429002] [INFO ] [sig       ] [333/3634] Completed AXTI in 0.4s | 2.99 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:07.429042] [INFO ] [sig       ] [334/3634] Forecasting AYI...
[2025-12-01T20:32:07.429071] [INFO ] [sig       ] Generating forecast for: AYI
[2025-12-01T20:32:07.429100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AYI' from 'https://tdm.silogroup.org/data/derivative_storage/AYI.csv'.
[2025-12-01T20:32:07.441529] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AYI'.
[2025-12-01T20:32:07.441957] [INFO ] [FORECASTER] Starting predict_future for AYI
[2025-12-01T20:32:07.442903] [DEBUG] [LOCAL     ] No optimal features file found for AYI: ./output/feature-sets/AYI.txt
[2025-12-01T20:32:07.442959] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:07.442999] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:07.443037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:07.443104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:07.506523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:07.507443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:07.507549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:07.507606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:07.656189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:07.656355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:07.656402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:07.656433] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:07.659976] [DEBUG] [FORECASTER] AYI: Forecast T+1@11:T+2@11: DOWN (p=0.39%)
[2025-12-01T20:32:07.660272] [INFO ] [FORECASTER] Completed predict_future for AYI
[2025-12-01T20:32:07.660411] [INFO ] [sig       ] AYI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:07.806255] [INFO ] [LOCAL     ] Saved forecast: AYI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AYI.txt
[2025-12-01T20:32:07.806436] [INFO ] [sig       ] [334/3634] Completed AYI in 0.4s | 2.99 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:07.806477] [INFO ] [sig       ] [335/3634] Forecasting AZ...
[2025-12-01T20:32:07.806506] [INFO ] [sig       ] Generating forecast for: AZ
[2025-12-01T20:32:07.806536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZ.csv'.
[2025-12-01T20:32:07.817476] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AZ'.
[2025-12-01T20:32:07.817847] [INFO ] [FORECASTER] Starting predict_future for AZ
[2025-12-01T20:32:07.818671] [DEBUG] [LOCAL     ] No optimal features file found for AZ: ./output/feature-sets/AZ.txt
[2025-12-01T20:32:07.818721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:07.818752] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:07.818777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:07.818832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:07.873674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:07.874439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:07.874518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:07.874551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:07.991176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:07.991328] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:07.991365] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:07.991393] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:07.994791] [DEBUG] [FORECASTER] AZ: Forecast T+1@11:T+2@11: DOWN (p=12.90%)
[2025-12-01T20:32:07.995063] [INFO ] [FORECASTER] Completed predict_future for AZ
[2025-12-01T20:32:07.995194] [INFO ] [sig       ] AZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:08.133025] [INFO ] [LOCAL     ] Saved forecast: AZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AZ.txt
[2025-12-01T20:32:08.133178] [INFO ] [sig       ] [335/3634] Completed AZ in 0.3s | 2.99 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:08.133216] [INFO ] [sig       ] [336/3634] Forecasting AZN...
[2025-12-01T20:32:08.133245] [INFO ] [sig       ] Generating forecast for: AZN
[2025-12-01T20:32:08.133275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZN' from 'https://tdm.silogroup.org/data/derivative_storage/AZN.csv'.
[2025-12-01T20:32:08.144319] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AZN'.
[2025-12-01T20:32:08.144683] [INFO ] [FORECASTER] Starting predict_future for AZN
[2025-12-01T20:32:08.145438] [DEBUG] [LOCAL     ] No optimal features file found for AZN: ./output/feature-sets/AZN.txt
[2025-12-01T20:32:08.145487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:08.145517] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:08.145555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:08.145630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:08.201002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:08.201793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:08.201874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:08.201905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:08.324908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:08.325066] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:08.325104] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:08.325131] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:08.328536] [DEBUG] [FORECASTER] AZN: Forecast T+1@11:T+2@11: UP (p=64.30%)
[2025-12-01T20:32:08.328825] [INFO ] [FORECASTER] Completed predict_future for AZN
[2025-12-01T20:32:08.328952] [INFO ] [sig       ] AZN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:08.468224] [INFO ] [LOCAL     ] Saved forecast: AZN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/AZN.txt
[2025-12-01T20:32:08.468390] [INFO ] [sig       ] [336/3634] Completed AZN in 0.3s | 2.99 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:08.468432] [INFO ] [sig       ] [337/3634] Forecasting AZO...
[2025-12-01T20:32:08.468461] [INFO ] [sig       ] Generating forecast for: AZO
[2025-12-01T20:32:08.468490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZO' from 'https://tdm.silogroup.org/data/derivative_storage/AZO.csv'.
[2025-12-01T20:32:08.480313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZO'.
[2025-12-01T20:32:08.480630] [INFO ] [FORECASTER] Starting predict_future for AZO
[2025-12-01T20:32:08.481536] [DEBUG] [LOCAL     ] No optimal features file found for AZO: ./output/feature-sets/AZO.txt
[2025-12-01T20:32:08.481603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:08.481634] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:08.481660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:08.481714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:08.536652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:08.537438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:08.537527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:08.537602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:08.655820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:08.655971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:08.656010] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:08.656039] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:08.659391] [DEBUG] [FORECASTER] AZO: Forecast T+1@11:T+2@11: DOWN (p=9.89%)
[2025-12-01T20:32:08.659684] [INFO ] [FORECASTER] Completed predict_future for AZO
[2025-12-01T20:32:08.659813] [INFO ] [sig       ] AZO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:08.799121] [INFO ] [LOCAL     ] Saved forecast: AZO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/AZO.txt
[2025-12-01T20:32:08.799264] [INFO ] [sig       ] [337/3634] Completed AZO in 0.3s | 2.99 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:08.799304] [INFO ] [sig       ] [338/3634] Forecasting AZTA...
[2025-12-01T20:32:08.799332] [INFO ] [sig       ] Generating forecast for: AZTA
[2025-12-01T20:32:08.799361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZTA' from 'https://tdm.silogroup.org/data/derivative_storage/AZTA.csv'.
[2025-12-01T20:32:08.810348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'AZTA'.
[2025-12-01T20:32:08.810681] [INFO ] [FORECASTER] Starting predict_future for AZTA
[2025-12-01T20:32:08.811439] [DEBUG] [LOCAL     ] No optimal features file found for AZTA: ./output/feature-sets/AZTA.txt
[2025-12-01T20:32:08.811489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:08.811546] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:08.811593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:08.811656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:08.868541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:08.869311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:08.869392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:08.869425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:08.992103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:08.992255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:08.992294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:08.992322] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:08.995701] [DEBUG] [FORECASTER] AZTA: Forecast T+1@11:T+2@11: UP (p=64.39%)
[2025-12-01T20:32:08.995972] [INFO ] [FORECASTER] Completed predict_future for AZTA
[2025-12-01T20:32:08.996097] [INFO ] [sig       ] AZTA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:09.136012] [INFO ] [LOCAL     ] Saved forecast: AZTA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/AZTA.txt
[2025-12-01T20:32:09.136173] [INFO ] [sig       ] [338/3634] Completed AZTA in 0.3s | 2.99 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:09.136214] [INFO ] [sig       ] [339/3634] Forecasting AZZ...
[2025-12-01T20:32:09.136242] [INFO ] [sig       ] Generating forecast for: AZZ
[2025-12-01T20:32:09.136271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'AZZ' from 'https://tdm.silogroup.org/data/derivative_storage/AZZ.csv'.
[2025-12-01T20:32:09.148094] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'AZZ'.
[2025-12-01T20:32:09.148497] [INFO ] [FORECASTER] Starting predict_future for AZZ
[2025-12-01T20:32:09.149314] [DEBUG] [LOCAL     ] No optimal features file found for AZZ: ./output/feature-sets/AZZ.txt
[2025-12-01T20:32:09.149365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:09.149395] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:09.149422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:09.149477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:09.206399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:09.207527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:09.207632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:09.207667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:09.325429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:09.325599] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:09.325642] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:09.325671] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:09.329148] [DEBUG] [FORECASTER] AZZ: Forecast T+1@11:T+2@11: DOWN (p=0.22%)
[2025-12-01T20:32:09.329423] [INFO ] [FORECASTER] Completed predict_future for AZZ
[2025-12-01T20:32:09.329553] [INFO ] [sig       ] AZZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:09.471126] [INFO ] [LOCAL     ] Saved forecast: AZZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/AZZ.txt
[2025-12-01T20:32:09.471286] [INFO ] [sig       ] [339/3634] Completed AZZ in 0.3s | 2.99 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:09.471328] [INFO ] [sig       ] [340/3634] Forecasting BA...
[2025-12-01T20:32:09.471357] [INFO ] [sig       ] Generating forecast for: BA
[2025-12-01T20:32:09.471445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BA' from 'https://tdm.silogroup.org/data/derivative_storage/BA.csv'.
[2025-12-01T20:32:09.483884] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BA'.
[2025-12-01T20:32:09.484285] [INFO ] [FORECASTER] Starting predict_future for BA
[2025-12-01T20:32:09.485132] [DEBUG] [LOCAL     ] No optimal features file found for BA: ./output/feature-sets/BA.txt
[2025-12-01T20:32:09.485185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:09.485217] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:09.485243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:09.485301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:09.543045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:09.543921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:09.544003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:09.544037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:09.667617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:09.667768] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:09.667806] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:09.667835] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:09.671294] [DEBUG] [FORECASTER] BA: Forecast T+1@11:T+2@11: DOWN (p=0.92%)
[2025-12-01T20:32:09.671647] [INFO ] [FORECASTER] Completed predict_future for BA
[2025-12-01T20:32:09.671786] [INFO ] [sig       ] BA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:09.818004] [INFO ] [LOCAL     ] Saved forecast: BA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BA.txt
[2025-12-01T20:32:09.818149] [INFO ] [sig       ] [340/3634] Completed BA in 0.3s | 2.99 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:09.818189] [INFO ] [sig       ] [341/3634] Forecasting BABA...
[2025-12-01T20:32:09.818218] [INFO ] [sig       ] Generating forecast for: BABA
[2025-12-01T20:32:09.818269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABA' from 'https://tdm.silogroup.org/data/derivative_storage/BABA.csv'.
[2025-12-01T20:32:09.829956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BABA'.
[2025-12-01T20:32:09.830271] [INFO ] [FORECASTER] Starting predict_future for BABA
[2025-12-01T20:32:09.831093] [DEBUG] [LOCAL     ] No optimal features file found for BABA: ./output/feature-sets/BABA.txt
[2025-12-01T20:32:09.831144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:09.831175] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:09.831200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:09.831255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:09.886726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:09.887352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:09.887431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:09.887463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:10.009273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:10.009451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:10.009510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:10.009553] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:10.013185] [DEBUG] [FORECASTER] BABA: Forecast T+1@11:T+2@11: DOWN (p=21.56%)
[2025-12-01T20:32:10.013468] [INFO ] [FORECASTER] Completed predict_future for BABA
[2025-12-01T20:32:10.013626] [INFO ] [sig       ] BABA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:10.172869] [INFO ] [LOCAL     ] Saved forecast: BABA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BABA.txt
[2025-12-01T20:32:10.173011] [INFO ] [sig       ] [341/3634] Completed BABA in 0.4s | 2.99 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:10.173051] [INFO ] [sig       ] [342/3634] Forecasting BABX...
[2025-12-01T20:32:10.173081] [INFO ] [sig       ] Generating forecast for: BABX
[2025-12-01T20:32:10.173110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BABX' from 'https://tdm.silogroup.org/data/derivative_storage/BABX.csv'.
[2025-12-01T20:32:10.184823] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BABX'.
[2025-12-01T20:32:10.185128] [INFO ] [FORECASTER] Starting predict_future for BABX
[2025-12-01T20:32:10.185913] [DEBUG] [LOCAL     ] No optimal features file found for BABX: ./output/feature-sets/BABX.txt
[2025-12-01T20:32:10.185965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:10.185997] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:10.186025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:10.186080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:10.243026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:10.243670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:10.243750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:10.243781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:10.362744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:10.362890] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:10.362929] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:10.362957] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:10.366484] [DEBUG] [FORECASTER] BABX: Forecast T+1@11:T+2@11: DOWN (p=6.17%)
[2025-12-01T20:32:10.366785] [INFO ] [FORECASTER] Completed predict_future for BABX
[2025-12-01T20:32:10.366916] [INFO ] [sig       ] BABX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:10.516820] [INFO ] [LOCAL     ] Saved forecast: BABX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BABX.txt
[2025-12-01T20:32:10.516952] [INFO ] [sig       ] [342/3634] Completed BABX in 0.3s | 2.99 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:10.516990] [INFO ] [sig       ] [343/3634] Forecasting BAC...
[2025-12-01T20:32:10.517018] [INFO ] [sig       ] Generating forecast for: BAC
[2025-12-01T20:32:10.517046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAC' from 'https://tdm.silogroup.org/data/derivative_storage/BAC.csv'.
[2025-12-01T20:32:10.529414] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAC'.
[2025-12-01T20:32:10.529774] [INFO ] [FORECASTER] Starting predict_future for BAC
[2025-12-01T20:32:10.530546] [DEBUG] [LOCAL     ] No optimal features file found for BAC: ./output/feature-sets/BAC.txt
[2025-12-01T20:32:10.530613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:10.530644] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:10.530670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:10.530725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:10.586030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:10.586702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:10.586781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:10.586812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:10.709047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:10.709196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:10.709234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:10.709260] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:10.712557] [DEBUG] [FORECASTER] BAC: Forecast T+1@11:T+2@11: UP (p=65.95%)
[2025-12-01T20:32:10.712847] [INFO ] [FORECASTER] Completed predict_future for BAC
[2025-12-01T20:32:10.712974] [INFO ] [sig       ] BAC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:10.850945] [INFO ] [LOCAL     ] Saved forecast: BAC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BAC.txt
[2025-12-01T20:32:10.851106] [INFO ] [sig       ] [343/3634] Completed BAC in 0.3s | 2.99 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:10.851144] [INFO ] [sig       ] [344/3634] Forecasting BAH...
[2025-12-01T20:32:10.851173] [INFO ] [sig       ] Generating forecast for: BAH
[2025-12-01T20:32:10.851201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAH' from 'https://tdm.silogroup.org/data/derivative_storage/BAH.csv'.
[2025-12-01T20:32:10.863520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAH'.
[2025-12-01T20:32:10.863914] [INFO ] [FORECASTER] Starting predict_future for BAH
[2025-12-01T20:32:10.864725] [DEBUG] [LOCAL     ] No optimal features file found for BAH: ./output/feature-sets/BAH.txt
[2025-12-01T20:32:10.864777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:10.864808] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:10.864834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:10.864891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:10.923294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:10.924183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:10.924265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:10.924299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:11.053414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:11.053591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:11.053631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:11.053658] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:11.057678] [DEBUG] [FORECASTER] BAH: Forecast T+1@11:T+2@11: UP (p=73.42%)
[2025-12-01T20:32:11.057985] [INFO ] [FORECASTER] Completed predict_future for BAH
[2025-12-01T20:32:11.058121] [INFO ] [sig       ] BAH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:11.201991] [INFO ] [LOCAL     ] Saved forecast: BAH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BAH.txt
[2025-12-01T20:32:11.202122] [INFO ] [sig       ] [344/3634] Completed BAH in 0.4s | 2.99 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:11.202163] [INFO ] [sig       ] [345/3634] Forecasting BAK...
[2025-12-01T20:32:11.202192] [INFO ] [sig       ] Generating forecast for: BAK
[2025-12-01T20:32:11.202220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAK' from 'https://tdm.silogroup.org/data/derivative_storage/BAK.csv'.
[2025-12-01T20:32:11.214459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAK'.
[2025-12-01T20:32:11.214852] [INFO ] [FORECASTER] Starting predict_future for BAK
[2025-12-01T20:32:11.215791] [DEBUG] [LOCAL     ] No optimal features file found for BAK: ./output/feature-sets/BAK.txt
[2025-12-01T20:32:11.215843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:11.215873] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:11.215900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:11.215958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:11.276989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:11.277760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:11.277844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:11.277876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:11.409418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:11.409614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:11.409661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:11.409695] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:11.413214] [DEBUG] [FORECASTER] BAK: Forecast T+1@11:T+2@11: DOWN (p=23.20%)
[2025-12-01T20:32:11.413486] [INFO ] [FORECASTER] Completed predict_future for BAK
[2025-12-01T20:32:11.413632] [INFO ] [sig       ] BAK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:11.559223] [INFO ] [LOCAL     ] Saved forecast: BAK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BAK.txt
[2025-12-01T20:32:11.559375] [INFO ] [sig       ] [345/3634] Completed BAK in 0.4s | 2.99 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:11.559417] [INFO ] [sig       ] [346/3634] Forecasting BALL...
[2025-12-01T20:32:11.559447] [INFO ] [sig       ] Generating forecast for: BALL
[2025-12-01T20:32:11.559476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BALL' from 'https://tdm.silogroup.org/data/derivative_storage/BALL.csv'.
[2025-12-01T20:32:11.571597] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BALL'.
[2025-12-01T20:32:11.571919] [INFO ] [FORECASTER] Starting predict_future for BALL
[2025-12-01T20:32:11.572726] [DEBUG] [LOCAL     ] No optimal features file found for BALL: ./output/feature-sets/BALL.txt
[2025-12-01T20:32:11.572781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:11.572812] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:11.572838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:11.572893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:11.633074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:11.633752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:11.633840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:11.633888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:11.760213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:11.760379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:11.760417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:11.760444] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:11.764403] [DEBUG] [FORECASTER] BALL: Forecast T+1@11:T+2@11: DOWN (p=43.64%)
[2025-12-01T20:32:11.764704] [INFO ] [FORECASTER] Completed predict_future for BALL
[2025-12-01T20:32:11.764844] [INFO ] [sig       ] BALL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:11.907997] [INFO ] [LOCAL     ] Saved forecast: BALL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BALL.txt
[2025-12-01T20:32:11.908134] [INFO ] [sig       ] [346/3634] Completed BALL in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:11.908174] [INFO ] [sig       ] [347/3634] Forecasting BAM...
[2025-12-01T20:32:11.908202] [INFO ] [sig       ] Generating forecast for: BAM
[2025-12-01T20:32:11.908230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAM' from 'https://tdm.silogroup.org/data/derivative_storage/BAM.csv'.
[2025-12-01T20:32:11.919156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAM'.
[2025-12-01T20:32:11.919463] [INFO ] [FORECASTER] Starting predict_future for BAM
[2025-12-01T20:32:11.920314] [DEBUG] [LOCAL     ] No optimal features file found for BAM: ./output/feature-sets/BAM.txt
[2025-12-01T20:32:11.920365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:11.920395] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:11.920421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:11.920475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:11.979683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:11.980448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:11.980531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:11.980563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:12.103208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:12.103358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:12.103396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:12.103425] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:12.106927] [DEBUG] [FORECASTER] BAM: Forecast T+1@11:T+2@11: UP (p=51.44%)
[2025-12-01T20:32:12.107205] [INFO ] [FORECASTER] Completed predict_future for BAM
[2025-12-01T20:32:12.107332] [INFO ] [sig       ] BAM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:12.251794] [INFO ] [LOCAL     ] Saved forecast: BAM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BAM.txt
[2025-12-01T20:32:12.251939] [INFO ] [sig       ] [347/3634] Completed BAM in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:12.251980] [INFO ] [sig       ] [348/3634] Forecasting BANC...
[2025-12-01T20:32:12.252009] [INFO ] [sig       ] Generating forecast for: BANC
[2025-12-01T20:32:12.252039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANC' from 'https://tdm.silogroup.org/data/derivative_storage/BANC.csv'.
[2025-12-01T20:32:12.264483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANC'.
[2025-12-01T20:32:12.264836] [INFO ] [FORECASTER] Starting predict_future for BANC
[2025-12-01T20:32:12.265635] [DEBUG] [LOCAL     ] No optimal features file found for BANC: ./output/feature-sets/BANC.txt
[2025-12-01T20:32:12.265687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:12.265721] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:12.265749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:12.265805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:12.323505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:12.324243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:12.324351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:12.324386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:12.448485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:12.448653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:12.448696] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:12.448726] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:12.452270] [DEBUG] [FORECASTER] BANC: Forecast T+1@11:T+2@11: UP (p=75.61%)
[2025-12-01T20:32:12.452562] [INFO ] [FORECASTER] Completed predict_future for BANC
[2025-12-01T20:32:12.452719] [INFO ] [sig       ] BANC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:12.594226] [INFO ] [LOCAL     ] Saved forecast: BANC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BANC.txt
[2025-12-01T20:32:12.594364] [INFO ] [sig       ] [348/3634] Completed BANC in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.4m
[2025-12-01T20:32:12.594403] [INFO ] [sig       ] [349/3634] Forecasting BAND...
[2025-12-01T20:32:12.594432] [INFO ] [sig       ] Generating forecast for: BAND
[2025-12-01T20:32:12.594460] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAND' from 'https://tdm.silogroup.org/data/derivative_storage/BAND.csv'.
[2025-12-01T20:32:12.606068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAND'.
[2025-12-01T20:32:12.606421] [INFO ] [FORECASTER] Starting predict_future for BAND
[2025-12-01T20:32:12.607208] [DEBUG] [LOCAL     ] No optimal features file found for BAND: ./output/feature-sets/BAND.txt
[2025-12-01T20:32:12.607259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:12.607301] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:12.607328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:12.607383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:12.662350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:12.663149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:12.663229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:12.663261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:12.784860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:12.785007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:12.785048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:12.785075] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:12.788447] [DEBUG] [FORECASTER] BAND: Forecast T+1@11:T+2@11: DOWN (p=44.12%)
[2025-12-01T20:32:12.788739] [INFO ] [FORECASTER] Completed predict_future for BAND
[2025-12-01T20:32:12.788865] [INFO ] [sig       ] BAND: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:12.929220] [INFO ] [LOCAL     ] Saved forecast: BAND	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BAND.txt
[2025-12-01T20:32:12.929359] [INFO ] [sig       ] [349/3634] Completed BAND in 0.3s | 2.98 sym/s | Total: 1.9m | ETA: 18.3m
[2025-12-01T20:32:12.929397] [INFO ] [sig       ] [350/3634] Forecasting BANF...
[2025-12-01T20:32:12.929426] [INFO ] [sig       ] Generating forecast for: BANF
[2025-12-01T20:32:12.929453] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANF' from 'https://tdm.silogroup.org/data/derivative_storage/BANF.csv'.
[2025-12-01T20:32:12.940961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANF'.
[2025-12-01T20:32:12.941244] [INFO ] [FORECASTER] Starting predict_future for BANF
[2025-12-01T20:32:12.942010] [DEBUG] [LOCAL     ] No optimal features file found for BANF: ./output/feature-sets/BANF.txt
[2025-12-01T20:32:12.942061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:12.942091] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:12.942116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:12.942171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:12.996931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:12.997612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:12.997690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:12.997720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:13.115706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:13.115858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:13.115895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:13.115924] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:13.119287] [DEBUG] [FORECASTER] BANF: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-01T20:32:13.119552] [INFO ] [FORECASTER] Completed predict_future for BANF
[2025-12-01T20:32:13.119717] [INFO ] [sig       ] BANF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:13.255863] [INFO ] [LOCAL     ] Saved forecast: BANF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BANF.txt
[2025-12-01T20:32:13.255986] [INFO ] [sig       ] [350/3634] Completed BANF in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:13.256022] [INFO ] [sig       ] [351/3634] Forecasting BANX...
[2025-12-01T20:32:13.256051] [INFO ] [sig       ] Generating forecast for: BANX
[2025-12-01T20:32:13.256079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BANX' from 'https://tdm.silogroup.org/data/derivative_storage/BANX.csv'.
[2025-12-01T20:32:13.267070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BANX'.
[2025-12-01T20:32:13.267359] [INFO ] [FORECASTER] Starting predict_future for BANX
[2025-12-01T20:32:13.268113] [DEBUG] [LOCAL     ] No optimal features file found for BANX: ./output/feature-sets/BANX.txt
[2025-12-01T20:32:13.268162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:13.268193] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:13.268219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:13.268273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:13.322807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:13.323456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:13.323534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:13.323565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:13.433945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:13.434087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:13.434123] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:13.434152] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:13.437376] [DEBUG] [FORECASTER] BANX: Forecast T+1@11:T+2@11: UP (p=83.79%)
[2025-12-01T20:32:13.437655] [INFO ] [FORECASTER] Completed predict_future for BANX
[2025-12-01T20:32:13.437784] [INFO ] [sig       ] BANX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:13.573920] [INFO ] [LOCAL     ] Saved forecast: BANX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BANX.txt
[2025-12-01T20:32:13.574070] [INFO ] [sig       ] [351/3634] Completed BANX in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:13.574110] [INFO ] [sig       ] [352/3634] Forecasting BAP...
[2025-12-01T20:32:13.574138] [INFO ] [sig       ] Generating forecast for: BAP
[2025-12-01T20:32:13.574166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAP' from 'https://tdm.silogroup.org/data/derivative_storage/BAP.csv'.
[2025-12-01T20:32:13.588152] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BAP'.
[2025-12-01T20:32:13.588736] [INFO ] [FORECASTER] Starting predict_future for BAP
[2025-12-01T20:32:13.589696] [DEBUG] [LOCAL     ] No optimal features file found for BAP: ./output/feature-sets/BAP.txt
[2025-12-01T20:32:13.589748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:13.589782] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:13.589809] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:13.589867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:13.649305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:13.650527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:13.650648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:13.650683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:13.775091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:13.775322] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:13.775366] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:13.775393] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:13.779699] [DEBUG] [FORECASTER] BAP: Forecast T+1@11:T+2@11: UP (p=61.38%)
[2025-12-01T20:32:13.780054] [INFO ] [FORECASTER] Completed predict_future for BAP
[2025-12-01T20:32:13.780201] [INFO ] [sig       ] BAP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:13.925403] [INFO ] [LOCAL     ] Saved forecast: BAP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BAP.txt
[2025-12-01T20:32:13.925632] [INFO ] [sig       ] [352/3634] Completed BAP in 0.4s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:13.925687] [INFO ] [sig       ] [353/3634] Forecasting BATRA...
[2025-12-01T20:32:13.925718] [INFO ] [sig       ] Generating forecast for: BATRA
[2025-12-01T20:32:13.925750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRA' from 'https://tdm.silogroup.org/data/derivative_storage/BATRA.csv'.
[2025-12-01T20:32:13.938673] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BATRA'.
[2025-12-01T20:32:13.939137] [INFO ] [FORECASTER] Starting predict_future for BATRA
[2025-12-01T20:32:13.940030] [DEBUG] [LOCAL     ] No optimal features file found for BATRA: ./output/feature-sets/BATRA.txt
[2025-12-01T20:32:13.940080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:13.940110] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:13.940136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:13.940193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:13.998171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:13.999262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:13.999391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:13.999430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:14.121426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:14.121680] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:14.121725] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:14.121755] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:14.126096] [DEBUG] [FORECASTER] BATRA: Forecast T+1@11:T+2@11: DOWN (p=16.94%)
[2025-12-01T20:32:14.126642] [INFO ] [FORECASTER] Completed predict_future for BATRA
[2025-12-01T20:32:14.126826] [INFO ] [sig       ] BATRA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:14.276710] [INFO ] [LOCAL     ] Saved forecast: BATRA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BATRA.txt
[2025-12-01T20:32:14.276929] [INFO ] [sig       ] [353/3634] Completed BATRA in 0.4s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:14.276973] [INFO ] [sig       ] [354/3634] Forecasting BATRK...
[2025-12-01T20:32:14.277002] [INFO ] [sig       ] Generating forecast for: BATRK
[2025-12-01T20:32:14.277031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BATRK' from 'https://tdm.silogroup.org/data/derivative_storage/BATRK.csv'.
[2025-12-01T20:32:14.293491] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BATRK'.
[2025-12-01T20:32:14.294090] [INFO ] [FORECASTER] Starting predict_future for BATRK
[2025-12-01T20:32:14.295061] [DEBUG] [LOCAL     ] No optimal features file found for BATRK: ./output/feature-sets/BATRK.txt
[2025-12-01T20:32:14.295114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:14.295148] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:14.295174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:14.295232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:14.353764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:14.354983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:14.355097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:14.355132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:14.477116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:14.477360] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:14.477401] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:14.477429] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:14.481432] [DEBUG] [FORECASTER] BATRK: Forecast T+1@11:T+2@11: DOWN (p=40.46%)
[2025-12-01T20:32:14.481777] [INFO ] [FORECASTER] Completed predict_future for BATRK
[2025-12-01T20:32:14.481953] [INFO ] [sig       ] BATRK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:14.638339] [INFO ] [LOCAL     ] Saved forecast: BATRK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BATRK.txt
[2025-12-01T20:32:14.638562] [INFO ] [sig       ] [354/3634] Completed BATRK in 0.4s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:14.638665] [INFO ] [sig       ] [355/3634] Forecasting BAX...
[2025-12-01T20:32:14.638697] [INFO ] [sig       ] Generating forecast for: BAX
[2025-12-01T20:32:14.638728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BAX' from 'https://tdm.silogroup.org/data/derivative_storage/BAX.csv'.
[2025-12-01T20:32:14.652155] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BAX'.
[2025-12-01T20:32:14.652647] [INFO ] [FORECASTER] Starting predict_future for BAX
[2025-12-01T20:32:14.653563] [DEBUG] [LOCAL     ] No optimal features file found for BAX: ./output/feature-sets/BAX.txt
[2025-12-01T20:32:14.653646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:14.653716] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:14.653745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:14.653806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:14.711089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:14.712217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:14.712317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:14.712348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:14.836709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:14.836937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:14.836980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:14.837010] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:14.841027] [DEBUG] [FORECASTER] BAX: Forecast T+1@11:T+2@11: UP (p=79.35%)
[2025-12-01T20:32:14.841349] [INFO ] [FORECASTER] Completed predict_future for BAX
[2025-12-01T20:32:14.841499] [INFO ] [sig       ] BAX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:14.991434] [INFO ] [LOCAL     ] Saved forecast: BAX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BAX.txt
[2025-12-01T20:32:14.991693] [INFO ] [sig       ] [355/3634] Completed BAX in 0.4s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:14.991743] [INFO ] [sig       ] [356/3634] Forecasting BB...
[2025-12-01T20:32:14.991816] [INFO ] [sig       ] Generating forecast for: BB
[2025-12-01T20:32:14.991849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BB' from 'https://tdm.silogroup.org/data/derivative_storage/BB.csv'.
[2025-12-01T20:32:15.005392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BB'.
[2025-12-01T20:32:15.006002] [INFO ] [FORECASTER] Starting predict_future for BB
[2025-12-01T20:32:15.007091] [DEBUG] [LOCAL     ] No optimal features file found for BB: ./output/feature-sets/BB.txt
[2025-12-01T20:32:15.007145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:15.007176] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:15.007202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:15.007259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:15.069274] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:15.070566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:15.070711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:15.070742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:15.195368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:15.195625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:15.195703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:15.195734] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:15.199810] [DEBUG] [FORECASTER] BB: Forecast T+1@11:T+2@11: UP (p=54.16%)
[2025-12-01T20:32:15.200155] [INFO ] [FORECASTER] Completed predict_future for BB
[2025-12-01T20:32:15.200308] [INFO ] [sig       ] BB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:15.341705] [INFO ] [LOCAL     ] Saved forecast: BB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BB.txt
[2025-12-01T20:32:15.341905] [INFO ] [sig       ] [356/3634] Completed BB in 0.4s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:15.341948] [INFO ] [sig       ] [357/3634] Forecasting BBAI...
[2025-12-01T20:32:15.341977] [INFO ] [sig       ] Generating forecast for: BBAI
[2025-12-01T20:32:15.342008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBAI' from 'https://tdm.silogroup.org/data/derivative_storage/BBAI.csv'.
[2025-12-01T20:32:15.355331] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BBAI'.
[2025-12-01T20:32:15.355720] [INFO ] [FORECASTER] Starting predict_future for BBAI
[2025-12-01T20:32:15.356607] [DEBUG] [LOCAL     ] No optimal features file found for BBAI: ./output/feature-sets/BBAI.txt
[2025-12-01T20:32:15.356658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:15.356690] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:15.356715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:15.356771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:15.412665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:15.413704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:15.413803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:15.413834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:15.536939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:15.537168] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:15.537212] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:15.537239] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:15.541297] [DEBUG] [FORECASTER] BBAI: Forecast T+1@11:T+2@11: UP (p=70.07%)
[2025-12-01T20:32:15.541671] [INFO ] [FORECASTER] Completed predict_future for BBAI
[2025-12-01T20:32:15.541824] [INFO ] [sig       ] BBAI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:15.686970] [INFO ] [LOCAL     ] Saved forecast: BBAI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BBAI.txt
[2025-12-01T20:32:15.687190] [INFO ] [sig       ] [357/3634] Completed BBAI in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:15.687239] [INFO ] [sig       ] [358/3634] Forecasting BBCP...
[2025-12-01T20:32:15.687321] [INFO ] [sig       ] Generating forecast for: BBCP
[2025-12-01T20:32:15.687358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBCP' from 'https://tdm.silogroup.org/data/derivative_storage/BBCP.csv'.
[2025-12-01T20:32:15.700503] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BBCP'.
[2025-12-01T20:32:15.700976] [INFO ] [FORECASTER] Starting predict_future for BBCP
[2025-12-01T20:32:15.701811] [DEBUG] [LOCAL     ] No optimal features file found for BBCP: ./output/feature-sets/BBCP.txt
[2025-12-01T20:32:15.701861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:15.701891] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:15.701916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:15.701971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:15.757457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:15.758478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:15.758610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:15.758644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:15.881072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:15.881229] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:15.881267] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:15.881294] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:15.884669] [DEBUG] [FORECASTER] BBCP: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-12-01T20:32:15.884941] [INFO ] [FORECASTER] Completed predict_future for BBCP
[2025-12-01T20:32:15.885067] [INFO ] [sig       ] BBCP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:16.024054] [INFO ] [LOCAL     ] Saved forecast: BBCP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BBCP.txt
[2025-12-01T20:32:16.024189] [INFO ] [sig       ] [358/3634] Completed BBCP in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:16.024227] [INFO ] [sig       ] [359/3634] Forecasting BBD...
[2025-12-01T20:32:16.024255] [INFO ] [sig       ] Generating forecast for: BBD
[2025-12-01T20:32:16.024291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBD' from 'https://tdm.silogroup.org/data/derivative_storage/BBD.csv'.
[2025-12-01T20:32:16.037852] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BBD'.
[2025-12-01T20:32:16.038461] [INFO ] [FORECASTER] Starting predict_future for BBD
[2025-12-01T20:32:16.039450] [DEBUG] [LOCAL     ] No optimal features file found for BBD: ./output/feature-sets/BBD.txt
[2025-12-01T20:32:16.039503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:16.039536] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:16.039561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:16.039641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:16.097083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:16.098369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:16.098474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:16.098511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:16.231825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:16.232091] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:16.232156] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:16.232185] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:16.236150] [DEBUG] [FORECASTER] BBD: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-12-01T20:32:16.236471] [INFO ] [FORECASTER] Completed predict_future for BBD
[2025-12-01T20:32:16.236642] [INFO ] [sig       ] BBD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:16.375472] [INFO ] [LOCAL     ] Saved forecast: BBD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BBD.txt
[2025-12-01T20:32:16.375704] [INFO ] [sig       ] [359/3634] Completed BBD in 0.4s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:16.375795] [INFO ] [sig       ] [360/3634] Forecasting BBDO...
[2025-12-01T20:32:16.375830] [INFO ] [sig       ] Generating forecast for: BBDO
[2025-12-01T20:32:16.375861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBDO' from 'https://tdm.silogroup.org/data/derivative_storage/BBDO.csv'.
[2025-12-01T20:32:16.389238] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BBDO'.
[2025-12-01T20:32:16.389665] [INFO ] [FORECASTER] Starting predict_future for BBDO
[2025-12-01T20:32:16.390456] [DEBUG] [LOCAL     ] No optimal features file found for BBDO: ./output/feature-sets/BBDO.txt
[2025-12-01T20:32:16.390507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:16.390550] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:16.390595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:16.390654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:16.445597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:16.446220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:16.446298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:16.446329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:16.565101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:16.565258] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:16.565295] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:16.565321] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:16.568648] [DEBUG] [FORECASTER] BBDO: Forecast T+1@11:T+2@11: DOWN (p=3.78%)
[2025-12-01T20:32:16.568915] [INFO ] [FORECASTER] Completed predict_future for BBDO
[2025-12-01T20:32:16.569041] [INFO ] [sig       ] BBDO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:16.706767] [INFO ] [LOCAL     ] Saved forecast: BBDO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BBDO.txt
[2025-12-01T20:32:16.706938] [INFO ] [sig       ] [360/3634] Completed BBDO in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:16.706980] [INFO ] [sig       ] [361/3634] Forecasting BBH...
[2025-12-01T20:32:16.707009] [INFO ] [sig       ] Generating forecast for: BBH
[2025-12-01T20:32:16.707038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBH' from 'https://tdm.silogroup.org/data/derivative_storage/BBH.csv'.
[2025-12-01T20:32:16.719137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBH'.
[2025-12-01T20:32:16.719526] [INFO ] [FORECASTER] Starting predict_future for BBH
[2025-12-01T20:32:16.720292] [DEBUG] [LOCAL     ] No optimal features file found for BBH: ./output/feature-sets/BBH.txt
[2025-12-01T20:32:16.720342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:16.720372] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:16.720398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:16.720452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:16.775427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:16.776280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:16.776361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:16.776393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:16.876960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:16.877100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:16.877135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:16.877161] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:16.880439] [DEBUG] [FORECASTER] BBH: Forecast T+1@11:T+2@11: UP (p=64.07%)
[2025-12-01T20:32:16.880722] [INFO ] [FORECASTER] Completed predict_future for BBH
[2025-12-01T20:32:16.880845] [INFO ] [sig       ] BBH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:17.021278] [INFO ] [LOCAL     ] Saved forecast: BBH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BBH.txt
[2025-12-01T20:32:17.021426] [INFO ] [sig       ] [361/3634] Completed BBH in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:17.021464] [INFO ] [sig       ] [362/3634] Forecasting BBIO...
[2025-12-01T20:32:17.021491] [INFO ] [sig       ] Generating forecast for: BBIO
[2025-12-01T20:32:17.021525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBIO' from 'https://tdm.silogroup.org/data/derivative_storage/BBIO.csv'.
[2025-12-01T20:32:17.034206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBIO'.
[2025-12-01T20:32:17.034704] [INFO ] [FORECASTER] Starting predict_future for BBIO
[2025-12-01T20:32:17.035613] [DEBUG] [LOCAL     ] No optimal features file found for BBIO: ./output/feature-sets/BBIO.txt
[2025-12-01T20:32:17.035667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:17.035700] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:17.035727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:17.035789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:17.095172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:17.096096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:17.096182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:17.096215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:17.230083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:17.230252] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:17.230293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:17.230322] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:17.233797] [DEBUG] [FORECASTER] BBIO: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2025-12-01T20:32:17.234159] [INFO ] [FORECASTER] Completed predict_future for BBIO
[2025-12-01T20:32:17.234311] [INFO ] [sig       ] BBIO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:17.387525] [INFO ] [LOCAL     ] Saved forecast: BBIO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BBIO.txt
[2025-12-01T20:32:17.387706] [INFO ] [sig       ] [362/3634] Completed BBIO in 0.4s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:17.387747] [INFO ] [sig       ] [363/3634] Forecasting BBLG...
[2025-12-01T20:32:17.387776] [INFO ] [sig       ] Generating forecast for: BBLG
[2025-12-01T20:32:17.387805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBLG' from 'https://tdm.silogroup.org/data/derivative_storage/BBLG.csv'.
[2025-12-01T20:32:17.399604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BBLG'.
[2025-12-01T20:32:17.399992] [INFO ] [FORECASTER] Starting predict_future for BBLG
[2025-12-01T20:32:17.400785] [DEBUG] [LOCAL     ] No optimal features file found for BBLG: ./output/feature-sets/BBLG.txt
[2025-12-01T20:32:17.400841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:17.400871] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:17.400898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:17.400952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:17.456506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:17.457322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:17.457413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:17.457445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:17.575951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:17.576119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:17.576162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:17.576190] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:17.579621] [DEBUG] [FORECASTER] BBLG: Forecast T+1@11:T+2@11: DOWN (p=23.86%)
[2025-12-01T20:32:17.579911] [INFO ] [FORECASTER] Completed predict_future for BBLG
[2025-12-01T20:32:17.580042] [INFO ] [sig       ] BBLG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:17.718710] [INFO ] [LOCAL     ] Saved forecast: BBLG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BBLG.txt
[2025-12-01T20:32:17.718853] [INFO ] [sig       ] [363/3634] Completed BBLG in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:17.718893] [INFO ] [sig       ] [364/3634] Forecasting BBN...
[2025-12-01T20:32:17.718930] [INFO ] [sig       ] Generating forecast for: BBN
[2025-12-01T20:32:17.718960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBN' from 'https://tdm.silogroup.org/data/derivative_storage/BBN.csv'.
[2025-12-01T20:32:17.730685] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BBN'.
[2025-12-01T20:32:17.731025] [INFO ] [FORECASTER] Starting predict_future for BBN
[2025-12-01T20:32:17.731865] [DEBUG] [LOCAL     ] No optimal features file found for BBN: ./output/feature-sets/BBN.txt
[2025-12-01T20:32:17.731919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:17.731962] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:17.732003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:17.732071] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:17.791247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:17.792165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:17.792267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:17.792300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:17.913014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:17.913163] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:17.913201] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:17.913228] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:17.916602] [DEBUG] [FORECASTER] BBN: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-01T20:32:17.916875] [INFO ] [FORECASTER] Completed predict_future for BBN
[2025-12-01T20:32:17.917002] [INFO ] [sig       ] BBN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:18.083290] [INFO ] [LOCAL     ] Saved forecast: BBN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BBN.txt
[2025-12-01T20:32:18.083468] [INFO ] [sig       ] [364/3634] Completed BBN in 0.4s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:18.083514] [INFO ] [sig       ] [365/3634] Forecasting BBSI...
[2025-12-01T20:32:18.083545] [INFO ] [sig       ] Generating forecast for: BBSI
[2025-12-01T20:32:18.083627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBSI' from 'https://tdm.silogroup.org/data/derivative_storage/BBSI.csv'.
[2025-12-01T20:32:18.095466] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BBSI'.
[2025-12-01T20:32:18.095830] [INFO ] [FORECASTER] Starting predict_future for BBSI
[2025-12-01T20:32:18.096668] [DEBUG] [LOCAL     ] No optimal features file found for BBSI: ./output/feature-sets/BBSI.txt
[2025-12-01T20:32:18.096720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:18.096751] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:18.096791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:18.096849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:18.154421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:18.155118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:18.155235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:18.155284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:18.281004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:18.281158] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:18.281196] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:18.281225] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:18.284642] [DEBUG] [FORECASTER] BBSI: Forecast T+1@11:T+2@11: UP (p=72.28%)
[2025-12-01T20:32:18.284916] [INFO ] [FORECASTER] Completed predict_future for BBSI
[2025-12-01T20:32:18.285044] [INFO ] [sig       ] BBSI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:18.423617] [INFO ] [LOCAL     ] Saved forecast: BBSI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BBSI.txt
[2025-12-01T20:32:18.423750] [INFO ] [sig       ] [365/3634] Completed BBSI in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:18.423789] [INFO ] [sig       ] [366/3634] Forecasting BBUC...
[2025-12-01T20:32:18.423819] [INFO ] [sig       ] Generating forecast for: BBUC
[2025-12-01T20:32:18.423849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBUC' from 'https://tdm.silogroup.org/data/derivative_storage/BBUC.csv'.
[2025-12-01T20:32:18.435500] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BBUC'.
[2025-12-01T20:32:18.435841] [INFO ] [FORECASTER] Starting predict_future for BBUC
[2025-12-01T20:32:18.436626] [DEBUG] [LOCAL     ] No optimal features file found for BBUC: ./output/feature-sets/BBUC.txt
[2025-12-01T20:32:18.436676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:18.436706] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:18.436731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:18.436786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:18.495210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:18.496034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:18.496119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:18.496151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:18.619489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:18.619689] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:18.619728] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:18.619754] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:18.623118] [DEBUG] [FORECASTER] BBUC: Forecast T+1@11:T+2@11: DOWN (p=15.78%)
[2025-12-01T20:32:18.623389] [INFO ] [FORECASTER] Completed predict_future for BBUC
[2025-12-01T20:32:18.623527] [INFO ] [sig       ] BBUC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:18.763713] [INFO ] [LOCAL     ] Saved forecast: BBUC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BBUC.txt
[2025-12-01T20:32:18.763868] [INFO ] [sig       ] [366/3634] Completed BBUC in 0.3s | 2.98 sym/s | Total: 2.0m | ETA: 18.3m
[2025-12-01T20:32:18.763914] [INFO ] [sig       ] [367/3634] Forecasting BBVA...
[2025-12-01T20:32:18.763949] [INFO ] [sig       ] Generating forecast for: BBVA
[2025-12-01T20:32:18.763983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBVA' from 'https://tdm.silogroup.org/data/derivative_storage/BBVA.csv'.
[2025-12-01T20:32:18.775718] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BBVA'.
[2025-12-01T20:32:18.776032] [INFO ] [FORECASTER] Starting predict_future for BBVA
[2025-12-01T20:32:18.776799] [DEBUG] [LOCAL     ] No optimal features file found for BBVA: ./output/feature-sets/BBVA.txt
[2025-12-01T20:32:18.776851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:18.776883] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:18.776907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:18.776961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:18.834465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:18.835341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:18.835426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:18.835458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:18.965348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:18.965498] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:18.965535] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:18.965616] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:18.969029] [DEBUG] [FORECASTER] BBVA: Forecast T+1@11:T+2@11: DOWN (p=32.31%)
[2025-12-01T20:32:18.969297] [INFO ] [FORECASTER] Completed predict_future for BBVA
[2025-12-01T20:32:18.969426] [INFO ] [sig       ] BBVA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:19.107673] [INFO ] [LOCAL     ] Saved forecast: BBVA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BBVA.txt
[2025-12-01T20:32:19.107805] [INFO ] [sig       ] [367/3634] Completed BBVA in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-01T20:32:19.107873] [INFO ] [sig       ] [368/3634] Forecasting BBY...
[2025-12-01T20:32:19.107903] [INFO ] [sig       ] Generating forecast for: BBY
[2025-12-01T20:32:19.107932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BBY' from 'https://tdm.silogroup.org/data/derivative_storage/BBY.csv'.
[2025-12-01T20:32:19.118917] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BBY'.
[2025-12-01T20:32:19.119231] [INFO ] [FORECASTER] Starting predict_future for BBY
[2025-12-01T20:32:19.120089] [DEBUG] [LOCAL     ] No optimal features file found for BBY: ./output/feature-sets/BBY.txt
[2025-12-01T20:32:19.120140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:19.120174] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:19.120201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:19.120259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:19.177372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:19.178242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:19.178358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:19.178399] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:19.297705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:19.297856] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:19.297897] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:19.297925] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:19.301262] [DEBUG] [FORECASTER] BBY: Forecast T+1@11:T+2@11: UP (p=77.19%)
[2025-12-01T20:32:19.301525] [INFO ] [FORECASTER] Completed predict_future for BBY
[2025-12-01T20:32:19.301669] [INFO ] [sig       ] BBY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:19.442959] [INFO ] [LOCAL     ] Saved forecast: BBY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BBY.txt
[2025-12-01T20:32:19.443129] [INFO ] [sig       ] [368/3634] Completed BBY in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-01T20:32:19.443170] [INFO ] [sig       ] [369/3634] Forecasting BC...
[2025-12-01T20:32:19.443198] [INFO ] [sig       ] Generating forecast for: BC
[2025-12-01T20:32:19.443227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BC' from 'https://tdm.silogroup.org/data/derivative_storage/BC.csv'.
[2025-12-01T20:32:19.454450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BC'.
[2025-12-01T20:32:19.454817] [INFO ] [FORECASTER] Starting predict_future for BC
[2025-12-01T20:32:19.455665] [DEBUG] [LOCAL     ] No optimal features file found for BC: ./output/feature-sets/BC.txt
[2025-12-01T20:32:19.455716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:19.455749] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:19.455775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:19.455832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:19.511691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:19.512386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:19.512466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:19.512498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:19.634610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:19.634774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:19.634815] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:19.634843] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:19.639511] [DEBUG] [FORECASTER] BC: Forecast T+1@11:T+2@11: DOWN (p=7.39%)
[2025-12-01T20:32:19.640416] [INFO ] [FORECASTER] Completed predict_future for BC
[2025-12-01T20:32:19.640551] [INFO ] [sig       ] BC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:19.782074] [INFO ] [LOCAL     ] Saved forecast: BC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BC.txt
[2025-12-01T20:32:19.782207] [INFO ] [sig       ] [369/3634] Completed BC in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.3m
[2025-12-01T20:32:19.782244] [INFO ] [sig       ] [370/3634] Forecasting BCAL...
[2025-12-01T20:32:19.782272] [INFO ] [sig       ] Generating forecast for: BCAL
[2025-12-01T20:32:19.782300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAL' from 'https://tdm.silogroup.org/data/derivative_storage/BCAL.csv'.
[2025-12-01T20:32:19.793716] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BCAL'.
[2025-12-01T20:32:19.793998] [INFO ] [FORECASTER] Starting predict_future for BCAL
[2025-12-01T20:32:19.794760] [DEBUG] [LOCAL     ] No optimal features file found for BCAL: ./output/feature-sets/BCAL.txt
[2025-12-01T20:32:19.794809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:19.794840] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:19.794871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:19.794938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:19.852755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:19.853417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:19.853499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:19.853531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:19.970143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:19.970279] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:19.970316] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:19.970343] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:19.973726] [DEBUG] [FORECASTER] BCAL: Forecast T+1@11:T+2@11: UP (p=63.06%)
[2025-12-01T20:32:19.974007] [INFO ] [FORECASTER] Completed predict_future for BCAL
[2025-12-01T20:32:19.974131] [INFO ] [sig       ] BCAL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:20.112090] [INFO ] [LOCAL     ] Saved forecast: BCAL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BCAL.txt
[2025-12-01T20:32:20.112214] [INFO ] [sig       ] [370/3634] Completed BCAL in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-01T20:32:20.112251] [INFO ] [sig       ] [371/3634] Forecasting BCAX...
[2025-12-01T20:32:20.112279] [INFO ] [sig       ] Generating forecast for: BCAX
[2025-12-01T20:32:20.112307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCAX' from 'https://tdm.silogroup.org/data/derivative_storage/BCAX.csv'.
[2025-12-01T20:32:20.123301] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BCAX'.
[2025-12-01T20:32:20.123611] [INFO ] [FORECASTER] Starting predict_future for BCAX
[2025-12-01T20:32:20.124371] [DEBUG] [LOCAL     ] No optimal features file found for BCAX: ./output/feature-sets/BCAX.txt
[2025-12-01T20:32:20.124421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:20.124452] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:20.124478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:20.124544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:20.180340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:20.180997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:20.181075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:20.181107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:20.303871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:20.304018] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:20.304054] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:20.304082] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:20.307342] [DEBUG] [FORECASTER] BCAX: Forecast T+1@11:T+2@11: DOWN (p=19.40%)
[2025-12-01T20:32:20.307623] [INFO ] [FORECASTER] Completed predict_future for BCAX
[2025-12-01T20:32:20.307748] [INFO ] [sig       ] BCAX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:20.446650] [INFO ] [LOCAL     ] Saved forecast: BCAX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BCAX.txt
[2025-12-01T20:32:20.446775] [INFO ] [sig       ] [371/3634] Completed BCAX in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-01T20:32:20.446812] [INFO ] [sig       ] [372/3634] Forecasting BCBP...
[2025-12-01T20:32:20.446841] [INFO ] [sig       ] Generating forecast for: BCBP
[2025-12-01T20:32:20.446870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCBP' from 'https://tdm.silogroup.org/data/derivative_storage/BCBP.csv'.
[2025-12-01T20:32:20.457957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCBP'.
[2025-12-01T20:32:20.458254] [INFO ] [FORECASTER] Starting predict_future for BCBP
[2025-12-01T20:32:20.462057] [DEBUG] [LOCAL     ] No optimal features file found for BCBP: ./output/feature-sets/BCBP.txt
[2025-12-01T20:32:20.462130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:20.462187] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:20.462214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:20.462275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:20.520498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:20.521206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:20.521293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:20.521333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:20.637680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:20.637829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:20.637866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:20.637894] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:20.641232] [DEBUG] [FORECASTER] BCBP: Forecast T+1@11:T+2@11: DOWN (p=47.59%)
[2025-12-01T20:32:20.641497] [INFO ] [FORECASTER] Completed predict_future for BCBP
[2025-12-01T20:32:20.641644] [INFO ] [sig       ] BCBP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:20.780739] [INFO ] [LOCAL     ] Saved forecast: BCBP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BCBP.txt
[2025-12-01T20:32:20.780864] [INFO ] [sig       ] [372/3634] Completed BCBP in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-01T20:32:20.780905] [INFO ] [sig       ] [373/3634] Forecasting BCC...
[2025-12-01T20:32:20.780935] [INFO ] [sig       ] Generating forecast for: BCC
[2025-12-01T20:32:20.780964] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCC' from 'https://tdm.silogroup.org/data/derivative_storage/BCC.csv'.
[2025-12-01T20:32:20.791678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCC'.
[2025-12-01T20:32:20.791968] [INFO ] [FORECASTER] Starting predict_future for BCC
[2025-12-01T20:32:20.792736] [DEBUG] [LOCAL     ] No optimal features file found for BCC: ./output/feature-sets/BCC.txt
[2025-12-01T20:32:20.792796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:20.792826] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:20.792852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:20.792911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:20.849594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:20.850313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:20.850390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:20.850421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:20.968981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:20.969130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:20.969167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:20.969195] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:20.972442] [DEBUG] [FORECASTER] BCC: Forecast T+1@11:T+2@11: DOWN (p=42.51%)
[2025-12-01T20:32:20.972727] [INFO ] [FORECASTER] Completed predict_future for BCC
[2025-12-01T20:32:20.972852] [INFO ] [sig       ] BCC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:21.111785] [INFO ] [LOCAL     ] Saved forecast: BCC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BCC.txt
[2025-12-01T20:32:21.111928] [INFO ] [sig       ] [373/3634] Completed BCC in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-01T20:32:21.111967] [INFO ] [sig       ] [374/3634] Forecasting BCDA...
[2025-12-01T20:32:21.111995] [INFO ] [sig       ] Generating forecast for: BCDA
[2025-12-01T20:32:21.112024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCDA' from 'https://tdm.silogroup.org/data/derivative_storage/BCDA.csv'.
[2025-12-01T20:32:21.122872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCDA'.
[2025-12-01T20:32:21.123144] [INFO ] [FORECASTER] Starting predict_future for BCDA
[2025-12-01T20:32:21.123902] [DEBUG] [LOCAL     ] No optimal features file found for BCDA: ./output/feature-sets/BCDA.txt
[2025-12-01T20:32:21.123951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:21.123981] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:21.124007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:21.124061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:21.181849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:21.182514] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:21.182615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:21.182652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:21.302137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:21.302305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:21.302344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:21.302371] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:21.305795] [DEBUG] [FORECASTER] BCDA: Forecast T+1@11:T+2@11: UP (p=77.86%)
[2025-12-01T20:32:21.306074] [INFO ] [FORECASTER] Completed predict_future for BCDA
[2025-12-01T20:32:21.306204] [INFO ] [sig       ] BCDA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:21.446277] [INFO ] [LOCAL     ] Saved forecast: BCDA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BCDA.txt
[2025-12-01T20:32:21.446403] [INFO ] [sig       ] [374/3634] Completed BCDA in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-01T20:32:21.446440] [INFO ] [sig       ] [375/3634] Forecasting BCE...
[2025-12-01T20:32:21.446469] [INFO ] [sig       ] Generating forecast for: BCE
[2025-12-01T20:32:21.446498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCE' from 'https://tdm.silogroup.org/data/derivative_storage/BCE.csv'.
[2025-12-01T20:32:21.457928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCE'.
[2025-12-01T20:32:21.458244] [INFO ] [FORECASTER] Starting predict_future for BCE
[2025-12-01T20:32:21.459089] [DEBUG] [LOCAL     ] No optimal features file found for BCE: ./output/feature-sets/BCE.txt
[2025-12-01T20:32:21.459139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:21.459169] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:21.459194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:21.459248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:21.517384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:21.518211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:21.518295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:21.518347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:21.640971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:21.641137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:21.641177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:21.641239] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:21.644725] [DEBUG] [FORECASTER] BCE: Forecast T+1@11:T+2@11: DOWN (p=29.42%)
[2025-12-01T20:32:21.645007] [INFO ] [FORECASTER] Completed predict_future for BCE
[2025-12-01T20:32:21.645142] [INFO ] [sig       ] BCE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:21.793979] [INFO ] [LOCAL     ] Saved forecast: BCE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BCE.txt
[2025-12-01T20:32:21.794111] [INFO ] [sig       ] [375/3634] Completed BCE in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-01T20:32:21.794343] [INFO ] [sig       ] [376/3634] Forecasting BCH...
[2025-12-01T20:32:21.794372] [INFO ] [sig       ] Generating forecast for: BCH
[2025-12-01T20:32:21.794400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCH' from 'https://tdm.silogroup.org/data/derivative_storage/BCH.csv'.
[2025-12-01T20:32:21.805987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCH'.
[2025-12-01T20:32:21.806304] [INFO ] [FORECASTER] Starting predict_future for BCH
[2025-12-01T20:32:21.807075] [DEBUG] [LOCAL     ] No optimal features file found for BCH: ./output/feature-sets/BCH.txt
[2025-12-01T20:32:21.807125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:21.807155] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:21.807180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:21.807235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:21.863807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:21.864448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:21.864526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:21.864558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:21.986442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:21.986625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:21.986665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:21.986692] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:21.990265] [DEBUG] [FORECASTER] BCH: Forecast T+1@11:T+2@11: UP (p=99.89%)
[2025-12-01T20:32:21.990590] [INFO ] [FORECASTER] Completed predict_future for BCH
[2025-12-01T20:32:21.990731] [INFO ] [sig       ] BCH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:22.132121] [INFO ] [LOCAL     ] Saved forecast: BCH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BCH.txt
[2025-12-01T20:32:22.132258] [INFO ] [sig       ] [376/3634] Completed BCH in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-01T20:32:22.132317] [INFO ] [sig       ] [377/3634] Forecasting BCML...
[2025-12-01T20:32:22.132362] [INFO ] [sig       ] Generating forecast for: BCML
[2025-12-01T20:32:22.132393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCML' from 'https://tdm.silogroup.org/data/derivative_storage/BCML.csv'.
[2025-12-01T20:32:22.143699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCML'.
[2025-12-01T20:32:22.144045] [INFO ] [FORECASTER] Starting predict_future for BCML
[2025-12-01T20:32:22.144838] [DEBUG] [LOCAL     ] No optimal features file found for BCML: ./output/feature-sets/BCML.txt
[2025-12-01T20:32:22.144888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:22.144919] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:22.144945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:22.145003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:22.203346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:22.204242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:22.204332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:22.204365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:22.311852] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:22.312007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:22.312051] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:22.312080] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:22.315496] [DEBUG] [FORECASTER] BCML: Forecast T+1@11:T+2@11: UP (p=51.11%)
[2025-12-01T20:32:22.315807] [INFO ] [FORECASTER] Completed predict_future for BCML
[2025-12-01T20:32:22.315948] [INFO ] [sig       ] BCML: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:22.458945] [INFO ] [LOCAL     ] Saved forecast: BCML	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BCML.txt
[2025-12-01T20:32:22.459085] [INFO ] [sig       ] [377/3634] Completed BCML in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-01T20:32:22.459123] [INFO ] [sig       ] [378/3634] Forecasting BCO...
[2025-12-01T20:32:22.459152] [INFO ] [sig       ] Generating forecast for: BCO
[2025-12-01T20:32:22.459181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCO' from 'https://tdm.silogroup.org/data/derivative_storage/BCO.csv'.
[2025-12-01T20:32:22.470396] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BCO'.
[2025-12-01T20:32:22.470694] [INFO ] [FORECASTER] Starting predict_future for BCO
[2025-12-01T20:32:22.471437] [DEBUG] [LOCAL     ] No optimal features file found for BCO: ./output/feature-sets/BCO.txt
[2025-12-01T20:32:22.471486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:22.471516] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:22.471541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:22.471615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:22.529250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:22.529932] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:22.530012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:22.530045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:22.647984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:22.648131] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:22.648169] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:22.648195] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:22.651534] [DEBUG] [FORECASTER] BCO: Forecast T+1@11:T+2@11: DOWN (p=8.12%)
[2025-12-01T20:32:22.651829] [INFO ] [FORECASTER] Completed predict_future for BCO
[2025-12-01T20:32:22.651957] [INFO ] [sig       ] BCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:22.794801] [INFO ] [LOCAL     ] Saved forecast: BCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BCO.txt
[2025-12-01T20:32:22.794944] [INFO ] [sig       ] [378/3634] Completed BCO in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-01T20:32:22.794983] [INFO ] [sig       ] [379/3634] Forecasting BCPC...
[2025-12-01T20:32:22.795039] [INFO ] [sig       ] Generating forecast for: BCPC
[2025-12-01T20:32:22.795069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCPC' from 'https://tdm.silogroup.org/data/derivative_storage/BCPC.csv'.
[2025-12-01T20:32:22.807780] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCPC'.
[2025-12-01T20:32:22.808218] [INFO ] [FORECASTER] Starting predict_future for BCPC
[2025-12-01T20:32:22.809196] [DEBUG] [LOCAL     ] No optimal features file found for BCPC: ./output/feature-sets/BCPC.txt
[2025-12-01T20:32:22.809271] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:22.809329] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:22.809361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:22.809421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:22.866636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:22.867495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:22.867612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:22.867650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:23.000566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:23.000736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:23.000775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:23.000804] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:23.004194] [DEBUG] [FORECASTER] BCPC: Forecast T+1@11:T+2@11: DOWN (p=8.20%)
[2025-12-01T20:32:23.004495] [INFO ] [FORECASTER] Completed predict_future for BCPC
[2025-12-01T20:32:23.004651] [INFO ] [sig       ] BCPC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:23.148733] [INFO ] [LOCAL     ] Saved forecast: BCPC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BCPC.txt
[2025-12-01T20:32:23.148911] [INFO ] [sig       ] [379/3634] Completed BCPC in 0.4s | 2.98 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-01T20:32:23.148968] [INFO ] [sig       ] [380/3634] Forecasting BCRX...
[2025-12-01T20:32:23.149005] [INFO ] [sig       ] Generating forecast for: BCRX
[2025-12-01T20:32:23.149043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCRX' from 'https://tdm.silogroup.org/data/derivative_storage/BCRX.csv'.
[2025-12-01T20:32:23.160404] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BCRX'.
[2025-12-01T20:32:23.160751] [INFO ] [FORECASTER] Starting predict_future for BCRX
[2025-12-01T20:32:23.161499] [DEBUG] [LOCAL     ] No optimal features file found for BCRX: ./output/feature-sets/BCRX.txt
[2025-12-01T20:32:23.161549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:23.161601] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:23.161629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:23.161683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:23.217696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:23.218467] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:23.218553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:23.218604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:23.338943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:23.339092] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:23.339147] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:23.339177] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:23.342569] [DEBUG] [FORECASTER] BCRX: Forecast T+1@11:T+2@11: UP (p=98.17%)
[2025-12-01T20:32:23.342887] [INFO ] [FORECASTER] Completed predict_future for BCRX
[2025-12-01T20:32:23.343063] [INFO ] [sig       ] BCRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:23.484203] [INFO ] [LOCAL     ] Saved forecast: BCRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BCRX.txt
[2025-12-01T20:32:23.484351] [INFO ] [sig       ] [380/3634] Completed BCRX in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-01T20:32:23.484392] [INFO ] [sig       ] [381/3634] Forecasting BCS...
[2025-12-01T20:32:23.484421] [INFO ] [sig       ] Generating forecast for: BCS
[2025-12-01T20:32:23.484452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCS' from 'https://tdm.silogroup.org/data/derivative_storage/BCS.csv'.
[2025-12-01T20:32:23.495999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCS'.
[2025-12-01T20:32:23.496298] [INFO ] [FORECASTER] Starting predict_future for BCS
[2025-12-01T20:32:23.497115] [DEBUG] [LOCAL     ] No optimal features file found for BCS: ./output/feature-sets/BCS.txt
[2025-12-01T20:32:23.497167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:23.497199] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:23.497233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:23.497289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:23.554824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:23.555468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:23.555547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:23.555599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:23.689454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:23.689624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:23.689663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:23.689690] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:23.692983] [DEBUG] [FORECASTER] BCS: Forecast T+1@11:T+2@11: UP (p=92.44%)
[2025-12-01T20:32:23.693271] [INFO ] [FORECASTER] Completed predict_future for BCS
[2025-12-01T20:32:23.693404] [INFO ] [sig       ] BCS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:23.859910] [INFO ] [LOCAL     ] Saved forecast: BCS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BCS.txt
[2025-12-01T20:32:23.860091] [INFO ] [sig       ] [381/3634] Completed BCS in 0.4s | 2.98 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-01T20:32:23.860135] [INFO ] [sig       ] [382/3634] Forecasting BCSF...
[2025-12-01T20:32:23.860166] [INFO ] [sig       ] Generating forecast for: BCSF
[2025-12-01T20:32:23.860198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCSF' from 'https://tdm.silogroup.org/data/derivative_storage/BCSF.csv'.
[2025-12-01T20:32:23.872376] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BCSF'.
[2025-12-01T20:32:23.872763] [INFO ] [FORECASTER] Starting predict_future for BCSF
[2025-12-01T20:32:23.873553] [DEBUG] [LOCAL     ] No optimal features file found for BCSF: ./output/feature-sets/BCSF.txt
[2025-12-01T20:32:23.873624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:23.873656] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:23.873686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:23.873744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:23.929721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:23.930437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:23.930543] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:23.930591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:24.054362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:24.054511] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:24.054548] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:24.054593] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:24.057847] [DEBUG] [FORECASTER] BCSF: Forecast T+1@11:T+2@11: DOWN (p=36.05%)
[2025-12-01T20:32:24.058107] [INFO ] [FORECASTER] Completed predict_future for BCSF
[2025-12-01T20:32:24.058233] [INFO ] [sig       ] BCSF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:24.196209] [INFO ] [LOCAL     ] Saved forecast: BCSF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BCSF.txt
[2025-12-01T20:32:24.196331] [INFO ] [sig       ] [382/3634] Completed BCSF in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-01T20:32:24.196369] [INFO ] [sig       ] [383/3634] Forecasting BCTX...
[2025-12-01T20:32:24.196398] [INFO ] [sig       ] Generating forecast for: BCTX
[2025-12-01T20:32:24.196426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCTX' from 'https://tdm.silogroup.org/data/derivative_storage/BCTX.csv'.
[2025-12-01T20:32:24.207272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCTX'.
[2025-12-01T20:32:24.207552] [INFO ] [FORECASTER] Starting predict_future for BCTX
[2025-12-01T20:32:24.208344] [DEBUG] [LOCAL     ] No optimal features file found for BCTX: ./output/feature-sets/BCTX.txt
[2025-12-01T20:32:24.208401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:24.208431] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:24.208458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:24.208512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:24.266331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:24.267120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:24.267205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:24.267237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:24.385672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:24.385809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:24.385852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:24.385879] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:24.389175] [DEBUG] [FORECASTER] BCTX: Forecast T+1@11:T+2@11: DOWN (p=14.00%)
[2025-12-01T20:32:24.389437] [INFO ] [FORECASTER] Completed predict_future for BCTX
[2025-12-01T20:32:24.389560] [INFO ] [sig       ] BCTX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:24.529305] [INFO ] [LOCAL     ] Saved forecast: BCTX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BCTX.txt
[2025-12-01T20:32:24.529431] [INFO ] [sig       ] [383/3634] Completed BCTX in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-01T20:32:24.529468] [INFO ] [sig       ] [384/3634] Forecasting BCX...
[2025-12-01T20:32:24.529500] [INFO ] [sig       ] Generating forecast for: BCX
[2025-12-01T20:32:24.529531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCX' from 'https://tdm.silogroup.org/data/derivative_storage/BCX.csv'.
[2025-12-01T20:32:24.540720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCX'.
[2025-12-01T20:32:24.541060] [INFO ] [FORECASTER] Starting predict_future for BCX
[2025-12-01T20:32:24.541853] [DEBUG] [LOCAL     ] No optimal features file found for BCX: ./output/feature-sets/BCX.txt
[2025-12-01T20:32:24.541904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:24.541948] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:24.541982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:24.542038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:24.598466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:24.599111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:24.599189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:24.599221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:24.724152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:24.724325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:24.724373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:24.724408] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:24.728351] [DEBUG] [FORECASTER] BCX: Forecast T+1@11:T+2@11: DOWN (p=16.17%)
[2025-12-01T20:32:24.728685] [INFO ] [FORECASTER] Completed predict_future for BCX
[2025-12-01T20:32:24.728850] [INFO ] [sig       ] BCX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:24.868864] [INFO ] [LOCAL     ] Saved forecast: BCX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BCX.txt
[2025-12-01T20:32:24.869005] [INFO ] [sig       ] [384/3634] Completed BCX in 0.3s | 2.98 sym/s | Total: 2.1m | ETA: 18.2m
[2025-12-01T20:32:24.869049] [INFO ] [sig       ] [385/3634] Forecasting BCYC...
[2025-12-01T20:32:24.869082] [INFO ] [sig       ] Generating forecast for: BCYC
[2025-12-01T20:32:24.869111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BCYC' from 'https://tdm.silogroup.org/data/derivative_storage/BCYC.csv'.
[2025-12-01T20:32:24.879976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BCYC'.
[2025-12-01T20:32:24.880265] [INFO ] [FORECASTER] Starting predict_future for BCYC
[2025-12-01T20:32:24.881035] [DEBUG] [LOCAL     ] No optimal features file found for BCYC: ./output/feature-sets/BCYC.txt
[2025-12-01T20:32:24.881084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:24.881115] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:24.881140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:24.881194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:24.938611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:24.939384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:24.939471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:24.939504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:25.064086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:25.064236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:25.064276] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:25.064304] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:25.067648] [DEBUG] [FORECASTER] BCYC: Forecast T+1@11:T+2@11: UP (p=69.97%)
[2025-12-01T20:32:25.067913] [INFO ] [FORECASTER] Completed predict_future for BCYC
[2025-12-01T20:32:25.068038] [INFO ] [sig       ] BCYC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:25.208139] [INFO ] [LOCAL     ] Saved forecast: BCYC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BCYC.txt
[2025-12-01T20:32:25.208294] [INFO ] [sig       ] [385/3634] Completed BCYC in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-01T20:32:25.208367] [INFO ] [sig       ] [386/3634] Forecasting BDC...
[2025-12-01T20:32:25.208396] [INFO ] [sig       ] Generating forecast for: BDC
[2025-12-01T20:32:25.208425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDC' from 'https://tdm.silogroup.org/data/derivative_storage/BDC.csv'.
[2025-12-01T20:32:25.225966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDC'.
[2025-12-01T20:32:25.226704] [INFO ] [FORECASTER] Starting predict_future for BDC
[2025-12-01T20:32:25.227952] [DEBUG] [LOCAL     ] No optimal features file found for BDC: ./output/feature-sets/BDC.txt
[2025-12-01T20:32:25.228019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:25.228060] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:25.228095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:25.228173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:25.289310] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:25.290609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:25.290719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:25.290753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:25.417272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:25.417496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:25.417541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:25.417589] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:25.421888] [DEBUG] [FORECASTER] BDC: Forecast T+1@11:T+2@11: UP (p=89.67%)
[2025-12-01T20:32:25.422245] [INFO ] [FORECASTER] Completed predict_future for BDC
[2025-12-01T20:32:25.422405] [INFO ] [sig       ] BDC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:25.569251] [INFO ] [LOCAL     ] Saved forecast: BDC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BDC.txt
[2025-12-01T20:32:25.569439] [INFO ] [sig       ] [386/3634] Completed BDC in 0.4s | 2.98 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-01T20:32:25.569480] [INFO ] [sig       ] [387/3634] Forecasting BDJ...
[2025-12-01T20:32:25.569509] [INFO ] [sig       ] Generating forecast for: BDJ
[2025-12-01T20:32:25.569539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDJ' from 'https://tdm.silogroup.org/data/derivative_storage/BDJ.csv'.
[2025-12-01T20:32:25.582460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDJ'.
[2025-12-01T20:32:25.582937] [INFO ] [FORECASTER] Starting predict_future for BDJ
[2025-12-01T20:32:25.583928] [DEBUG] [LOCAL     ] No optimal features file found for BDJ: ./output/feature-sets/BDJ.txt
[2025-12-01T20:32:25.583980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:25.584013] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:25.584041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:25.584100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:25.644639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:25.645768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:25.645865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:25.645899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:25.771777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:25.771998] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:25.772041] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:25.772070] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:25.776085] [DEBUG] [FORECASTER] BDJ: Forecast T+1@11:T+2@11: DOWN (p=31.59%)
[2025-12-01T20:32:25.776430] [INFO ] [FORECASTER] Completed predict_future for BDJ
[2025-12-01T20:32:25.776597] [INFO ] [sig       ] BDJ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:25.924211] [INFO ] [LOCAL     ] Saved forecast: BDJ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BDJ.txt
[2025-12-01T20:32:25.924407] [INFO ] [sig       ] [387/3634] Completed BDJ in 0.4s | 2.98 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-01T20:32:25.924450] [INFO ] [sig       ] [388/3634] Forecasting BDN...
[2025-12-01T20:32:25.924487] [INFO ] [sig       ] Generating forecast for: BDN
[2025-12-01T20:32:25.924519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDN' from 'https://tdm.silogroup.org/data/derivative_storage/BDN.csv'.
[2025-12-01T20:32:25.937809] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BDN'.
[2025-12-01T20:32:25.938334] [INFO ] [FORECASTER] Starting predict_future for BDN
[2025-12-01T20:32:25.939346] [DEBUG] [LOCAL     ] No optimal features file found for BDN: ./output/feature-sets/BDN.txt
[2025-12-01T20:32:25.939397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:25.939429] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:25.939454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:25.939510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:25.998185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:25.999356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:25.999456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:25.999488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:26.124534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:26.124776] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:26.124822] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:26.124854] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:26.128659] [DEBUG] [FORECASTER] BDN: Forecast T+1@11:T+2@11: UP (p=70.56%)
[2025-12-01T20:32:26.128980] [INFO ] [FORECASTER] Completed predict_future for BDN
[2025-12-01T20:32:26.129123] [INFO ] [sig       ] BDN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:26.276419] [INFO ] [LOCAL     ] Saved forecast: BDN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BDN.txt
[2025-12-01T20:32:26.276648] [INFO ] [sig       ] [388/3634] Completed BDN in 0.4s | 2.98 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-01T20:32:26.276694] [INFO ] [sig       ] [389/3634] Forecasting BDRX...
[2025-12-01T20:32:26.276723] [INFO ] [sig       ] Generating forecast for: BDRX
[2025-12-01T20:32:26.276754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDRX' from 'https://tdm.silogroup.org/data/derivative_storage/BDRX.csv'.
[2025-12-01T20:32:26.289666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDRX'.
[2025-12-01T20:32:26.290184] [INFO ] [FORECASTER] Starting predict_future for BDRX
[2025-12-01T20:32:26.291161] [DEBUG] [LOCAL     ] No optimal features file found for BDRX: ./output/feature-sets/BDRX.txt
[2025-12-01T20:32:26.291214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:26.291315] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:26.291344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:26.291406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:26.347999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:26.349412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:26.349521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:26.349554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:26.470898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:26.471068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:26.471108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:26.471135] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:26.474544] [DEBUG] [FORECASTER] BDRX: Forecast T+1@11:T+2@11: DOWN (p=33.81%)
[2025-12-01T20:32:26.474840] [INFO ] [FORECASTER] Completed predict_future for BDRX
[2025-12-01T20:32:26.474973] [INFO ] [sig       ] BDRX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:26.616251] [INFO ] [LOCAL     ] Saved forecast: BDRX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BDRX.txt
[2025-12-01T20:32:26.616406] [INFO ] [sig       ] [389/3634] Completed BDRX in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-01T20:32:26.616447] [INFO ] [sig       ] [390/3634] Forecasting BDSX...
[2025-12-01T20:32:26.616475] [INFO ] [sig       ] Generating forecast for: BDSX
[2025-12-01T20:32:26.616504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDSX' from 'https://tdm.silogroup.org/data/derivative_storage/BDSX.csv'.
[2025-12-01T20:32:26.628097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDSX'.
[2025-12-01T20:32:26.628480] [INFO ] [FORECASTER] Starting predict_future for BDSX
[2025-12-01T20:32:26.629320] [DEBUG] [LOCAL     ] No optimal features file found for BDSX: ./output/feature-sets/BDSX.txt
[2025-12-01T20:32:26.629371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:26.629402] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:26.629428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:26.629484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:26.686020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:26.686946] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:26.687029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:26.687061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:26.800412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:26.800565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:26.800623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:26.800651] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:26.803950] [DEBUG] [FORECASTER] BDSX: Forecast T+1@11:T+2@11: UP (p=89.47%)
[2025-12-01T20:32:26.804218] [INFO ] [FORECASTER] Completed predict_future for BDSX
[2025-12-01T20:32:26.804341] [INFO ] [sig       ] BDSX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:26.942433] [INFO ] [LOCAL     ] Saved forecast: BDSX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BDSX.txt
[2025-12-01T20:32:26.942562] [INFO ] [sig       ] [390/3634] Completed BDSX in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-01T20:32:26.942617] [INFO ] [sig       ] [391/3634] Forecasting BDTX...
[2025-12-01T20:32:26.942646] [INFO ] [sig       ] Generating forecast for: BDTX
[2025-12-01T20:32:26.942675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BDTX' from 'https://tdm.silogroup.org/data/derivative_storage/BDTX.csv'.
[2025-12-01T20:32:26.953622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BDTX'.
[2025-12-01T20:32:26.953913] [INFO ] [FORECASTER] Starting predict_future for BDTX
[2025-12-01T20:32:26.954693] [DEBUG] [LOCAL     ] No optimal features file found for BDTX: ./output/feature-sets/BDTX.txt
[2025-12-01T20:32:26.954742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:26.954774] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:26.954799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:26.954854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:27.012754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:27.013660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:27.013744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:27.013778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:27.133536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:27.133707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:27.133746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:27.133790] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:27.137112] [DEBUG] [FORECASTER] BDTX: Forecast T+1@11:T+2@11: DOWN (p=46.92%)
[2025-12-01T20:32:27.137376] [INFO ] [FORECASTER] Completed predict_future for BDTX
[2025-12-01T20:32:27.137499] [INFO ] [sig       ] BDTX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:27.322944] [INFO ] [LOCAL     ] Saved forecast: BDTX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BDTX.txt
[2025-12-01T20:32:27.323105] [INFO ] [sig       ] [391/3634] Completed BDTX in 0.4s | 2.98 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-01T20:32:27.323150] [INFO ] [sig       ] [392/3634] Forecasting BE...
[2025-12-01T20:32:27.323183] [INFO ] [sig       ] Generating forecast for: BE
[2025-12-01T20:32:27.323215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BE' from 'https://tdm.silogroup.org/data/derivative_storage/BE.csv'.
[2025-12-01T20:32:27.334333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BE'.
[2025-12-01T20:32:27.334849] [INFO ] [FORECASTER] Starting predict_future for BE
[2025-12-01T20:32:27.335605] [DEBUG] [LOCAL     ] No optimal features file found for BE: ./output/feature-sets/BE.txt
[2025-12-01T20:32:27.335655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:27.335685] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:27.335711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:27.335765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:27.393906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:27.394656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:27.394737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:27.394769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:27.515688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:27.515832] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:27.515868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:27.515926] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:27.520331] [DEBUG] [FORECASTER] BE: Forecast T+1@11:T+2@11: DOWN (p=12.94%)
[2025-12-01T20:32:27.520642] [INFO ] [FORECASTER] Completed predict_future for BE
[2025-12-01T20:32:27.520776] [INFO ] [sig       ] BE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:27.660868] [INFO ] [LOCAL     ] Saved forecast: BE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BE.txt
[2025-12-01T20:32:27.661004] [INFO ] [sig       ] [392/3634] Completed BE in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.2m
[2025-12-01T20:32:27.661043] [INFO ] [sig       ] [393/3634] Forecasting BEAM...
[2025-12-01T20:32:27.661071] [INFO ] [sig       ] Generating forecast for: BEAM
[2025-12-01T20:32:27.661100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEAM' from 'https://tdm.silogroup.org/data/derivative_storage/BEAM.csv'.
[2025-12-01T20:32:27.672439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEAM'.
[2025-12-01T20:32:27.672778] [INFO ] [FORECASTER] Starting predict_future for BEAM
[2025-12-01T20:32:27.673565] [DEBUG] [LOCAL     ] No optimal features file found for BEAM: ./output/feature-sets/BEAM.txt
[2025-12-01T20:32:27.673641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:27.673674] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:27.673701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:27.673757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:27.733304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:27.734158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:27.734239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:27.734288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:27.851404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:27.851542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:27.851602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:27.851632] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:27.854927] [DEBUG] [FORECASTER] BEAM: Forecast T+1@11:T+2@11: DOWN (p=42.49%)
[2025-12-01T20:32:27.855203] [INFO ] [FORECASTER] Completed predict_future for BEAM
[2025-12-01T20:32:27.855333] [INFO ] [sig       ] BEAM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:27.999413] [INFO ] [LOCAL     ] Saved forecast: BEAM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BEAM.txt
[2025-12-01T20:32:27.999542] [INFO ] [sig       ] [393/3634] Completed BEAM in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-01T20:32:27.999597] [INFO ] [sig       ] [394/3634] Forecasting BEEM...
[2025-12-01T20:32:27.999629] [INFO ] [sig       ] Generating forecast for: BEEM
[2025-12-01T20:32:27.999661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEM' from 'https://tdm.silogroup.org/data/derivative_storage/BEEM.csv'.
[2025-12-01T20:32:28.010826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEM'.
[2025-12-01T20:32:28.011103] [INFO ] [FORECASTER] Starting predict_future for BEEM
[2025-12-01T20:32:28.011887] [DEBUG] [LOCAL     ] No optimal features file found for BEEM: ./output/feature-sets/BEEM.txt
[2025-12-01T20:32:28.011939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:28.011970] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:28.011998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:28.012060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:28.070156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:28.070788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:28.070866] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:28.070899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:28.188507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:28.188666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:28.188707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:28.188738] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:28.192134] [DEBUG] [FORECASTER] BEEM: Forecast T+1@11:T+2@11: DOWN (p=8.20%)
[2025-12-01T20:32:28.192406] [INFO ] [FORECASTER] Completed predict_future for BEEM
[2025-12-01T20:32:28.192535] [INFO ] [sig       ] BEEM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:28.332775] [INFO ] [LOCAL     ] Saved forecast: BEEM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BEEM.txt
[2025-12-01T20:32:28.332916] [INFO ] [sig       ] [394/3634] Completed BEEM in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-01T20:32:28.332956] [INFO ] [sig       ] [395/3634] Forecasting BEEP...
[2025-12-01T20:32:28.332985] [INFO ] [sig       ] Generating forecast for: BEEP
[2025-12-01T20:32:28.333017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEEP.csv'.
[2025-12-01T20:32:28.343928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEEP'.
[2025-12-01T20:32:28.344242] [INFO ] [FORECASTER] Starting predict_future for BEEP
[2025-12-01T20:32:28.344996] [DEBUG] [LOCAL     ] No optimal features file found for BEEP: ./output/feature-sets/BEEP.txt
[2025-12-01T20:32:28.345047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:28.345078] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:28.345105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:28.345172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:28.401910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:28.402619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:28.402698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:28.402729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:28.515638] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:28.515786] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:28.515823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:28.515850] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:28.519242] [DEBUG] [FORECASTER] BEEP: Forecast T+1@11:T+2@11: UP (p=68.58%)
[2025-12-01T20:32:28.519512] [INFO ] [FORECASTER] Completed predict_future for BEEP
[2025-12-01T20:32:28.519656] [INFO ] [sig       ] BEEP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:28.662209] [INFO ] [LOCAL     ] Saved forecast: BEEP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BEEP.txt
[2025-12-01T20:32:28.662378] [INFO ] [sig       ] [395/3634] Completed BEEP in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-01T20:32:28.662418] [INFO ] [sig       ] [396/3634] Forecasting BEKE...
[2025-12-01T20:32:28.662446] [INFO ] [sig       ] Generating forecast for: BEKE
[2025-12-01T20:32:28.662475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEKE' from 'https://tdm.silogroup.org/data/derivative_storage/BEKE.csv'.
[2025-12-01T20:32:28.673970] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEKE'.
[2025-12-01T20:32:28.674271] [INFO ] [FORECASTER] Starting predict_future for BEKE
[2025-12-01T20:32:28.675120] [DEBUG] [LOCAL     ] No optimal features file found for BEKE: ./output/feature-sets/BEKE.txt
[2025-12-01T20:32:28.675170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:28.675202] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:28.675228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:28.675283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:28.734720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:28.735420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:28.735498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:28.735530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:28.856243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:28.856409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:28.856454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:28.856483] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:28.860013] [DEBUG] [FORECASTER] BEKE: Forecast T+1@11:T+2@11: UP (p=96.95%)
[2025-12-01T20:32:28.860329] [INFO ] [FORECASTER] Completed predict_future for BEKE
[2025-12-01T20:32:28.860470] [INFO ] [sig       ] BEKE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:29.004965] [INFO ] [LOCAL     ] Saved forecast: BEKE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BEKE.txt
[2025-12-01T20:32:29.005130] [INFO ] [sig       ] [396/3634] Completed BEKE in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-01T20:32:29.005179] [INFO ] [sig       ] [397/3634] Forecasting BELFA...
[2025-12-01T20:32:29.005210] [INFO ] [sig       ] Generating forecast for: BELFA
[2025-12-01T20:32:29.005241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFA' from 'https://tdm.silogroup.org/data/derivative_storage/BELFA.csv'.
[2025-12-01T20:32:29.017008] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BELFA'.
[2025-12-01T20:32:29.017355] [INFO ] [FORECASTER] Starting predict_future for BELFA
[2025-12-01T20:32:29.018232] [DEBUG] [LOCAL     ] No optimal features file found for BELFA: ./output/feature-sets/BELFA.txt
[2025-12-01T20:32:29.018284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:29.018348] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:29.018376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:29.018433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:29.079050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:29.079884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:29.079969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:29.080002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:29.186034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:29.186197] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:29.186238] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:29.186266] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:29.189725] [DEBUG] [FORECASTER] BELFA: Forecast T+1@11:T+2@11: UP (p=88.92%)
[2025-12-01T20:32:29.190030] [INFO ] [FORECASTER] Completed predict_future for BELFA
[2025-12-01T20:32:29.190200] [INFO ] [sig       ] BELFA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:29.330520] [INFO ] [LOCAL     ] Saved forecast: BELFA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BELFA.txt
[2025-12-01T20:32:29.330696] [INFO ] [sig       ] [397/3634] Completed BELFA in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-01T20:32:29.330741] [INFO ] [sig       ] [398/3634] Forecasting BELFB...
[2025-12-01T20:32:29.330770] [INFO ] [sig       ] Generating forecast for: BELFB
[2025-12-01T20:32:29.330798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BELFB' from 'https://tdm.silogroup.org/data/derivative_storage/BELFB.csv'.
[2025-12-01T20:32:29.342494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BELFB'.
[2025-12-01T20:32:29.342863] [INFO ] [FORECASTER] Starting predict_future for BELFB
[2025-12-01T20:32:29.343658] [DEBUG] [LOCAL     ] No optimal features file found for BELFB: ./output/feature-sets/BELFB.txt
[2025-12-01T20:32:29.343709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:29.343740] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:29.343768] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:29.343824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:29.401794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:29.402675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:29.402759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:29.402792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:29.528671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:29.528821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:29.528859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:29.528886] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:29.532365] [DEBUG] [FORECASTER] BELFB: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-12-01T20:32:29.532661] [INFO ] [FORECASTER] Completed predict_future for BELFB
[2025-12-01T20:32:29.532790] [INFO ] [sig       ] BELFB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:29.680144] [INFO ] [LOCAL     ] Saved forecast: BELFB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BELFB.txt
[2025-12-01T20:32:29.680291] [INFO ] [sig       ] [398/3634] Completed BELFB in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-01T20:32:29.680332] [INFO ] [sig       ] [399/3634] Forecasting BEN...
[2025-12-01T20:32:29.680362] [INFO ] [sig       ] Generating forecast for: BEN
[2025-12-01T20:32:29.680399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEN' from 'https://tdm.silogroup.org/data/derivative_storage/BEN.csv'.
[2025-12-01T20:32:29.692336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEN'.
[2025-12-01T20:32:29.692700] [INFO ] [FORECASTER] Starting predict_future for BEN
[2025-12-01T20:32:29.693538] [DEBUG] [LOCAL     ] No optimal features file found for BEN: ./output/feature-sets/BEN.txt
[2025-12-01T20:32:29.693614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:29.693646] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:29.693673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:29.693730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:29.753721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:29.754549] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:29.754681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:29.754716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:29.879689] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:29.879836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:29.879875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:29.879903] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:29.883338] [DEBUG] [FORECASTER] BEN: Forecast T+1@11:T+2@11: DOWN (p=4.87%)
[2025-12-01T20:32:29.883668] [INFO ] [FORECASTER] Completed predict_future for BEN
[2025-12-01T20:32:29.883818] [INFO ] [sig       ] BEN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:30.044000] [INFO ] [LOCAL     ] Saved forecast: BEN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BEN.txt
[2025-12-01T20:32:30.044151] [INFO ] [sig       ] [399/3634] Completed BEN in 0.4s | 2.98 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-01T20:32:30.044192] [INFO ] [sig       ] [400/3634] Forecasting BEP...
[2025-12-01T20:32:30.044220] [INFO ] [sig       ] Generating forecast for: BEP
[2025-12-01T20:32:30.044249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEP' from 'https://tdm.silogroup.org/data/derivative_storage/BEP.csv'.
[2025-12-01T20:32:30.055670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEP'.
[2025-12-01T20:32:30.055979] [INFO ] [FORECASTER] Starting predict_future for BEP
[2025-12-01T20:32:30.056778] [DEBUG] [LOCAL     ] No optimal features file found for BEP: ./output/feature-sets/BEP.txt
[2025-12-01T20:32:30.056829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:30.056860] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:30.056885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:30.056941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:30.114073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:30.114906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:30.114988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:30.115022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:30.239913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:30.240063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:30.240102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:30.240130] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:30.243637] [DEBUG] [FORECASTER] BEP: Forecast T+1@11:T+2@11: DOWN (p=20.17%)
[2025-12-01T20:32:30.243918] [INFO ] [FORECASTER] Completed predict_future for BEP
[2025-12-01T20:32:30.244050] [INFO ] [sig       ] BEP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:30.387821] [INFO ] [LOCAL     ] Saved forecast: BEP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BEP.txt
[2025-12-01T20:32:30.387959] [INFO ] [sig       ] [400/3634] Completed BEP in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-01T20:32:30.388001] [INFO ] [sig       ] [401/3634] Forecasting BEPH...
[2025-12-01T20:32:30.388030] [INFO ] [sig       ] Generating forecast for: BEPH
[2025-12-01T20:32:30.388059] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPH' from 'https://tdm.silogroup.org/data/derivative_storage/BEPH.csv'.
[2025-12-01T20:32:30.399471] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPH'.
[2025-12-01T20:32:30.399806] [INFO ] [FORECASTER] Starting predict_future for BEPH
[2025-12-01T20:32:30.400613] [DEBUG] [LOCAL     ] No optimal features file found for BEPH: ./output/feature-sets/BEPH.txt
[2025-12-01T20:32:30.400664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:30.400696] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:30.400722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:30.400778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:30.461697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:30.462565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:30.462685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:30.462722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:30.584539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:30.584704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:30.584743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:30.584770] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:30.588228] [DEBUG] [FORECASTER] BEPH: Forecast T+1@11:T+2@11: DOWN (p=21.23%)
[2025-12-01T20:32:30.588558] [INFO ] [FORECASTER] Completed predict_future for BEPH
[2025-12-01T20:32:30.588722] [INFO ] [sig       ] BEPH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:30.735945] [INFO ] [LOCAL     ] Saved forecast: BEPH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BEPH.txt
[2025-12-01T20:32:30.736086] [INFO ] [sig       ] [401/3634] Completed BEPH in 0.3s | 2.98 sym/s | Total: 2.2m | ETA: 18.1m
[2025-12-01T20:32:30.736125] [INFO ] [sig       ] [402/3634] Forecasting BEPI...
[2025-12-01T20:32:30.736157] [INFO ] [sig       ] Generating forecast for: BEPI
[2025-12-01T20:32:30.736187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BEPI' from 'https://tdm.silogroup.org/data/derivative_storage/BEPI.csv'.
[2025-12-01T20:32:30.748423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BEPI'.
[2025-12-01T20:32:30.748796] [INFO ] [FORECASTER] Starting predict_future for BEPI
[2025-12-01T20:32:30.749594] [DEBUG] [LOCAL     ] No optimal features file found for BEPI: ./output/feature-sets/BEPI.txt
[2025-12-01T20:32:30.749647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:30.749679] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:30.749706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:30.749761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:30.806801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:30.807526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:30.807627] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:30.807662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:30.914674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:30.914844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:30.914895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:30.914930] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:30.918339] [DEBUG] [FORECASTER] BEPI: Forecast T+1@11:T+2@11: UP (p=84.44%)
[2025-12-01T20:32:30.918649] [INFO ] [FORECASTER] Completed predict_future for BEPI
[2025-12-01T20:32:30.918782] [INFO ] [sig       ] BEPI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:31.060767] [INFO ] [LOCAL     ] Saved forecast: BEPI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BEPI.txt
[2025-12-01T20:32:31.060976] [INFO ] [sig       ] [402/3634] Completed BEPI in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-01T20:32:31.061017] [INFO ] [sig       ] [403/3634] Forecasting BFAM...
[2025-12-01T20:32:31.061045] [INFO ] [sig       ] Generating forecast for: BFAM
[2025-12-01T20:32:31.061074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BFAM.csv'.
[2025-12-01T20:32:31.072481] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BFAM'.
[2025-12-01T20:32:31.072780] [INFO ] [FORECASTER] Starting predict_future for BFAM
[2025-12-01T20:32:31.073611] [DEBUG] [LOCAL     ] No optimal features file found for BFAM: ./output/feature-sets/BFAM.txt
[2025-12-01T20:32:31.073661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:31.073692] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:31.073717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:31.073771] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:31.128590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:31.129543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:31.129673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:31.129705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:31.247773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:31.247924] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:31.247962] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:31.247989] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:31.251388] [DEBUG] [FORECASTER] BFAM: Forecast T+1@11:T+2@11: UP (p=76.80%)
[2025-12-01T20:32:31.251671] [INFO ] [FORECASTER] Completed predict_future for BFAM
[2025-12-01T20:32:31.251796] [INFO ] [sig       ] BFAM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:31.391379] [INFO ] [LOCAL     ] Saved forecast: BFAM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BFAM.txt
[2025-12-01T20:32:31.391535] [INFO ] [sig       ] [403/3634] Completed BFAM in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-01T20:32:31.391593] [INFO ] [sig       ] [404/3634] Forecasting BFC...
[2025-12-01T20:32:31.391623] [INFO ] [sig       ] Generating forecast for: BFC
[2025-12-01T20:32:31.391654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFC' from 'https://tdm.silogroup.org/data/derivative_storage/BFC.csv'.
[2025-12-01T20:32:31.403018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFC'.
[2025-12-01T20:32:31.403385] [INFO ] [FORECASTER] Starting predict_future for BFC
[2025-12-01T20:32:31.404160] [DEBUG] [LOCAL     ] No optimal features file found for BFC: ./output/feature-sets/BFC.txt
[2025-12-01T20:32:31.404209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:31.404239] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:31.404265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:31.404324] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:31.459716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:31.460544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:31.460643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:31.460674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:31.573965] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:31.574135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:31.574175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:31.574201] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:31.577535] [DEBUG] [FORECASTER] BFC: Forecast T+1@11:T+2@11: DOWN (p=21.88%)
[2025-12-01T20:32:31.577831] [INFO ] [FORECASTER] Completed predict_future for BFC
[2025-12-01T20:32:31.577965] [INFO ] [sig       ] BFC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:31.720585] [INFO ] [LOCAL     ] Saved forecast: BFC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BFC.txt
[2025-12-01T20:32:31.720740] [INFO ] [sig       ] [404/3634] Completed BFC in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-01T20:32:31.720778] [INFO ] [sig       ] [405/3634] Forecasting BFH...
[2025-12-01T20:32:31.720806] [INFO ] [sig       ] Generating forecast for: BFH
[2025-12-01T20:32:31.720835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFH' from 'https://tdm.silogroup.org/data/derivative_storage/BFH.csv'.
[2025-12-01T20:32:31.731538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFH'.
[2025-12-01T20:32:31.731841] [INFO ] [FORECASTER] Starting predict_future for BFH
[2025-12-01T20:32:31.732603] [DEBUG] [LOCAL     ] No optimal features file found for BFH: ./output/feature-sets/BFH.txt
[2025-12-01T20:32:31.732653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:31.732683] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:31.732709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:31.732764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:31.788146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:31.789022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:31.789103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:31.789136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:31.908299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:31.908470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:31.908508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:31.908535] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:31.911813] [DEBUG] [FORECASTER] BFH: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2025-12-01T20:32:31.912078] [INFO ] [FORECASTER] Completed predict_future for BFH
[2025-12-01T20:32:31.912224] [INFO ] [sig       ] BFH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:32.052123] [INFO ] [LOCAL     ] Saved forecast: BFH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BFH.txt
[2025-12-01T20:32:32.052274] [INFO ] [sig       ] [405/3634] Completed BFH in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-01T20:32:32.052315] [INFO ] [sig       ] [406/3634] Forecasting BFIN...
[2025-12-01T20:32:32.052343] [INFO ] [sig       ] Generating forecast for: BFIN
[2025-12-01T20:32:32.052372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFIN' from 'https://tdm.silogroup.org/data/derivative_storage/BFIN.csv'.
[2025-12-01T20:32:32.064218] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BFIN'.
[2025-12-01T20:32:32.064534] [INFO ] [FORECASTER] Starting predict_future for BFIN
[2025-12-01T20:32:32.065382] [DEBUG] [LOCAL     ] No optimal features file found for BFIN: ./output/feature-sets/BFIN.txt
[2025-12-01T20:32:32.065439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:32.065520] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:32.065553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:32.065629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:32.122265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:32.122908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:32.122987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:32.123019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:32.235208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:32.235364] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:32.235403] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:32.235432] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:32.238957] [DEBUG] [FORECASTER] BFIN: Forecast T+1@11:T+2@11: UP (p=54.80%)
[2025-12-01T20:32:32.239238] [INFO ] [FORECASTER] Completed predict_future for BFIN
[2025-12-01T20:32:32.239371] [INFO ] [sig       ] BFIN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:32.378508] [INFO ] [LOCAL     ] Saved forecast: BFIN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BFIN.txt
[2025-12-01T20:32:32.378647] [INFO ] [sig       ] [406/3634] Completed BFIN in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-01T20:32:32.378688] [INFO ] [sig       ] [407/3634] Forecasting BFK...
[2025-12-01T20:32:32.378716] [INFO ] [sig       ] Generating forecast for: BFK
[2025-12-01T20:32:32.378760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFK' from 'https://tdm.silogroup.org/data/derivative_storage/BFK.csv'.
[2025-12-01T20:32:32.390236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFK'.
[2025-12-01T20:32:32.390653] [INFO ] [FORECASTER] Starting predict_future for BFK
[2025-12-01T20:32:32.391483] [DEBUG] [LOCAL     ] No optimal features file found for BFK: ./output/feature-sets/BFK.txt
[2025-12-01T20:32:32.391536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:32.391568] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:32.391631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:32.391688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:32.447681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:32.448495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:32.448596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:32.448631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:32.567687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:32.567821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:32.567858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:32.567885] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:32.571259] [DEBUG] [FORECASTER] BFK: Forecast T+1@11:T+2@11: UP (p=51.56%)
[2025-12-01T20:32:32.571529] [INFO ] [FORECASTER] Completed predict_future for BFK
[2025-12-01T20:32:32.571677] [INFO ] [sig       ] BFK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:32.711560] [INFO ] [LOCAL     ] Saved forecast: BFK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BFK.txt
[2025-12-01T20:32:32.711708] [INFO ] [sig       ] [407/3634] Completed BFK in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-01T20:32:32.711747] [INFO ] [sig       ] [408/3634] Forecasting BFLY...
[2025-12-01T20:32:32.711775] [INFO ] [sig       ] Generating forecast for: BFLY
[2025-12-01T20:32:32.711804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFLY' from 'https://tdm.silogroup.org/data/derivative_storage/BFLY.csv'.
[2025-12-01T20:32:32.723115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFLY'.
[2025-12-01T20:32:32.723408] [INFO ] [FORECASTER] Starting predict_future for BFLY
[2025-12-01T20:32:32.724262] [DEBUG] [LOCAL     ] No optimal features file found for BFLY: ./output/feature-sets/BFLY.txt
[2025-12-01T20:32:32.724313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:32.724357] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:32.724385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:32.724441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:32.782354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:32.783076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:32.783156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:32.783191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:32.908211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:32.908371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:32.908410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:32.908437] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:32.911964] [DEBUG] [FORECASTER] BFLY: Forecast T+1@11:T+2@11: UP (p=97.29%)
[2025-12-01T20:32:32.912257] [INFO ] [FORECASTER] Completed predict_future for BFLY
[2025-12-01T20:32:32.912392] [INFO ] [sig       ] BFLY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:33.057266] [INFO ] [LOCAL     ] Saved forecast: BFLY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BFLY.txt
[2025-12-01T20:32:33.057425] [INFO ] [sig       ] [408/3634] Completed BFLY in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-01T20:32:33.057464] [INFO ] [sig       ] [409/3634] Forecasting BFS...
[2025-12-01T20:32:33.057491] [INFO ] [sig       ] Generating forecast for: BFS
[2025-12-01T20:32:33.057520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFS' from 'https://tdm.silogroup.org/data/derivative_storage/BFS.csv'.
[2025-12-01T20:32:33.068427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFS'.
[2025-12-01T20:32:33.068744] [INFO ] [FORECASTER] Starting predict_future for BFS
[2025-12-01T20:32:33.069492] [DEBUG] [LOCAL     ] No optimal features file found for BFS: ./output/feature-sets/BFS.txt
[2025-12-01T20:32:33.069541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:33.069596] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:33.069625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:33.069681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:33.124507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:33.125110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:33.125184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:33.125215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:33.239539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:33.239696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:33.239733] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:33.239789] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:33.243037] [DEBUG] [FORECASTER] BFS: Forecast T+1@11:T+2@11: DOWN (p=45.97%)
[2025-12-01T20:32:33.243316] [INFO ] [FORECASTER] Completed predict_future for BFS
[2025-12-01T20:32:33.243445] [INFO ] [sig       ] BFS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:33.390294] [INFO ] [LOCAL     ] Saved forecast: BFS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BFS.txt
[2025-12-01T20:32:33.390443] [INFO ] [sig       ] [409/3634] Completed BFS in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-01T20:32:33.390482] [INFO ] [sig       ] [410/3634] Forecasting BFZ...
[2025-12-01T20:32:33.390510] [INFO ] [sig       ] Generating forecast for: BFZ
[2025-12-01T20:32:33.390539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BFZ' from 'https://tdm.silogroup.org/data/derivative_storage/BFZ.csv'.
[2025-12-01T20:32:33.401686] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BFZ'.
[2025-12-01T20:32:33.401946] [INFO ] [FORECASTER] Starting predict_future for BFZ
[2025-12-01T20:32:33.402726] [DEBUG] [LOCAL     ] No optimal features file found for BFZ: ./output/feature-sets/BFZ.txt
[2025-12-01T20:32:33.402775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:33.402806] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:33.402831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:33.402885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:33.462353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:33.463007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:33.463098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:33.463131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:33.583466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:33.583634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:33.583685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:33.583714] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:33.587081] [DEBUG] [FORECASTER] BFZ: Forecast T+1@11:T+2@11: DOWN (p=13.45%)
[2025-12-01T20:32:33.587350] [INFO ] [FORECASTER] Completed predict_future for BFZ
[2025-12-01T20:32:33.587475] [INFO ] [sig       ] BFZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:33.726559] [INFO ] [LOCAL     ] Saved forecast: BFZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BFZ.txt
[2025-12-01T20:32:33.726729] [INFO ] [sig       ] [410/3634] Completed BFZ in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.1m
[2025-12-01T20:32:33.726766] [INFO ] [sig       ] [411/3634] Forecasting BG...
[2025-12-01T20:32:33.726794] [INFO ] [sig       ] Generating forecast for: BG
[2025-12-01T20:32:33.726823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BG' from 'https://tdm.silogroup.org/data/derivative_storage/BG.csv'.
[2025-12-01T20:32:33.738697] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BG'.
[2025-12-01T20:32:33.739014] [INFO ] [FORECASTER] Starting predict_future for BG
[2025-12-01T20:32:33.739776] [DEBUG] [LOCAL     ] No optimal features file found for BG: ./output/feature-sets/BG.txt
[2025-12-01T20:32:33.739825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:33.739856] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:33.739881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:33.739937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:33.797039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:33.797934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:33.798019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:33.798053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:33.916102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:33.916236] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:33.916273] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:33.916301] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:33.919539] [DEBUG] [FORECASTER] BG: Forecast T+1@11:T+2@11: DOWN (p=9.25%)
[2025-12-01T20:32:33.919817] [INFO ] [FORECASTER] Completed predict_future for BG
[2025-12-01T20:32:33.919941] [INFO ] [sig       ] BG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:34.059008] [INFO ] [LOCAL     ] Saved forecast: BG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BG.txt
[2025-12-01T20:32:34.059135] [INFO ] [sig       ] [411/3634] Completed BG in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-01T20:32:34.059181] [INFO ] [sig       ] [412/3634] Forecasting BGB...
[2025-12-01T20:32:34.059214] [INFO ] [sig       ] Generating forecast for: BGB
[2025-12-01T20:32:34.059250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGB' from 'https://tdm.silogroup.org/data/derivative_storage/BGB.csv'.
[2025-12-01T20:32:34.070505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGB'.
[2025-12-01T20:32:34.070783] [INFO ] [FORECASTER] Starting predict_future for BGB
[2025-12-01T20:32:34.071514] [DEBUG] [LOCAL     ] No optimal features file found for BGB: ./output/feature-sets/BGB.txt
[2025-12-01T20:32:34.071563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:34.071615] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:34.071641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:34.071696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:34.127249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:34.127869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:34.127947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:34.127979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:34.246296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:34.246422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:34.246457] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:34.246483] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:34.249753] [DEBUG] [FORECASTER] BGB: Forecast T+1@11:T+2@11: UP (p=74.08%)
[2025-12-01T20:32:34.250012] [INFO ] [FORECASTER] Completed predict_future for BGB
[2025-12-01T20:32:34.250136] [INFO ] [sig       ] BGB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:34.389960] [INFO ] [LOCAL     ] Saved forecast: BGB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BGB.txt
[2025-12-01T20:32:34.390088] [INFO ] [sig       ] [412/3634] Completed BGB in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-01T20:32:34.390127] [INFO ] [sig       ] [413/3634] Forecasting BGC...
[2025-12-01T20:32:34.390156] [INFO ] [sig       ] Generating forecast for: BGC
[2025-12-01T20:32:34.390184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGC' from 'https://tdm.silogroup.org/data/derivative_storage/BGC.csv'.
[2025-12-01T20:32:34.401258] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BGC'.
[2025-12-01T20:32:34.401535] [INFO ] [FORECASTER] Starting predict_future for BGC
[2025-12-01T20:32:34.402287] [DEBUG] [LOCAL     ] No optimal features file found for BGC: ./output/feature-sets/BGC.txt
[2025-12-01T20:32:34.402336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:34.402366] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:34.402392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:34.402447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:34.459020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:34.459638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:34.459715] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:34.459747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:34.578416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:34.578550] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:34.578609] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:34.578639] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:34.581852] [DEBUG] [FORECASTER] BGC: Forecast T+1@11:T+2@11: DOWN (p=15.53%)
[2025-12-01T20:32:34.582116] [INFO ] [FORECASTER] Completed predict_future for BGC
[2025-12-01T20:32:34.582264] [INFO ] [sig       ] BGC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:34.720851] [INFO ] [LOCAL     ] Saved forecast: BGC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BGC.txt
[2025-12-01T20:32:34.720964] [INFO ] [sig       ] [413/3634] Completed BGC in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-01T20:32:34.721000] [INFO ] [sig       ] [414/3634] Forecasting BGH...
[2025-12-01T20:32:34.721030] [INFO ] [sig       ] Generating forecast for: BGH
[2025-12-01T20:32:34.721058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGH' from 'https://tdm.silogroup.org/data/derivative_storage/BGH.csv'.
[2025-12-01T20:32:34.732988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGH'.
[2025-12-01T20:32:34.733259] [INFO ] [FORECASTER] Starting predict_future for BGH
[2025-12-01T20:32:34.734010] [DEBUG] [LOCAL     ] No optimal features file found for BGH: ./output/feature-sets/BGH.txt
[2025-12-01T20:32:34.734059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:34.734089] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:34.734115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:34.734169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:34.789471] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:34.790109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:34.790185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:34.790216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:34.909597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:34.909735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:34.909772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:34.909799] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:34.913080] [DEBUG] [FORECASTER] BGH: Forecast T+1@11:T+2@11: DOWN (p=15.02%)
[2025-12-01T20:32:34.913344] [INFO ] [FORECASTER] Completed predict_future for BGH
[2025-12-01T20:32:34.913469] [INFO ] [sig       ] BGH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:35.051915] [INFO ] [LOCAL     ] Saved forecast: BGH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BGH.txt
[2025-12-01T20:32:35.052031] [INFO ] [sig       ] [414/3634] Completed BGH in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-01T20:32:35.052067] [INFO ] [sig       ] [415/3634] Forecasting BGLC...
[2025-12-01T20:32:35.052095] [INFO ] [sig       ] Generating forecast for: BGLC
[2025-12-01T20:32:35.052124] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGLC' from 'https://tdm.silogroup.org/data/derivative_storage/BGLC.csv'.
[2025-12-01T20:32:35.063189] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BGLC'.
[2025-12-01T20:32:35.063454] [INFO ] [FORECASTER] Starting predict_future for BGLC
[2025-12-01T20:32:35.064198] [DEBUG] [LOCAL     ] No optimal features file found for BGLC: ./output/feature-sets/BGLC.txt
[2025-12-01T20:32:35.064247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:35.064276] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:35.064301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:35.064355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:35.119917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:35.120503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:35.120595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:35.120628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:35.232318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:35.232442] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:35.232477] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:35.232519] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:35.235716] [DEBUG] [FORECASTER] BGLC: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-12-01T20:32:35.235974] [INFO ] [FORECASTER] Completed predict_future for BGLC
[2025-12-01T20:32:35.236100] [INFO ] [sig       ] BGLC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:35.374965] [INFO ] [LOCAL     ] Saved forecast: BGLC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BGLC.txt
[2025-12-01T20:32:35.375148] [INFO ] [sig       ] [415/3634] Completed BGLC in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-01T20:32:35.375189] [INFO ] [sig       ] [416/3634] Forecasting BGRN...
[2025-12-01T20:32:35.375219] [INFO ] [sig       ] Generating forecast for: BGRN
[2025-12-01T20:32:35.375254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGRN' from 'https://tdm.silogroup.org/data/derivative_storage/BGRN.csv'.
[2025-12-01T20:32:35.387343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGRN'.
[2025-12-01T20:32:35.387688] [INFO ] [FORECASTER] Starting predict_future for BGRN
[2025-12-01T20:32:35.388705] [DEBUG] [LOCAL     ] No optimal features file found for BGRN: ./output/feature-sets/BGRN.txt
[2025-12-01T20:32:35.388756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:35.388788] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:35.388816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:35.388872] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:35.448751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:35.449713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:35.449836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:35.449880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:35.576622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:35.576778] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:35.576818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:35.576845] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:35.580319] [DEBUG] [FORECASTER] BGRN: Forecast T+1@11:T+2@11: UP (p=77.53%)
[2025-12-01T20:32:35.580619] [INFO ] [FORECASTER] Completed predict_future for BGRN
[2025-12-01T20:32:35.580756] [INFO ] [sig       ] BGRN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:35.718757] [INFO ] [LOCAL     ] Saved forecast: BGRN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BGRN.txt
[2025-12-01T20:32:35.718886] [INFO ] [sig       ] [416/3634] Completed BGRN in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-01T20:32:35.718924] [INFO ] [sig       ] [417/3634] Forecasting BGS...
[2025-12-01T20:32:35.718952] [INFO ] [sig       ] Generating forecast for: BGS
[2025-12-01T20:32:35.718980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGS' from 'https://tdm.silogroup.org/data/derivative_storage/BGS.csv'.
[2025-12-01T20:32:35.730048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGS'.
[2025-12-01T20:32:35.730346] [INFO ] [FORECASTER] Starting predict_future for BGS
[2025-12-01T20:32:35.731160] [DEBUG] [LOCAL     ] No optimal features file found for BGS: ./output/feature-sets/BGS.txt
[2025-12-01T20:32:35.731210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:35.731241] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:35.731266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:35.731320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:35.787888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:35.788558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:35.788653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:35.788698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:35.907008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:35.907159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:35.907197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:35.907224] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:35.910748] [DEBUG] [FORECASTER] BGS: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-01T20:32:35.911021] [INFO ] [FORECASTER] Completed predict_future for BGS
[2025-12-01T20:32:35.911152] [INFO ] [sig       ] BGS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:36.050816] [INFO ] [LOCAL     ] Saved forecast: BGS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BGS.txt
[2025-12-01T20:32:36.050948] [INFO ] [sig       ] [417/3634] Completed BGS in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-01T20:32:36.050986] [INFO ] [sig       ] [418/3634] Forecasting BGSF...
[2025-12-01T20:32:36.051013] [INFO ] [sig       ] Generating forecast for: BGSF
[2025-12-01T20:32:36.051041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGSF' from 'https://tdm.silogroup.org/data/derivative_storage/BGSF.csv'.
[2025-12-01T20:32:36.062006] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGSF'.
[2025-12-01T20:32:36.062281] [INFO ] [FORECASTER] Starting predict_future for BGSF
[2025-12-01T20:32:36.063059] [DEBUG] [LOCAL     ] No optimal features file found for BGSF: ./output/feature-sets/BGSF.txt
[2025-12-01T20:32:36.063109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:36.063138] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:36.063163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:36.063216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:36.120833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:36.121511] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:36.121613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:36.121648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:36.241319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:36.241464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:36.241501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:36.241528] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:36.244818] [DEBUG] [FORECASTER] BGSF: Forecast T+1@11:T+2@11: UP (p=88.35%)
[2025-12-01T20:32:36.245081] [INFO ] [FORECASTER] Completed predict_future for BGSF
[2025-12-01T20:32:36.245210] [INFO ] [sig       ] BGSF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:36.389228] [INFO ] [LOCAL     ] Saved forecast: BGSF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BGSF.txt
[2025-12-01T20:32:36.389378] [INFO ] [sig       ] [418/3634] Completed BGSF in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-01T20:32:36.389418] [INFO ] [sig       ] [419/3634] Forecasting BGX...
[2025-12-01T20:32:36.389446] [INFO ] [sig       ] Generating forecast for: BGX
[2025-12-01T20:32:36.389475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGX' from 'https://tdm.silogroup.org/data/derivative_storage/BGX.csv'.
[2025-12-01T20:32:36.400640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BGX'.
[2025-12-01T20:32:36.400943] [INFO ] [FORECASTER] Starting predict_future for BGX
[2025-12-01T20:32:36.401794] [DEBUG] [LOCAL     ] No optimal features file found for BGX: ./output/feature-sets/BGX.txt
[2025-12-01T20:32:36.401844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:36.401875] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:36.401910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:36.401965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:36.458252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:36.459139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:36.459229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:36.459263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:36.593105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:36.593251] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:36.593289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:36.593317] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:36.596630] [DEBUG] [FORECASTER] BGX: Forecast T+1@11:T+2@11: UP (p=70.47%)
[2025-12-01T20:32:36.596903] [INFO ] [FORECASTER] Completed predict_future for BGX
[2025-12-01T20:32:36.597033] [INFO ] [sig       ] BGX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:36.734939] [INFO ] [LOCAL     ] Saved forecast: BGX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BGX.txt
[2025-12-01T20:32:36.735093] [INFO ] [sig       ] [419/3634] Completed BGX in 0.3s | 2.98 sym/s | Total: 2.3m | ETA: 18.0m
[2025-12-01T20:32:36.735133] [INFO ] [sig       ] [420/3634] Forecasting BGY...
[2025-12-01T20:32:36.735161] [INFO ] [sig       ] Generating forecast for: BGY
[2025-12-01T20:32:36.735190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BGY' from 'https://tdm.silogroup.org/data/derivative_storage/BGY.csv'.
[2025-12-01T20:32:36.745741] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BGY'.
[2025-12-01T20:32:36.746029] [INFO ] [FORECASTER] Starting predict_future for BGY
[2025-12-01T20:32:36.746793] [DEBUG] [LOCAL     ] No optimal features file found for BGY: ./output/feature-sets/BGY.txt
[2025-12-01T20:32:36.746846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:36.746877] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:36.746903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:36.746958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:36.802997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:36.803623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:36.803703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:36.803735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:36.922650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:36.922783] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:36.922818] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:36.922845] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:36.926060] [DEBUG] [FORECASTER] BGY: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-12-01T20:32:36.926320] [INFO ] [FORECASTER] Completed predict_future for BGY
[2025-12-01T20:32:36.926443] [INFO ] [sig       ] BGY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:37.064782] [INFO ] [LOCAL     ] Saved forecast: BGY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BGY.txt
[2025-12-01T20:32:37.064900] [INFO ] [sig       ] [420/3634] Completed BGY in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-01T20:32:37.064937] [INFO ] [sig       ] [421/3634] Forecasting BHC...
[2025-12-01T20:32:37.064967] [INFO ] [sig       ] Generating forecast for: BHC
[2025-12-01T20:32:37.065002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHC' from 'https://tdm.silogroup.org/data/derivative_storage/BHC.csv'.
[2025-12-01T20:32:37.076244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHC'.
[2025-12-01T20:32:37.076543] [INFO ] [FORECASTER] Starting predict_future for BHC
[2025-12-01T20:32:37.077300] [DEBUG] [LOCAL     ] No optimal features file found for BHC: ./output/feature-sets/BHC.txt
[2025-12-01T20:32:37.077350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:37.077379] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:37.077405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:37.077459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:37.133923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:37.134526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:37.134620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:37.134652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:37.252081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:37.252208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:37.252246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:37.252273] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:37.255452] [DEBUG] [FORECASTER] BHC: Forecast T+1@11:T+2@11: DOWN (p=22.93%)
[2025-12-01T20:32:37.255732] [INFO ] [FORECASTER] Completed predict_future for BHC
[2025-12-01T20:32:37.255857] [INFO ] [sig       ] BHC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:37.394026] [INFO ] [LOCAL     ] Saved forecast: BHC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BHC.txt
[2025-12-01T20:32:37.394141] [INFO ] [sig       ] [421/3634] Completed BHC in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-01T20:32:37.394185] [INFO ] [sig       ] [422/3634] Forecasting BHE...
[2025-12-01T20:32:37.394215] [INFO ] [sig       ] Generating forecast for: BHE
[2025-12-01T20:32:37.394243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHE' from 'https://tdm.silogroup.org/data/derivative_storage/BHE.csv'.
[2025-12-01T20:32:37.405150] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BHE'.
[2025-12-01T20:32:37.405425] [INFO ] [FORECASTER] Starting predict_future for BHE
[2025-12-01T20:32:37.406182] [DEBUG] [LOCAL     ] No optimal features file found for BHE: ./output/feature-sets/BHE.txt
[2025-12-01T20:32:37.406232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:37.406263] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:37.406288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:37.406343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:37.461370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:37.461982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:37.462056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:37.462087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:37.577376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:37.577493] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:37.577528] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:37.577555] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:37.580730] [DEBUG] [FORECASTER] BHE: Forecast T+1@11:T+2@11: UP (p=85.95%)
[2025-12-01T20:32:37.580988] [INFO ] [FORECASTER] Completed predict_future for BHE
[2025-12-01T20:32:37.581109] [INFO ] [sig       ] BHE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:37.719568] [INFO ] [LOCAL     ] Saved forecast: BHE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BHE.txt
[2025-12-01T20:32:37.719740] [INFO ] [sig       ] [422/3634] Completed BHE in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-01T20:32:37.719777] [INFO ] [sig       ] [423/3634] Forecasting BHF...
[2025-12-01T20:32:37.719806] [INFO ] [sig       ] Generating forecast for: BHF
[2025-12-01T20:32:37.719834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHF' from 'https://tdm.silogroup.org/data/derivative_storage/BHF.csv'.
[2025-12-01T20:32:37.733875] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BHF'.
[2025-12-01T20:32:37.734257] [INFO ] [FORECASTER] Starting predict_future for BHF
[2025-12-01T20:32:37.735059] [DEBUG] [LOCAL     ] No optimal features file found for BHF: ./output/feature-sets/BHF.txt
[2025-12-01T20:32:37.735109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:37.735166] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:37.735193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:37.735248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:37.790837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:37.791712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:37.791793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:37.791823] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:37.911547] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:37.911670] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:37.911705] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:37.911732] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:37.914811] [DEBUG] [FORECASTER] BHF: Forecast T+1@11:T+2@11: DOWN (p=10.65%)
[2025-12-01T20:32:37.915066] [INFO ] [FORECASTER] Completed predict_future for BHF
[2025-12-01T20:32:37.915191] [INFO ] [sig       ] BHF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:38.052396] [INFO ] [LOCAL     ] Saved forecast: BHF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BHF.txt
[2025-12-01T20:32:38.052530] [INFO ] [sig       ] [423/3634] Completed BHF in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-01T20:32:38.052568] [INFO ] [sig       ] [424/3634] Forecasting BHFAL...
[2025-12-01T20:32:38.052620] [INFO ] [sig       ] Generating forecast for: BHFAL
[2025-12-01T20:32:38.052649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAL' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAL.csv'.
[2025-12-01T20:32:38.063009] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BHFAL'.
[2025-12-01T20:32:38.063283] [INFO ] [FORECASTER] Starting predict_future for BHFAL
[2025-12-01T20:32:38.064078] [DEBUG] [LOCAL     ] No optimal features file found for BHFAL: ./output/feature-sets/BHFAL.txt
[2025-12-01T20:32:38.064127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:38.064158] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:38.064184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:38.064238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:38.119233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:38.119850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:38.119924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:38.119955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:38.237388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:38.237495] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:38.237532] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:38.237559] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:38.240924] [DEBUG] [FORECASTER] BHFAL: Forecast T+1@11:T+2@11: DOWN (p=13.04%)
[2025-12-01T20:32:38.241190] [INFO ] [FORECASTER] Completed predict_future for BHFAL
[2025-12-01T20:32:38.241321] [INFO ] [sig       ] BHFAL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:38.379881] [INFO ] [LOCAL     ] Saved forecast: BHFAL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BHFAL.txt
[2025-12-01T20:32:38.380014] [INFO ] [sig       ] [424/3634] Completed BHFAL in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-01T20:32:38.380053] [INFO ] [sig       ] [425/3634] Forecasting BHFAM...
[2025-12-01T20:32:38.380084] [INFO ] [sig       ] Generating forecast for: BHFAM
[2025-12-01T20:32:38.380112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAM' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAM.csv'.
[2025-12-01T20:32:38.391101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAM'.
[2025-12-01T20:32:38.391406] [INFO ] [FORECASTER] Starting predict_future for BHFAM
[2025-12-01T20:32:38.392172] [DEBUG] [LOCAL     ] No optimal features file found for BHFAM: ./output/feature-sets/BHFAM.txt
[2025-12-01T20:32:38.392221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:38.392252] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:38.392281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:38.392349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:38.448156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:38.448825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:38.448904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:38.448934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:38.564442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:38.564585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:38.564623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:38.564650] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:38.567842] [DEBUG] [FORECASTER] BHFAM: Forecast T+1@11:T+2@11: DOWN (p=11.80%)
[2025-12-01T20:32:38.568100] [INFO ] [FORECASTER] Completed predict_future for BHFAM
[2025-12-01T20:32:38.568223] [INFO ] [sig       ] BHFAM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:38.706785] [INFO ] [LOCAL     ] Saved forecast: BHFAM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BHFAM.txt
[2025-12-01T20:32:38.706914] [INFO ] [sig       ] [425/3634] Completed BHFAM in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-01T20:32:38.706950] [INFO ] [sig       ] [426/3634] Forecasting BHFAN...
[2025-12-01T20:32:38.706978] [INFO ] [sig       ] Generating forecast for: BHFAN
[2025-12-01T20:32:38.707007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAN' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAN.csv'.
[2025-12-01T20:32:38.718026] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BHFAN'.
[2025-12-01T20:32:38.718318] [INFO ] [FORECASTER] Starting predict_future for BHFAN
[2025-12-01T20:32:38.719089] [DEBUG] [LOCAL     ] No optimal features file found for BHFAN: ./output/feature-sets/BHFAN.txt
[2025-12-01T20:32:38.719138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:38.719168] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:38.719193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:38.719248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:38.775434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:38.776294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:38.776392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:38.776430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:38.899254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:38.899402] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:38.899440] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:38.899501] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:38.902887] [DEBUG] [FORECASTER] BHFAN: Forecast T+1@11:T+2@11: DOWN (p=1.32%)
[2025-12-01T20:32:38.903157] [INFO ] [FORECASTER] Completed predict_future for BHFAN
[2025-12-01T20:32:38.903287] [INFO ] [sig       ] BHFAN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:39.042519] [INFO ] [LOCAL     ] Saved forecast: BHFAN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BHFAN.txt
[2025-12-01T20:32:39.042662] [INFO ] [sig       ] [426/3634] Completed BHFAN in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 18.0m
[2025-12-01T20:32:39.042701] [INFO ] [sig       ] [427/3634] Forecasting BHFAO...
[2025-12-01T20:32:39.042730] [INFO ] [sig       ] Generating forecast for: BHFAO
[2025-12-01T20:32:39.042759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAO' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAO.csv'.
[2025-12-01T20:32:39.054050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAO'.
[2025-12-01T20:32:39.054355] [INFO ] [FORECASTER] Starting predict_future for BHFAO
[2025-12-01T20:32:39.055148] [DEBUG] [LOCAL     ] No optimal features file found for BHFAO: ./output/feature-sets/BHFAO.txt
[2025-12-01T20:32:39.055199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:39.055230] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:39.055256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:39.055312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:39.112535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:39.113231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:39.113313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:39.113345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:39.240831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:39.240978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:39.241014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:39.241041] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:39.244325] [DEBUG] [FORECASTER] BHFAO: Forecast T+1@11:T+2@11: DOWN (p=4.34%)
[2025-12-01T20:32:39.244607] [INFO ] [FORECASTER] Completed predict_future for BHFAO
[2025-12-01T20:32:39.244734] [INFO ] [sig       ] BHFAO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:39.382431] [INFO ] [LOCAL     ] Saved forecast: BHFAO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BHFAO.txt
[2025-12-01T20:32:39.382546] [INFO ] [sig       ] [427/3634] Completed BHFAO in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-01T20:32:39.382601] [INFO ] [sig       ] [428/3634] Forecasting BHFAP...
[2025-12-01T20:32:39.382630] [INFO ] [sig       ] Generating forecast for: BHFAP
[2025-12-01T20:32:39.382658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHFAP' from 'https://tdm.silogroup.org/data/derivative_storage/BHFAP.csv'.
[2025-12-01T20:32:39.396859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHFAP'.
[2025-12-01T20:32:39.397210] [INFO ] [FORECASTER] Starting predict_future for BHFAP
[2025-12-01T20:32:39.397992] [DEBUG] [LOCAL     ] No optimal features file found for BHFAP: ./output/feature-sets/BHFAP.txt
[2025-12-01T20:32:39.398042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:39.398074] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:39.398101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:39.398157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:39.455756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:39.456484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:39.456564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:39.456615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:39.574126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:39.574270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:39.574306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:39.574333] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:39.577655] [DEBUG] [FORECASTER] BHFAP: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-01T20:32:39.577916] [INFO ] [FORECASTER] Completed predict_future for BHFAP
[2025-12-01T20:32:39.578040] [INFO ] [sig       ] BHFAP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:39.716251] [INFO ] [LOCAL     ] Saved forecast: BHFAP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BHFAP.txt
[2025-12-01T20:32:39.716403] [INFO ] [sig       ] [428/3634] Completed BHFAP in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-01T20:32:39.716443] [INFO ] [sig       ] [429/3634] Forecasting BHK...
[2025-12-01T20:32:39.716471] [INFO ] [sig       ] Generating forecast for: BHK
[2025-12-01T20:32:39.716501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHK' from 'https://tdm.silogroup.org/data/derivative_storage/BHK.csv'.
[2025-12-01T20:32:39.727493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHK'.
[2025-12-01T20:32:39.727838] [INFO ] [FORECASTER] Starting predict_future for BHK
[2025-12-01T20:32:39.728639] [DEBUG] [LOCAL     ] No optimal features file found for BHK: ./output/feature-sets/BHK.txt
[2025-12-01T20:32:39.728691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:39.728722] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:39.728748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:39.728803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:39.785250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:39.785931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:39.786010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:39.786041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:39.909704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:39.909850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:39.909889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:39.909918] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:39.913333] [DEBUG] [FORECASTER] BHK: Forecast T+1@11:T+2@11: UP (p=91.11%)
[2025-12-01T20:32:39.913638] [INFO ] [FORECASTER] Completed predict_future for BHK
[2025-12-01T20:32:39.913771] [INFO ] [sig       ] BHK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:40.059007] [INFO ] [LOCAL     ] Saved forecast: BHK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BHK.txt
[2025-12-01T20:32:40.059162] [INFO ] [sig       ] [429/3634] Completed BHK in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-01T20:32:40.059203] [INFO ] [sig       ] [430/3634] Forecasting BHP...
[2025-12-01T20:32:40.059231] [INFO ] [sig       ] Generating forecast for: BHP
[2025-12-01T20:32:40.059260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHP' from 'https://tdm.silogroup.org/data/derivative_storage/BHP.csv'.
[2025-12-01T20:32:40.070907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHP'.
[2025-12-01T20:32:40.071205] [INFO ] [FORECASTER] Starting predict_future for BHP
[2025-12-01T20:32:40.071991] [DEBUG] [LOCAL     ] No optimal features file found for BHP: ./output/feature-sets/BHP.txt
[2025-12-01T20:32:40.072041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:40.072073] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:40.072100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:40.072165] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:40.133664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:40.134501] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:40.134600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:40.134636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:40.257438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:40.257612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:40.257663] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:40.257696] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:40.261157] [DEBUG] [FORECASTER] BHP: Forecast T+1@11:T+2@11: UP (p=75.28%)
[2025-12-01T20:32:40.261426] [INFO ] [FORECASTER] Completed predict_future for BHP
[2025-12-01T20:32:40.261556] [INFO ] [sig       ] BHP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:40.403185] [INFO ] [LOCAL     ] Saved forecast: BHP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BHP.txt
[2025-12-01T20:32:40.403323] [INFO ] [sig       ] [430/3634] Completed BHP in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-01T20:32:40.403367] [INFO ] [sig       ] [431/3634] Forecasting BHRB...
[2025-12-01T20:32:40.403395] [INFO ] [sig       ] Generating forecast for: BHRB
[2025-12-01T20:32:40.403424] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHRB' from 'https://tdm.silogroup.org/data/derivative_storage/BHRB.csv'.
[2025-12-01T20:32:40.413711] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BHRB'.
[2025-12-01T20:32:40.414011] [INFO ] [FORECASTER] Starting predict_future for BHRB
[2025-12-01T20:32:40.414804] [DEBUG] [LOCAL     ] No optimal features file found for BHRB: ./output/feature-sets/BHRB.txt
[2025-12-01T20:32:40.414856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:40.414886] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:40.414912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:40.414967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:40.474268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:40.475065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:40.475147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:40.475179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:40.588832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:40.588972] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:40.589008] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:40.589034] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:40.592293] [DEBUG] [FORECASTER] BHRB: Forecast T+1@11:T+2@11: DOWN (p=10.72%)
[2025-12-01T20:32:40.592558] [INFO ] [FORECASTER] Completed predict_future for BHRB
[2025-12-01T20:32:40.592700] [INFO ] [sig       ] BHRB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:40.733084] [INFO ] [LOCAL     ] Saved forecast: BHRB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BHRB.txt
[2025-12-01T20:32:40.733216] [INFO ] [sig       ] [431/3634] Completed BHRB in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-01T20:32:40.733254] [INFO ] [sig       ] [432/3634] Forecasting BHVN...
[2025-12-01T20:32:40.733306] [INFO ] [sig       ] Generating forecast for: BHVN
[2025-12-01T20:32:40.733336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BHVN' from 'https://tdm.silogroup.org/data/derivative_storage/BHVN.csv'.
[2025-12-01T20:32:40.744230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BHVN'.
[2025-12-01T20:32:40.744519] [INFO ] [FORECASTER] Starting predict_future for BHVN
[2025-12-01T20:32:40.745280] [DEBUG] [LOCAL     ] No optimal features file found for BHVN: ./output/feature-sets/BHVN.txt
[2025-12-01T20:32:40.745339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:40.745370] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:40.745395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:40.745449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:40.800761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:40.801397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:40.801476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:40.801506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:40.917653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:40.917789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:40.917826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:40.917852] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:40.921133] [DEBUG] [FORECASTER] BHVN: Forecast T+1@11:T+2@11: UP (p=91.14%)
[2025-12-01T20:32:40.921395] [INFO ] [FORECASTER] Completed predict_future for BHVN
[2025-12-01T20:32:40.921518] [INFO ] [sig       ] BHVN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:41.060674] [INFO ] [LOCAL     ] Saved forecast: BHVN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BHVN.txt
[2025-12-01T20:32:41.060827] [INFO ] [sig       ] [432/3634] Completed BHVN in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-01T20:32:41.060867] [INFO ] [sig       ] [433/3634] Forecasting BIAF...
[2025-12-01T20:32:41.060895] [INFO ] [sig       ] Generating forecast for: BIAF
[2025-12-01T20:32:41.060923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIAF' from 'https://tdm.silogroup.org/data/derivative_storage/BIAF.csv'.
[2025-12-01T20:32:41.072048] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BIAF'.
[2025-12-01T20:32:41.072417] [INFO ] [FORECASTER] Starting predict_future for BIAF
[2025-12-01T20:32:41.073214] [DEBUG] [LOCAL     ] No optimal features file found for BIAF: ./output/feature-sets/BIAF.txt
[2025-12-01T20:32:41.073264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:41.073294] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:41.073320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:41.073375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:41.128713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:41.129436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:41.129547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:41.129597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:41.242253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:41.242424] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:41.242480] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:41.242520] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:41.246424] [DEBUG] [FORECASTER] BIAF: Forecast T+1@11:T+2@11: UP (p=74.74%)
[2025-12-01T20:32:41.246771] [INFO ] [FORECASTER] Completed predict_future for BIAF
[2025-12-01T20:32:41.246932] [INFO ] [sig       ] BIAF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:41.392637] [INFO ] [LOCAL     ] Saved forecast: BIAF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BIAF.txt
[2025-12-01T20:32:41.392778] [INFO ] [sig       ] [433/3634] Completed BIAF in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-01T20:32:41.392817] [INFO ] [sig       ] [434/3634] Forecasting BIB...
[2025-12-01T20:32:41.392847] [INFO ] [sig       ] Generating forecast for: BIB
[2025-12-01T20:32:41.392876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIB.csv'.
[2025-12-01T20:32:41.403513] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BIB'.
[2025-12-01T20:32:41.403902] [INFO ] [FORECASTER] Starting predict_future for BIB
[2025-12-01T20:32:41.404775] [DEBUG] [LOCAL     ] No optimal features file found for BIB: ./output/feature-sets/BIB.txt
[2025-12-01T20:32:41.404836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:41.404870] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:41.404896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:41.404970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:41.465657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:41.466360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:41.466457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:41.466496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:41.575946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:41.576096] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:41.576135] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:41.576164] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:41.579518] [DEBUG] [FORECASTER] BIB: Forecast T+1@11:T+2@11: DOWN (p=44.50%)
[2025-12-01T20:32:41.579850] [INFO ] [FORECASTER] Completed predict_future for BIB
[2025-12-01T20:32:41.579987] [INFO ] [sig       ] BIB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:41.725186] [INFO ] [LOCAL     ] Saved forecast: BIB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BIB.txt
[2025-12-01T20:32:41.725320] [INFO ] [sig       ] [434/3634] Completed BIB in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-01T20:32:41.725360] [INFO ] [sig       ] [435/3634] Forecasting BIIB...
[2025-12-01T20:32:41.725391] [INFO ] [sig       ] Generating forecast for: BIIB
[2025-12-01T20:32:41.725421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIIB' from 'https://tdm.silogroup.org/data/derivative_storage/BIIB.csv'.
[2025-12-01T20:32:41.737506] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BIIB'.
[2025-12-01T20:32:41.737838] [INFO ] [FORECASTER] Starting predict_future for BIIB
[2025-12-01T20:32:41.738669] [DEBUG] [LOCAL     ] No optimal features file found for BIIB: ./output/feature-sets/BIIB.txt
[2025-12-01T20:32:41.738720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:41.738752] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:41.738779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:41.738834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:41.795830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:41.796702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:41.796787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:41.796820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:41.920236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:41.920403] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:41.920447] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:41.920478] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:41.923819] [DEBUG] [FORECASTER] BIIB: Forecast T+1@11:T+2@11: DOWN (p=25.61%)
[2025-12-01T20:32:41.924081] [INFO ] [FORECASTER] Completed predict_future for BIIB
[2025-12-01T20:32:41.924209] [INFO ] [sig       ] BIIB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:42.065414] [INFO ] [LOCAL     ] Saved forecast: BIIB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BIIB.txt
[2025-12-01T20:32:42.065595] [INFO ] [sig       ] [435/3634] Completed BIIB in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-01T20:32:42.065637] [INFO ] [sig       ] [436/3634] Forecasting BILI...
[2025-12-01T20:32:42.065666] [INFO ] [sig       ] Generating forecast for: BILI
[2025-12-01T20:32:42.065732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILI' from 'https://tdm.silogroup.org/data/derivative_storage/BILI.csv'.
[2025-12-01T20:32:42.077339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILI'.
[2025-12-01T20:32:42.077690] [INFO ] [FORECASTER] Starting predict_future for BILI
[2025-12-01T20:32:42.078456] [DEBUG] [LOCAL     ] No optimal features file found for BILI: ./output/feature-sets/BILI.txt
[2025-12-01T20:32:42.078505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:42.078536] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:42.078561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:42.078642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:42.133273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:42.133908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:42.133985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:42.134016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:42.253697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:42.253841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:42.253877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:42.253904] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:42.257200] [DEBUG] [FORECASTER] BILI: Forecast T+1@11:T+2@11: DOWN (p=28.79%)
[2025-12-01T20:32:42.257472] [INFO ] [FORECASTER] Completed predict_future for BILI
[2025-12-01T20:32:42.257617] [INFO ] [sig       ] BILI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:42.393835] [INFO ] [LOCAL     ] Saved forecast: BILI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BILI.txt
[2025-12-01T20:32:42.393990] [INFO ] [sig       ] [436/3634] Completed BILI in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-01T20:32:42.394035] [INFO ] [sig       ] [437/3634] Forecasting BILL...
[2025-12-01T20:32:42.394063] [INFO ] [sig       ] Generating forecast for: BILL
[2025-12-01T20:32:42.394094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BILL' from 'https://tdm.silogroup.org/data/derivative_storage/BILL.csv'.
[2025-12-01T20:32:42.404890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BILL'.
[2025-12-01T20:32:42.405185] [INFO ] [FORECASTER] Starting predict_future for BILL
[2025-12-01T20:32:42.405953] [DEBUG] [LOCAL     ] No optimal features file found for BILL: ./output/feature-sets/BILL.txt
[2025-12-01T20:32:42.406003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:42.406039] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:42.406064] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:42.406119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:42.460925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:42.461590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:42.461670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:42.461700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:42.584720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:42.584872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:42.584910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:42.584937] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:42.588269] [DEBUG] [FORECASTER] BILL: Forecast T+1@11:T+2@11: UP (p=99.29%)
[2025-12-01T20:32:42.588598] [INFO ] [FORECASTER] Completed predict_future for BILL
[2025-12-01T20:32:42.588726] [INFO ] [sig       ] BILL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:42.725153] [INFO ] [LOCAL     ] Saved forecast: BILL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BILL.txt
[2025-12-01T20:32:42.725298] [INFO ] [sig       ] [437/3634] Completed BILL in 0.3s | 2.98 sym/s | Total: 2.4m | ETA: 17.9m
[2025-12-01T20:32:42.725338] [INFO ] [sig       ] [438/3634] Forecasting BIO...
[2025-12-01T20:32:42.725366] [INFO ] [sig       ] Generating forecast for: BIO
[2025-12-01T20:32:42.725394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIO' from 'https://tdm.silogroup.org/data/derivative_storage/BIO.csv'.
[2025-12-01T20:32:42.736749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIO'.
[2025-12-01T20:32:42.737055] [INFO ] [FORECASTER] Starting predict_future for BIO
[2025-12-01T20:32:42.737825] [DEBUG] [LOCAL     ] No optimal features file found for BIO: ./output/feature-sets/BIO.txt
[2025-12-01T20:32:42.737875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:42.737906] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:42.737933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:42.737988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:42.792789] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:42.793442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:42.793517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:42.793547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:42.909725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:42.909859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:42.909895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:42.909922] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:42.913133] [DEBUG] [FORECASTER] BIO: Forecast T+1@11:T+2@11: UP (p=74.35%)
[2025-12-01T20:32:42.913394] [INFO ] [FORECASTER] Completed predict_future for BIO
[2025-12-01T20:32:42.913523] [INFO ] [sig       ] BIO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:43.049959] [INFO ] [LOCAL     ] Saved forecast: BIO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BIO.txt
[2025-12-01T20:32:43.050086] [INFO ] [sig       ] [438/3634] Completed BIO in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-01T20:32:43.050123] [INFO ] [sig       ] [439/3634] Forecasting BIOX...
[2025-12-01T20:32:43.050153] [INFO ] [sig       ] Generating forecast for: BIOX
[2025-12-01T20:32:43.050182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIOX' from 'https://tdm.silogroup.org/data/derivative_storage/BIOX.csv'.
[2025-12-01T20:32:43.061222] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BIOX'.
[2025-12-01T20:32:43.061516] [INFO ] [FORECASTER] Starting predict_future for BIOX
[2025-12-01T20:32:43.062276] [DEBUG] [LOCAL     ] No optimal features file found for BIOX: ./output/feature-sets/BIOX.txt
[2025-12-01T20:32:43.062325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:43.062355] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:43.062380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:43.062434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:43.117001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:43.117665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:43.117740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:43.117771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:43.236500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:43.236676] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:43.236733] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:43.236762] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:43.240186] [DEBUG] [FORECASTER] BIOX: Forecast T+1@11:T+2@11: UP (p=64.70%)
[2025-12-01T20:32:43.240465] [INFO ] [FORECASTER] Completed predict_future for BIOX
[2025-12-01T20:32:43.240614] [INFO ] [sig       ] BIOX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:43.376845] [INFO ] [LOCAL     ] Saved forecast: BIOX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BIOX.txt
[2025-12-01T20:32:43.376961] [INFO ] [sig       ] [439/3634] Completed BIOX in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-01T20:32:43.376999] [INFO ] [sig       ] [440/3634] Forecasting BIP...
[2025-12-01T20:32:43.377027] [INFO ] [sig       ] Generating forecast for: BIP
[2025-12-01T20:32:43.377055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIP' from 'https://tdm.silogroup.org/data/derivative_storage/BIP.csv'.
[2025-12-01T20:32:43.387919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIP'.
[2025-12-01T20:32:43.388182] [INFO ] [FORECASTER] Starting predict_future for BIP
[2025-12-01T20:32:43.388992] [DEBUG] [LOCAL     ] No optimal features file found for BIP: ./output/feature-sets/BIP.txt
[2025-12-01T20:32:43.389040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:43.389096] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:43.389123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:43.389177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:43.444650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:43.445252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:43.445331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:43.445363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:43.563987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:43.564103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:43.564138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:43.564163] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:43.567311] [DEBUG] [FORECASTER] BIP: Forecast T+1@11:T+2@11: DOWN (p=2.11%)
[2025-12-01T20:32:43.567615] [INFO ] [FORECASTER] Completed predict_future for BIP
[2025-12-01T20:32:43.567742] [INFO ] [sig       ] BIP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:43.705119] [INFO ] [LOCAL     ] Saved forecast: BIP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BIP.txt
[2025-12-01T20:32:43.705234] [INFO ] [sig       ] [440/3634] Completed BIP in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-01T20:32:43.705270] [INFO ] [sig       ] [441/3634] Forecasting BIPH...
[2025-12-01T20:32:43.705299] [INFO ] [sig       ] Generating forecast for: BIPH
[2025-12-01T20:32:43.705327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPH' from 'https://tdm.silogroup.org/data/derivative_storage/BIPH.csv'.
[2025-12-01T20:32:43.715983] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BIPH'.
[2025-12-01T20:32:43.716228] [INFO ] [FORECASTER] Starting predict_future for BIPH
[2025-12-01T20:32:43.716990] [DEBUG] [LOCAL     ] No optimal features file found for BIPH: ./output/feature-sets/BIPH.txt
[2025-12-01T20:32:43.717040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:43.717070] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:43.717095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:43.717148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:43.771852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:43.772443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:43.772517] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:43.772547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:43.877465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:43.877616] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:43.877655] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:43.877681] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:43.880973] [DEBUG] [FORECASTER] BIPH: Forecast T+1@11:T+2@11: DOWN (p=18.36%)
[2025-12-01T20:32:43.881234] [INFO ] [FORECASTER] Completed predict_future for BIPH
[2025-12-01T20:32:43.881358] [INFO ] [sig       ] BIPH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:44.022947] [INFO ] [LOCAL     ] Saved forecast: BIPH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BIPH.txt
[2025-12-01T20:32:44.023068] [INFO ] [sig       ] [441/3634] Completed BIPH in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-01T20:32:44.023104] [INFO ] [sig       ] [442/3634] Forecasting BIPI...
[2025-12-01T20:32:44.023132] [INFO ] [sig       ] Generating forecast for: BIPI
[2025-12-01T20:32:44.023160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIPI' from 'https://tdm.silogroup.org/data/derivative_storage/BIPI.csv'.
[2025-12-01T20:32:44.034032] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BIPI'.
[2025-12-01T20:32:44.034286] [INFO ] [FORECASTER] Starting predict_future for BIPI
[2025-12-01T20:32:44.035075] [DEBUG] [LOCAL     ] No optimal features file found for BIPI: ./output/feature-sets/BIPI.txt
[2025-12-01T20:32:44.035126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:44.035158] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:44.035184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:44.035238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:44.092030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:44.092624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:44.092699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:44.092730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:44.200159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:44.200296] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:44.200331] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:44.200357] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:44.203627] [DEBUG] [FORECASTER] BIPI: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2025-12-01T20:32:44.203886] [INFO ] [FORECASTER] Completed predict_future for BIPI
[2025-12-01T20:32:44.204007] [INFO ] [sig       ] BIPI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:44.342465] [INFO ] [LOCAL     ] Saved forecast: BIPI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BIPI.txt
[2025-12-01T20:32:44.342594] [INFO ] [sig       ] [442/3634] Completed BIPI in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-01T20:32:44.342633] [INFO ] [sig       ] [443/3634] Forecasting BIRD...
[2025-12-01T20:32:44.342661] [INFO ] [sig       ] Generating forecast for: BIRD
[2025-12-01T20:32:44.342690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRD' from 'https://tdm.silogroup.org/data/derivative_storage/BIRD.csv'.
[2025-12-01T20:32:44.353656] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BIRD'.
[2025-12-01T20:32:44.353914] [INFO ] [FORECASTER] Starting predict_future for BIRD
[2025-12-01T20:32:44.354666] [DEBUG] [LOCAL     ] No optimal features file found for BIRD: ./output/feature-sets/BIRD.txt
[2025-12-01T20:32:44.354716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:44.354757] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:44.354784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:44.354838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:44.412589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:44.413214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:44.413293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:44.413324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:44.532054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:44.532167] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:44.532202] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:44.532258] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:44.535449] [DEBUG] [FORECASTER] BIRD: Forecast T+1@11:T+2@11: DOWN (p=20.35%)
[2025-12-01T20:32:44.535733] [INFO ] [FORECASTER] Completed predict_future for BIRD
[2025-12-01T20:32:44.535856] [INFO ] [sig       ] BIRD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:44.675727] [INFO ] [LOCAL     ] Saved forecast: BIRD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BIRD.txt
[2025-12-01T20:32:44.675846] [INFO ] [sig       ] [443/3634] Completed BIRD in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.9m
[2025-12-01T20:32:44.675882] [INFO ] [sig       ] [444/3634] Forecasting BIRK...
[2025-12-01T20:32:44.675910] [INFO ] [sig       ] Generating forecast for: BIRK
[2025-12-01T20:32:44.675939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIRK' from 'https://tdm.silogroup.org/data/derivative_storage/BIRK.csv'.
[2025-12-01T20:32:44.687192] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BIRK'.
[2025-12-01T20:32:44.687463] [INFO ] [FORECASTER] Starting predict_future for BIRK
[2025-12-01T20:32:44.688219] [DEBUG] [LOCAL     ] No optimal features file found for BIRK: ./output/feature-sets/BIRK.txt
[2025-12-01T20:32:44.688268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:44.688298] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:44.688355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:44.688411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:44.746315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:44.746964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:44.747040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:44.747072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:44.868957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:44.869104] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:44.869141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:44.869168] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:44.872610] [DEBUG] [FORECASTER] BIRK: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-01T20:32:44.872883] [INFO ] [FORECASTER] Completed predict_future for BIRK
[2025-12-01T20:32:44.873013] [INFO ] [sig       ] BIRK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:45.011765] [INFO ] [LOCAL     ] Saved forecast: BIRK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BIRK.txt
[2025-12-01T20:32:45.011882] [INFO ] [sig       ] [444/3634] Completed BIRK in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-01T20:32:45.011918] [INFO ] [sig       ] [445/3634] Forecasting BITF...
[2025-12-01T20:32:45.011946] [INFO ] [sig       ] Generating forecast for: BITF
[2025-12-01T20:32:45.011974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BITF' from 'https://tdm.silogroup.org/data/derivative_storage/BITF.csv'.
[2025-12-01T20:32:45.023472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BITF'.
[2025-12-01T20:32:45.023787] [INFO ] [FORECASTER] Starting predict_future for BITF
[2025-12-01T20:32:45.024528] [DEBUG] [LOCAL     ] No optimal features file found for BITF: ./output/feature-sets/BITF.txt
[2025-12-01T20:32:45.024604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:45.024636] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:45.024661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:45.024718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:45.080932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:45.081569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:45.081675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:45.081713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:45.201095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:45.201212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:45.201247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:45.201275] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:45.204413] [DEBUG] [FORECASTER] BITF: Forecast T+1@11:T+2@11: DOWN (p=9.59%)
[2025-12-01T20:32:45.204701] [INFO ] [FORECASTER] Completed predict_future for BITF
[2025-12-01T20:32:45.204823] [INFO ] [sig       ] BITF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:45.343869] [INFO ] [LOCAL     ] Saved forecast: BITF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BITF.txt
[2025-12-01T20:32:45.343984] [INFO ] [sig       ] [445/3634] Completed BITF in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-01T20:32:45.344020] [INFO ] [sig       ] [446/3634] Forecasting BIVI...
[2025-12-01T20:32:45.344048] [INFO ] [sig       ] Generating forecast for: BIVI
[2025-12-01T20:32:45.344076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BIVI' from 'https://tdm.silogroup.org/data/derivative_storage/BIVI.csv'.
[2025-12-01T20:32:45.356042] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BIVI'.
[2025-12-01T20:32:45.356297] [INFO ] [FORECASTER] Starting predict_future for BIVI
[2025-12-01T20:32:45.357053] [DEBUG] [LOCAL     ] No optimal features file found for BIVI: ./output/feature-sets/BIVI.txt
[2025-12-01T20:32:45.357102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:45.357132] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:45.357157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:45.357211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:45.417462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:45.418201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:45.418279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:45.418336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:45.537860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:45.537987] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:45.538023] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:45.538050] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:45.541328] [DEBUG] [FORECASTER] BIVI: Forecast T+1@11:T+2@11: UP (p=61.40%)
[2025-12-01T20:32:45.541610] [INFO ] [FORECASTER] Completed predict_future for BIVI
[2025-12-01T20:32:45.541734] [INFO ] [sig       ] BIVI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:45.679145] [INFO ] [LOCAL     ] Saved forecast: BIVI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BIVI.txt
[2025-12-01T20:32:45.679262] [INFO ] [sig       ] [446/3634] Completed BIVI in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-01T20:32:45.679305] [INFO ] [sig       ] [447/3634] Forecasting BJ...
[2025-12-01T20:32:45.679334] [INFO ] [sig       ] Generating forecast for: BJ
[2025-12-01T20:32:45.679363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJ' from 'https://tdm.silogroup.org/data/derivative_storage/BJ.csv'.
[2025-12-01T20:32:45.690352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJ'.
[2025-12-01T20:32:45.690643] [INFO ] [FORECASTER] Starting predict_future for BJ
[2025-12-01T20:32:45.691381] [DEBUG] [LOCAL     ] No optimal features file found for BJ: ./output/feature-sets/BJ.txt
[2025-12-01T20:32:45.691430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:45.691461] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:45.691486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:45.691540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:45.748649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:45.749598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:45.749684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:45.749716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:45.870171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:45.870300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:45.870340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:45.870367] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:45.873669] [DEBUG] [FORECASTER] BJ: Forecast T+1@11:T+2@11: UP (p=72.18%)
[2025-12-01T20:32:45.873938] [INFO ] [FORECASTER] Completed predict_future for BJ
[2025-12-01T20:32:45.874065] [INFO ] [sig       ] BJ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:46.011855] [INFO ] [LOCAL     ] Saved forecast: BJ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BJ.txt
[2025-12-01T20:32:46.011999] [INFO ] [sig       ] [447/3634] Completed BJ in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-01T20:32:46.012037] [INFO ] [sig       ] [448/3634] Forecasting BJDX...
[2025-12-01T20:32:46.012065] [INFO ] [sig       ] Generating forecast for: BJDX
[2025-12-01T20:32:46.012095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJDX' from 'https://tdm.silogroup.org/data/derivative_storage/BJDX.csv'.
[2025-12-01T20:32:46.023683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJDX'.
[2025-12-01T20:32:46.024000] [INFO ] [FORECASTER] Starting predict_future for BJDX
[2025-12-01T20:32:46.024776] [DEBUG] [LOCAL     ] No optimal features file found for BJDX: ./output/feature-sets/BJDX.txt
[2025-12-01T20:32:46.024826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:46.024856] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:46.024881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:46.024936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:46.080539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:46.081180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:46.081257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:46.081287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:46.199828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:46.199976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:46.200014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:46.200040] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:46.203283] [DEBUG] [FORECASTER] BJDX: Forecast T+1@11:T+2@11: UP (p=94.49%)
[2025-12-01T20:32:46.203543] [INFO ] [FORECASTER] Completed predict_future for BJDX
[2025-12-01T20:32:46.203686] [INFO ] [sig       ] BJDX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:46.340982] [INFO ] [LOCAL     ] Saved forecast: BJDX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BJDX.txt
[2025-12-01T20:32:46.341105] [INFO ] [sig       ] [448/3634] Completed BJDX in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-01T20:32:46.341143] [INFO ] [sig       ] [449/3634] Forecasting BJRI...
[2025-12-01T20:32:46.341171] [INFO ] [sig       ] Generating forecast for: BJRI
[2025-12-01T20:32:46.341199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BJRI' from 'https://tdm.silogroup.org/data/derivative_storage/BJRI.csv'.
[2025-12-01T20:32:46.352460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BJRI'.
[2025-12-01T20:32:46.352797] [INFO ] [FORECASTER] Starting predict_future for BJRI
[2025-12-01T20:32:46.353549] [DEBUG] [LOCAL     ] No optimal features file found for BJRI: ./output/feature-sets/BJRI.txt
[2025-12-01T20:32:46.353618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:46.353648] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:46.353674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:46.353728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:46.408950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:46.409827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:46.409908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:46.409945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:46.529691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:46.529823] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:46.529859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:46.529885] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:46.533093] [DEBUG] [FORECASTER] BJRI: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-12-01T20:32:46.533356] [INFO ] [FORECASTER] Completed predict_future for BJRI
[2025-12-01T20:32:46.533477] [INFO ] [sig       ] BJRI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:46.671194] [INFO ] [LOCAL     ] Saved forecast: BJRI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BJRI.txt
[2025-12-01T20:32:46.671321] [INFO ] [sig       ] [449/3634] Completed BJRI in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-01T20:32:46.671358] [INFO ] [sig       ] [450/3634] Forecasting BK...
[2025-12-01T20:32:46.671386] [INFO ] [sig       ] Generating forecast for: BK
[2025-12-01T20:32:46.671414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BK' from 'https://tdm.silogroup.org/data/derivative_storage/BK.csv'.
[2025-12-01T20:32:46.681705] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BK'.
[2025-12-01T20:32:46.681983] [INFO ] [FORECASTER] Starting predict_future for BK
[2025-12-01T20:32:46.682749] [DEBUG] [LOCAL     ] No optimal features file found for BK: ./output/feature-sets/BK.txt
[2025-12-01T20:32:46.682799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:46.682829] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:46.682855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:46.682909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:46.737869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:46.738523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:46.738642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:46.738674] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:46.856044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:46.856195] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:46.856232] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:46.856276] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:46.862608] [DEBUG] [FORECASTER] BK: Forecast T+1@11:T+2@11: DOWN (p=0.79%)
[2025-12-01T20:32:46.862909] [INFO ] [FORECASTER] Completed predict_future for BK
[2025-12-01T20:32:46.863044] [INFO ] [sig       ] BK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:47.000736] [INFO ] [LOCAL     ] Saved forecast: BK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BK.txt
[2025-12-01T20:32:47.000856] [INFO ] [sig       ] [450/3634] Completed BK in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-01T20:32:47.000894] [INFO ] [sig       ] [451/3634] Forecasting BKCH...
[2025-12-01T20:32:47.000921] [INFO ] [sig       ] Generating forecast for: BKCH
[2025-12-01T20:32:47.000950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKCH' from 'https://tdm.silogroup.org/data/derivative_storage/BKCH.csv'.
[2025-12-01T20:32:47.012044] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BKCH'.
[2025-12-01T20:32:47.012330] [INFO ] [FORECASTER] Starting predict_future for BKCH
[2025-12-01T20:32:47.013104] [DEBUG] [LOCAL     ] No optimal features file found for BKCH: ./output/feature-sets/BKCH.txt
[2025-12-01T20:32:47.013154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:47.013184] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:47.013210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:47.013264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:47.069463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:47.070127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:47.070202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:47.070233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:47.185062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:47.185192] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:47.185228] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:47.185256] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:47.188494] [DEBUG] [FORECASTER] BKCH: Forecast T+1@11:T+2@11: UP (p=86.61%)
[2025-12-01T20:32:47.188781] [INFO ] [FORECASTER] Completed predict_future for BKCH
[2025-12-01T20:32:47.188908] [INFO ] [sig       ] BKCH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:47.327033] [INFO ] [LOCAL     ] Saved forecast: BKCH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BKCH.txt
[2025-12-01T20:32:47.327163] [INFO ] [sig       ] [451/3634] Completed BKCH in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-01T20:32:47.327200] [INFO ] [sig       ] [452/3634] Forecasting BKD...
[2025-12-01T20:32:47.327228] [INFO ] [sig       ] Generating forecast for: BKD
[2025-12-01T20:32:47.327257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKD' from 'https://tdm.silogroup.org/data/derivative_storage/BKD.csv'.
[2025-12-01T20:32:47.338797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKD'.
[2025-12-01T20:32:47.339101] [INFO ] [FORECASTER] Starting predict_future for BKD
[2025-12-01T20:32:47.339900] [DEBUG] [LOCAL     ] No optimal features file found for BKD: ./output/feature-sets/BKD.txt
[2025-12-01T20:32:47.339949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:47.339979] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:47.340004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:47.340059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:47.396147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:47.396870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:47.396947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:47.396994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:47.516252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:47.516403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:47.516439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:47.516466] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:47.519772] [DEBUG] [FORECASTER] BKD: Forecast T+1@11:T+2@11: UP (p=73.32%)
[2025-12-01T20:32:47.520033] [INFO ] [FORECASTER] Completed predict_future for BKD
[2025-12-01T20:32:47.520158] [INFO ] [sig       ] BKD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:47.658768] [INFO ] [LOCAL     ] Saved forecast: BKD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BKD.txt
[2025-12-01T20:32:47.658897] [INFO ] [sig       ] [452/3634] Completed BKD in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-01T20:32:47.658936] [INFO ] [sig       ] [453/3634] Forecasting BKE...
[2025-12-01T20:32:47.658963] [INFO ] [sig       ] Generating forecast for: BKE
[2025-12-01T20:32:47.658992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKE' from 'https://tdm.silogroup.org/data/derivative_storage/BKE.csv'.
[2025-12-01T20:32:47.669945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKE'.
[2025-12-01T20:32:47.670220] [INFO ] [FORECASTER] Starting predict_future for BKE
[2025-12-01T20:32:47.670981] [DEBUG] [LOCAL     ] No optimal features file found for BKE: ./output/feature-sets/BKE.txt
[2025-12-01T20:32:47.671030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:47.671061] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:47.671086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:47.671140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:47.726561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:47.727176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:47.727252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:47.727283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:47.847383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:47.847534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:47.847603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:47.847635] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:47.850986] [DEBUG] [FORECASTER] BKE: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2025-12-01T20:32:47.851247] [INFO ] [FORECASTER] Completed predict_future for BKE
[2025-12-01T20:32:47.851373] [INFO ] [sig       ] BKE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:47.988815] [INFO ] [LOCAL     ] Saved forecast: BKE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BKE.txt
[2025-12-01T20:32:47.988966] [INFO ] [sig       ] [453/3634] Completed BKE in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-01T20:32:47.989004] [INFO ] [sig       ] [454/3634] Forecasting BKH...
[2025-12-01T20:32:47.989032] [INFO ] [sig       ] Generating forecast for: BKH
[2025-12-01T20:32:47.989061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKH' from 'https://tdm.silogroup.org/data/derivative_storage/BKH.csv'.
[2025-12-01T20:32:47.999046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKH'.
[2025-12-01T20:32:47.999318] [INFO ] [FORECASTER] Starting predict_future for BKH
[2025-12-01T20:32:48.000094] [DEBUG] [LOCAL     ] No optimal features file found for BKH: ./output/feature-sets/BKH.txt
[2025-12-01T20:32:48.000143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:48.000173] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:48.000198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:48.000263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:48.055964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:48.056598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:48.056674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:48.056705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:48.174137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:48.174281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:48.174317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:48.174344] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:48.177621] [DEBUG] [FORECASTER] BKH: Forecast T+1@11:T+2@11: DOWN (p=16.65%)
[2025-12-01T20:32:48.177884] [INFO ] [FORECASTER] Completed predict_future for BKH
[2025-12-01T20:32:48.178008] [INFO ] [sig       ] BKH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:48.317791] [INFO ] [LOCAL     ] Saved forecast: BKH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BKH.txt
[2025-12-01T20:32:48.317918] [INFO ] [sig       ] [454/3634] Completed BKH in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-01T20:32:48.317956] [INFO ] [sig       ] [455/3634] Forecasting BKN...
[2025-12-01T20:32:48.317984] [INFO ] [sig       ] Generating forecast for: BKN
[2025-12-01T20:32:48.318013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKN' from 'https://tdm.silogroup.org/data/derivative_storage/BKN.csv'.
[2025-12-01T20:32:48.332515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKN'.
[2025-12-01T20:32:48.332809] [INFO ] [FORECASTER] Starting predict_future for BKN
[2025-12-01T20:32:48.333555] [DEBUG] [LOCAL     ] No optimal features file found for BKN: ./output/feature-sets/BKN.txt
[2025-12-01T20:32:48.333625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:48.333655] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:48.333680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:48.333734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:48.389397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:48.390277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:48.390358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:48.390389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:48.506312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:48.506473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:48.506512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:48.506542] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:48.509877] [DEBUG] [FORECASTER] BKN: Forecast T+1@11:T+2@11: UP (p=68.22%)
[2025-12-01T20:32:48.510141] [INFO ] [FORECASTER] Completed predict_future for BKN
[2025-12-01T20:32:48.510263] [INFO ] [sig       ] BKN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:48.652526] [INFO ] [LOCAL     ] Saved forecast: BKN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BKN.txt
[2025-12-01T20:32:48.652702] [INFO ] [sig       ] [455/3634] Completed BKN in 0.3s | 2.98 sym/s | Total: 2.5m | ETA: 17.8m
[2025-12-01T20:32:48.652747] [INFO ] [sig       ] [456/3634] Forecasting BKNG...
[2025-12-01T20:32:48.652784] [INFO ] [sig       ] Generating forecast for: BKNG
[2025-12-01T20:32:48.652814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKNG' from 'https://tdm.silogroup.org/data/derivative_storage/BKNG.csv'.
[2025-12-01T20:32:48.663964] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BKNG'.
[2025-12-01T20:32:48.664247] [INFO ] [FORECASTER] Starting predict_future for BKNG
[2025-12-01T20:32:48.665005] [DEBUG] [LOCAL     ] No optimal features file found for BKNG: ./output/feature-sets/BKNG.txt
[2025-12-01T20:32:48.665065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:48.665095] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:48.665120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:48.665174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:48.721968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:48.722780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:48.722859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:48.722890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:48.843343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:48.843499] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:48.843536] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:48.843564] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:48.846857] [DEBUG] [FORECASTER] BKNG: Forecast T+1@11:T+2@11: DOWN (p=4.56%)
[2025-12-01T20:32:48.847119] [INFO ] [FORECASTER] Completed predict_future for BKNG
[2025-12-01T20:32:48.847245] [INFO ] [sig       ] BKNG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:48.986406] [INFO ] [LOCAL     ] Saved forecast: BKNG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BKNG.txt
[2025-12-01T20:32:48.986590] [INFO ] [sig       ] [456/3634] Completed BKNG in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-01T20:32:48.986633] [INFO ] [sig       ] [457/3634] Forecasting BKSY...
[2025-12-01T20:32:48.986687] [INFO ] [sig       ] Generating forecast for: BKSY
[2025-12-01T20:32:48.986717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BKSY' from 'https://tdm.silogroup.org/data/derivative_storage/BKSY.csv'.
[2025-12-01T20:32:48.996983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BKSY'.
[2025-12-01T20:32:48.997265] [INFO ] [FORECASTER] Starting predict_future for BKSY
[2025-12-01T20:32:48.998085] [DEBUG] [LOCAL     ] No optimal features file found for BKSY: ./output/feature-sets/BKSY.txt
[2025-12-01T20:32:48.998137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:48.998196] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:48.998225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:48.998283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:49.056819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:49.057697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:49.057797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:49.057831] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:49.184324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:49.184494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:49.184534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:49.184562] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:49.187997] [DEBUG] [FORECASTER] BKSY: Forecast T+1@11:T+2@11: DOWN (p=49.08%)
[2025-12-01T20:32:49.188272] [INFO ] [FORECASTER] Completed predict_future for BKSY
[2025-12-01T20:32:49.188451] [INFO ] [sig       ] BKSY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:49.327875] [INFO ] [LOCAL     ] Saved forecast: BKSY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BKSY.txt
[2025-12-01T20:32:49.328003] [INFO ] [sig       ] [457/3634] Completed BKSY in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-01T20:32:49.328042] [INFO ] [sig       ] [458/3634] Forecasting BL...
[2025-12-01T20:32:49.328071] [INFO ] [sig       ] Generating forecast for: BL
[2025-12-01T20:32:49.328099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BL' from 'https://tdm.silogroup.org/data/derivative_storage/BL.csv'.
[2025-12-01T20:32:49.339254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BL'.
[2025-12-01T20:32:49.339530] [INFO ] [FORECASTER] Starting predict_future for BL
[2025-12-01T20:32:49.340320] [DEBUG] [LOCAL     ] No optimal features file found for BL: ./output/feature-sets/BL.txt
[2025-12-01T20:32:49.340370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:49.340400] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:49.340426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:49.340481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:49.397166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:49.397877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:49.397956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:49.397988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:49.519140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:49.519287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:49.519324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:49.519351] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:49.522771] [DEBUG] [FORECASTER] BL: Forecast T+1@11:T+2@11: DOWN (p=24.68%)
[2025-12-01T20:32:49.523040] [INFO ] [FORECASTER] Completed predict_future for BL
[2025-12-01T20:32:49.523167] [INFO ] [sig       ] BL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:49.664398] [INFO ] [LOCAL     ] Saved forecast: BL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BL.txt
[2025-12-01T20:32:49.664538] [INFO ] [sig       ] [458/3634] Completed BL in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-01T20:32:49.664593] [INFO ] [sig       ] [459/3634] Forecasting BLCN...
[2025-12-01T20:32:49.664625] [INFO ] [sig       ] Generating forecast for: BLCN
[2025-12-01T20:32:49.664653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCN' from 'https://tdm.silogroup.org/data/derivative_storage/BLCN.csv'.
[2025-12-01T20:32:49.675512] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BLCN'.
[2025-12-01T20:32:49.675792] [INFO ] [FORECASTER] Starting predict_future for BLCN
[2025-12-01T20:32:49.676602] [DEBUG] [LOCAL     ] No optimal features file found for BLCN: ./output/feature-sets/BLCN.txt
[2025-12-01T20:32:49.676652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:49.676683] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:49.676708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:49.676762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:49.737156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:49.738113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:49.738199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:49.738232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:49.857498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:49.857715] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:49.857757] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:49.857784] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:49.861711] [DEBUG] [FORECASTER] BLCN: Forecast T+1@11:T+2@11: DOWN (p=2.12%)
[2025-12-01T20:32:49.862058] [INFO ] [FORECASTER] Completed predict_future for BLCN
[2025-12-01T20:32:49.862208] [INFO ] [sig       ] BLCN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:50.001314] [INFO ] [LOCAL     ] Saved forecast: BLCN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BLCN.txt
[2025-12-01T20:32:50.001511] [INFO ] [sig       ] [459/3634] Completed BLCN in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-01T20:32:50.001614] [INFO ] [sig       ] [460/3634] Forecasting BLCO...
[2025-12-01T20:32:50.001658] [INFO ] [sig       ] Generating forecast for: BLCO
[2025-12-01T20:32:50.001700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLCO' from 'https://tdm.silogroup.org/data/derivative_storage/BLCO.csv'.
[2025-12-01T20:32:50.013989] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLCO'.
[2025-12-01T20:32:50.014360] [INFO ] [FORECASTER] Starting predict_future for BLCO
[2025-12-01T20:32:50.015154] [DEBUG] [LOCAL     ] No optimal features file found for BLCO: ./output/feature-sets/BLCO.txt
[2025-12-01T20:32:50.015206] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:50.015237] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:50.015264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:50.015320] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:50.075818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:50.076877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:50.077004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:50.077045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:50.208248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:50.208416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:50.208456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:50.208517] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:50.211905] [DEBUG] [FORECASTER] BLCO: Forecast T+1@11:T+2@11: UP (p=85.42%)
[2025-12-01T20:32:50.212180] [INFO ] [FORECASTER] Completed predict_future for BLCO
[2025-12-01T20:32:50.212312] [INFO ] [sig       ] BLCO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:50.352657] [INFO ] [LOCAL     ] Saved forecast: BLCO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BLCO.txt
[2025-12-01T20:32:50.352788] [INFO ] [sig       ] [460/3634] Completed BLCO in 0.4s | 2.98 sym/s | Total: 2.6m | ETA: 17.8m
[2025-12-01T20:32:50.352826] [INFO ] [sig       ] [461/3634] Forecasting BLD...
[2025-12-01T20:32:50.352856] [INFO ] [sig       ] Generating forecast for: BLD
[2025-12-01T20:32:50.352884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLD' from 'https://tdm.silogroup.org/data/derivative_storage/BLD.csv'.
[2025-12-01T20:32:50.363288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLD'.
[2025-12-01T20:32:50.363599] [INFO ] [FORECASTER] Starting predict_future for BLD
[2025-12-01T20:32:50.364340] [DEBUG] [LOCAL     ] No optimal features file found for BLD: ./output/feature-sets/BLD.txt
[2025-12-01T20:32:50.364389] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:50.364419] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:50.364445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:50.364499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:50.419591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:50.420222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:50.420300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:50.420331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:50.541666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:50.541825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:50.541866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:50.541894] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:50.545360] [DEBUG] [FORECASTER] BLD: Forecast T+1@11:T+2@11: DOWN (p=13.50%)
[2025-12-01T20:32:50.545685] [INFO ] [FORECASTER] Completed predict_future for BLD
[2025-12-01T20:32:50.545821] [INFO ] [sig       ] BLD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:50.682012] [INFO ] [LOCAL     ] Saved forecast: BLD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BLD.txt
[2025-12-01T20:32:50.682165] [INFO ] [sig       ] [461/3634] Completed BLD in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-01T20:32:50.682203] [INFO ] [sig       ] [462/3634] Forecasting BLDP...
[2025-12-01T20:32:50.682233] [INFO ] [sig       ] Generating forecast for: BLDP
[2025-12-01T20:32:50.682261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLDP' from 'https://tdm.silogroup.org/data/derivative_storage/BLDP.csv'.
[2025-12-01T20:32:50.694144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLDP'.
[2025-12-01T20:32:50.694426] [INFO ] [FORECASTER] Starting predict_future for BLDP
[2025-12-01T20:32:50.695191] [DEBUG] [LOCAL     ] No optimal features file found for BLDP: ./output/feature-sets/BLDP.txt
[2025-12-01T20:32:50.695240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:50.695269] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:50.695294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:50.695350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:50.750333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:50.751008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:50.751085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:50.751116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:50.872124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:50.872266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:50.872303] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:50.872331] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:50.875588] [DEBUG] [FORECASTER] BLDP: Forecast T+1@11:T+2@11: DOWN (p=7.10%)
[2025-12-01T20:32:50.875853] [INFO ] [FORECASTER] Completed predict_future for BLDP
[2025-12-01T20:32:50.875978] [INFO ] [sig       ] BLDP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:51.012120] [INFO ] [LOCAL     ] Saved forecast: BLDP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BLDP.txt
[2025-12-01T20:32:51.012260] [INFO ] [sig       ] [462/3634] Completed BLDP in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-01T20:32:51.012297] [INFO ] [sig       ] [463/3634] Forecasting BLE...
[2025-12-01T20:32:51.012326] [INFO ] [sig       ] Generating forecast for: BLE
[2025-12-01T20:32:51.012355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLE' from 'https://tdm.silogroup.org/data/derivative_storage/BLE.csv'.
[2025-12-01T20:32:51.023347] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLE'.
[2025-12-01T20:32:51.023699] [INFO ] [FORECASTER] Starting predict_future for BLE
[2025-12-01T20:32:51.024437] [DEBUG] [LOCAL     ] No optimal features file found for BLE: ./output/feature-sets/BLE.txt
[2025-12-01T20:32:51.024486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:51.024516] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:51.024541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:51.024621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:51.079824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:51.080507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:51.080606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:51.080640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:51.193491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:51.193673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:51.193712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:51.193738] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:51.196980] [DEBUG] [FORECASTER] BLE: Forecast T+1@11:T+2@11: UP (p=53.37%)
[2025-12-01T20:32:51.197254] [INFO ] [FORECASTER] Completed predict_future for BLE
[2025-12-01T20:32:51.197378] [INFO ] [sig       ] BLE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:51.336076] [INFO ] [LOCAL     ] Saved forecast: BLE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BLE.txt
[2025-12-01T20:32:51.336214] [INFO ] [sig       ] [463/3634] Completed BLE in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-01T20:32:51.336251] [INFO ] [sig       ] [464/3634] Forecasting BLFS...
[2025-12-01T20:32:51.336280] [INFO ] [sig       ] Generating forecast for: BLFS
[2025-12-01T20:32:51.336307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFS' from 'https://tdm.silogroup.org/data/derivative_storage/BLFS.csv'.
[2025-12-01T20:32:51.347155] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BLFS'.
[2025-12-01T20:32:51.347462] [INFO ] [FORECASTER] Starting predict_future for BLFS
[2025-12-01T20:32:51.348216] [DEBUG] [LOCAL     ] No optimal features file found for BLFS: ./output/feature-sets/BLFS.txt
[2025-12-01T20:32:51.348265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:51.348295] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:51.348340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:51.348396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:51.403262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:51.404051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:51.404137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:51.404168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:51.518560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:51.518727] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:51.518765] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:51.518792] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:51.522121] [DEBUG] [FORECASTER] BLFS: Forecast T+1@11:T+2@11: UP (p=52.29%)
[2025-12-01T20:32:51.522389] [INFO ] [FORECASTER] Completed predict_future for BLFS
[2025-12-01T20:32:51.522517] [INFO ] [sig       ] BLFS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:51.663839] [INFO ] [LOCAL     ] Saved forecast: BLFS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BLFS.txt
[2025-12-01T20:32:51.663978] [INFO ] [sig       ] [464/3634] Completed BLFS in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-01T20:32:51.664017] [INFO ] [sig       ] [465/3634] Forecasting BLFY...
[2025-12-01T20:32:51.664046] [INFO ] [sig       ] Generating forecast for: BLFY
[2025-12-01T20:32:51.664075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLFY' from 'https://tdm.silogroup.org/data/derivative_storage/BLFY.csv'.
[2025-12-01T20:32:51.675756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLFY'.
[2025-12-01T20:32:51.676094] [INFO ] [FORECASTER] Starting predict_future for BLFY
[2025-12-01T20:32:51.676896] [DEBUG] [LOCAL     ] No optimal features file found for BLFY: ./output/feature-sets/BLFY.txt
[2025-12-01T20:32:51.676946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:51.676978] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:51.677003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:51.677057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:51.734138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:51.735058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:51.735145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:51.735177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:51.854948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:51.855101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:51.855140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:51.855167] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:51.858608] [DEBUG] [FORECASTER] BLFY: Forecast T+1@11:T+2@11: DOWN (p=35.06%)
[2025-12-01T20:32:51.858891] [INFO ] [FORECASTER] Completed predict_future for BLFY
[2025-12-01T20:32:51.859023] [INFO ] [sig       ] BLFY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:51.995537] [INFO ] [LOCAL     ] Saved forecast: BLFY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BLFY.txt
[2025-12-01T20:32:51.995720] [INFO ] [sig       ] [465/3634] Completed BLFY in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-01T20:32:51.995761] [INFO ] [sig       ] [466/3634] Forecasting BLK...
[2025-12-01T20:32:51.995788] [INFO ] [sig       ] Generating forecast for: BLK
[2025-12-01T20:32:51.995817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLK' from 'https://tdm.silogroup.org/data/derivative_storage/BLK.csv'.
[2025-12-01T20:32:52.007539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLK'.
[2025-12-01T20:32:52.007891] [INFO ] [FORECASTER] Starting predict_future for BLK
[2025-12-01T20:32:52.008688] [DEBUG] [LOCAL     ] No optimal features file found for BLK: ./output/feature-sets/BLK.txt
[2025-12-01T20:32:52.008739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:52.008768] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:52.008794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:52.008848] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:52.064393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:52.065022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:52.065098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:52.065129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:52.182734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:52.182884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:52.182924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:52.182951] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:52.186593] [DEBUG] [FORECASTER] BLK: Forecast T+1@11:T+2@11: DOWN (p=12.28%)
[2025-12-01T20:32:52.186939] [INFO ] [FORECASTER] Completed predict_future for BLK
[2025-12-01T20:32:52.187104] [INFO ] [sig       ] BLK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:52.332423] [INFO ] [LOCAL     ] Saved forecast: BLK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BLK.txt
[2025-12-01T20:32:52.332590] [INFO ] [sig       ] [466/3634] Completed BLK in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-01T20:32:52.332634] [INFO ] [sig       ] [467/3634] Forecasting BLKB...
[2025-12-01T20:32:52.332665] [INFO ] [sig       ] Generating forecast for: BLKB
[2025-12-01T20:32:52.332696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLKB' from 'https://tdm.silogroup.org/data/derivative_storage/BLKB.csv'.
[2025-12-01T20:32:52.343367] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BLKB'.
[2025-12-01T20:32:52.343694] [INFO ] [FORECASTER] Starting predict_future for BLKB
[2025-12-01T20:32:52.344431] [DEBUG] [LOCAL     ] No optimal features file found for BLKB: ./output/feature-sets/BLKB.txt
[2025-12-01T20:32:52.344479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:52.344520] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:52.344548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:52.344627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:52.399155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:52.399789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:52.399887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:52.399919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:52.516133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:52.516287] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:52.516326] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:52.516354] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:52.519776] [DEBUG] [FORECASTER] BLKB: Forecast T+1@11:T+2@11: UP (p=65.87%)
[2025-12-01T20:32:52.520069] [INFO ] [FORECASTER] Completed predict_future for BLKB
[2025-12-01T20:32:52.520203] [INFO ] [sig       ] BLKB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:52.662045] [INFO ] [LOCAL     ] Saved forecast: BLKB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BLKB.txt
[2025-12-01T20:32:52.662188] [INFO ] [sig       ] [467/3634] Completed BLKB in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-01T20:32:52.662225] [INFO ] [sig       ] [468/3634] Forecasting BLMN...
[2025-12-01T20:32:52.662277] [INFO ] [sig       ] Generating forecast for: BLMN
[2025-12-01T20:32:52.662317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLMN' from 'https://tdm.silogroup.org/data/derivative_storage/BLMN.csv'.
[2025-12-01T20:32:52.673149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLMN'.
[2025-12-01T20:32:52.673448] [INFO ] [FORECASTER] Starting predict_future for BLMN
[2025-12-01T20:32:52.674201] [DEBUG] [LOCAL     ] No optimal features file found for BLMN: ./output/feature-sets/BLMN.txt
[2025-12-01T20:32:52.674251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:52.674281] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:52.674306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:52.674360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:52.730830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:52.731476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:52.731553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:52.731602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:52.851618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:52.851771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:52.851809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:52.851836] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:52.855172] [DEBUG] [FORECASTER] BLMN: Forecast T+1@11:T+2@11: UP (p=73.61%)
[2025-12-01T20:32:52.855443] [INFO ] [FORECASTER] Completed predict_future for BLMN
[2025-12-01T20:32:52.855588] [INFO ] [sig       ] BLMN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:52.994730] [INFO ] [LOCAL     ] Saved forecast: BLMN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BLMN.txt
[2025-12-01T20:32:52.994861] [INFO ] [sig       ] [468/3634] Completed BLMN in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-01T20:32:52.994900] [INFO ] [sig       ] [469/3634] Forecasting BLND...
[2025-12-01T20:32:52.994927] [INFO ] [sig       ] Generating forecast for: BLND
[2025-12-01T20:32:52.994955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLND' from 'https://tdm.silogroup.org/data/derivative_storage/BLND.csv'.
[2025-12-01T20:32:53.005961] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BLND'.
[2025-12-01T20:32:53.006232] [INFO ] [FORECASTER] Starting predict_future for BLND
[2025-12-01T20:32:53.007025] [DEBUG] [LOCAL     ] No optimal features file found for BLND: ./output/feature-sets/BLND.txt
[2025-12-01T20:32:53.007084] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:53.007117] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:53.007144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:53.007201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:53.067873] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:53.068762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:53.068858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:53.068893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:53.193646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:53.193793] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:53.193831] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:53.193859] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:53.197319] [DEBUG] [FORECASTER] BLND: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-01T20:32:53.197624] [INFO ] [FORECASTER] Completed predict_future for BLND
[2025-12-01T20:32:53.197755] [INFO ] [sig       ] BLND: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:53.343116] [INFO ] [LOCAL     ] Saved forecast: BLND	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BLND.txt
[2025-12-01T20:32:53.343255] [INFO ] [sig       ] [469/3634] Completed BLND in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-01T20:32:53.343294] [INFO ] [sig       ] [470/3634] Forecasting BLNK...
[2025-12-01T20:32:53.343323] [INFO ] [sig       ] Generating forecast for: BLNK
[2025-12-01T20:32:53.343352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLNK' from 'https://tdm.silogroup.org/data/derivative_storage/BLNK.csv'.
[2025-12-01T20:32:53.354250] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BLNK'.
[2025-12-01T20:32:53.354519] [INFO ] [FORECASTER] Starting predict_future for BLNK
[2025-12-01T20:32:53.355330] [DEBUG] [LOCAL     ] No optimal features file found for BLNK: ./output/feature-sets/BLNK.txt
[2025-12-01T20:32:53.355380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:53.355413] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:53.355439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:53.355495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:53.414350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:53.415108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:53.415188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:53.415220] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:53.536952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:53.537095] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:53.537132] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:53.537160] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:53.540524] [DEBUG] [FORECASTER] BLNK: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-01T20:32:53.540832] [INFO ] [FORECASTER] Completed predict_future for BLNK
[2025-12-01T20:32:53.540956] [INFO ] [sig       ] BLNK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:53.682261] [INFO ] [LOCAL     ] Saved forecast: BLNK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BLNK.txt
[2025-12-01T20:32:53.682416] [INFO ] [sig       ] [470/3634] Completed BLNK in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-01T20:32:53.682462] [INFO ] [sig       ] [471/3634] Forecasting BLRX...
[2025-12-01T20:32:53.682492] [INFO ] [sig       ] Generating forecast for: BLRX
[2025-12-01T20:32:53.682547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLRX' from 'https://tdm.silogroup.org/data/derivative_storage/BLRX.csv'.
[2025-12-01T20:32:53.694467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLRX'.
[2025-12-01T20:32:53.694937] [INFO ] [FORECASTER] Starting predict_future for BLRX
[2025-12-01T20:32:53.695771] [DEBUG] [LOCAL     ] No optimal features file found for BLRX: ./output/feature-sets/BLRX.txt
[2025-12-01T20:32:53.695823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:53.695855] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:53.695882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:53.695937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:53.753922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:53.754625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:53.754709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:53.754742] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:53.872586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:53.872746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:53.872786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:53.872812] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:53.876212] [DEBUG] [FORECASTER] BLRX: Forecast T+1@11:T+2@11: DOWN (p=31.85%)
[2025-12-01T20:32:53.876494] [INFO ] [FORECASTER] Completed predict_future for BLRX
[2025-12-01T20:32:53.876646] [INFO ] [sig       ] BLRX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:54.013185] [INFO ] [LOCAL     ] Saved forecast: BLRX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BLRX.txt
[2025-12-01T20:32:54.013299] [INFO ] [sig       ] [471/3634] Completed BLRX in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-01T20:32:54.013336] [INFO ] [sig       ] [472/3634] Forecasting BLTE...
[2025-12-01T20:32:54.013365] [INFO ] [sig       ] Generating forecast for: BLTE
[2025-12-01T20:32:54.013394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLTE' from 'https://tdm.silogroup.org/data/derivative_storage/BLTE.csv'.
[2025-12-01T20:32:54.027005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLTE'.
[2025-12-01T20:32:54.027382] [INFO ] [FORECASTER] Starting predict_future for BLTE
[2025-12-01T20:32:54.028214] [DEBUG] [LOCAL     ] No optimal features file found for BLTE: ./output/feature-sets/BLTE.txt
[2025-12-01T20:32:54.028264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:54.028295] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:54.028348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:54.028404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:54.086838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:54.087518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:54.087628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:54.087681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:54.204671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:54.204824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:54.204862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:54.204889] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:54.208204] [DEBUG] [FORECASTER] BLTE: Forecast T+1@11:T+2@11: DOWN (p=46.48%)
[2025-12-01T20:32:54.208521] [INFO ] [FORECASTER] Completed predict_future for BLTE
[2025-12-01T20:32:54.208701] [INFO ] [sig       ] BLTE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:54.356019] [INFO ] [LOCAL     ] Saved forecast: BLTE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BLTE.txt
[2025-12-01T20:32:54.356171] [INFO ] [sig       ] [472/3634] Completed BLTE in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-01T20:32:54.356212] [INFO ] [sig       ] [473/3634] Forecasting BLX...
[2025-12-01T20:32:54.356242] [INFO ] [sig       ] Generating forecast for: BLX
[2025-12-01T20:32:54.356272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLX' from 'https://tdm.silogroup.org/data/derivative_storage/BLX.csv'.
[2025-12-01T20:32:54.368501] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BLX'.
[2025-12-01T20:32:54.368850] [INFO ] [FORECASTER] Starting predict_future for BLX
[2025-12-01T20:32:54.369642] [DEBUG] [LOCAL     ] No optimal features file found for BLX: ./output/feature-sets/BLX.txt
[2025-12-01T20:32:54.369694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:54.369726] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:54.369753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:54.369808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:54.428921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:54.429732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:54.429814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:54.429847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:54.552769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:54.552914] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:54.552950] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:54.552978] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:54.556268] [DEBUG] [FORECASTER] BLX: Forecast T+1@11:T+2@11: UP (p=52.71%)
[2025-12-01T20:32:54.556532] [INFO ] [FORECASTER] Completed predict_future for BLX
[2025-12-01T20:32:54.556677] [INFO ] [sig       ] BLX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:32:54.694998] [INFO ] [LOCAL     ] Saved forecast: BLX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BLX.txt
[2025-12-01T20:32:54.695133] [INFO ] [sig       ] [473/3634] Completed BLX in 0.3s | 2.98 sym/s | Total: 2.6m | ETA: 17.7m
[2025-12-01T20:32:54.695169] [INFO ] [sig       ] [474/3634] Forecasting BLZE...
[2025-12-01T20:32:54.695198] [INFO ] [sig       ] Generating forecast for: BLZE
[2025-12-01T20:32:54.695226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BLZE' from 'https://tdm.silogroup.org/data/derivative_storage/BLZE.csv'.
[2025-12-01T20:32:54.706012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BLZE'.
[2025-12-01T20:32:54.706277] [INFO ] [FORECASTER] Starting predict_future for BLZE
[2025-12-01T20:32:54.707049] [DEBUG] [LOCAL     ] No optimal features file found for BLZE: ./output/feature-sets/BLZE.txt
[2025-12-01T20:32:54.707099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:54.707155] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:54.707182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:54.707237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:54.763509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:54.764187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:54.764270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:54.764301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:54.891767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:54.891925] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:54.891963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:54.892007] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:54.895328] [DEBUG] [FORECASTER] BLZE: Forecast T+1@11:T+2@11: DOWN (p=46.24%)
[2025-12-01T20:32:54.895646] [INFO ] [FORECASTER] Completed predict_future for BLZE
[2025-12-01T20:32:54.895779] [INFO ] [sig       ] BLZE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:55.034751] [INFO ] [LOCAL     ] Saved forecast: BLZE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BLZE.txt
[2025-12-01T20:32:55.034873] [INFO ] [sig       ] [474/3634] Completed BLZE in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-01T20:32:55.034911] [INFO ] [sig       ] [475/3634] Forecasting BMA...
[2025-12-01T20:32:55.034938] [INFO ] [sig       ] Generating forecast for: BMA
[2025-12-01T20:32:55.034967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMA' from 'https://tdm.silogroup.org/data/derivative_storage/BMA.csv'.
[2025-12-01T20:32:55.046011] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BMA'.
[2025-12-01T20:32:55.046291] [INFO ] [FORECASTER] Starting predict_future for BMA
[2025-12-01T20:32:55.047046] [DEBUG] [LOCAL     ] No optimal features file found for BMA: ./output/feature-sets/BMA.txt
[2025-12-01T20:32:55.047096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:55.047126] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:55.047152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:55.047205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:55.104518] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:55.105278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:55.105361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:55.105393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:55.222864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:55.223012] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:55.223052] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:55.223081] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:55.226436] [DEBUG] [FORECASTER] BMA: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-01T20:32:55.226751] [INFO ] [FORECASTER] Completed predict_future for BMA
[2025-12-01T20:32:55.226884] [INFO ] [sig       ] BMA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:55.363855] [INFO ] [LOCAL     ] Saved forecast: BMA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BMA.txt
[2025-12-01T20:32:55.363975] [INFO ] [sig       ] [475/3634] Completed BMA in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-01T20:32:55.364013] [INFO ] [sig       ] [476/3634] Forecasting BMBL...
[2025-12-01T20:32:55.364042] [INFO ] [sig       ] Generating forecast for: BMBL
[2025-12-01T20:32:55.364070] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMBL' from 'https://tdm.silogroup.org/data/derivative_storage/BMBL.csv'.
[2025-12-01T20:32:55.375911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMBL'.
[2025-12-01T20:32:55.376327] [INFO ] [FORECASTER] Starting predict_future for BMBL
[2025-12-01T20:32:55.377161] [DEBUG] [LOCAL     ] No optimal features file found for BMBL: ./output/feature-sets/BMBL.txt
[2025-12-01T20:32:55.377220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:55.377277] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:55.377311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:55.377380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:55.436093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:55.436967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:55.437070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:55.437105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:55.558154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:55.558324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:55.558367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:55.558395] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:55.561744] [DEBUG] [FORECASTER] BMBL: Forecast T+1@11:T+2@11: DOWN (p=5.00%)
[2025-12-01T20:32:55.562015] [INFO ] [FORECASTER] Completed predict_future for BMBL
[2025-12-01T20:32:55.562144] [INFO ] [sig       ] BMBL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:55.702846] [INFO ] [LOCAL     ] Saved forecast: BMBL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BMBL.txt
[2025-12-01T20:32:55.702992] [INFO ] [sig       ] [476/3634] Completed BMBL in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-01T20:32:55.703036] [INFO ] [sig       ] [477/3634] Forecasting BME...
[2025-12-01T20:32:55.703068] [INFO ] [sig       ] Generating forecast for: BME
[2025-12-01T20:32:55.703099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BME' from 'https://tdm.silogroup.org/data/derivative_storage/BME.csv'.
[2025-12-01T20:32:55.714028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BME'.
[2025-12-01T20:32:55.714335] [INFO ] [FORECASTER] Starting predict_future for BME
[2025-12-01T20:32:55.715132] [DEBUG] [LOCAL     ] No optimal features file found for BME: ./output/feature-sets/BME.txt
[2025-12-01T20:32:55.715183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:55.715214] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:55.715241] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:55.715298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:55.772836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:55.773592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:55.773691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:55.773747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:55.895123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:55.895271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:55.895311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:55.895375] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:55.898819] [DEBUG] [FORECASTER] BME: Forecast T+1@11:T+2@11: DOWN (p=29.08%)
[2025-12-01T20:32:55.899094] [INFO ] [FORECASTER] Completed predict_future for BME
[2025-12-01T20:32:55.899225] [INFO ] [sig       ] BME: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:56.038253] [INFO ] [LOCAL     ] Saved forecast: BME	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BME.txt
[2025-12-01T20:32:56.038413] [INFO ] [sig       ] [477/3634] Completed BME in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.7m
[2025-12-01T20:32:56.038457] [INFO ] [sig       ] [478/3634] Forecasting BMEZ...
[2025-12-01T20:32:56.038487] [INFO ] [sig       ] Generating forecast for: BMEZ
[2025-12-01T20:32:56.038518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMEZ' from 'https://tdm.silogroup.org/data/derivative_storage/BMEZ.csv'.
[2025-12-01T20:32:56.050567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMEZ'.
[2025-12-01T20:32:56.050931] [INFO ] [FORECASTER] Starting predict_future for BMEZ
[2025-12-01T20:32:56.051706] [DEBUG] [LOCAL     ] No optimal features file found for BMEZ: ./output/feature-sets/BMEZ.txt
[2025-12-01T20:32:56.051755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:56.051786] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:56.051825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:56.051881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:56.107800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:56.108654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:56.108738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:56.108769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:56.227910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:56.228065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:56.228125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:56.228159] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:56.231658] [DEBUG] [FORECASTER] BMEZ: Forecast T+1@11:T+2@11: DOWN (p=0.10%)
[2025-12-01T20:32:56.231938] [INFO ] [FORECASTER] Completed predict_future for BMEZ
[2025-12-01T20:32:56.232072] [INFO ] [sig       ] BMEZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:56.371294] [INFO ] [LOCAL     ] Saved forecast: BMEZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BMEZ.txt
[2025-12-01T20:32:56.371445] [INFO ] [sig       ] [478/3634] Completed BMEZ in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-01T20:32:56.371486] [INFO ] [sig       ] [479/3634] Forecasting BMI...
[2025-12-01T20:32:56.371514] [INFO ] [sig       ] Generating forecast for: BMI
[2025-12-01T20:32:56.371542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMI' from 'https://tdm.silogroup.org/data/derivative_storage/BMI.csv'.
[2025-12-01T20:32:56.383218] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMI'.
[2025-12-01T20:32:56.383659] [INFO ] [FORECASTER] Starting predict_future for BMI
[2025-12-01T20:32:56.384483] [DEBUG] [LOCAL     ] No optimal features file found for BMI: ./output/feature-sets/BMI.txt
[2025-12-01T20:32:56.384536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:56.384586] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:56.384624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:56.384681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:56.449801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:56.450686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:56.450773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:56.450805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:56.567862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:56.567991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:56.568026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:56.568052] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:56.571328] [DEBUG] [FORECASTER] BMI: Forecast T+1@11:T+2@11: DOWN (p=48.60%)
[2025-12-01T20:32:56.571614] [INFO ] [FORECASTER] Completed predict_future for BMI
[2025-12-01T20:32:56.571740] [INFO ] [sig       ] BMI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:56.708156] [INFO ] [LOCAL     ] Saved forecast: BMI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BMI.txt
[2025-12-01T20:32:56.708259] [INFO ] [sig       ] [479/3634] Completed BMI in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-01T20:32:56.708296] [INFO ] [sig       ] [480/3634] Forecasting BMO...
[2025-12-01T20:32:56.708343] [INFO ] [sig       ] Generating forecast for: BMO
[2025-12-01T20:32:56.708374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMO' from 'https://tdm.silogroup.org/data/derivative_storage/BMO.csv'.
[2025-12-01T20:32:56.719668] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BMO'.
[2025-12-01T20:32:56.719930] [INFO ] [FORECASTER] Starting predict_future for BMO
[2025-12-01T20:32:56.720683] [DEBUG] [LOCAL     ] No optimal features file found for BMO: ./output/feature-sets/BMO.txt
[2025-12-01T20:32:56.720733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:56.720766] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:56.720791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:56.720845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:56.775306] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:56.775905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:56.775979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:56.776009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:56.897076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:56.897173] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:32:56.897206] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:56.897232] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:56.900282] [DEBUG] [FORECASTER] BMO: Forecast T+1@11:T+2@11: DOWN (p=21.08%)
[2025-12-01T20:32:56.900538] [INFO ] [FORECASTER] Completed predict_future for BMO
[2025-12-01T20:32:56.900680] [INFO ] [sig       ] BMO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:32:57.040983] [INFO ] [LOCAL     ] Saved forecast: BMO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BMO.txt
[2025-12-01T20:32:57.041120] [INFO ] [sig       ] [480/3634] Completed BMO in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-01T20:32:57.041163] [INFO ] [sig       ] [481/3634] Forecasting BMRA...
[2025-12-01T20:32:57.041193] [INFO ] [sig       ] Generating forecast for: BMRA
[2025-12-01T20:32:57.041221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRA' from 'https://tdm.silogroup.org/data/derivative_storage/BMRA.csv'.
[2025-12-01T20:32:57.051629] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRA'.
[2025-12-01T20:32:57.051888] [INFO ] [FORECASTER] Starting predict_future for BMRA
[2025-12-01T20:32:57.052644] [DEBUG] [LOCAL     ] No optimal features file found for BMRA: ./output/feature-sets/BMRA.txt
[2025-12-01T20:32:57.052693] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:57.052723] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:57.052748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:57.052803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:57.107874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:57.108476] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:57.108552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:57.108603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:57.221562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:57.221704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:57.221740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:57.221767] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:57.224940] [DEBUG] [FORECASTER] BMRA: Forecast T+1@11:T+2@11: DOWN (p=21.95%)
[2025-12-01T20:32:57.225201] [INFO ] [FORECASTER] Completed predict_future for BMRA
[2025-12-01T20:32:57.225326] [INFO ] [sig       ] BMRA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:57.361303] [INFO ] [LOCAL     ] Saved forecast: BMRA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BMRA.txt
[2025-12-01T20:32:57.361408] [INFO ] [sig       ] [481/3634] Completed BMRA in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-01T20:32:57.361445] [INFO ] [sig       ] [482/3634] Forecasting BMRC...
[2025-12-01T20:32:57.361472] [INFO ] [sig       ] Generating forecast for: BMRC
[2025-12-01T20:32:57.361507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRC' from 'https://tdm.silogroup.org/data/derivative_storage/BMRC.csv'.
[2025-12-01T20:32:57.372181] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRC'.
[2025-12-01T20:32:57.372435] [INFO ] [FORECASTER] Starting predict_future for BMRC
[2025-12-01T20:32:57.373184] [DEBUG] [LOCAL     ] No optimal features file found for BMRC: ./output/feature-sets/BMRC.txt
[2025-12-01T20:32:57.373233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:57.373263] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:57.373288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:57.373343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:57.428769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:57.429424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:57.429501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:57.429532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:57.546927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:57.547026] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:57.547060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:57.547086] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:57.550152] [DEBUG] [FORECASTER] BMRC: Forecast T+1@11:T+2@11: DOWN (p=37.99%)
[2025-12-01T20:32:57.550409] [INFO ] [FORECASTER] Completed predict_future for BMRC
[2025-12-01T20:32:57.550531] [INFO ] [sig       ] BMRC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:57.686801] [INFO ] [LOCAL     ] Saved forecast: BMRC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BMRC.txt
[2025-12-01T20:32:57.686906] [INFO ] [sig       ] [482/3634] Completed BMRC in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-01T20:32:57.686942] [INFO ] [sig       ] [483/3634] Forecasting BMRN...
[2025-12-01T20:32:57.686970] [INFO ] [sig       ] Generating forecast for: BMRN
[2025-12-01T20:32:57.686998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMRN' from 'https://tdm.silogroup.org/data/derivative_storage/BMRN.csv'.
[2025-12-01T20:32:57.699066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMRN'.
[2025-12-01T20:32:57.699429] [INFO ] [FORECASTER] Starting predict_future for BMRN
[2025-12-01T20:32:57.700295] [DEBUG] [LOCAL     ] No optimal features file found for BMRN: ./output/feature-sets/BMRN.txt
[2025-12-01T20:32:57.700372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:57.700409] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:57.700437] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:57.700494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:57.756898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:57.757845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:57.757932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:57.757963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:57.872331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:57.872500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:57.872542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:57.872589] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:57.876111] [DEBUG] [FORECASTER] BMRN: Forecast T+1@11:T+2@11: DOWN (p=5.20%)
[2025-12-01T20:32:57.876411] [INFO ] [FORECASTER] Completed predict_future for BMRN
[2025-12-01T20:32:57.876548] [INFO ] [sig       ] BMRN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:58.017382] [INFO ] [LOCAL     ] Saved forecast: BMRN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BMRN.txt
[2025-12-01T20:32:58.017531] [INFO ] [sig       ] [483/3634] Completed BMRN in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-01T20:32:58.017589] [INFO ] [sig       ] [484/3634] Forecasting BMY...
[2025-12-01T20:32:58.017649] [INFO ] [sig       ] Generating forecast for: BMY
[2025-12-01T20:32:58.017682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BMY' from 'https://tdm.silogroup.org/data/derivative_storage/BMY.csv'.
[2025-12-01T20:32:58.029342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BMY'.
[2025-12-01T20:32:58.029657] [INFO ] [FORECASTER] Starting predict_future for BMY
[2025-12-01T20:32:58.030453] [DEBUG] [LOCAL     ] No optimal features file found for BMY: ./output/feature-sets/BMY.txt
[2025-12-01T20:32:58.030503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:58.030533] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:58.030559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:58.030639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:58.089203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:58.089969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:58.090076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:58.090131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:58.215202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:58.215351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:58.215389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:58.215417] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:58.219088] [DEBUG] [FORECASTER] BMY: Forecast T+1@11:T+2@11: UP (p=62.11%)
[2025-12-01T20:32:58.219367] [INFO ] [FORECASTER] Completed predict_future for BMY
[2025-12-01T20:32:58.219495] [INFO ] [sig       ] BMY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:58.360284] [INFO ] [LOCAL     ] Saved forecast: BMY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BMY.txt
[2025-12-01T20:32:58.360463] [INFO ] [sig       ] [484/3634] Completed BMY in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-01T20:32:58.360505] [INFO ] [sig       ] [485/3634] Forecasting BN...
[2025-12-01T20:32:58.360535] [INFO ] [sig       ] Generating forecast for: BN
[2025-12-01T20:32:58.360563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BN' from 'https://tdm.silogroup.org/data/derivative_storage/BN.csv'.
[2025-12-01T20:32:58.371941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BN'.
[2025-12-01T20:32:58.372241] [INFO ] [FORECASTER] Starting predict_future for BN
[2025-12-01T20:32:58.373058] [DEBUG] [LOCAL     ] No optimal features file found for BN: ./output/feature-sets/BN.txt
[2025-12-01T20:32:58.373109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:58.373139] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:58.373165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:58.373219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:58.429747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:58.430492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:58.430593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:58.430627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:58.551335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:58.551495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:58.551534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:58.551563] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:58.555034] [DEBUG] [FORECASTER] BN: Forecast T+1@11:T+2@11: UP (p=64.07%)
[2025-12-01T20:32:58.555317] [INFO ] [FORECASTER] Completed predict_future for BN
[2025-12-01T20:32:58.555451] [INFO ] [sig       ] BN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:58.693145] [INFO ] [LOCAL     ] Saved forecast: BN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BN.txt
[2025-12-01T20:32:58.693279] [INFO ] [sig       ] [485/3634] Completed BN in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-01T20:32:58.693318] [INFO ] [sig       ] [486/3634] Forecasting BND...
[2025-12-01T20:32:58.693347] [INFO ] [sig       ] Generating forecast for: BND
[2025-12-01T20:32:58.693376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BND' from 'https://tdm.silogroup.org/data/derivative_storage/BND.csv'.
[2025-12-01T20:32:58.705095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BND'.
[2025-12-01T20:32:58.705418] [INFO ] [FORECASTER] Starting predict_future for BND
[2025-12-01T20:32:58.706199] [DEBUG] [LOCAL     ] No optimal features file found for BND: ./output/feature-sets/BND.txt
[2025-12-01T20:32:58.706249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:58.706278] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:58.706303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:58.706357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:58.762888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:58.763600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:58.763683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:58.763717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:58.890964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:58.891132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:58.891177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:58.891205] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:58.894565] [DEBUG] [FORECASTER] BND: Forecast T+1@11:T+2@11: DOWN (p=6.08%)
[2025-12-01T20:32:58.894859] [INFO ] [FORECASTER] Completed predict_future for BND
[2025-12-01T20:32:58.894988] [INFO ] [sig       ] BND: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:59.041186] [INFO ] [LOCAL     ] Saved forecast: BND	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BND.txt
[2025-12-01T20:32:59.041338] [INFO ] [sig       ] [486/3634] Completed BND in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-01T20:32:59.041379] [INFO ] [sig       ] [487/3634] Forecasting BNDX...
[2025-12-01T20:32:59.041417] [INFO ] [sig       ] Generating forecast for: BNDX
[2025-12-01T20:32:59.041447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNDX' from 'https://tdm.silogroup.org/data/derivative_storage/BNDX.csv'.
[2025-12-01T20:32:59.054020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNDX'.
[2025-12-01T20:32:59.054444] [INFO ] [FORECASTER] Starting predict_future for BNDX
[2025-12-01T20:32:59.055241] [DEBUG] [LOCAL     ] No optimal features file found for BNDX: ./output/feature-sets/BNDX.txt
[2025-12-01T20:32:59.055290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:59.055321] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:59.055345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:59.055400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:59.110886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:59.111695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:59.111775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:59.111806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:59.233460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:59.233625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:59.233662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:59.233691] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:59.236972] [DEBUG] [FORECASTER] BNDX: Forecast T+1@11:T+2@11: DOWN (p=39.77%)
[2025-12-01T20:32:59.237237] [INFO ] [FORECASTER] Completed predict_future for BNDX
[2025-12-01T20:32:59.237360] [INFO ] [sig       ] BNDX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:32:59.375161] [INFO ] [LOCAL     ] Saved forecast: BNDX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BNDX.txt
[2025-12-01T20:32:59.375330] [INFO ] [sig       ] [487/3634] Completed BNDX in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-01T20:32:59.375369] [INFO ] [sig       ] [488/3634] Forecasting BNED...
[2025-12-01T20:32:59.375397] [INFO ] [sig       ] Generating forecast for: BNED
[2025-12-01T20:32:59.375426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNED' from 'https://tdm.silogroup.org/data/derivative_storage/BNED.csv'.
[2025-12-01T20:32:59.386157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNED'.
[2025-12-01T20:32:59.386538] [INFO ] [FORECASTER] Starting predict_future for BNED
[2025-12-01T20:32:59.387312] [DEBUG] [LOCAL     ] No optimal features file found for BNED: ./output/feature-sets/BNED.txt
[2025-12-01T20:32:59.387362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:59.387392] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:59.387417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:59.387471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:59.443055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:59.443913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:59.443993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:59.444025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:59.560383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:59.560534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:59.560591] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:59.560622] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:59.563947] [DEBUG] [FORECASTER] BNED: Forecast T+1@11:T+2@11: UP (p=91.37%)
[2025-12-01T20:32:59.564222] [INFO ] [FORECASTER] Completed predict_future for BNED
[2025-12-01T20:32:59.564385] [INFO ] [sig       ] BNED: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:32:59.709365] [INFO ] [LOCAL     ] Saved forecast: BNED	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BNED.txt
[2025-12-01T20:32:59.709512] [INFO ] [sig       ] [488/3634] Completed BNED in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-01T20:32:59.709550] [INFO ] [sig       ] [489/3634] Forecasting BNGO...
[2025-12-01T20:32:59.709595] [INFO ] [sig       ] Generating forecast for: BNGO
[2025-12-01T20:32:59.709627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNGO' from 'https://tdm.silogroup.org/data/derivative_storage/BNGO.csv'.
[2025-12-01T20:32:59.722394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNGO'.
[2025-12-01T20:32:59.722802] [INFO ] [FORECASTER] Starting predict_future for BNGO
[2025-12-01T20:32:59.723635] [DEBUG] [LOCAL     ] No optimal features file found for BNGO: ./output/feature-sets/BNGO.txt
[2025-12-01T20:32:59.723687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:32:59.723719] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:32:59.723749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:32:59.723818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:32:59.783850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:32:59.784752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:32:59.784840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:32:59.784872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:32:59.910772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:32:59.910921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:32:59.910959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:32:59.910987] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:32:59.914466] [DEBUG] [FORECASTER] BNGO: Forecast T+1@11:T+2@11: DOWN (p=29.92%)
[2025-12-01T20:32:59.914757] [INFO ] [FORECASTER] Completed predict_future for BNGO
[2025-12-01T20:32:59.914888] [INFO ] [sig       ] BNGO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:00.060238] [INFO ] [LOCAL     ] Saved forecast: BNGO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BNGO.txt
[2025-12-01T20:33:00.060439] [INFO ] [sig       ] [489/3634] Completed BNGO in 0.4s | 2.98 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-01T20:33:00.060490] [INFO ] [sig       ] [490/3634] Forecasting BNH...
[2025-12-01T20:33:00.060522] [INFO ] [sig       ] Generating forecast for: BNH
[2025-12-01T20:33:00.060551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNH' from 'https://tdm.silogroup.org/data/derivative_storage/BNH.csv'.
[2025-12-01T20:33:00.072073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNH'.
[2025-12-01T20:33:00.072458] [INFO ] [FORECASTER] Starting predict_future for BNH
[2025-12-01T20:33:00.073251] [DEBUG] [LOCAL     ] No optimal features file found for BNH: ./output/feature-sets/BNH.txt
[2025-12-01T20:33:00.073304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:00.073335] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:00.073360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:00.073414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:00.128053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:00.128982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:00.129065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:00.129098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:00.242631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:00.242772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:00.242809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:00.242838] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:00.246123] [DEBUG] [FORECASTER] BNH: Forecast T+1@11:T+2@11: DOWN (p=6.55%)
[2025-12-01T20:33:00.246387] [INFO ] [FORECASTER] Completed predict_future for BNH
[2025-12-01T20:33:00.246512] [INFO ] [sig       ] BNH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:00.386805] [INFO ] [LOCAL     ] Saved forecast: BNH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BNH.txt
[2025-12-01T20:33:00.386945] [INFO ] [sig       ] [490/3634] Completed BNH in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-01T20:33:00.386987] [INFO ] [sig       ] [491/3634] Forecasting BNJ...
[2025-12-01T20:33:00.387017] [INFO ] [sig       ] Generating forecast for: BNJ
[2025-12-01T20:33:00.387045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNJ' from 'https://tdm.silogroup.org/data/derivative_storage/BNJ.csv'.
[2025-12-01T20:33:00.400849] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BNJ'.
[2025-12-01T20:33:00.401305] [INFO ] [FORECASTER] Starting predict_future for BNJ
[2025-12-01T20:33:00.402130] [DEBUG] [LOCAL     ] No optimal features file found for BNJ: ./output/feature-sets/BNJ.txt
[2025-12-01T20:33:00.402204] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:00.402266] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:00.402293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:00.402348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:00.458397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:00.459368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:00.459456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:00.459490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:00.571619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:00.571780] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:00.571826] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:00.571859] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:00.575276] [DEBUG] [FORECASTER] BNJ: Forecast T+1@11:T+2@11: DOWN (p=39.96%)
[2025-12-01T20:33:00.575546] [INFO ] [FORECASTER] Completed predict_future for BNJ
[2025-12-01T20:33:00.575694] [INFO ] [sig       ] BNJ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:00.719865] [INFO ] [LOCAL     ] Saved forecast: BNJ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BNJ.txt
[2025-12-01T20:33:00.720050] [INFO ] [sig       ] [491/3634] Completed BNJ in 0.3s | 2.98 sym/s | Total: 2.7m | ETA: 17.6m
[2025-12-01T20:33:00.720094] [INFO ] [sig       ] [492/3634] Forecasting BNL...
[2025-12-01T20:33:00.720123] [INFO ] [sig       ] Generating forecast for: BNL
[2025-12-01T20:33:00.720153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNL' from 'https://tdm.silogroup.org/data/derivative_storage/BNL.csv'.
[2025-12-01T20:33:00.732288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNL'.
[2025-12-01T20:33:00.732652] [INFO ] [FORECASTER] Starting predict_future for BNL
[2025-12-01T20:33:00.733393] [DEBUG] [LOCAL     ] No optimal features file found for BNL: ./output/feature-sets/BNL.txt
[2025-12-01T20:33:00.733443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:00.733473] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:00.733498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:00.733551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:00.790360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:00.791283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:00.791550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:00.791607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:00.916116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:00.916271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:00.916310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:00.916337] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:00.919880] [DEBUG] [FORECASTER] BNL: Forecast T+1@11:T+2@11: UP (p=66.03%)
[2025-12-01T20:33:00.920165] [INFO ] [FORECASTER] Completed predict_future for BNL
[2025-12-01T20:33:00.920303] [INFO ] [sig       ] BNL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:01.063056] [INFO ] [LOCAL     ] Saved forecast: BNL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BNL.txt
[2025-12-01T20:33:01.063210] [INFO ] [sig       ] [492/3634] Completed BNL in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-01T20:33:01.063249] [INFO ] [sig       ] [493/3634] Forecasting BNRG...
[2025-12-01T20:33:01.063277] [INFO ] [sig       ] Generating forecast for: BNRG
[2025-12-01T20:33:01.063306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNRG' from 'https://tdm.silogroup.org/data/derivative_storage/BNRG.csv'.
[2025-12-01T20:33:01.074232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNRG'.
[2025-12-01T20:33:01.074512] [INFO ] [FORECASTER] Starting predict_future for BNRG
[2025-12-01T20:33:01.075265] [DEBUG] [LOCAL     ] No optimal features file found for BNRG: ./output/feature-sets/BNRG.txt
[2025-12-01T20:33:01.075317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:01.075347] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:01.075373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:01.075427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:01.131291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:01.131992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:01.132072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:01.132104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:01.252036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:01.252184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:01.252220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:01.252247] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:01.255635] [DEBUG] [FORECASTER] BNRG: Forecast T+1@11:T+2@11: UP (p=85.26%)
[2025-12-01T20:33:01.255901] [INFO ] [FORECASTER] Completed predict_future for BNRG
[2025-12-01T20:33:01.256030] [INFO ] [sig       ] BNRG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:01.393561] [INFO ] [LOCAL     ] Saved forecast: BNRG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BNRG.txt
[2025-12-01T20:33:01.393709] [INFO ] [sig       ] [493/3634] Completed BNRG in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-01T20:33:01.393746] [INFO ] [sig       ] [494/3634] Forecasting BNS...
[2025-12-01T20:33:01.393775] [INFO ] [sig       ] Generating forecast for: BNS
[2025-12-01T20:33:01.393805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNS' from 'https://tdm.silogroup.org/data/derivative_storage/BNS.csv'.
[2025-12-01T20:33:01.404964] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BNS'.
[2025-12-01T20:33:01.405261] [INFO ] [FORECASTER] Starting predict_future for BNS
[2025-12-01T20:33:01.406024] [DEBUG] [LOCAL     ] No optimal features file found for BNS: ./output/feature-sets/BNS.txt
[2025-12-01T20:33:01.406074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:01.406104] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:01.406129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:01.406184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:01.461749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:01.462373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:01.462450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:01.462481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:01.583636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:01.583783] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:01.583819] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:01.583878] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:01.587312] [DEBUG] [FORECASTER] BNS: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-01T20:33:01.587620] [INFO ] [FORECASTER] Completed predict_future for BNS
[2025-12-01T20:33:01.587761] [INFO ] [sig       ] BNS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:01.729763] [INFO ] [LOCAL     ] Saved forecast: BNS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BNS.txt
[2025-12-01T20:33:01.729910] [INFO ] [sig       ] [494/3634] Completed BNS in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-01T20:33:01.729965] [INFO ] [sig       ] [495/3634] Forecasting BNTC...
[2025-12-01T20:33:01.729999] [INFO ] [sig       ] Generating forecast for: BNTC
[2025-12-01T20:33:01.730029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTC' from 'https://tdm.silogroup.org/data/derivative_storage/BNTC.csv'.
[2025-12-01T20:33:01.741819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTC'.
[2025-12-01T20:33:01.742183] [INFO ] [FORECASTER] Starting predict_future for BNTC
[2025-12-01T20:33:01.743082] [DEBUG] [LOCAL     ] No optimal features file found for BNTC: ./output/feature-sets/BNTC.txt
[2025-12-01T20:33:01.743139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:01.743179] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:01.743207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:01.743263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:01.802959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:01.803790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:01.803874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:01.803906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:01.929956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:01.930124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:01.930161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:01.930188] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:01.933533] [DEBUG] [FORECASTER] BNTC: Forecast T+1@11:T+2@11: UP (p=74.68%)
[2025-12-01T20:33:01.933825] [INFO ] [FORECASTER] Completed predict_future for BNTC
[2025-12-01T20:33:01.933951] [INFO ] [sig       ] BNTC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:02.079212] [INFO ] [LOCAL     ] Saved forecast: BNTC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BNTC.txt
[2025-12-01T20:33:02.079398] [INFO ] [sig       ] [495/3634] Completed BNTC in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.6m
[2025-12-01T20:33:02.079441] [INFO ] [sig       ] [496/3634] Forecasting BNTX...
[2025-12-01T20:33:02.079470] [INFO ] [sig       ] Generating forecast for: BNTX
[2025-12-01T20:33:02.079499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNTX' from 'https://tdm.silogroup.org/data/derivative_storage/BNTX.csv'.
[2025-12-01T20:33:02.091660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BNTX'.
[2025-12-01T20:33:02.092011] [INFO ] [FORECASTER] Starting predict_future for BNTX
[2025-12-01T20:33:02.092840] [DEBUG] [LOCAL     ] No optimal features file found for BNTX: ./output/feature-sets/BNTX.txt
[2025-12-01T20:33:02.092892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:02.092925] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:02.092951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:02.093013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:02.148741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:02.149406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:02.149485] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:02.149516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:02.267352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:02.267498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:02.267535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:02.267562] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:02.270826] [DEBUG] [FORECASTER] BNTX: Forecast T+1@11:T+2@11: UP (p=84.00%)
[2025-12-01T20:33:02.271090] [INFO ] [FORECASTER] Completed predict_future for BNTX
[2025-12-01T20:33:02.271230] [INFO ] [sig       ] BNTX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:02.412819] [INFO ] [LOCAL     ] Saved forecast: BNTX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BNTX.txt
[2025-12-01T20:33:02.412984] [INFO ] [sig       ] [496/3634] Completed BNTX in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-01T20:33:02.413021] [INFO ] [sig       ] [497/3634] Forecasting BNY...
[2025-12-01T20:33:02.413051] [INFO ] [sig       ] Generating forecast for: BNY
[2025-12-01T20:33:02.413080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNY' from 'https://tdm.silogroup.org/data/derivative_storage/BNY.csv'.
[2025-12-01T20:33:02.423754] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BNY'.
[2025-12-01T20:33:02.424089] [INFO ] [FORECASTER] Starting predict_future for BNY
[2025-12-01T20:33:02.424864] [DEBUG] [LOCAL     ] No optimal features file found for BNY: ./output/feature-sets/BNY.txt
[2025-12-01T20:33:02.424912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:02.424941] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:02.424965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:02.425019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:02.480535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:02.481242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:02.481320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:02.481351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:02.599266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:02.599410] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:02.599447] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:02.599473] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:02.602850] [DEBUG] [FORECASTER] BNY: Forecast T+1@11:T+2@11: UP (p=80.21%)
[2025-12-01T20:33:02.603121] [INFO ] [FORECASTER] Completed predict_future for BNY
[2025-12-01T20:33:02.603244] [INFO ] [sig       ] BNY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:02.749174] [INFO ] [LOCAL     ] Saved forecast: BNY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BNY.txt
[2025-12-01T20:33:02.749321] [INFO ] [sig       ] [497/3634] Completed BNY in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-01T20:33:02.749359] [INFO ] [sig       ] [498/3634] Forecasting BNZI...
[2025-12-01T20:33:02.749387] [INFO ] [sig       ] Generating forecast for: BNZI
[2025-12-01T20:33:02.749442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BNZI' from 'https://tdm.silogroup.org/data/derivative_storage/BNZI.csv'.
[2025-12-01T20:33:02.760555] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BNZI'.
[2025-12-01T20:33:02.760874] [INFO ] [FORECASTER] Starting predict_future for BNZI
[2025-12-01T20:33:02.761642] [DEBUG] [LOCAL     ] No optimal features file found for BNZI: ./output/feature-sets/BNZI.txt
[2025-12-01T20:33:02.761691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:02.761722] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:02.761748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:02.761803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:02.821678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:02.822733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:02.822837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:02.822879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:02.942913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:02.943063] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:02.943117] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:02.943145] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:02.946423] [DEBUG] [FORECASTER] BNZI: Forecast T+1@11:T+2@11: DOWN (p=40.15%)
[2025-12-01T20:33:02.946704] [INFO ] [FORECASTER] Completed predict_future for BNZI
[2025-12-01T20:33:02.946830] [INFO ] [sig       ] BNZI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:03.083982] [INFO ] [LOCAL     ] Saved forecast: BNZI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BNZI.txt
[2025-12-01T20:33:03.084113] [INFO ] [sig       ] [498/3634] Completed BNZI in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-01T20:33:03.084149] [INFO ] [sig       ] [499/3634] Forecasting BOC...
[2025-12-01T20:33:03.084177] [INFO ] [sig       ] Generating forecast for: BOC
[2025-12-01T20:33:03.084206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOC' from 'https://tdm.silogroup.org/data/derivative_storage/BOC.csv'.
[2025-12-01T20:33:03.095254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOC'.
[2025-12-01T20:33:03.095564] [INFO ] [FORECASTER] Starting predict_future for BOC
[2025-12-01T20:33:03.096344] [DEBUG] [LOCAL     ] No optimal features file found for BOC: ./output/feature-sets/BOC.txt
[2025-12-01T20:33:03.096396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:03.096429] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:03.096457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:03.096514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:03.152364] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:03.153160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:03.153243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:03.153276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:03.277140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:03.277320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:03.277376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:03.277421] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:03.282507] [DEBUG] [FORECASTER] BOC: Forecast T+1@11:T+2@11: UP (p=97.24%)
[2025-12-01T20:33:03.282922] [INFO ] [FORECASTER] Completed predict_future for BOC
[2025-12-01T20:33:03.283100] [INFO ] [sig       ] BOC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:03.436143] [INFO ] [LOCAL     ] Saved forecast: BOC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BOC.txt
[2025-12-01T20:33:03.436285] [INFO ] [sig       ] [499/3634] Completed BOC in 0.4s | 2.98 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-01T20:33:03.436325] [INFO ] [sig       ] [500/3634] Forecasting BOE...
[2025-12-01T20:33:03.436353] [INFO ] [sig       ] Generating forecast for: BOE
[2025-12-01T20:33:03.436381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOE' from 'https://tdm.silogroup.org/data/derivative_storage/BOE.csv'.
[2025-12-01T20:33:03.447475] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BOE'.
[2025-12-01T20:33:03.447828] [INFO ] [FORECASTER] Starting predict_future for BOE
[2025-12-01T20:33:03.448628] [DEBUG] [LOCAL     ] No optimal features file found for BOE: ./output/feature-sets/BOE.txt
[2025-12-01T20:33:03.448677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:03.448706] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:03.448731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:03.448784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:03.504392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:03.505065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:03.505164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:03.505198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:03.621880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:03.622024] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:03.622061] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:03.622088] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:03.625359] [DEBUG] [FORECASTER] BOE: Forecast T+1@11:T+2@11: DOWN (p=28.00%)
[2025-12-01T20:33:03.625643] [INFO ] [FORECASTER] Completed predict_future for BOE
[2025-12-01T20:33:03.625768] [INFO ] [sig       ] BOE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:03.765245] [INFO ] [LOCAL     ] Saved forecast: BOE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BOE.txt
[2025-12-01T20:33:03.765388] [INFO ] [sig       ] [500/3634] Completed BOE in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-01T20:33:03.765429] [INFO ] [sig       ] [501/3634] Forecasting BOF...
[2025-12-01T20:33:03.765483] [INFO ] [sig       ] Generating forecast for: BOF
[2025-12-01T20:33:03.765513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOF' from 'https://tdm.silogroup.org/data/derivative_storage/BOF.csv'.
[2025-12-01T20:33:03.776616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOF'.
[2025-12-01T20:33:03.776992] [INFO ] [FORECASTER] Starting predict_future for BOF
[2025-12-01T20:33:03.777845] [DEBUG] [LOCAL     ] No optimal features file found for BOF: ./output/feature-sets/BOF.txt
[2025-12-01T20:33:03.777909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:03.777949] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:03.777984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:03.778053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:03.843049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:03.843917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:03.844033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:03.844068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:03.967004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:03.967146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:03.967186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:03.967215] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:03.970767] [DEBUG] [FORECASTER] BOF: Forecast T+1@11:T+2@11: UP (p=93.71%)
[2025-12-01T20:33:03.971083] [INFO ] [FORECASTER] Completed predict_future for BOF
[2025-12-01T20:33:03.971213] [INFO ] [sig       ] BOF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:04.114518] [INFO ] [LOCAL     ] Saved forecast: BOF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BOF.txt
[2025-12-01T20:33:04.114671] [INFO ] [sig       ] [501/3634] Completed BOF in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-01T20:33:04.114710] [INFO ] [sig       ] [502/3634] Forecasting BOH...
[2025-12-01T20:33:04.114741] [INFO ] [sig       ] Generating forecast for: BOH
[2025-12-01T20:33:04.114770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOH' from 'https://tdm.silogroup.org/data/derivative_storage/BOH.csv'.
[2025-12-01T20:33:04.125462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOH'.
[2025-12-01T20:33:04.125761] [INFO ] [FORECASTER] Starting predict_future for BOH
[2025-12-01T20:33:04.126505] [DEBUG] [LOCAL     ] No optimal features file found for BOH: ./output/feature-sets/BOH.txt
[2025-12-01T20:33:04.126555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:04.126611] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:04.126650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:04.126706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:04.182227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:04.183132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:04.183235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:04.183269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:04.303482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:04.303677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:04.303720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:04.303750] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:04.307143] [DEBUG] [FORECASTER] BOH: Forecast T+1@11:T+2@11: UP (p=84.70%)
[2025-12-01T20:33:04.307417] [INFO ] [FORECASTER] Completed predict_future for BOH
[2025-12-01T20:33:04.307549] [INFO ] [sig       ] BOH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:04.447923] [INFO ] [LOCAL     ] Saved forecast: BOH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BOH.txt
[2025-12-01T20:33:04.448070] [INFO ] [sig       ] [502/3634] Completed BOH in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-01T20:33:04.448110] [INFO ] [sig       ] [503/3634] Forecasting BOKF...
[2025-12-01T20:33:04.448139] [INFO ] [sig       ] Generating forecast for: BOKF
[2025-12-01T20:33:04.448168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOKF' from 'https://tdm.silogroup.org/data/derivative_storage/BOKF.csv'.
[2025-12-01T20:33:04.464013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOKF'.
[2025-12-01T20:33:04.464499] [INFO ] [FORECASTER] Starting predict_future for BOKF
[2025-12-01T20:33:04.465613] [DEBUG] [LOCAL     ] No optimal features file found for BOKF: ./output/feature-sets/BOKF.txt
[2025-12-01T20:33:04.465681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:04.465735] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:04.465778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:04.465864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:04.540733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:04.541637] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:04.541724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:04.541756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:04.662911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:04.663075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:04.663116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:04.663143] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:04.666538] [DEBUG] [FORECASTER] BOKF: Forecast T+1@11:T+2@11: DOWN (p=35.31%)
[2025-12-01T20:33:04.666844] [INFO ] [FORECASTER] Completed predict_future for BOKF
[2025-12-01T20:33:04.667005] [INFO ] [sig       ] BOKF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:04.806106] [INFO ] [LOCAL     ] Saved forecast: BOKF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BOKF.txt
[2025-12-01T20:33:04.806233] [INFO ] [sig       ] [503/3634] Completed BOKF in 0.4s | 2.98 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-01T20:33:04.806271] [INFO ] [sig       ] [504/3634] Forecasting BOLD...
[2025-12-01T20:33:04.806299] [INFO ] [sig       ] Generating forecast for: BOLD
[2025-12-01T20:33:04.806327] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOLD' from 'https://tdm.silogroup.org/data/derivative_storage/BOLD.csv'.
[2025-12-01T20:33:04.818738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOLD'.
[2025-12-01T20:33:04.819091] [INFO ] [FORECASTER] Starting predict_future for BOLD
[2025-12-01T20:33:04.819866] [DEBUG] [LOCAL     ] No optimal features file found for BOLD: ./output/feature-sets/BOLD.txt
[2025-12-01T20:33:04.819919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:04.819950] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:04.819976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:04.820030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:04.876666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:04.877412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:04.877494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:04.877525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:04.993896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:04.994080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:04.994119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:04.994148] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:04.997480] [DEBUG] [FORECASTER] BOLD: Forecast T+1@11:T+2@11: DOWN (p=12.65%)
[2025-12-01T20:33:04.997761] [INFO ] [FORECASTER] Completed predict_future for BOLD
[2025-12-01T20:33:04.997886] [INFO ] [sig       ] BOLD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:05.137730] [INFO ] [LOCAL     ] Saved forecast: BOLD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BOLD.txt
[2025-12-01T20:33:05.137883] [INFO ] [sig       ] [504/3634] Completed BOLD in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-01T20:33:05.137921] [INFO ] [sig       ] [505/3634] Forecasting BOND...
[2025-12-01T20:33:05.137950] [INFO ] [sig       ] Generating forecast for: BOND
[2025-12-01T20:33:05.137979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOND' from 'https://tdm.silogroup.org/data/derivative_storage/BOND.csv'.
[2025-12-01T20:33:05.150271] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOND'.
[2025-12-01T20:33:05.150655] [INFO ] [FORECASTER] Starting predict_future for BOND
[2025-12-01T20:33:05.151453] [DEBUG] [LOCAL     ] No optimal features file found for BOND: ./output/feature-sets/BOND.txt
[2025-12-01T20:33:05.151514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:05.151548] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:05.151594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:05.151654] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:05.210141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:05.211091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:05.211177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:05.211219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:05.334752] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:05.334910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:05.334948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:05.334975] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:05.338369] [DEBUG] [FORECASTER] BOND: Forecast T+1@11:T+2@11: UP (p=98.59%)
[2025-12-01T20:33:05.338693] [INFO ] [FORECASTER] Completed predict_future for BOND
[2025-12-01T20:33:05.338854] [INFO ] [sig       ] BOND: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:05.476527] [INFO ] [LOCAL     ] Saved forecast: BOND	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BOND.txt
[2025-12-01T20:33:05.476698] [INFO ] [sig       ] [505/3634] Completed BOND in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-01T20:33:05.476737] [INFO ] [sig       ] [506/3634] Forecasting BOOM...
[2025-12-01T20:33:05.476765] [INFO ] [sig       ] Generating forecast for: BOOM
[2025-12-01T20:33:05.476800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOOM' from 'https://tdm.silogroup.org/data/derivative_storage/BOOM.csv'.
[2025-12-01T20:33:05.488118] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BOOM'.
[2025-12-01T20:33:05.488544] [INFO ] [FORECASTER] Starting predict_future for BOOM
[2025-12-01T20:33:05.489362] [DEBUG] [LOCAL     ] No optimal features file found for BOOM: ./output/feature-sets/BOOM.txt
[2025-12-01T20:33:05.489412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:05.489442] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:05.489466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:05.489525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:05.544613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:05.545378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:05.545458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:05.545490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:05.663944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:05.664091] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:05.664127] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:05.664154] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:05.667424] [DEBUG] [FORECASTER] BOOM: Forecast T+1@11:T+2@11: UP (p=59.95%)
[2025-12-01T20:33:05.667705] [INFO ] [FORECASTER] Completed predict_future for BOOM
[2025-12-01T20:33:05.667826] [INFO ] [sig       ] BOOM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:05.805564] [INFO ] [LOCAL     ] Saved forecast: BOOM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BOOM.txt
[2025-12-01T20:33:05.805700] [INFO ] [sig       ] [506/3634] Completed BOOM in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-01T20:33:05.805736] [INFO ] [sig       ] [507/3634] Forecasting BOTZ...
[2025-12-01T20:33:05.805789] [INFO ] [sig       ] Generating forecast for: BOTZ
[2025-12-01T20:33:05.805822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BOTZ.csv'.
[2025-12-01T20:33:05.816697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOTZ'.
[2025-12-01T20:33:05.816972] [INFO ] [FORECASTER] Starting predict_future for BOTZ
[2025-12-01T20:33:05.817719] [DEBUG] [LOCAL     ] No optimal features file found for BOTZ: ./output/feature-sets/BOTZ.txt
[2025-12-01T20:33:05.817768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:05.817798] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:05.817824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:05.817878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:05.873599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:05.874383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:05.874462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:05.874493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:05.994719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:05.994874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:05.994914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:05.994942] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:05.998260] [DEBUG] [FORECASTER] BOTZ: Forecast T+1@11:T+2@11: UP (p=92.58%)
[2025-12-01T20:33:05.998548] [INFO ] [FORECASTER] Completed predict_future for BOTZ
[2025-12-01T20:33:05.998693] [INFO ] [sig       ] BOTZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:06.135128] [INFO ] [LOCAL     ] Saved forecast: BOTZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BOTZ.txt
[2025-12-01T20:33:06.135270] [INFO ] [sig       ] [507/3634] Completed BOTZ in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-01T20:33:06.135311] [INFO ] [sig       ] [508/3634] Forecasting BOX...
[2025-12-01T20:33:06.135338] [INFO ] [sig       ] Generating forecast for: BOX
[2025-12-01T20:33:06.135367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BOX' from 'https://tdm.silogroup.org/data/derivative_storage/BOX.csv'.
[2025-12-01T20:33:06.147462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BOX'.
[2025-12-01T20:33:06.147837] [INFO ] [FORECASTER] Starting predict_future for BOX
[2025-12-01T20:33:06.148662] [DEBUG] [LOCAL     ] No optimal features file found for BOX: ./output/feature-sets/BOX.txt
[2025-12-01T20:33:06.148713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:06.148775] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:06.148803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:06.148859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:06.207353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:06.208326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:06.208410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:06.208449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:06.329941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:06.330106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:06.330149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:06.330178] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:06.333598] [DEBUG] [FORECASTER] BOX: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-12-01T20:33:06.333873] [INFO ] [FORECASTER] Completed predict_future for BOX
[2025-12-01T20:33:06.334006] [INFO ] [sig       ] BOX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:06.471803] [INFO ] [LOCAL     ] Saved forecast: BOX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BOX.txt
[2025-12-01T20:33:06.471936] [INFO ] [sig       ] [508/3634] Completed BOX in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-01T20:33:06.471978] [INFO ] [sig       ] [509/3634] Forecasting BP...
[2025-12-01T20:33:06.472006] [INFO ] [sig       ] Generating forecast for: BP
[2025-12-01T20:33:06.472034] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BP' from 'https://tdm.silogroup.org/data/derivative_storage/BP.csv'.
[2025-12-01T20:33:06.483006] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BP'.
[2025-12-01T20:33:06.483276] [INFO ] [FORECASTER] Starting predict_future for BP
[2025-12-01T20:33:06.484025] [DEBUG] [LOCAL     ] No optimal features file found for BP: ./output/feature-sets/BP.txt
[2025-12-01T20:33:06.484075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:06.484105] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:06.484131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:06.484185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:06.540806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:06.541436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:06.541513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:06.541545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:06.663170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:06.663317] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:06.663355] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:06.663382] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:06.666660] [DEBUG] [FORECASTER] BP: Forecast T+1@11:T+2@11: UP (p=61.15%)
[2025-12-01T20:33:06.666923] [INFO ] [FORECASTER] Completed predict_future for BP
[2025-12-01T20:33:06.667046] [INFO ] [sig       ] BP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:06.806088] [INFO ] [LOCAL     ] Saved forecast: BP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BP.txt
[2025-12-01T20:33:06.806226] [INFO ] [sig       ] [509/3634] Completed BP in 0.3s | 2.98 sym/s | Total: 2.8m | ETA: 17.5m
[2025-12-01T20:33:06.806263] [INFO ] [sig       ] [510/3634] Forecasting BPOP...
[2025-12-01T20:33:06.806293] [INFO ] [sig       ] Generating forecast for: BPOP
[2025-12-01T20:33:06.806321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPOP' from 'https://tdm.silogroup.org/data/derivative_storage/BPOP.csv'.
[2025-12-01T20:33:06.817328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPOP'.
[2025-12-01T20:33:06.817640] [INFO ] [FORECASTER] Starting predict_future for BPOP
[2025-12-01T20:33:06.818419] [DEBUG] [LOCAL     ] No optimal features file found for BPOP: ./output/feature-sets/BPOP.txt
[2025-12-01T20:33:06.818469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:06.818501] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:06.818527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:06.818605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:06.875180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:06.875825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:06.875908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:06.875940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:06.997095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:06.997247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:06.997284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:06.997311] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:07.000674] [DEBUG] [FORECASTER] BPOP: Forecast T+1@11:T+2@11: DOWN (p=13.71%)
[2025-12-01T20:33:07.000975] [INFO ] [FORECASTER] Completed predict_future for BPOP
[2025-12-01T20:33:07.001133] [INFO ] [sig       ] BPOP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:07.140496] [INFO ] [LOCAL     ] Saved forecast: BPOP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BPOP.txt
[2025-12-01T20:33:07.140643] [INFO ] [sig       ] [510/3634] Completed BPOP in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-01T20:33:07.140682] [INFO ] [sig       ] [511/3634] Forecasting BPRN...
[2025-12-01T20:33:07.140710] [INFO ] [sig       ] Generating forecast for: BPRN
[2025-12-01T20:33:07.140740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPRN' from 'https://tdm.silogroup.org/data/derivative_storage/BPRN.csv'.
[2025-12-01T20:33:07.150446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPRN'.
[2025-12-01T20:33:07.150734] [INFO ] [FORECASTER] Starting predict_future for BPRN
[2025-12-01T20:33:07.151457] [DEBUG] [LOCAL     ] No optimal features file found for BPRN: ./output/feature-sets/BPRN.txt
[2025-12-01T20:33:07.151506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:07.151539] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:07.151565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:07.151638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:07.210265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:07.210976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:07.211056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:07.211087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:07.305007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:07.305164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:07.305201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:07.305276] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:07.308637] [DEBUG] [FORECASTER] BPRN: Forecast T+1@11:T+2@11: UP (p=94.29%)
[2025-12-01T20:33:07.308926] [INFO ] [FORECASTER] Completed predict_future for BPRN
[2025-12-01T20:33:07.309082] [INFO ] [sig       ] BPRN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:07.446290] [INFO ] [LOCAL     ] Saved forecast: BPRN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BPRN.txt
[2025-12-01T20:33:07.446423] [INFO ] [sig       ] [511/3634] Completed BPRN in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-01T20:33:07.446462] [INFO ] [sig       ] [512/3634] Forecasting BPYPM...
[2025-12-01T20:33:07.446491] [INFO ] [sig       ] Generating forecast for: BPYPM
[2025-12-01T20:33:07.446520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPM' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPM.csv'.
[2025-12-01T20:33:07.458082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPM'.
[2025-12-01T20:33:07.458437] [INFO ] [FORECASTER] Starting predict_future for BPYPM
[2025-12-01T20:33:07.459187] [DEBUG] [LOCAL     ] No optimal features file found for BPYPM: ./output/feature-sets/BPYPM.txt
[2025-12-01T20:33:07.459236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:07.459267] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:07.459293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:07.459348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:07.514823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:07.515478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:07.515555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:07.515603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:07.617560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:07.617722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:07.617758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:07.617785] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:07.621073] [DEBUG] [FORECASTER] BPYPM: Forecast T+1@11:T+2@11: DOWN (p=34.25%)
[2025-12-01T20:33:07.621337] [INFO ] [FORECASTER] Completed predict_future for BPYPM
[2025-12-01T20:33:07.621460] [INFO ] [sig       ] BPYPM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:07.760242] [INFO ] [LOCAL     ] Saved forecast: BPYPM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BPYPM.txt
[2025-12-01T20:33:07.760366] [INFO ] [sig       ] [512/3634] Completed BPYPM in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.5m
[2025-12-01T20:33:07.760403] [INFO ] [sig       ] [513/3634] Forecasting BPYPO...
[2025-12-01T20:33:07.760432] [INFO ] [sig       ] Generating forecast for: BPYPO
[2025-12-01T20:33:07.760459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPO' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPO.csv'.
[2025-12-01T20:33:07.771283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BPYPO'.
[2025-12-01T20:33:07.771624] [INFO ] [FORECASTER] Starting predict_future for BPYPO
[2025-12-01T20:33:07.772359] [DEBUG] [LOCAL     ] No optimal features file found for BPYPO: ./output/feature-sets/BPYPO.txt
[2025-12-01T20:33:07.772409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:07.772439] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:07.772464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:07.772530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:07.828651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:07.829488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:07.829568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:07.829620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:07.926511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:07.926667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:07.926704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:07.926732] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:07.930013] [DEBUG] [FORECASTER] BPYPO: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-01T20:33:07.930279] [INFO ] [FORECASTER] Completed predict_future for BPYPO
[2025-12-01T20:33:07.930402] [INFO ] [sig       ] BPYPO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:08.068251] [INFO ] [LOCAL     ] Saved forecast: BPYPO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BPYPO.txt
[2025-12-01T20:33:08.068406] [INFO ] [sig       ] [513/3634] Completed BPYPO in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-01T20:33:08.068446] [INFO ] [sig       ] [514/3634] Forecasting BPYPP...
[2025-12-01T20:33:08.068474] [INFO ] [sig       ] Generating forecast for: BPYPP
[2025-12-01T20:33:08.068503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BPYPP' from 'https://tdm.silogroup.org/data/derivative_storage/BPYPP.csv'.
[2025-12-01T20:33:08.079937] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BPYPP'.
[2025-12-01T20:33:08.080267] [INFO ] [FORECASTER] Starting predict_future for BPYPP
[2025-12-01T20:33:08.081046] [DEBUG] [LOCAL     ] No optimal features file found for BPYPP: ./output/feature-sets/BPYPP.txt
[2025-12-01T20:33:08.081097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:08.081136] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:08.081172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:08.081241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:08.137939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:08.138680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:08.138759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:08.138791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:08.243708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:08.243858] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:08.243895] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:08.243924] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:08.247302] [DEBUG] [FORECASTER] BPYPP: Forecast T+1@11:T+2@11: DOWN (p=8.08%)
[2025-12-01T20:33:08.247591] [INFO ] [FORECASTER] Completed predict_future for BPYPP
[2025-12-01T20:33:08.247719] [INFO ] [sig       ] BPYPP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:08.389994] [INFO ] [LOCAL     ] Saved forecast: BPYPP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BPYPP.txt
[2025-12-01T20:33:08.390144] [INFO ] [sig       ] [514/3634] Completed BPYPP in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-01T20:33:08.390183] [INFO ] [sig       ] [515/3634] Forecasting BRAG...
[2025-12-01T20:33:08.390210] [INFO ] [sig       ] Generating forecast for: BRAG
[2025-12-01T20:33:08.390238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRAG' from 'https://tdm.silogroup.org/data/derivative_storage/BRAG.csv'.
[2025-12-01T20:33:08.401257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRAG'.
[2025-12-01T20:33:08.401641] [INFO ] [FORECASTER] Starting predict_future for BRAG
[2025-12-01T20:33:08.402430] [DEBUG] [LOCAL     ] No optimal features file found for BRAG: ./output/feature-sets/BRAG.txt
[2025-12-01T20:33:08.402493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:08.402525] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:08.402549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:08.402627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:08.460446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:08.461243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:08.461324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:08.461356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:08.585943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:08.586095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:08.586133] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:08.586161] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:08.589617] [DEBUG] [FORECASTER] BRAG: Forecast T+1@11:T+2@11: UP (p=89.37%)
[2025-12-01T20:33:08.589888] [INFO ] [FORECASTER] Completed predict_future for BRAG
[2025-12-01T20:33:08.590058] [INFO ] [sig       ] BRAG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:08.739343] [INFO ] [LOCAL     ] Saved forecast: BRAG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BRAG.txt
[2025-12-01T20:33:08.739476] [INFO ] [sig       ] [515/3634] Completed BRAG in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-01T20:33:08.739516] [INFO ] [sig       ] [516/3634] Forecasting BRC...
[2025-12-01T20:33:08.739543] [INFO ] [sig       ] Generating forecast for: BRC
[2025-12-01T20:33:08.739587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRC' from 'https://tdm.silogroup.org/data/derivative_storage/BRC.csv'.
[2025-12-01T20:33:08.750281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRC'.
[2025-12-01T20:33:08.750589] [INFO ] [FORECASTER] Starting predict_future for BRC
[2025-12-01T20:33:08.751322] [DEBUG] [LOCAL     ] No optimal features file found for BRC: ./output/feature-sets/BRC.txt
[2025-12-01T20:33:08.751372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:08.751403] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:08.751429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:08.751484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:08.807846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:08.808650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:08.808732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:08.808765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:08.927375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:08.927519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:08.927556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:08.927602] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:08.931008] [DEBUG] [FORECASTER] BRC: Forecast T+1@11:T+2@11: DOWN (p=2.20%)
[2025-12-01T20:33:08.931282] [INFO ] [FORECASTER] Completed predict_future for BRC
[2025-12-01T20:33:08.931412] [INFO ] [sig       ] BRC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:09.077213] [INFO ] [LOCAL     ] Saved forecast: BRC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BRC.txt
[2025-12-01T20:33:09.077338] [INFO ] [sig       ] [516/3634] Completed BRC in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-01T20:33:09.077376] [INFO ] [sig       ] [517/3634] Forecasting BRCC...
[2025-12-01T20:33:09.077404] [INFO ] [sig       ] Generating forecast for: BRCC
[2025-12-01T20:33:09.077432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRCC' from 'https://tdm.silogroup.org/data/derivative_storage/BRCC.csv'.
[2025-12-01T20:33:09.089189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRCC'.
[2025-12-01T20:33:09.089496] [INFO ] [FORECASTER] Starting predict_future for BRCC
[2025-12-01T20:33:09.090297] [DEBUG] [LOCAL     ] No optimal features file found for BRCC: ./output/feature-sets/BRCC.txt
[2025-12-01T20:33:09.090347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:09.090377] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:09.090405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:09.090498] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:09.149491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:09.150256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:09.150339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:09.150372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:09.273539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:09.273707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:09.273744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:09.273771] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:09.277009] [DEBUG] [FORECASTER] BRCC: Forecast T+1@11:T+2@11: UP (p=65.46%)
[2025-12-01T20:33:09.277269] [INFO ] [FORECASTER] Completed predict_future for BRCC
[2025-12-01T20:33:09.277393] [INFO ] [sig       ] BRCC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:09.422727] [INFO ] [LOCAL     ] Saved forecast: BRCC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BRCC.txt
[2025-12-01T20:33:09.422861] [INFO ] [sig       ] [517/3634] Completed BRCC in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-01T20:33:09.422898] [INFO ] [sig       ] [518/3634] Forecasting BRO...
[2025-12-01T20:33:09.422928] [INFO ] [sig       ] Generating forecast for: BRO
[2025-12-01T20:33:09.422957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRO' from 'https://tdm.silogroup.org/data/derivative_storage/BRO.csv'.
[2025-12-01T20:33:09.434119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRO'.
[2025-12-01T20:33:09.434427] [INFO ] [FORECASTER] Starting predict_future for BRO
[2025-12-01T20:33:09.435205] [DEBUG] [LOCAL     ] No optimal features file found for BRO: ./output/feature-sets/BRO.txt
[2025-12-01T20:33:09.435254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:09.435286] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:09.435312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:09.435372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:09.493744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:09.494454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:09.494563] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:09.494615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:09.621742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:09.621892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:09.621930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:09.621959] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:09.625396] [DEBUG] [FORECASTER] BRO: Forecast T+1@11:T+2@11: UP (p=51.84%)
[2025-12-01T20:33:09.625693] [INFO ] [FORECASTER] Completed predict_future for BRO
[2025-12-01T20:33:09.625826] [INFO ] [sig       ] BRO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:09.775324] [INFO ] [LOCAL     ] Saved forecast: BRO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BRO.txt
[2025-12-01T20:33:09.775466] [INFO ] [sig       ] [518/3634] Completed BRO in 0.4s | 2.98 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-01T20:33:09.775504] [INFO ] [sig       ] [519/3634] Forecasting BROS...
[2025-12-01T20:33:09.775534] [INFO ] [sig       ] Generating forecast for: BROS
[2025-12-01T20:33:09.775562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BROS' from 'https://tdm.silogroup.org/data/derivative_storage/BROS.csv'.
[2025-12-01T20:33:09.785825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BROS'.
[2025-12-01T20:33:09.786129] [INFO ] [FORECASTER] Starting predict_future for BROS
[2025-12-01T20:33:09.786897] [DEBUG] [LOCAL     ] No optimal features file found for BROS: ./output/feature-sets/BROS.txt
[2025-12-01T20:33:09.786947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:09.786978] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:09.787004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:09.787064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:09.842796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:09.843489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:09.843567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:09.843617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:09.962339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:09.962485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:09.962522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:09.962550] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:09.965826] [DEBUG] [FORECASTER] BROS: Forecast T+1@11:T+2@11: UP (p=67.61%)
[2025-12-01T20:33:09.966093] [INFO ] [FORECASTER] Completed predict_future for BROS
[2025-12-01T20:33:09.966219] [INFO ] [sig       ] BROS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:10.134873] [INFO ] [LOCAL     ] Saved forecast: BROS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BROS.txt
[2025-12-01T20:33:10.135040] [INFO ] [sig       ] [519/3634] Completed BROS in 0.4s | 2.98 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-01T20:33:10.135081] [INFO ] [sig       ] [520/3634] Forecasting BRSP...
[2025-12-01T20:33:10.135108] [INFO ] [sig       ] Generating forecast for: BRSP
[2025-12-01T20:33:10.135137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRSP' from 'https://tdm.silogroup.org/data/derivative_storage/BRSP.csv'.
[2025-12-01T20:33:10.145301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRSP'.
[2025-12-01T20:33:10.145650] [INFO ] [FORECASTER] Starting predict_future for BRSP
[2025-12-01T20:33:10.146449] [DEBUG] [LOCAL     ] No optimal features file found for BRSP: ./output/feature-sets/BRSP.txt
[2025-12-01T20:33:10.146500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:10.146530] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:10.146557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:10.146632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:10.205682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:10.206408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:10.206490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:10.206522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:10.323475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:10.323629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:10.323666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:10.323695] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:10.326929] [DEBUG] [FORECASTER] BRSP: Forecast T+1@11:T+2@11: DOWN (p=43.41%)
[2025-12-01T20:33:10.327206] [INFO ] [FORECASTER] Completed predict_future for BRSP
[2025-12-01T20:33:10.327330] [INFO ] [sig       ] BRSP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:10.466164] [INFO ] [LOCAL     ] Saved forecast: BRSP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BRSP.txt
[2025-12-01T20:33:10.466291] [INFO ] [sig       ] [520/3634] Completed BRSP in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-01T20:33:10.466328] [INFO ] [sig       ] [521/3634] Forecasting BRX...
[2025-12-01T20:33:10.466356] [INFO ] [sig       ] Generating forecast for: BRX
[2025-12-01T20:33:10.466385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRX' from 'https://tdm.silogroup.org/data/derivative_storage/BRX.csv'.
[2025-12-01T20:33:10.478134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRX'.
[2025-12-01T20:33:10.478438] [INFO ] [FORECASTER] Starting predict_future for BRX
[2025-12-01T20:33:10.479194] [DEBUG] [LOCAL     ] No optimal features file found for BRX: ./output/feature-sets/BRX.txt
[2025-12-01T20:33:10.479244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:10.479274] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:10.479300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:10.479354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:10.535203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:10.535904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:10.535982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:10.536014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:10.655943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:10.656086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:10.656124] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:10.656153] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:10.659570] [DEBUG] [FORECASTER] BRX: Forecast T+1@11:T+2@11: UP (p=66.89%)
[2025-12-01T20:33:10.659857] [INFO ] [FORECASTER] Completed predict_future for BRX
[2025-12-01T20:33:10.659983] [INFO ] [sig       ] BRX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:10.806078] [INFO ] [LOCAL     ] Saved forecast: BRX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BRX.txt
[2025-12-01T20:33:10.806305] [INFO ] [sig       ] [521/3634] Completed BRX in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-01T20:33:10.806365] [INFO ] [sig       ] [522/3634] Forecasting BRY...
[2025-12-01T20:33:10.806406] [INFO ] [sig       ] Generating forecast for: BRY
[2025-12-01T20:33:10.806447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRY' from 'https://tdm.silogroup.org/data/derivative_storage/BRY.csv'.
[2025-12-01T20:33:10.818048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRY'.
[2025-12-01T20:33:10.818381] [INFO ] [FORECASTER] Starting predict_future for BRY
[2025-12-01T20:33:10.819148] [DEBUG] [LOCAL     ] No optimal features file found for BRY: ./output/feature-sets/BRY.txt
[2025-12-01T20:33:10.819198] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:10.819230] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:10.819256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:10.819310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:10.875057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:10.875696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:10.875772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:10.875804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:10.992763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:10.992933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:10.992972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:10.993000] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:10.996447] [DEBUG] [FORECASTER] BRY: Forecast T+1@11:T+2@11: DOWN (p=13.01%)
[2025-12-01T20:33:10.996823] [INFO ] [FORECASTER] Completed predict_future for BRY
[2025-12-01T20:33:10.996974] [INFO ] [sig       ] BRY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:11.186160] [INFO ] [LOCAL     ] Saved forecast: BRY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BRY.txt
[2025-12-01T20:33:11.186306] [INFO ] [sig       ] [522/3634] Completed BRY in 0.4s | 2.98 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-01T20:33:11.186344] [INFO ] [sig       ] [523/3634] Forecasting BRZE...
[2025-12-01T20:33:11.186373] [INFO ] [sig       ] Generating forecast for: BRZE
[2025-12-01T20:33:11.186402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BRZE' from 'https://tdm.silogroup.org/data/derivative_storage/BRZE.csv'.
[2025-12-01T20:33:11.197129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BRZE'.
[2025-12-01T20:33:11.197424] [INFO ] [FORECASTER] Starting predict_future for BRZE
[2025-12-01T20:33:11.198184] [DEBUG] [LOCAL     ] No optimal features file found for BRZE: ./output/feature-sets/BRZE.txt
[2025-12-01T20:33:11.198232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:11.198262] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:11.198288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:11.198369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:11.253827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:11.254515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:11.254608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:11.254642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:11.374876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:11.375014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:11.375050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:11.375078] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:11.378346] [DEBUG] [FORECASTER] BRZE: Forecast T+1@11:T+2@11: UP (p=77.53%)
[2025-12-01T20:33:11.378630] [INFO ] [FORECASTER] Completed predict_future for BRZE
[2025-12-01T20:33:11.378752] [INFO ] [sig       ] BRZE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:11.522477] [INFO ] [LOCAL     ] Saved forecast: BRZE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BRZE.txt
[2025-12-01T20:33:11.522637] [INFO ] [sig       ] [523/3634] Completed BRZE in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-01T20:33:11.522677] [INFO ] [sig       ] [524/3634] Forecasting BSAC...
[2025-12-01T20:33:11.522708] [INFO ] [sig       ] Generating forecast for: BSAC
[2025-12-01T20:33:11.522736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSAC' from 'https://tdm.silogroup.org/data/derivative_storage/BSAC.csv'.
[2025-12-01T20:33:11.533717] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BSAC'.
[2025-12-01T20:33:11.533998] [INFO ] [FORECASTER] Starting predict_future for BSAC
[2025-12-01T20:33:11.534760] [DEBUG] [LOCAL     ] No optimal features file found for BSAC: ./output/feature-sets/BSAC.txt
[2025-12-01T20:33:11.534810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:11.534840] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:11.534865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:11.534920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:11.591784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:11.592499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:11.592594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:11.592631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:11.713048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:11.713191] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:11.713229] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:11.713257] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:11.716605] [DEBUG] [FORECASTER] BSAC: Forecast T+1@11:T+2@11: DOWN (p=16.65%)
[2025-12-01T20:33:11.716872] [INFO ] [FORECASTER] Completed predict_future for BSAC
[2025-12-01T20:33:11.716998] [INFO ] [sig       ] BSAC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:11.861349] [INFO ] [LOCAL     ] Saved forecast: BSAC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BSAC.txt
[2025-12-01T20:33:11.861518] [INFO ] [sig       ] [524/3634] Completed BSAC in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-01T20:33:11.861588] [INFO ] [sig       ] [525/3634] Forecasting BSCP...
[2025-12-01T20:33:11.861623] [INFO ] [sig       ] Generating forecast for: BSCP
[2025-12-01T20:33:11.861652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCP' from 'https://tdm.silogroup.org/data/derivative_storage/BSCP.csv'.
[2025-12-01T20:33:11.872906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCP'.
[2025-12-01T20:33:11.873206] [INFO ] [FORECASTER] Starting predict_future for BSCP
[2025-12-01T20:33:11.874009] [DEBUG] [LOCAL     ] No optimal features file found for BSCP: ./output/feature-sets/BSCP.txt
[2025-12-01T20:33:11.874070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:11.874140] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:11.874173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:11.874235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:11.932224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:11.932964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:11.933044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:11.933080] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:12.035683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:12.035860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:12.035911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:12.035941] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:12.039443] [DEBUG] [FORECASTER] BSCP: Forecast T+1@11:T+2@11: UP (p=95.77%)
[2025-12-01T20:33:12.039742] [INFO ] [FORECASTER] Completed predict_future for BSCP
[2025-12-01T20:33:12.039872] [INFO ] [sig       ] BSCP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:12.178873] [INFO ] [LOCAL     ] Saved forecast: BSCP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BSCP.txt
[2025-12-01T20:33:12.178999] [INFO ] [sig       ] [525/3634] Completed BSCP in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-01T20:33:12.179037] [INFO ] [sig       ] [526/3634] Forecasting BSCQ...
[2025-12-01T20:33:12.179064] [INFO ] [sig       ] Generating forecast for: BSCQ
[2025-12-01T20:33:12.179093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSCQ.csv'.
[2025-12-01T20:33:12.190149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCQ'.
[2025-12-01T20:33:12.190432] [INFO ] [FORECASTER] Starting predict_future for BSCQ
[2025-12-01T20:33:12.191195] [DEBUG] [LOCAL     ] No optimal features file found for BSCQ: ./output/feature-sets/BSCQ.txt
[2025-12-01T20:33:12.191244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:12.191286] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:12.191313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:12.191368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:12.248613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:12.249349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:12.249430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:12.249461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:12.368027] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:12.368159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:12.368199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:12.368227] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:12.371657] [DEBUG] [FORECASTER] BSCQ: Forecast T+1@11:T+2@11: UP (p=92.05%)
[2025-12-01T20:33:12.371928] [INFO ] [FORECASTER] Completed predict_future for BSCQ
[2025-12-01T20:33:12.372056] [INFO ] [sig       ] BSCQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:12.533017] [INFO ] [LOCAL     ] Saved forecast: BSCQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BSCQ.txt
[2025-12-01T20:33:12.533188] [INFO ] [sig       ] [526/3634] Completed BSCQ in 0.4s | 2.98 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-01T20:33:12.533235] [INFO ] [sig       ] [527/3634] Forecasting BSCS...
[2025-12-01T20:33:12.533265] [INFO ] [sig       ] Generating forecast for: BSCS
[2025-12-01T20:33:12.533295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCS' from 'https://tdm.silogroup.org/data/derivative_storage/BSCS.csv'.
[2025-12-01T20:33:12.546179] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BSCS'.
[2025-12-01T20:33:12.546500] [INFO ] [FORECASTER] Starting predict_future for BSCS
[2025-12-01T20:33:12.547270] [DEBUG] [LOCAL     ] No optimal features file found for BSCS: ./output/feature-sets/BSCS.txt
[2025-12-01T20:33:12.547322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:12.547354] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:12.547381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:12.547437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:12.607420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:12.608280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:12.608378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:12.608411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:12.731019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:12.731177] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:12.731223] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:12.731252] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:12.734678] [DEBUG] [FORECASTER] BSCS: Forecast T+1@11:T+2@11: UP (p=68.04%)
[2025-12-01T20:33:12.734948] [INFO ] [FORECASTER] Completed predict_future for BSCS
[2025-12-01T20:33:12.735081] [INFO ] [sig       ] BSCS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:12.874718] [INFO ] [LOCAL     ] Saved forecast: BSCS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BSCS.txt
[2025-12-01T20:33:12.874865] [INFO ] [sig       ] [527/3634] Completed BSCS in 0.3s | 2.98 sym/s | Total: 2.9m | ETA: 17.4m
[2025-12-01T20:33:12.874902] [INFO ] [sig       ] [528/3634] Forecasting BSCX...
[2025-12-01T20:33:12.874932] [INFO ] [sig       ] Generating forecast for: BSCX
[2025-12-01T20:33:12.874962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCX' from 'https://tdm.silogroup.org/data/derivative_storage/BSCX.csv'.
[2025-12-01T20:33:12.885768] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BSCX'.
[2025-12-01T20:33:12.886050] [INFO ] [FORECASTER] Starting predict_future for BSCX
[2025-12-01T20:33:12.886834] [DEBUG] [LOCAL     ] No optimal features file found for BSCX: ./output/feature-sets/BSCX.txt
[2025-12-01T20:33:12.886886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:12.886918] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:12.886944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:12.887000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:12.954519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:12.955687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:12.955804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:12.955858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:13.079517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:13.079692] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:13.079731] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:13.079791] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:13.083085] [DEBUG] [FORECASTER] BSCX: Forecast T+1@11:T+2@11: DOWN (p=17.21%)
[2025-12-01T20:33:13.083350] [INFO ] [FORECASTER] Completed predict_future for BSCX
[2025-12-01T20:33:13.083473] [INFO ] [sig       ] BSCX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:13.223755] [INFO ] [LOCAL     ] Saved forecast: BSCX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BSCX.txt
[2025-12-01T20:33:13.223883] [INFO ] [sig       ] [528/3634] Completed BSCX in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-01T20:33:13.223921] [INFO ] [sig       ] [529/3634] Forecasting BSCY...
[2025-12-01T20:33:13.223950] [INFO ] [sig       ] Generating forecast for: BSCY
[2025-12-01T20:33:13.223979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSCY' from 'https://tdm.silogroup.org/data/derivative_storage/BSCY.csv'.
[2025-12-01T20:33:13.234735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSCY'.
[2025-12-01T20:33:13.235013] [INFO ] [FORECASTER] Starting predict_future for BSCY
[2025-12-01T20:33:13.235787] [DEBUG] [LOCAL     ] No optimal features file found for BSCY: ./output/feature-sets/BSCY.txt
[2025-12-01T20:33:13.235836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:13.235867] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:13.235893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:13.235949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:13.291159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:13.291796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:13.291873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:13.291904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:13.414124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:13.414271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:13.414307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:13.414334] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:13.417620] [DEBUG] [FORECASTER] BSCY: Forecast T+1@11:T+2@11: DOWN (p=19.79%)
[2025-12-01T20:33:13.417888] [INFO ] [FORECASTER] Completed predict_future for BSCY
[2025-12-01T20:33:13.418012] [INFO ] [sig       ] BSCY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:13.557149] [INFO ] [LOCAL     ] Saved forecast: BSCY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BSCY.txt
[2025-12-01T20:33:13.557284] [INFO ] [sig       ] [529/3634] Completed BSCY in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-01T20:33:13.557328] [INFO ] [sig       ] [530/3634] Forecasting BSJP...
[2025-12-01T20:33:13.557358] [INFO ] [sig       ] Generating forecast for: BSJP
[2025-12-01T20:33:13.557386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJP' from 'https://tdm.silogroup.org/data/derivative_storage/BSJP.csv'.
[2025-12-01T20:33:13.568663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJP'.
[2025-12-01T20:33:13.568940] [INFO ] [FORECASTER] Starting predict_future for BSJP
[2025-12-01T20:33:13.569751] [DEBUG] [LOCAL     ] No optimal features file found for BSJP: ./output/feature-sets/BSJP.txt
[2025-12-01T20:33:13.569800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:13.569829] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:13.569854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:13.569909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:13.626385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:13.627050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:13.627128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:13.627162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:13.740962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:13.741108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:13.741144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:13.741172] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:13.744484] [DEBUG] [FORECASTER] BSJP: Forecast T+1@11:T+2@11: UP (p=98.34%)
[2025-12-01T20:33:13.744767] [INFO ] [FORECASTER] Completed predict_future for BSJP
[2025-12-01T20:33:13.744900] [INFO ] [sig       ] BSJP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:13.883253] [INFO ] [LOCAL     ] Saved forecast: BSJP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BSJP.txt
[2025-12-01T20:33:13.883377] [INFO ] [sig       ] [530/3634] Completed BSJP in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-01T20:33:13.883414] [INFO ] [sig       ] [531/3634] Forecasting BSJQ...
[2025-12-01T20:33:13.883441] [INFO ] [sig       ] Generating forecast for: BSJQ
[2025-12-01T20:33:13.883471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSJQ.csv'.
[2025-12-01T20:33:13.895473] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJQ'.
[2025-12-01T20:33:13.895815] [INFO ] [FORECASTER] Starting predict_future for BSJQ
[2025-12-01T20:33:13.896605] [DEBUG] [LOCAL     ] No optimal features file found for BSJQ: ./output/feature-sets/BSJQ.txt
[2025-12-01T20:33:13.896654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:13.896685] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:13.896710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:13.896764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:13.952222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:13.952850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:13.952927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:13.952957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:14.076695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:14.076807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:14.076842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:14.076868] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:14.080017] [DEBUG] [FORECASTER] BSJQ: Forecast T+1@11:T+2@11: UP (p=84.99%)
[2025-12-01T20:33:14.080282] [INFO ] [FORECASTER] Completed predict_future for BSJQ
[2025-12-01T20:33:14.080423] [INFO ] [sig       ] BSJQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:14.217268] [INFO ] [LOCAL     ] Saved forecast: BSJQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BSJQ.txt
[2025-12-01T20:33:14.217371] [INFO ] [sig       ] [531/3634] Completed BSJQ in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-01T20:33:14.217407] [INFO ] [sig       ] [532/3634] Forecasting BSJS...
[2025-12-01T20:33:14.217434] [INFO ] [sig       ] Generating forecast for: BSJS
[2025-12-01T20:33:14.217461] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSJS' from 'https://tdm.silogroup.org/data/derivative_storage/BSJS.csv'.
[2025-12-01T20:33:14.228416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSJS'.
[2025-12-01T20:33:14.228712] [INFO ] [FORECASTER] Starting predict_future for BSJS
[2025-12-01T20:33:14.229449] [DEBUG] [LOCAL     ] No optimal features file found for BSJS: ./output/feature-sets/BSJS.txt
[2025-12-01T20:33:14.229498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:14.229528] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:14.229553] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:14.229628] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:14.285068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:14.285676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:14.285751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:14.285781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:14.406088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:14.406206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:14.406244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:14.406271] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:14.409468] [DEBUG] [FORECASTER] BSJS: Forecast T+1@11:T+2@11: UP (p=61.46%)
[2025-12-01T20:33:14.409746] [INFO ] [FORECASTER] Completed predict_future for BSJS
[2025-12-01T20:33:14.409873] [INFO ] [sig       ] BSJS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:14.547857] [INFO ] [LOCAL     ] Saved forecast: BSJS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BSJS.txt
[2025-12-01T20:33:14.547980] [INFO ] [sig       ] [532/3634] Completed BSJS in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.4m
[2025-12-01T20:33:14.548017] [INFO ] [sig       ] [533/3634] Forecasting BSL...
[2025-12-01T20:33:14.548044] [INFO ] [sig       ] Generating forecast for: BSL
[2025-12-01T20:33:14.548072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSL' from 'https://tdm.silogroup.org/data/derivative_storage/BSL.csv'.
[2025-12-01T20:33:14.559133] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSL'.
[2025-12-01T20:33:14.559410] [INFO ] [FORECASTER] Starting predict_future for BSL
[2025-12-01T20:33:14.560188] [DEBUG] [LOCAL     ] No optimal features file found for BSL: ./output/feature-sets/BSL.txt
[2025-12-01T20:33:14.560248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:14.560284] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:14.560310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:14.560364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:14.616219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:14.617085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:14.617175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:14.617214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:14.733295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:14.733389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:14.733441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:14.733470] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:14.736550] [DEBUG] [FORECASTER] BSL: Forecast T+1@11:T+2@11: UP (p=51.52%)
[2025-12-01T20:33:14.736828] [INFO ] [FORECASTER] Completed predict_future for BSL
[2025-12-01T20:33:14.736950] [INFO ] [sig       ] BSL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:14.873746] [INFO ] [LOCAL     ] Saved forecast: BSL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BSL.txt
[2025-12-01T20:33:14.873853] [INFO ] [sig       ] [533/3634] Completed BSL in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-01T20:33:14.873888] [INFO ] [sig       ] [534/3634] Forecasting BSLK...
[2025-12-01T20:33:14.873916] [INFO ] [sig       ] Generating forecast for: BSLK
[2025-12-01T20:33:14.873945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSLK' from 'https://tdm.silogroup.org/data/derivative_storage/BSLK.csv'.
[2025-12-01T20:33:14.885049] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSLK'.
[2025-12-01T20:33:14.885335] [INFO ] [FORECASTER] Starting predict_future for BSLK
[2025-12-01T20:33:14.886093] [DEBUG] [LOCAL     ] No optimal features file found for BSLK: ./output/feature-sets/BSLK.txt
[2025-12-01T20:33:14.886142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:14.886172] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:14.886197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:14.886251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:14.941080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:14.941683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:14.941758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:14.941788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:15.049919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:15.050083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:15.050122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:15.050151] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:15.053555] [DEBUG] [FORECASTER] BSLK: Forecast T+1@11:T+2@11: DOWN (p=25.92%)
[2025-12-01T20:33:15.053855] [INFO ] [FORECASTER] Completed predict_future for BSLK
[2025-12-01T20:33:15.053993] [INFO ] [sig       ] BSLK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:15.192688] [INFO ] [LOCAL     ] Saved forecast: BSLK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BSLK.txt
[2025-12-01T20:33:15.192800] [INFO ] [sig       ] [534/3634] Completed BSLK in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-01T20:33:15.192838] [INFO ] [sig       ] [535/3634] Forecasting BSM...
[2025-12-01T20:33:15.192865] [INFO ] [sig       ] Generating forecast for: BSM
[2025-12-01T20:33:15.192893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSM' from 'https://tdm.silogroup.org/data/derivative_storage/BSM.csv'.
[2025-12-01T20:33:15.204938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSM'.
[2025-12-01T20:33:15.205245] [INFO ] [FORECASTER] Starting predict_future for BSM
[2025-12-01T20:33:15.206038] [DEBUG] [LOCAL     ] No optimal features file found for BSM: ./output/feature-sets/BSM.txt
[2025-12-01T20:33:15.206088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:15.206118] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:15.206146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:15.206201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:15.263444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:15.264054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:15.264182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:15.264228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:15.383469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:15.383635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:15.383674] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:15.383700] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:15.386964] [DEBUG] [FORECASTER] BSM: Forecast T+1@11:T+2@11: DOWN (p=32.34%)
[2025-12-01T20:33:15.387226] [INFO ] [FORECASTER] Completed predict_future for BSM
[2025-12-01T20:33:15.387350] [INFO ] [sig       ] BSM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:15.527097] [INFO ] [LOCAL     ] Saved forecast: BSM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BSM.txt
[2025-12-01T20:33:15.527214] [INFO ] [sig       ] [535/3634] Completed BSM in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-01T20:33:15.527252] [INFO ] [sig       ] [536/3634] Forecasting BSMP...
[2025-12-01T20:33:15.527281] [INFO ] [sig       ] Generating forecast for: BSMP
[2025-12-01T20:33:15.527310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMP' from 'https://tdm.silogroup.org/data/derivative_storage/BSMP.csv'.
[2025-12-01T20:33:15.539505] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BSMP'.
[2025-12-01T20:33:15.539895] [INFO ] [FORECASTER] Starting predict_future for BSMP
[2025-12-01T20:33:15.540859] [DEBUG] [LOCAL     ] No optimal features file found for BSMP: ./output/feature-sets/BSMP.txt
[2025-12-01T20:33:15.540916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:15.540964] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:15.540991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:15.541047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:15.597490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:15.598171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:15.598256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:15.598288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:15.712292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:15.712446] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:15.712485] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:15.712512] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:15.716273] [DEBUG] [FORECASTER] BSMP: Forecast T+1@11:T+2@11: UP (p=88.09%)
[2025-12-01T20:33:15.716645] [INFO ] [FORECASTER] Completed predict_future for BSMP
[2025-12-01T20:33:15.716817] [INFO ] [sig       ] BSMP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:15.856192] [INFO ] [LOCAL     ] Saved forecast: BSMP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BSMP.txt
[2025-12-01T20:33:15.856358] [INFO ] [sig       ] [536/3634] Completed BSMP in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-01T20:33:15.856397] [INFO ] [sig       ] [537/3634] Forecasting BSMQ...
[2025-12-01T20:33:15.856455] [INFO ] [sig       ] Generating forecast for: BSMQ
[2025-12-01T20:33:15.856484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMQ' from 'https://tdm.silogroup.org/data/derivative_storage/BSMQ.csv'.
[2025-12-01T20:33:15.868448] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BSMQ'.
[2025-12-01T20:33:15.868844] [INFO ] [FORECASTER] Starting predict_future for BSMQ
[2025-12-01T20:33:15.869698] [DEBUG] [LOCAL     ] No optimal features file found for BSMQ: ./output/feature-sets/BSMQ.txt
[2025-12-01T20:33:15.869749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:15.869793] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:15.869822] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:15.869878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:15.926644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:15.927251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:15.927332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:15.927364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:16.044242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:16.044375] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:16.044411] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:16.044437] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:16.047661] [DEBUG] [FORECASTER] BSMQ: Forecast T+1@11:T+2@11: DOWN (p=7.28%)
[2025-12-01T20:33:16.047923] [INFO ] [FORECASTER] Completed predict_future for BSMQ
[2025-12-01T20:33:16.048046] [INFO ] [sig       ] BSMQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:16.185795] [INFO ] [LOCAL     ] Saved forecast: BSMQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BSMQ.txt
[2025-12-01T20:33:16.185909] [INFO ] [sig       ] [537/3634] Completed BSMQ in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-01T20:33:16.185946] [INFO ] [sig       ] [538/3634] Forecasting BSMS...
[2025-12-01T20:33:16.185973] [INFO ] [sig       ] Generating forecast for: BSMS
[2025-12-01T20:33:16.186002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSMS' from 'https://tdm.silogroup.org/data/derivative_storage/BSMS.csv'.
[2025-12-01T20:33:16.197383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSMS'.
[2025-12-01T20:33:16.197751] [INFO ] [FORECASTER] Starting predict_future for BSMS
[2025-12-01T20:33:16.198545] [DEBUG] [LOCAL     ] No optimal features file found for BSMS: ./output/feature-sets/BSMS.txt
[2025-12-01T20:33:16.198620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:16.198655] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:16.198681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:16.198737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:16.255232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:16.255875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:16.255954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:16.255986] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:16.365714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:16.365841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:16.365877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:16.365904] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:16.369089] [DEBUG] [FORECASTER] BSMS: Forecast T+1@11:T+2@11: DOWN (p=6.11%)
[2025-12-01T20:33:16.369351] [INFO ] [FORECASTER] Completed predict_future for BSMS
[2025-12-01T20:33:16.369473] [INFO ] [sig       ] BSMS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:16.508382] [INFO ] [LOCAL     ] Saved forecast: BSMS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BSMS.txt
[2025-12-01T20:33:16.508563] [INFO ] [sig       ] [538/3634] Completed BSMS in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-01T20:33:16.508636] [INFO ] [sig       ] [539/3634] Forecasting BSSX...
[2025-12-01T20:33:16.508677] [INFO ] [sig       ] Generating forecast for: BSSX
[2025-12-01T20:33:16.508716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSSX.csv'.
[2025-12-01T20:33:16.519785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSSX'.
[2025-12-01T20:33:16.520159] [INFO ] [FORECASTER] Starting predict_future for BSSX
[2025-12-01T20:33:16.520970] [DEBUG] [LOCAL     ] No optimal features file found for BSSX: ./output/feature-sets/BSSX.txt
[2025-12-01T20:33:16.521021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:16.521052] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:16.521079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:16.521136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:16.577668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:16.578542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:16.578647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:16.578680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:16.682216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:16.682367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:16.682404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:16.682431] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:16.685772] [DEBUG] [FORECASTER] BSSX: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2025-12-01T20:33:16.686045] [INFO ] [FORECASTER] Completed predict_future for BSSX
[2025-12-01T20:33:16.686175] [INFO ] [sig       ] BSSX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:16.823771] [INFO ] [LOCAL     ] Saved forecast: BSSX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BSSX.txt
[2025-12-01T20:33:16.823925] [INFO ] [sig       ] [539/3634] Completed BSSX in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-01T20:33:16.823964] [INFO ] [sig       ] [540/3634] Forecasting BSTZ...
[2025-12-01T20:33:16.823992] [INFO ] [sig       ] Generating forecast for: BSTZ
[2025-12-01T20:33:16.824021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BSTZ.csv'.
[2025-12-01T20:33:16.836464] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BSTZ'.
[2025-12-01T20:33:16.836871] [INFO ] [FORECASTER] Starting predict_future for BSTZ
[2025-12-01T20:33:16.837685] [DEBUG] [LOCAL     ] No optimal features file found for BSTZ: ./output/feature-sets/BSTZ.txt
[2025-12-01T20:33:16.837738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:16.837770] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:16.837797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:16.837852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:16.897714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:16.898667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:16.898751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:16.898784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:17.024246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:17.024405] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:17.024443] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:17.024471] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:17.027950] [DEBUG] [FORECASTER] BSTZ: Forecast T+1@11:T+2@11: UP (p=74.32%)
[2025-12-01T20:33:17.028246] [INFO ] [FORECASTER] Completed predict_future for BSTZ
[2025-12-01T20:33:17.028398] [INFO ] [sig       ] BSTZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:17.173717] [INFO ] [LOCAL     ] Saved forecast: BSTZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BSTZ.txt
[2025-12-01T20:33:17.173885] [INFO ] [sig       ] [540/3634] Completed BSTZ in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-01T20:33:17.173923] [INFO ] [sig       ] [541/3634] Forecasting BSVN...
[2025-12-01T20:33:17.173961] [INFO ] [sig       ] Generating forecast for: BSVN
[2025-12-01T20:33:17.173990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVN' from 'https://tdm.silogroup.org/data/derivative_storage/BSVN.csv'.
[2025-12-01T20:33:17.185528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVN'.
[2025-12-01T20:33:17.185933] [INFO ] [FORECASTER] Starting predict_future for BSVN
[2025-12-01T20:33:17.186725] [DEBUG] [LOCAL     ] No optimal features file found for BSVN: ./output/feature-sets/BSVN.txt
[2025-12-01T20:33:17.186775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:17.186806] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:17.186831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:17.186886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:17.245601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:17.246494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:17.246594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:17.246630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:17.358932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:17.359101] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:17.359150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:17.359186] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:17.363780] [DEBUG] [FORECASTER] BSVN: Forecast T+1@11:T+2@11: DOWN (p=25.79%)
[2025-12-01T20:33:17.364178] [INFO ] [FORECASTER] Completed predict_future for BSVN
[2025-12-01T20:33:17.364337] [INFO ] [sig       ] BSVN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:17.525078] [INFO ] [LOCAL     ] Saved forecast: BSVN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BSVN.txt
[2025-12-01T20:33:17.525236] [INFO ] [sig       ] [541/3634] Completed BSVN in 0.4s | 2.98 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-01T20:33:17.525275] [INFO ] [sig       ] [542/3634] Forecasting BSVO...
[2025-12-01T20:33:17.525305] [INFO ] [sig       ] Generating forecast for: BSVO
[2025-12-01T20:33:17.525336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSVO' from 'https://tdm.silogroup.org/data/derivative_storage/BSVO.csv'.
[2025-12-01T20:33:17.536923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSVO'.
[2025-12-01T20:33:17.537284] [INFO ] [FORECASTER] Starting predict_future for BSVO
[2025-12-01T20:33:17.538104] [DEBUG] [LOCAL     ] No optimal features file found for BSVO: ./output/feature-sets/BSVO.txt
[2025-12-01T20:33:17.538166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:17.538240] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:17.538272] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:17.538361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:17.595242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:17.596134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:17.596225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:17.596258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:17.751095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:17.751249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:17.751287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:17.751316] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:17.754757] [DEBUG] [FORECASTER] BSVO: Forecast T+1@11:T+2@11: DOWN (p=36.18%)
[2025-12-01T20:33:17.755068] [INFO ] [FORECASTER] Completed predict_future for BSVO
[2025-12-01T20:33:17.755209] [INFO ] [sig       ] BSVO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:17.909609] [INFO ] [LOCAL     ] Saved forecast: BSVO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BSVO.txt
[2025-12-01T20:33:17.909770] [INFO ] [sig       ] [542/3634] Completed BSVO in 0.4s | 2.98 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-01T20:33:17.909812] [INFO ] [sig       ] [543/3634] Forecasting BSX...
[2025-12-01T20:33:17.909840] [INFO ] [sig       ] Generating forecast for: BSX
[2025-12-01T20:33:17.909868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSX' from 'https://tdm.silogroup.org/data/derivative_storage/BSX.csv'.
[2025-12-01T20:33:17.925090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSX'.
[2025-12-01T20:33:17.925594] [INFO ] [FORECASTER] Starting predict_future for BSX
[2025-12-01T20:33:17.926726] [DEBUG] [LOCAL     ] No optimal features file found for BSX: ./output/feature-sets/BSX.txt
[2025-12-01T20:33:17.926794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:17.926842] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:17.926885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:17.926966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:18.014044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:18.015201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:18.015523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:18.015602] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:18.149106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:18.149273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:18.149313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:18.149339] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:18.152919] [DEBUG] [FORECASTER] BSX: Forecast T+1@11:T+2@11: UP (p=67.09%)
[2025-12-01T20:33:18.153204] [INFO ] [FORECASTER] Completed predict_future for BSX
[2025-12-01T20:33:18.153332] [INFO ] [sig       ] BSX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:18.295042] [INFO ] [LOCAL     ] Saved forecast: BSX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BSX.txt
[2025-12-01T20:33:18.295196] [INFO ] [sig       ] [543/3634] Completed BSX in 0.4s | 2.98 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-01T20:33:18.295235] [INFO ] [sig       ] [544/3634] Forecasting BSY...
[2025-12-01T20:33:18.295265] [INFO ] [sig       ] Generating forecast for: BSY
[2025-12-01T20:33:18.295293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BSY' from 'https://tdm.silogroup.org/data/derivative_storage/BSY.csv'.
[2025-12-01T20:33:18.306466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BSY'.
[2025-12-01T20:33:18.306809] [INFO ] [FORECASTER] Starting predict_future for BSY
[2025-12-01T20:33:18.307550] [DEBUG] [LOCAL     ] No optimal features file found for BSY: ./output/feature-sets/BSY.txt
[2025-12-01T20:33:18.307617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:18.307648] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:18.307673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:18.307727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:18.366699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:18.367599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:18.367692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:18.367726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:18.492505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:18.492685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:18.492725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:18.492771] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:18.496236] [DEBUG] [FORECASTER] BSY: Forecast T+1@11:T+2@11: DOWN (p=38.14%)
[2025-12-01T20:33:18.496529] [INFO ] [FORECASTER] Completed predict_future for BSY
[2025-12-01T20:33:18.496686] [INFO ] [sig       ] BSY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:18.636756] [INFO ] [LOCAL     ] Saved forecast: BSY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BSY.txt
[2025-12-01T20:33:18.636883] [INFO ] [sig       ] [544/3634] Completed BSY in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-01T20:33:18.636921] [INFO ] [sig       ] [545/3634] Forecasting BTA...
[2025-12-01T20:33:18.636950] [INFO ] [sig       ] Generating forecast for: BTA
[2025-12-01T20:33:18.636981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTA' from 'https://tdm.silogroup.org/data/derivative_storage/BTA.csv'.
[2025-12-01T20:33:18.648346] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BTA'.
[2025-12-01T20:33:18.648700] [INFO ] [FORECASTER] Starting predict_future for BTA
[2025-12-01T20:33:18.649472] [DEBUG] [LOCAL     ] No optimal features file found for BTA: ./output/feature-sets/BTA.txt
[2025-12-01T20:33:18.649522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:18.649553] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:18.649601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:18.649658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:18.706407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:18.707059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:18.707138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:18.707171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:18.817976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:18.818126] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:18.818164] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:18.818191] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:18.821622] [DEBUG] [FORECASTER] BTA: Forecast T+1@11:T+2@11: DOWN (p=40.40%)
[2025-12-01T20:33:18.821889] [INFO ] [FORECASTER] Completed predict_future for BTA
[2025-12-01T20:33:18.822012] [INFO ] [sig       ] BTA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:18.962210] [INFO ] [LOCAL     ] Saved forecast: BTA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BTA.txt
[2025-12-01T20:33:18.962342] [INFO ] [sig       ] [545/3634] Completed BTA in 0.3s | 2.98 sym/s | Total: 3.0m | ETA: 17.3m
[2025-12-01T20:33:18.962381] [INFO ] [sig       ] [546/3634] Forecasting BTAI...
[2025-12-01T20:33:18.962408] [INFO ] [sig       ] Generating forecast for: BTAI
[2025-12-01T20:33:18.962456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTAI' from 'https://tdm.silogroup.org/data/derivative_storage/BTAI.csv'.
[2025-12-01T20:33:18.973360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTAI'.
[2025-12-01T20:33:18.973695] [INFO ] [FORECASTER] Starting predict_future for BTAI
[2025-12-01T20:33:18.974441] [DEBUG] [LOCAL     ] No optimal features file found for BTAI: ./output/feature-sets/BTAI.txt
[2025-12-01T20:33:18.974491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:18.974521] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:18.974546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:18.974619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:19.030719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:19.031529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:19.031631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:19.031667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:19.150047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:19.150188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:19.150226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:19.150255] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:19.153730] [DEBUG] [FORECASTER] BTAI: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-01T20:33:19.154000] [INFO ] [FORECASTER] Completed predict_future for BTAI
[2025-12-01T20:33:19.154127] [INFO ] [sig       ] BTAI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:19.292426] [INFO ] [LOCAL     ] Saved forecast: BTAI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BTAI.txt
[2025-12-01T20:33:19.292551] [INFO ] [sig       ] [546/3634] Completed BTAI in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-01T20:33:19.292606] [INFO ] [sig       ] [547/3634] Forecasting BTCS...
[2025-12-01T20:33:19.292635] [INFO ] [sig       ] Generating forecast for: BTCS
[2025-12-01T20:33:19.292663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTCS' from 'https://tdm.silogroup.org/data/derivative_storage/BTCS.csv'.
[2025-12-01T20:33:19.304600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTCS'.
[2025-12-01T20:33:19.304981] [INFO ] [FORECASTER] Starting predict_future for BTCS
[2025-12-01T20:33:19.305770] [DEBUG] [LOCAL     ] No optimal features file found for BTCS: ./output/feature-sets/BTCS.txt
[2025-12-01T20:33:19.305819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:19.305849] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:19.305875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:19.305931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:19.363358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:19.364276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:19.364365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:19.364397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:19.481505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:19.481682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:19.481721] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:19.481748] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:19.485209] [DEBUG] [FORECASTER] BTCS: Forecast T+1@11:T+2@11: DOWN (p=10.10%)
[2025-12-01T20:33:19.485499] [INFO ] [FORECASTER] Completed predict_future for BTCS
[2025-12-01T20:33:19.485653] [INFO ] [sig       ] BTCS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:19.626798] [INFO ] [LOCAL     ] Saved forecast: BTCS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BTCS.txt
[2025-12-01T20:33:19.626925] [INFO ] [sig       ] [547/3634] Completed BTCS in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-01T20:33:19.626964] [INFO ] [sig       ] [548/3634] Forecasting BTE...
[2025-12-01T20:33:19.626991] [INFO ] [sig       ] Generating forecast for: BTE
[2025-12-01T20:33:19.627019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTE' from 'https://tdm.silogroup.org/data/derivative_storage/BTE.csv'.
[2025-12-01T20:33:19.639040] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BTE'.
[2025-12-01T20:33:19.639416] [INFO ] [FORECASTER] Starting predict_future for BTE
[2025-12-01T20:33:19.640295] [DEBUG] [LOCAL     ] No optimal features file found for BTE: ./output/feature-sets/BTE.txt
[2025-12-01T20:33:19.640363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:19.640397] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:19.640423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:19.640494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:19.699976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:19.700840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:19.700922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:19.700955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:19.816698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:19.816851] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:19.816891] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:19.816918] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:19.821616] [DEBUG] [FORECASTER] BTE: Forecast T+1@11:T+2@11: UP (p=66.42%)
[2025-12-01T20:33:19.822052] [INFO ] [FORECASTER] Completed predict_future for BTE
[2025-12-01T20:33:19.822220] [INFO ] [sig       ] BTE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:19.982825] [INFO ] [LOCAL     ] Saved forecast: BTE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BTE.txt
[2025-12-01T20:33:19.983001] [INFO ] [sig       ] [548/3634] Completed BTE in 0.4s | 2.98 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-01T20:33:19.983047] [INFO ] [sig       ] [549/3634] Forecasting BTF...
[2025-12-01T20:33:19.983077] [INFO ] [sig       ] Generating forecast for: BTF
[2025-12-01T20:33:19.983108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTF' from 'https://tdm.silogroup.org/data/derivative_storage/BTF.csv'.
[2025-12-01T20:33:19.994753] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BTF'.
[2025-12-01T20:33:19.995134] [INFO ] [FORECASTER] Starting predict_future for BTF
[2025-12-01T20:33:19.995940] [DEBUG] [LOCAL     ] No optimal features file found for BTF: ./output/feature-sets/BTF.txt
[2025-12-01T20:33:19.995995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:19.996029] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:19.996057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:19.996115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:20.054183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:20.055034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:20.055116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:20.055149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:20.174835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:20.174982] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:20.175039] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:20.175087] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:20.178358] [DEBUG] [FORECASTER] BTF: Forecast T+1@11:T+2@11: DOWN (p=19.63%)
[2025-12-01T20:33:20.178649] [INFO ] [FORECASTER] Completed predict_future for BTF
[2025-12-01T20:33:20.178780] [INFO ] [sig       ] BTF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:20.320312] [INFO ] [LOCAL     ] Saved forecast: BTF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BTF.txt
[2025-12-01T20:33:20.320476] [INFO ] [sig       ] [549/3634] Completed BTF in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-01T20:33:20.320518] [INFO ] [sig       ] [550/3634] Forecasting BTI...
[2025-12-01T20:33:20.320548] [INFO ] [sig       ] Generating forecast for: BTI
[2025-12-01T20:33:20.320600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTI' from 'https://tdm.silogroup.org/data/derivative_storage/BTI.csv'.
[2025-12-01T20:33:20.332356] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BTI'.
[2025-12-01T20:33:20.332771] [INFO ] [FORECASTER] Starting predict_future for BTI
[2025-12-01T20:33:20.333615] [DEBUG] [LOCAL     ] No optimal features file found for BTI: ./output/feature-sets/BTI.txt
[2025-12-01T20:33:20.333683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:20.333715] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:20.333742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:20.333799] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:20.392511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:20.393392] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:20.393476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:20.393510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:20.514139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:20.514258] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:20.514297] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:20.514327] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:20.517832] [DEBUG] [FORECASTER] BTI: Forecast T+1@11:T+2@11: DOWN (p=27.15%)
[2025-12-01T20:33:20.518145] [INFO ] [FORECASTER] Completed predict_future for BTI
[2025-12-01T20:33:20.518326] [INFO ] [sig       ] BTI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:20.658688] [INFO ] [LOCAL     ] Saved forecast: BTI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BTI.txt
[2025-12-01T20:33:20.658819] [INFO ] [sig       ] [550/3634] Completed BTI in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-01T20:33:20.658859] [INFO ] [sig       ] [551/3634] Forecasting BTM...
[2025-12-01T20:33:20.658888] [INFO ] [sig       ] Generating forecast for: BTM
[2025-12-01T20:33:20.658918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTM' from 'https://tdm.silogroup.org/data/derivative_storage/BTM.csv'.
[2025-12-01T20:33:20.672756] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BTM'.
[2025-12-01T20:33:20.673081] [INFO ] [FORECASTER] Starting predict_future for BTM
[2025-12-01T20:33:20.673848] [DEBUG] [LOCAL     ] No optimal features file found for BTM: ./output/feature-sets/BTM.txt
[2025-12-01T20:33:20.673897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:20.673927] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:20.673952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:20.674006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:20.730747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:20.731561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:20.731659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:20.731692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:20.848437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:20.848591] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:20.848631] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:20.848657] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:20.851926] [DEBUG] [FORECASTER] BTM: Forecast T+1@11:T+2@11: UP (p=88.37%)
[2025-12-01T20:33:20.852190] [INFO ] [FORECASTER] Completed predict_future for BTM
[2025-12-01T20:33:20.852314] [INFO ] [sig       ] BTM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:21.001442] [INFO ] [LOCAL     ] Saved forecast: BTM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BTM.txt
[2025-12-01T20:33:21.001587] [INFO ] [sig       ] [551/3634] Completed BTM in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.3m
[2025-12-01T20:33:21.001628] [INFO ] [sig       ] [552/3634] Forecasting BTMD...
[2025-12-01T20:33:21.001656] [INFO ] [sig       ] Generating forecast for: BTMD
[2025-12-01T20:33:21.001684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTMD' from 'https://tdm.silogroup.org/data/derivative_storage/BTMD.csv'.
[2025-12-01T20:33:21.012282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTMD'.
[2025-12-01T20:33:21.012556] [INFO ] [FORECASTER] Starting predict_future for BTMD
[2025-12-01T20:33:21.013333] [DEBUG] [LOCAL     ] No optimal features file found for BTMD: ./output/feature-sets/BTMD.txt
[2025-12-01T20:33:21.013382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:21.013412] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:21.013438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:21.013493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:21.070531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:21.071382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:21.071497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:21.071531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:21.198248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:21.198406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:21.198444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:21.198470] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:21.201785] [DEBUG] [FORECASTER] BTMD: Forecast T+1@11:T+2@11: UP (p=69.20%)
[2025-12-01T20:33:21.202047] [INFO ] [FORECASTER] Completed predict_future for BTMD
[2025-12-01T20:33:21.202170] [INFO ] [sig       ] BTMD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:21.343119] [INFO ] [LOCAL     ] Saved forecast: BTMD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BTMD.txt
[2025-12-01T20:33:21.343273] [INFO ] [sig       ] [552/3634] Completed BTMD in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-01T20:33:21.343320] [INFO ] [sig       ] [553/3634] Forecasting BTSG...
[2025-12-01T20:33:21.343356] [INFO ] [sig       ] Generating forecast for: BTSG
[2025-12-01T20:33:21.343392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTSG' from 'https://tdm.silogroup.org/data/derivative_storage/BTSG.csv'.
[2025-12-01T20:33:21.355519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTSG'.
[2025-12-01T20:33:21.355918] [INFO ] [FORECASTER] Starting predict_future for BTSG
[2025-12-01T20:33:21.356709] [DEBUG] [LOCAL     ] No optimal features file found for BTSG: ./output/feature-sets/BTSG.txt
[2025-12-01T20:33:21.356760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:21.356793] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:21.356825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:21.356895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:21.431038] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:21.431988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:21.432082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:21.432116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:21.547101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:21.547241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:21.547277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:21.547304] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:21.550601] [DEBUG] [FORECASTER] BTSG: Forecast T+1@11:T+2@11: UP (p=68.84%)
[2025-12-01T20:33:21.550869] [INFO ] [FORECASTER] Completed predict_future for BTSG
[2025-12-01T20:33:21.550993] [INFO ] [sig       ] BTSG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:21.689341] [INFO ] [LOCAL     ] Saved forecast: BTSG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BTSG.txt
[2025-12-01T20:33:21.689484] [INFO ] [sig       ] [553/3634] Completed BTSG in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-01T20:33:21.689521] [INFO ] [sig       ] [554/3634] Forecasting BTZ...
[2025-12-01T20:33:21.689550] [INFO ] [sig       ] Generating forecast for: BTZ
[2025-12-01T20:33:21.689596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BTZ' from 'https://tdm.silogroup.org/data/derivative_storage/BTZ.csv'.
[2025-12-01T20:33:21.700953] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BTZ'.
[2025-12-01T20:33:21.701236] [INFO ] [FORECASTER] Starting predict_future for BTZ
[2025-12-01T20:33:21.702015] [DEBUG] [LOCAL     ] No optimal features file found for BTZ: ./output/feature-sets/BTZ.txt
[2025-12-01T20:33:21.702065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:21.702095] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:21.702120] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:21.702175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:21.759623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:21.760279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:21.760371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:21.760409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:21.875055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:21.875208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:21.875245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:21.875273] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:21.878651] [DEBUG] [FORECASTER] BTZ: Forecast T+1@11:T+2@11: UP (p=56.13%)
[2025-12-01T20:33:21.878923] [INFO ] [FORECASTER] Completed predict_future for BTZ
[2025-12-01T20:33:21.879051] [INFO ] [sig       ] BTZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:22.035042] [INFO ] [LOCAL     ] Saved forecast: BTZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BTZ.txt
[2025-12-01T20:33:22.035199] [INFO ] [sig       ] [554/3634] Completed BTZ in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-01T20:33:22.035241] [INFO ] [sig       ] [555/3634] Forecasting BUD...
[2025-12-01T20:33:22.035272] [INFO ] [sig       ] Generating forecast for: BUD
[2025-12-01T20:33:22.035302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUD' from 'https://tdm.silogroup.org/data/derivative_storage/BUD.csv'.
[2025-12-01T20:33:22.046974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUD'.
[2025-12-01T20:33:22.047358] [INFO ] [FORECASTER] Starting predict_future for BUD
[2025-12-01T20:33:22.048248] [DEBUG] [LOCAL     ] No optimal features file found for BUD: ./output/feature-sets/BUD.txt
[2025-12-01T20:33:22.048323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:22.048358] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:22.048385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:22.048446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:22.109051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:22.109972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:22.110066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:22.110098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:22.234161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:22.234311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:22.234350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:22.234380] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:22.237841] [DEBUG] [FORECASTER] BUD: Forecast T+1@11:T+2@11: DOWN (p=12.55%)
[2025-12-01T20:33:22.238151] [INFO ] [FORECASTER] Completed predict_future for BUD
[2025-12-01T20:33:22.238288] [INFO ] [sig       ] BUD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:22.381846] [INFO ] [LOCAL     ] Saved forecast: BUD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BUD.txt
[2025-12-01T20:33:22.382021] [INFO ] [sig       ] [555/3634] Completed BUD in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-01T20:33:22.382062] [INFO ] [sig       ] [556/3634] Forecasting BUFC...
[2025-12-01T20:33:22.382092] [INFO ] [sig       ] Generating forecast for: BUFC
[2025-12-01T20:33:22.382122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUFC' from 'https://tdm.silogroup.org/data/derivative_storage/BUFC.csv'.
[2025-12-01T20:33:22.392459] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BUFC'.
[2025-12-01T20:33:22.392819] [INFO ] [FORECASTER] Starting predict_future for BUFC
[2025-12-01T20:33:22.393600] [DEBUG] [LOCAL     ] No optimal features file found for BUFC: ./output/feature-sets/BUFC.txt
[2025-12-01T20:33:22.393650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:22.393680] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:22.393705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:22.393759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:22.453307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:22.454173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:22.454259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:22.454299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:22.543126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:22.543279] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:22.543318] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:22.543346] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:22.546654] [DEBUG] [FORECASTER] BUFC: Forecast T+1@11:T+2@11: UP (p=69.91%)
[2025-12-01T20:33:22.546920] [INFO ] [FORECASTER] Completed predict_future for BUFC
[2025-12-01T20:33:22.547046] [INFO ] [sig       ] BUFC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:22.686565] [INFO ] [LOCAL     ] Saved forecast: BUFC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BUFC.txt
[2025-12-01T20:33:22.686734] [INFO ] [sig       ] [556/3634] Completed BUFC in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-01T20:33:22.686773] [INFO ] [sig       ] [557/3634] Forecasting BUG...
[2025-12-01T20:33:22.686801] [INFO ] [sig       ] Generating forecast for: BUG
[2025-12-01T20:33:22.686861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUG' from 'https://tdm.silogroup.org/data/derivative_storage/BUG.csv'.
[2025-12-01T20:33:22.698063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUG'.
[2025-12-01T20:33:22.698390] [INFO ] [FORECASTER] Starting predict_future for BUG
[2025-12-01T20:33:22.699150] [DEBUG] [LOCAL     ] No optimal features file found for BUG: ./output/feature-sets/BUG.txt
[2025-12-01T20:33:22.699200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:22.699231] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:22.699256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:22.699321] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:22.754941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:22.755709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:22.755791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:22.755822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:22.872584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:22.872735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:22.872791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:22.872820] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:22.876081] [DEBUG] [FORECASTER] BUG: Forecast T+1@11:T+2@11: UP (p=70.70%)
[2025-12-01T20:33:22.876363] [INFO ] [FORECASTER] Completed predict_future for BUG
[2025-12-01T20:33:22.876513] [INFO ] [sig       ] BUG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:23.014216] [INFO ] [LOCAL     ] Saved forecast: BUG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BUG.txt
[2025-12-01T20:33:23.014351] [INFO ] [sig       ] [557/3634] Completed BUG in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-01T20:33:23.014391] [INFO ] [sig       ] [558/3634] Forecasting BUI...
[2025-12-01T20:33:23.014419] [INFO ] [sig       ] Generating forecast for: BUI
[2025-12-01T20:33:23.014449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUI' from 'https://tdm.silogroup.org/data/derivative_storage/BUI.csv'.
[2025-12-01T20:33:23.025751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BUI'.
[2025-12-01T20:33:23.026051] [INFO ] [FORECASTER] Starting predict_future for BUI
[2025-12-01T20:33:23.026857] [DEBUG] [LOCAL     ] No optimal features file found for BUI: ./output/feature-sets/BUI.txt
[2025-12-01T20:33:23.026912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:23.026957] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:23.026998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:23.027063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:23.084018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:23.084808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:23.084888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:23.084920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:23.199745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:23.199897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:23.199934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:23.199961] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:23.203235] [DEBUG] [FORECASTER] BUI: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-12-01T20:33:23.203503] [INFO ] [FORECASTER] Completed predict_future for BUI
[2025-12-01T20:33:23.203646] [INFO ] [sig       ] BUI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:23.341903] [INFO ] [LOCAL     ] Saved forecast: BUI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BUI.txt
[2025-12-01T20:33:23.342041] [INFO ] [sig       ] [558/3634] Completed BUI in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-01T20:33:23.342080] [INFO ] [sig       ] [559/3634] Forecasting BURL...
[2025-12-01T20:33:23.342108] [INFO ] [sig       ] Generating forecast for: BURL
[2025-12-01T20:33:23.342136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BURL' from 'https://tdm.silogroup.org/data/derivative_storage/BURL.csv'.
[2025-12-01T20:33:23.353486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BURL'.
[2025-12-01T20:33:23.353804] [INFO ] [FORECASTER] Starting predict_future for BURL
[2025-12-01T20:33:23.354554] [DEBUG] [LOCAL     ] No optimal features file found for BURL: ./output/feature-sets/BURL.txt
[2025-12-01T20:33:23.354626] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:23.354686] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:23.354716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:23.354774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:23.412218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:23.413051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:23.413134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:23.413166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:23.534479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:23.534649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:23.534689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:23.534715] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:23.537969] [DEBUG] [FORECASTER] BURL: Forecast T+1@11:T+2@11: UP (p=61.99%)
[2025-12-01T20:33:23.538232] [INFO ] [FORECASTER] Completed predict_future for BURL
[2025-12-01T20:33:23.538387] [INFO ] [sig       ] BURL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:23.679040] [INFO ] [LOCAL     ] Saved forecast: BURL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BURL.txt
[2025-12-01T20:33:23.679186] [INFO ] [sig       ] [559/3634] Completed BURL in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-01T20:33:23.679227] [INFO ] [sig       ] [560/3634] Forecasting BUSE...
[2025-12-01T20:33:23.679256] [INFO ] [sig       ] Generating forecast for: BUSE
[2025-12-01T20:33:23.679284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUSE' from 'https://tdm.silogroup.org/data/derivative_storage/BUSE.csv'.
[2025-12-01T20:33:23.690559] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BUSE'.
[2025-12-01T20:33:23.690866] [INFO ] [FORECASTER] Starting predict_future for BUSE
[2025-12-01T20:33:23.691618] [DEBUG] [LOCAL     ] No optimal features file found for BUSE: ./output/feature-sets/BUSE.txt
[2025-12-01T20:33:23.691667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:23.691697] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:23.691723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:23.691777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:23.748359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:23.749147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:23.749229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:23.749262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:23.872271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:23.872420] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:23.872457] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:23.872484] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:23.875789] [DEBUG] [FORECASTER] BUSE: Forecast T+1@11:T+2@11: UP (p=92.46%)
[2025-12-01T20:33:23.876059] [INFO ] [FORECASTER] Completed predict_future for BUSE
[2025-12-01T20:33:23.876183] [INFO ] [sig       ] BUSE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:24.016361] [INFO ] [LOCAL     ] Saved forecast: BUSE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BUSE.txt
[2025-12-01T20:33:24.016525] [INFO ] [sig       ] [560/3634] Completed BUSE in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-01T20:33:24.016564] [INFO ] [sig       ] [561/3634] Forecasting BUXX...
[2025-12-01T20:33:24.016611] [INFO ] [sig       ] Generating forecast for: BUXX
[2025-12-01T20:33:24.016641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BUXX' from 'https://tdm.silogroup.org/data/derivative_storage/BUXX.csv'.
[2025-12-01T20:33:24.028507] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BUXX'.
[2025-12-01T20:33:24.028814] [INFO ] [FORECASTER] Starting predict_future for BUXX
[2025-12-01T20:33:24.029635] [DEBUG] [LOCAL     ] No optimal features file found for BUXX: ./output/feature-sets/BUXX.txt
[2025-12-01T20:33:24.029686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:24.029730] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:24.029758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:24.029813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:24.087334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:24.088272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:24.088386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:24.088428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:24.202225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:24.202376] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:24.202421] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:24.202455] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:24.205792] [DEBUG] [FORECASTER] BUXX: Forecast T+1@11:T+2@11: UP (p=65.30%)
[2025-12-01T20:33:24.206066] [INFO ] [FORECASTER] Completed predict_future for BUXX
[2025-12-01T20:33:24.206194] [INFO ] [sig       ] BUXX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:24.348265] [INFO ] [LOCAL     ] Saved forecast: BUXX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BUXX.txt
[2025-12-01T20:33:24.348456] [INFO ] [sig       ] [561/3634] Completed BUXX in 0.3s | 2.98 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-01T20:33:24.348506] [INFO ] [sig       ] [562/3634] Forecasting BVFL...
[2025-12-01T20:33:24.348541] [INFO ] [sig       ] Generating forecast for: BVFL
[2025-12-01T20:33:24.348614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVFL' from 'https://tdm.silogroup.org/data/derivative_storage/BVFL.csv'.
[2025-12-01T20:33:24.360459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVFL'.
[2025-12-01T20:33:24.360805] [INFO ] [FORECASTER] Starting predict_future for BVFL
[2025-12-01T20:33:24.361629] [DEBUG] [LOCAL     ] No optimal features file found for BVFL: ./output/feature-sets/BVFL.txt
[2025-12-01T20:33:24.361679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:24.361711] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:24.361738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:24.361793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:24.425148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:24.426041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:24.426136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:24.426168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:24.555364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:24.555515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:24.555552] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:24.555629] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:24.558918] [DEBUG] [FORECASTER] BVFL: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2025-12-01T20:33:24.559184] [INFO ] [FORECASTER] Completed predict_future for BVFL
[2025-12-01T20:33:24.559311] [INFO ] [sig       ] BVFL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:24.698530] [INFO ] [LOCAL     ] Saved forecast: BVFL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BVFL.txt
[2025-12-01T20:33:24.698679] [INFO ] [sig       ] [562/3634] Completed BVFL in 0.4s | 2.98 sym/s | Total: 3.1m | ETA: 17.2m
[2025-12-01T20:33:24.698718] [INFO ] [sig       ] [563/3634] Forecasting BVN...
[2025-12-01T20:33:24.698747] [INFO ] [sig       ] Generating forecast for: BVN
[2025-12-01T20:33:24.698775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVN' from 'https://tdm.silogroup.org/data/derivative_storage/BVN.csv'.
[2025-12-01T20:33:24.710061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BVN'.
[2025-12-01T20:33:24.710344] [INFO ] [FORECASTER] Starting predict_future for BVN
[2025-12-01T20:33:24.711109] [DEBUG] [LOCAL     ] No optimal features file found for BVN: ./output/feature-sets/BVN.txt
[2025-12-01T20:33:24.711159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:24.711189] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:24.711215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:24.711269] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:24.766028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:24.766701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:24.766777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:24.766808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:24.888583] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:24.888730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:24.888767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:24.888795] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:24.892193] [DEBUG] [FORECASTER] BVN: Forecast T+1@11:T+2@11: DOWN (p=28.99%)
[2025-12-01T20:33:24.892461] [INFO ] [FORECASTER] Completed predict_future for BVN
[2025-12-01T20:33:24.892622] [INFO ] [sig       ] BVN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:25.030928] [INFO ] [LOCAL     ] Saved forecast: BVN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BVN.txt
[2025-12-01T20:33:25.031055] [INFO ] [sig       ] [563/3634] Completed BVN in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-01T20:33:25.031092] [INFO ] [sig       ] [564/3634] Forecasting BVS...
[2025-12-01T20:33:25.031121] [INFO ] [sig       ] Generating forecast for: BVS
[2025-12-01T20:33:25.031149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BVS' from 'https://tdm.silogroup.org/data/derivative_storage/BVS.csv'.
[2025-12-01T20:33:25.042543] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BVS'.
[2025-12-01T20:33:25.042957] [INFO ] [FORECASTER] Starting predict_future for BVS
[2025-12-01T20:33:25.043763] [DEBUG] [LOCAL     ] No optimal features file found for BVS: ./output/feature-sets/BVS.txt
[2025-12-01T20:33:25.043814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:25.043846] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:25.043873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:25.043929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:25.101996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:25.102870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:25.102952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:25.102984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:25.226381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:25.226530] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:25.226585] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:25.226616] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:25.229923] [DEBUG] [FORECASTER] BVS: Forecast T+1@11:T+2@11: UP (p=75.00%)
[2025-12-01T20:33:25.230188] [INFO ] [FORECASTER] Completed predict_future for BVS
[2025-12-01T20:33:25.230312] [INFO ] [sig       ] BVS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:25.369776] [INFO ] [LOCAL     ] Saved forecast: BVS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BVS.txt
[2025-12-01T20:33:25.369925] [INFO ] [sig       ] [564/3634] Completed BVS in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-01T20:33:25.369963] [INFO ] [sig       ] [565/3634] Forecasting BWA...
[2025-12-01T20:33:25.369998] [INFO ] [sig       ] Generating forecast for: BWA
[2025-12-01T20:33:25.370029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWA' from 'https://tdm.silogroup.org/data/derivative_storage/BWA.csv'.
[2025-12-01T20:33:25.381460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWA'.
[2025-12-01T20:33:25.381853] [INFO ] [FORECASTER] Starting predict_future for BWA
[2025-12-01T20:33:25.382617] [DEBUG] [LOCAL     ] No optimal features file found for BWA: ./output/feature-sets/BWA.txt
[2025-12-01T20:33:25.382667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:25.382698] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:25.382723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:25.382777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:25.439452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:25.440270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:25.440351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:25.440383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:25.557934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:25.558079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:25.558116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:25.558143] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:25.561446] [DEBUG] [FORECASTER] BWA: Forecast T+1@11:T+2@11: DOWN (p=3.83%)
[2025-12-01T20:33:25.561727] [INFO ] [FORECASTER] Completed predict_future for BWA
[2025-12-01T20:33:25.561850] [INFO ] [sig       ] BWA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:25.703861] [INFO ] [LOCAL     ] Saved forecast: BWA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BWA.txt
[2025-12-01T20:33:25.704010] [INFO ] [sig       ] [565/3634] Completed BWA in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-01T20:33:25.704050] [INFO ] [sig       ] [566/3634] Forecasting BWAY...
[2025-12-01T20:33:25.704080] [INFO ] [sig       ] Generating forecast for: BWAY
[2025-12-01T20:33:25.704114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWAY' from 'https://tdm.silogroup.org/data/derivative_storage/BWAY.csv'.
[2025-12-01T20:33:25.715319] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BWAY'.
[2025-12-01T20:33:25.715640] [INFO ] [FORECASTER] Starting predict_future for BWAY
[2025-12-01T20:33:25.716509] [DEBUG] [LOCAL     ] No optimal features file found for BWAY: ./output/feature-sets/BWAY.txt
[2025-12-01T20:33:25.716560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:25.716618] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:25.716645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:25.716701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:25.775421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:25.776285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:25.776379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:25.776426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:25.901162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:25.901320] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:25.901360] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:25.901394] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:25.904876] [DEBUG] [FORECASTER] BWAY: Forecast T+1@11:T+2@11: DOWN (p=14.96%)
[2025-12-01T20:33:25.905143] [INFO ] [FORECASTER] Completed predict_future for BWAY
[2025-12-01T20:33:25.905271] [INFO ] [sig       ] BWAY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:26.044092] [INFO ] [LOCAL     ] Saved forecast: BWAY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BWAY.txt
[2025-12-01T20:33:26.044227] [INFO ] [sig       ] [566/3634] Completed BWAY in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-01T20:33:26.044266] [INFO ] [sig       ] [567/3634] Forecasting BWB...
[2025-12-01T20:33:26.044293] [INFO ] [sig       ] Generating forecast for: BWB
[2025-12-01T20:33:26.044322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWB' from 'https://tdm.silogroup.org/data/derivative_storage/BWB.csv'.
[2025-12-01T20:33:26.056297] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BWB'.
[2025-12-01T20:33:26.056631] [INFO ] [FORECASTER] Starting predict_future for BWB
[2025-12-01T20:33:26.057381] [DEBUG] [LOCAL     ] No optimal features file found for BWB: ./output/feature-sets/BWB.txt
[2025-12-01T20:33:26.057431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:26.057465] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:26.057491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:26.057546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:26.114417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:26.115205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:26.115288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:26.115320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:26.233770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:26.233915] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:26.233953] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:26.233988] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:26.237287] [DEBUG] [FORECASTER] BWB: Forecast T+1@11:T+2@11: DOWN (p=0.11%)
[2025-12-01T20:33:26.237555] [INFO ] [FORECASTER] Completed predict_future for BWB
[2025-12-01T20:33:26.237694] [INFO ] [sig       ] BWB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:26.379131] [INFO ] [LOCAL     ] Saved forecast: BWB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BWB.txt
[2025-12-01T20:33:26.379283] [INFO ] [sig       ] [567/3634] Completed BWB in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-01T20:33:26.379321] [INFO ] [sig       ] [568/3634] Forecasting BWEN...
[2025-12-01T20:33:26.379350] [INFO ] [sig       ] Generating forecast for: BWEN
[2025-12-01T20:33:26.379384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWEN' from 'https://tdm.silogroup.org/data/derivative_storage/BWEN.csv'.
[2025-12-01T20:33:26.391067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWEN'.
[2025-12-01T20:33:26.391414] [INFO ] [FORECASTER] Starting predict_future for BWEN
[2025-12-01T20:33:26.392196] [DEBUG] [LOCAL     ] No optimal features file found for BWEN: ./output/feature-sets/BWEN.txt
[2025-12-01T20:33:26.392247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:26.392277] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:26.392302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:26.392358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:26.454687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:26.455532] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:26.455633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:26.455668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:26.573873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:26.574018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:26.574055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:26.574099] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:26.577362] [DEBUG] [FORECASTER] BWEN: Forecast T+1@11:T+2@11: DOWN (p=5.11%)
[2025-12-01T20:33:26.577645] [INFO ] [FORECASTER] Completed predict_future for BWEN
[2025-12-01T20:33:26.577767] [INFO ] [sig       ] BWEN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:26.721562] [INFO ] [LOCAL     ] Saved forecast: BWEN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BWEN.txt
[2025-12-01T20:33:26.721707] [INFO ] [sig       ] [568/3634] Completed BWEN in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-01T20:33:26.721744] [INFO ] [sig       ] [569/3634] Forecasting BWFG...
[2025-12-01T20:33:26.721772] [INFO ] [sig       ] Generating forecast for: BWFG
[2025-12-01T20:33:26.721800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWFG' from 'https://tdm.silogroup.org/data/derivative_storage/BWFG.csv'.
[2025-12-01T20:33:26.732708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWFG'.
[2025-12-01T20:33:26.733016] [INFO ] [FORECASTER] Starting predict_future for BWFG
[2025-12-01T20:33:26.733766] [DEBUG] [LOCAL     ] No optimal features file found for BWFG: ./output/feature-sets/BWFG.txt
[2025-12-01T20:33:26.733814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:26.733844] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:26.733871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:26.733925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:26.792257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:26.793074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:26.793186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:26.793219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:26.903908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:26.904055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:26.904093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:26.904120] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:26.907393] [DEBUG] [FORECASTER] BWFG: Forecast T+1@11:T+2@11: DOWN (p=24.94%)
[2025-12-01T20:33:26.907705] [INFO ] [FORECASTER] Completed predict_future for BWFG
[2025-12-01T20:33:26.907833] [INFO ] [sig       ] BWFG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:27.052690] [INFO ] [LOCAL     ] Saved forecast: BWFG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BWFG.txt
[2025-12-01T20:33:27.052823] [INFO ] [sig       ] [569/3634] Completed BWFG in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.2m
[2025-12-01T20:33:27.052862] [INFO ] [sig       ] [570/3634] Forecasting BWG...
[2025-12-01T20:33:27.052891] [INFO ] [sig       ] Generating forecast for: BWG
[2025-12-01T20:33:27.052919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWG' from 'https://tdm.silogroup.org/data/derivative_storage/BWG.csv'.
[2025-12-01T20:33:27.064387] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BWG'.
[2025-12-01T20:33:27.064738] [INFO ] [FORECASTER] Starting predict_future for BWG
[2025-12-01T20:33:27.065519] [DEBUG] [LOCAL     ] No optimal features file found for BWG: ./output/feature-sets/BWG.txt
[2025-12-01T20:33:27.065592] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:27.065626] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:27.065653] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:27.065709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:27.125185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:27.125977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:27.126059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:27.126110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:27.252647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:27.252786] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:27.252828] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:27.252857] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:27.256202] [DEBUG] [FORECASTER] BWG: Forecast T+1@11:T+2@11: UP (p=83.99%)
[2025-12-01T20:33:27.256496] [INFO ] [FORECASTER] Completed predict_future for BWG
[2025-12-01T20:33:27.256659] [INFO ] [sig       ] BWG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:27.405993] [INFO ] [LOCAL     ] Saved forecast: BWG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BWG.txt
[2025-12-01T20:33:27.406127] [INFO ] [sig       ] [570/3634] Completed BWG in 0.4s | 2.98 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-01T20:33:27.406165] [INFO ] [sig       ] [571/3634] Forecasting BWIN...
[2025-12-01T20:33:27.406192] [INFO ] [sig       ] Generating forecast for: BWIN
[2025-12-01T20:33:27.406221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWIN' from 'https://tdm.silogroup.org/data/derivative_storage/BWIN.csv'.
[2025-12-01T20:33:27.416975] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BWIN'.
[2025-12-01T20:33:27.417269] [INFO ] [FORECASTER] Starting predict_future for BWIN
[2025-12-01T20:33:27.418040] [DEBUG] [LOCAL     ] No optimal features file found for BWIN: ./output/feature-sets/BWIN.txt
[2025-12-01T20:33:27.418090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:27.418121] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:27.418147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:27.418202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:27.477546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:27.478388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:27.478477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:27.478511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:27.603175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:27.603329] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:27.603367] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:27.603394] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:27.606941] [DEBUG] [FORECASTER] BWIN: Forecast T+1@11:T+2@11: DOWN (p=22.38%)
[2025-12-01T20:33:27.607231] [INFO ] [FORECASTER] Completed predict_future for BWIN
[2025-12-01T20:33:27.607366] [INFO ] [sig       ] BWIN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:27.759215] [INFO ] [LOCAL     ] Saved forecast: BWIN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/BWIN.txt
[2025-12-01T20:33:27.759363] [INFO ] [sig       ] [571/3634] Completed BWIN in 0.4s | 2.98 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-01T20:33:27.759405] [INFO ] [sig       ] [572/3634] Forecasting BWMN...
[2025-12-01T20:33:27.759433] [INFO ] [sig       ] Generating forecast for: BWMN
[2025-12-01T20:33:27.759467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BWMN' from 'https://tdm.silogroup.org/data/derivative_storage/BWMN.csv'.
[2025-12-01T20:33:27.770035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BWMN'.
[2025-12-01T20:33:27.770416] [INFO ] [FORECASTER] Starting predict_future for BWMN
[2025-12-01T20:33:27.771218] [DEBUG] [LOCAL     ] No optimal features file found for BWMN: ./output/feature-sets/BWMN.txt
[2025-12-01T20:33:27.771269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:27.771301] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:27.771328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:27.771395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:27.828799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:27.829569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:27.829687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:27.829728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:27.950535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:27.950698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:27.950737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:27.950766] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:27.954175] [DEBUG] [FORECASTER] BWMN: Forecast T+1@11:T+2@11: UP (p=98.15%)
[2025-12-01T20:33:27.954447] [INFO ] [FORECASTER] Completed predict_future for BWMN
[2025-12-01T20:33:27.954590] [INFO ] [sig       ] BWMN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:28.099621] [INFO ] [LOCAL     ] Saved forecast: BWMN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BWMN.txt
[2025-12-01T20:33:28.099781] [INFO ] [sig       ] [572/3634] Completed BWMN in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-01T20:33:28.099821] [INFO ] [sig       ] [573/3634] Forecasting BXC...
[2025-12-01T20:33:28.099849] [INFO ] [sig       ] Generating forecast for: BXC
[2025-12-01T20:33:28.099878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXC' from 'https://tdm.silogroup.org/data/derivative_storage/BXC.csv'.
[2025-12-01T20:33:28.110677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXC'.
[2025-12-01T20:33:28.110973] [INFO ] [FORECASTER] Starting predict_future for BXC
[2025-12-01T20:33:28.111725] [DEBUG] [LOCAL     ] No optimal features file found for BXC: ./output/feature-sets/BXC.txt
[2025-12-01T20:33:28.111774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:28.111805] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:28.111831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:28.111885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:28.169125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:28.169817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:28.169897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:28.169928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:28.286442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:28.286596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:28.286635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:28.286663] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:28.290065] [DEBUG] [FORECASTER] BXC: Forecast T+1@11:T+2@11: DOWN (p=27.55%)
[2025-12-01T20:33:28.290357] [INFO ] [FORECASTER] Completed predict_future for BXC
[2025-12-01T20:33:28.290490] [INFO ] [sig       ] BXC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:28.437475] [INFO ] [LOCAL     ] Saved forecast: BXC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BXC.txt
[2025-12-01T20:33:28.437648] [INFO ] [sig       ] [573/3634] Completed BXC in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-01T20:33:28.437691] [INFO ] [sig       ] [574/3634] Forecasting BXMX...
[2025-12-01T20:33:28.437719] [INFO ] [sig       ] Generating forecast for: BXMX
[2025-12-01T20:33:28.437747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXMX' from 'https://tdm.silogroup.org/data/derivative_storage/BXMX.csv'.
[2025-12-01T20:33:28.449287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXMX'.
[2025-12-01T20:33:28.449695] [INFO ] [FORECASTER] Starting predict_future for BXMX
[2025-12-01T20:33:28.450533] [DEBUG] [LOCAL     ] No optimal features file found for BXMX: ./output/feature-sets/BXMX.txt
[2025-12-01T20:33:28.450643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:28.450679] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:28.450707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:28.450764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:28.509033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:28.509871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:28.509952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:28.509984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:28.631833] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:28.631982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:28.632021] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:28.632047] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:28.635634] [DEBUG] [FORECASTER] BXMX: Forecast T+1@11:T+2@11: DOWN (p=14.17%)
[2025-12-01T20:33:28.635941] [INFO ] [FORECASTER] Completed predict_future for BXMX
[2025-12-01T20:33:28.636078] [INFO ] [sig       ] BXMX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:28.785319] [INFO ] [LOCAL     ] Saved forecast: BXMX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BXMX.txt
[2025-12-01T20:33:28.785459] [INFO ] [sig       ] [574/3634] Completed BXMX in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-01T20:33:28.785496] [INFO ] [sig       ] [575/3634] Forecasting BXP...
[2025-12-01T20:33:28.785525] [INFO ] [sig       ] Generating forecast for: BXP
[2025-12-01T20:33:28.785554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXP' from 'https://tdm.silogroup.org/data/derivative_storage/BXP.csv'.
[2025-12-01T20:33:28.798499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXP'.
[2025-12-01T20:33:28.798917] [INFO ] [FORECASTER] Starting predict_future for BXP
[2025-12-01T20:33:28.799763] [DEBUG] [LOCAL     ] No optimal features file found for BXP: ./output/feature-sets/BXP.txt
[2025-12-01T20:33:28.799815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:28.799846] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:28.799872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:28.799928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:28.859778] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:28.860685] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:28.860777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:28.860810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:28.987772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:28.987924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:28.987968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:28.988001] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:28.994517] [DEBUG] [FORECASTER] BXP: Forecast T+1@11:T+2@11: DOWN (p=43.20%)
[2025-12-01T20:33:28.994820] [INFO ] [FORECASTER] Completed predict_future for BXP
[2025-12-01T20:33:28.994950] [INFO ] [sig       ] BXP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:29.132040] [INFO ] [LOCAL     ] Saved forecast: BXP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BXP.txt
[2025-12-01T20:33:29.132178] [INFO ] [sig       ] [575/3634] Completed BXP in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-01T20:33:29.132213] [INFO ] [sig       ] [576/3634] Forecasting BXSL...
[2025-12-01T20:33:29.132242] [INFO ] [sig       ] Generating forecast for: BXSL
[2025-12-01T20:33:29.132271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BXSL' from 'https://tdm.silogroup.org/data/derivative_storage/BXSL.csv'.
[2025-12-01T20:33:29.144131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BXSL'.
[2025-12-01T20:33:29.144456] [INFO ] [FORECASTER] Starting predict_future for BXSL
[2025-12-01T20:33:29.145210] [DEBUG] [LOCAL     ] No optimal features file found for BXSL: ./output/feature-sets/BXSL.txt
[2025-12-01T20:33:29.145260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:29.145316] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:29.145343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:29.145398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:29.203896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:29.204766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:29.204848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:29.204881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:29.321141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:29.321295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:29.321334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:29.321363] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:29.324823] [DEBUG] [FORECASTER] BXSL: Forecast T+1@11:T+2@11: DOWN (p=38.52%)
[2025-12-01T20:33:29.325112] [INFO ] [FORECASTER] Completed predict_future for BXSL
[2025-12-01T20:33:29.325246] [INFO ] [sig       ] BXSL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:29.474245] [INFO ] [LOCAL     ] Saved forecast: BXSL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BXSL.txt
[2025-12-01T20:33:29.474402] [INFO ] [sig       ] [576/3634] Completed BXSL in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-01T20:33:29.474443] [INFO ] [sig       ] [577/3634] Forecasting BYD...
[2025-12-01T20:33:29.474472] [INFO ] [sig       ] Generating forecast for: BYD
[2025-12-01T20:33:29.474501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYD' from 'https://tdm.silogroup.org/data/derivative_storage/BYD.csv'.
[2025-12-01T20:33:29.486120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYD'.
[2025-12-01T20:33:29.486442] [INFO ] [FORECASTER] Starting predict_future for BYD
[2025-12-01T20:33:29.487201] [DEBUG] [LOCAL     ] No optimal features file found for BYD: ./output/feature-sets/BYD.txt
[2025-12-01T20:33:29.487253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:29.487284] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:29.487311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:29.487367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:29.542612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:29.543436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:29.543531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:29.543592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:29.662592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:29.662736] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:29.662774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:29.662802] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:29.666059] [DEBUG] [FORECASTER] BYD: Forecast T+1@11:T+2@11: DOWN (p=5.39%)
[2025-12-01T20:33:29.666323] [INFO ] [FORECASTER] Completed predict_future for BYD
[2025-12-01T20:33:29.666450] [INFO ] [sig       ] BYD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:29.805265] [INFO ] [LOCAL     ] Saved forecast: BYD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BYD.txt
[2025-12-01T20:33:29.805393] [INFO ] [sig       ] [577/3634] Completed BYD in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-01T20:33:29.805430] [INFO ] [sig       ] [578/3634] Forecasting BYM...
[2025-12-01T20:33:29.805459] [INFO ] [sig       ] Generating forecast for: BYM
[2025-12-01T20:33:29.805487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYM' from 'https://tdm.silogroup.org/data/derivative_storage/BYM.csv'.
[2025-12-01T20:33:29.816804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYM'.
[2025-12-01T20:33:29.817092] [INFO ] [FORECASTER] Starting predict_future for BYM
[2025-12-01T20:33:29.817850] [DEBUG] [LOCAL     ] No optimal features file found for BYM: ./output/feature-sets/BYM.txt
[2025-12-01T20:33:29.817899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:29.817930] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:29.817955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:29.818010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:29.877152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:29.877924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:29.878004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:29.878036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:29.999029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:29.999173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:29.999210] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:29.999237] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:30.002569] [DEBUG] [FORECASTER] BYM: Forecast T+1@11:T+2@11: DOWN (p=29.83%)
[2025-12-01T20:33:30.002856] [INFO ] [FORECASTER] Completed predict_future for BYM
[2025-12-01T20:33:30.002980] [INFO ] [sig       ] BYM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:30.148178] [INFO ] [LOCAL     ] Saved forecast: BYM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BYM.txt
[2025-12-01T20:33:30.148321] [INFO ] [sig       ] [578/3634] Completed BYM in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-01T20:33:30.148359] [INFO ] [sig       ] [579/3634] Forecasting BYRN...
[2025-12-01T20:33:30.148388] [INFO ] [sig       ] Generating forecast for: BYRN
[2025-12-01T20:33:30.148418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYRN' from 'https://tdm.silogroup.org/data/derivative_storage/BYRN.csv'.
[2025-12-01T20:33:30.160130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYRN'.
[2025-12-01T20:33:30.160442] [INFO ] [FORECASTER] Starting predict_future for BYRN
[2025-12-01T20:33:30.161229] [DEBUG] [LOCAL     ] No optimal features file found for BYRN: ./output/feature-sets/BYRN.txt
[2025-12-01T20:33:30.161278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:30.161309] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:30.161334] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:30.161396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:30.221422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:30.222333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:30.222415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:30.222449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:30.342260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:30.342411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:30.342447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:30.342509] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:30.345829] [DEBUG] [FORECASTER] BYRN: Forecast T+1@11:T+2@11: DOWN (p=18.02%)
[2025-12-01T20:33:30.346103] [INFO ] [FORECASTER] Completed predict_future for BYRN
[2025-12-01T20:33:30.346231] [INFO ] [sig       ] BYRN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:30.488501] [INFO ] [LOCAL     ] Saved forecast: BYRN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BYRN.txt
[2025-12-01T20:33:30.488656] [INFO ] [sig       ] [579/3634] Completed BYRN in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-01T20:33:30.488697] [INFO ] [sig       ] [580/3634] Forecasting BYSI...
[2025-12-01T20:33:30.488726] [INFO ] [sig       ] Generating forecast for: BYSI
[2025-12-01T20:33:30.488755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BYSI' from 'https://tdm.silogroup.org/data/derivative_storage/BYSI.csv'.
[2025-12-01T20:33:30.499786] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BYSI'.
[2025-12-01T20:33:30.500077] [INFO ] [FORECASTER] Starting predict_future for BYSI
[2025-12-01T20:33:30.500859] [DEBUG] [LOCAL     ] No optimal features file found for BYSI: ./output/feature-sets/BYSI.txt
[2025-12-01T20:33:30.500908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:30.500938] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:30.500964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:30.501018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:30.556774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:30.557375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:30.557451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:30.557483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:30.667692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:30.667833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:30.667870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:30.667896] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:30.671242] [DEBUG] [FORECASTER] BYSI: Forecast T+1@11:T+2@11: DOWN (p=2.15%)
[2025-12-01T20:33:30.671505] [INFO ] [FORECASTER] Completed predict_future for BYSI
[2025-12-01T20:33:30.671649] [INFO ] [sig       ] BYSI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:30.811237] [INFO ] [LOCAL     ] Saved forecast: BYSI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/BYSI.txt
[2025-12-01T20:33:30.811351] [INFO ] [sig       ] [580/3634] Completed BYSI in 0.3s | 2.98 sym/s | Total: 3.2m | ETA: 17.1m
[2025-12-01T20:33:30.811388] [INFO ] [sig       ] [581/3634] Forecasting BZ...
[2025-12-01T20:33:30.811417] [INFO ] [sig       ] Generating forecast for: BZ
[2025-12-01T20:33:30.811446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZ' from 'https://tdm.silogroup.org/data/derivative_storage/BZ.csv'.
[2025-12-01T20:33:30.822494] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZ'.
[2025-12-01T20:33:30.822775] [INFO ] [FORECASTER] Starting predict_future for BZ
[2025-12-01T20:33:30.823511] [DEBUG] [LOCAL     ] No optimal features file found for BZ: ./output/feature-sets/BZ.txt
[2025-12-01T20:33:30.823561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:30.823612] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:30.823638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:30.823693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:30.886202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:30.886968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:30.887048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:30.887081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:31.009596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:31.009766] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:31.009806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:31.009834] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:31.013173] [DEBUG] [FORECASTER] BZ: Forecast T+1@11:T+2@11: UP (p=90.91%)
[2025-12-01T20:33:31.013441] [INFO ] [FORECASTER] Completed predict_future for BZ
[2025-12-01T20:33:31.013569] [INFO ] [sig       ] BZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:31.149242] [INFO ] [LOCAL     ] Saved forecast: BZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BZ.txt
[2025-12-01T20:33:31.149374] [INFO ] [sig       ] [581/3634] Completed BZ in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-01T20:33:31.149410] [INFO ] [sig       ] [582/3634] Forecasting BZH...
[2025-12-01T20:33:31.149438] [INFO ] [sig       ] Generating forecast for: BZH
[2025-12-01T20:33:31.149467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZH' from 'https://tdm.silogroup.org/data/derivative_storage/BZH.csv'.
[2025-12-01T20:33:31.160606] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'BZH'.
[2025-12-01T20:33:31.160894] [INFO ] [FORECASTER] Starting predict_future for BZH
[2025-12-01T20:33:31.161654] [DEBUG] [LOCAL     ] No optimal features file found for BZH: ./output/feature-sets/BZH.txt
[2025-12-01T20:33:31.161703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:31.161733] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:31.161758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:31.161812] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:31.215990] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:31.216629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:31.216705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:31.216736] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:31.329413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:31.329548] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:31.329600] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:31.329629] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:31.332825] [DEBUG] [FORECASTER] BZH: Forecast T+1@11:T+2@11: UP (p=59.77%)
[2025-12-01T20:33:31.333084] [INFO ] [FORECASTER] Completed predict_future for BZH
[2025-12-01T20:33:31.333210] [INFO ] [sig       ] BZH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:31.470121] [INFO ] [LOCAL     ] Saved forecast: BZH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/BZH.txt
[2025-12-01T20:33:31.470253] [INFO ] [sig       ] [582/3634] Completed BZH in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-01T20:33:31.470291] [INFO ] [sig       ] [583/3634] Forecasting BZUN...
[2025-12-01T20:33:31.470318] [INFO ] [sig       ] Generating forecast for: BZUN
[2025-12-01T20:33:31.470373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'BZUN' from 'https://tdm.silogroup.org/data/derivative_storage/BZUN.csv'.
[2025-12-01T20:33:31.481157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'BZUN'.
[2025-12-01T20:33:31.481447] [INFO ] [FORECASTER] Starting predict_future for BZUN
[2025-12-01T20:33:31.482203] [DEBUG] [LOCAL     ] No optimal features file found for BZUN: ./output/feature-sets/BZUN.txt
[2025-12-01T20:33:31.482252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:31.482281] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:31.482306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:31.482360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:31.537444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:31.538193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:31.538272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:31.538323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:31.657277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:31.657422] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:31.657459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:31.657487] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:31.660782] [DEBUG] [FORECASTER] BZUN: Forecast T+1@11:T+2@11: UP (p=85.22%)
[2025-12-01T20:33:31.661045] [INFO ] [FORECASTER] Completed predict_future for BZUN
[2025-12-01T20:33:31.661170] [INFO ] [sig       ] BZUN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:31.798027] [INFO ] [LOCAL     ] Saved forecast: BZUN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/BZUN.txt
[2025-12-01T20:33:31.798152] [INFO ] [sig       ] [583/3634] Completed BZUN in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-01T20:33:31.798190] [INFO ] [sig       ] [584/3634] Forecasting C...
[2025-12-01T20:33:31.798219] [INFO ] [sig       ] Generating forecast for: C
[2025-12-01T20:33:31.798248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'C' from 'https://tdm.silogroup.org/data/derivative_storage/C.csv'.
[2025-12-01T20:33:31.809846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'C'.
[2025-12-01T20:33:31.810121] [INFO ] [FORECASTER] Starting predict_future for C
[2025-12-01T20:33:31.810916] [DEBUG] [LOCAL     ] No optimal features file found for C: ./output/feature-sets/C.txt
[2025-12-01T20:33:31.810966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:31.810995] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:31.811020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:31.811079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:31.868114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:31.868948] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:31.869030] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:31.869062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:31.990205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:31.990337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:31.990373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:31.990399] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:31.993633] [DEBUG] [FORECASTER] C: Forecast T+1@11:T+2@11: DOWN (p=20.90%)
[2025-12-01T20:33:31.993893] [INFO ] [FORECASTER] Completed predict_future for C
[2025-12-01T20:33:31.994026] [INFO ] [sig       ] C: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:32.130690] [INFO ] [LOCAL     ] Saved forecast: C	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/C.txt
[2025-12-01T20:33:32.130809] [INFO ] [sig       ] [584/3634] Completed C in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-01T20:33:32.130845] [INFO ] [sig       ] [585/3634] Forecasting CAAP...
[2025-12-01T20:33:32.130873] [INFO ] [sig       ] Generating forecast for: CAAP
[2025-12-01T20:33:32.130902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAP' from 'https://tdm.silogroup.org/data/derivative_storage/CAAP.csv'.
[2025-12-01T20:33:32.142928] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CAAP'.
[2025-12-01T20:33:32.143258] [INFO ] [FORECASTER] Starting predict_future for CAAP
[2025-12-01T20:33:32.144051] [DEBUG] [LOCAL     ] No optimal features file found for CAAP: ./output/feature-sets/CAAP.txt
[2025-12-01T20:33:32.144101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:32.144142] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:32.144168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:32.144222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:32.199080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:32.199709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:32.199785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:32.199816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:32.317607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:32.317737] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:32.317774] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:32.317800] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:32.321010] [DEBUG] [FORECASTER] CAAP: Forecast T+1@11:T+2@11: UP (p=76.96%)
[2025-12-01T20:33:32.321275] [INFO ] [FORECASTER] Completed predict_future for CAAP
[2025-12-01T20:33:32.321400] [INFO ] [sig       ] CAAP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:32.459258] [INFO ] [LOCAL     ] Saved forecast: CAAP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CAAP.txt
[2025-12-01T20:33:32.459370] [INFO ] [sig       ] [585/3634] Completed CAAP in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-01T20:33:32.459406] [INFO ] [sig       ] [586/3634] Forecasting CAAS...
[2025-12-01T20:33:32.459435] [INFO ] [sig       ] Generating forecast for: CAAS
[2025-12-01T20:33:32.459463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAAS' from 'https://tdm.silogroup.org/data/derivative_storage/CAAS.csv'.
[2025-12-01T20:33:32.470857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAAS'.
[2025-12-01T20:33:32.471175] [INFO ] [FORECASTER] Starting predict_future for CAAS
[2025-12-01T20:33:32.471956] [DEBUG] [LOCAL     ] No optimal features file found for CAAS: ./output/feature-sets/CAAS.txt
[2025-12-01T20:33:32.472005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:32.472035] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:32.472061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:32.472115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:32.526893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:32.527483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:32.527565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:32.527643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:32.634255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:32.634367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:32.634405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:32.634431] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:32.637687] [DEBUG] [FORECASTER] CAAS: Forecast T+1@11:T+2@11: UP (p=96.94%)
[2025-12-01T20:33:32.637948] [INFO ] [FORECASTER] Completed predict_future for CAAS
[2025-12-01T20:33:32.638072] [INFO ] [sig       ] CAAS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:32.776604] [INFO ] [LOCAL     ] Saved forecast: CAAS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CAAS.txt
[2025-12-01T20:33:32.776739] [INFO ] [sig       ] [586/3634] Completed CAAS in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-01T20:33:32.776776] [INFO ] [sig       ] [587/3634] Forecasting CABA...
[2025-12-01T20:33:32.776805] [INFO ] [sig       ] Generating forecast for: CABA
[2025-12-01T20:33:32.776834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABA' from 'https://tdm.silogroup.org/data/derivative_storage/CABA.csv'.
[2025-12-01T20:33:32.788141] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CABA'.
[2025-12-01T20:33:32.788443] [INFO ] [FORECASTER] Starting predict_future for CABA
[2025-12-01T20:33:32.789189] [DEBUG] [LOCAL     ] No optimal features file found for CABA: ./output/feature-sets/CABA.txt
[2025-12-01T20:33:32.789238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:32.789268] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:32.789293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:32.789347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:32.847805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:32.848500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:32.848602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:32.848635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:32.964641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:32.964774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:32.964813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:32.964840] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:32.968078] [DEBUG] [FORECASTER] CABA: Forecast T+1@11:T+2@11: DOWN (p=11.80%)
[2025-12-01T20:33:32.968359] [INFO ] [FORECASTER] Completed predict_future for CABA
[2025-12-01T20:33:32.968485] [INFO ] [sig       ] CABA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:33.103915] [INFO ] [LOCAL     ] Saved forecast: CABA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CABA.txt
[2025-12-01T20:33:33.104024] [INFO ] [sig       ] [587/3634] Completed CABA in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.1m
[2025-12-01T20:33:33.104061] [INFO ] [sig       ] [588/3634] Forecasting CABO...
[2025-12-01T20:33:33.104089] [INFO ] [sig       ] Generating forecast for: CABO
[2025-12-01T20:33:33.104117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CABO' from 'https://tdm.silogroup.org/data/derivative_storage/CABO.csv'.
[2025-12-01T20:33:33.115380] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CABO'.
[2025-12-01T20:33:33.115668] [INFO ] [FORECASTER] Starting predict_future for CABO
[2025-12-01T20:33:33.116390] [DEBUG] [LOCAL     ] No optimal features file found for CABO: ./output/feature-sets/CABO.txt
[2025-12-01T20:33:33.116438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:33.116468] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:33.116494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:33.116549] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:33.172209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:33.172805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:33.172882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:33.172913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:33.289761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:33.289878] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:33.289913] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:33.289939] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:33.293080] [DEBUG] [FORECASTER] CABO: Forecast T+1@11:T+2@11: UP (p=66.06%)
[2025-12-01T20:33:33.293339] [INFO ] [FORECASTER] Completed predict_future for CABO
[2025-12-01T20:33:33.293460] [INFO ] [sig       ] CABO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:33.429779] [INFO ] [LOCAL     ] Saved forecast: CABO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CABO.txt
[2025-12-01T20:33:33.429895] [INFO ] [sig       ] [588/3634] Completed CABO in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-01T20:33:33.429931] [INFO ] [sig       ] [589/3634] Forecasting CAC...
[2025-12-01T20:33:33.429967] [INFO ] [sig       ] Generating forecast for: CAC
[2025-12-01T20:33:33.429997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAC' from 'https://tdm.silogroup.org/data/derivative_storage/CAC.csv'.
[2025-12-01T20:33:33.440675] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CAC'.
[2025-12-01T20:33:33.440956] [INFO ] [FORECASTER] Starting predict_future for CAC
[2025-12-01T20:33:33.441719] [DEBUG] [LOCAL     ] No optimal features file found for CAC: ./output/feature-sets/CAC.txt
[2025-12-01T20:33:33.441768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:33.441798] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:33.441826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:33.441881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:33.497188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:33.497794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:33.497879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:33.497910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:33.618449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:33.618633] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:33.618672] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:33.618699] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:33.622040] [DEBUG] [FORECASTER] CAC: Forecast T+1@11:T+2@11: DOWN (p=33.28%)
[2025-12-01T20:33:33.622301] [INFO ] [FORECASTER] Completed predict_future for CAC
[2025-12-01T20:33:33.622424] [INFO ] [sig       ] CAC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:33.759062] [INFO ] [LOCAL     ] Saved forecast: CAC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CAC.txt
[2025-12-01T20:33:33.759202] [INFO ] [sig       ] [589/3634] Completed CAC in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-01T20:33:33.759240] [INFO ] [sig       ] [590/3634] Forecasting CACC...
[2025-12-01T20:33:33.759272] [INFO ] [sig       ] Generating forecast for: CACC
[2025-12-01T20:33:33.759300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACC' from 'https://tdm.silogroup.org/data/derivative_storage/CACC.csv'.
[2025-12-01T20:33:33.770173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CACC'.
[2025-12-01T20:33:33.770541] [INFO ] [FORECASTER] Starting predict_future for CACC
[2025-12-01T20:33:33.771296] [DEBUG] [LOCAL     ] No optimal features file found for CACC: ./output/feature-sets/CACC.txt
[2025-12-01T20:33:33.771345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:33.771376] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:33.771401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:33.771455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:33.826957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:33.827554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:33.827644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:33.827676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:33.942495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:33.942643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:33.942680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:33.942707] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:33.945931] [DEBUG] [FORECASTER] CACC: Forecast T+1@11:T+2@11: UP (p=96.26%)
[2025-12-01T20:33:33.946190] [INFO ] [FORECASTER] Completed predict_future for CACC
[2025-12-01T20:33:33.946311] [INFO ] [sig       ] CACC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:34.083186] [INFO ] [LOCAL     ] Saved forecast: CACC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CACC.txt
[2025-12-01T20:33:34.083291] [INFO ] [sig       ] [590/3634] Completed CACC in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-01T20:33:34.083326] [INFO ] [sig       ] [591/3634] Forecasting CACI...
[2025-12-01T20:33:34.083355] [INFO ] [sig       ] Generating forecast for: CACI
[2025-12-01T20:33:34.083383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CACI' from 'https://tdm.silogroup.org/data/derivative_storage/CACI.csv'.
[2025-12-01T20:33:34.094320] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CACI'.
[2025-12-01T20:33:34.094606] [INFO ] [FORECASTER] Starting predict_future for CACI
[2025-12-01T20:33:34.095325] [DEBUG] [LOCAL     ] No optimal features file found for CACI: ./output/feature-sets/CACI.txt
[2025-12-01T20:33:34.095374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:34.095405] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:34.095431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:34.095485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:34.150956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:34.151543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:34.151633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:34.151666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:34.266828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:34.266964] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:34.267001] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:34.267027] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:34.270366] [DEBUG] [FORECASTER] CACI: Forecast T+1@11:T+2@11: DOWN (p=7.30%)
[2025-12-01T20:33:34.270650] [INFO ] [FORECASTER] Completed predict_future for CACI
[2025-12-01T20:33:34.270773] [INFO ] [sig       ] CACI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:34.407189] [INFO ] [LOCAL     ] Saved forecast: CACI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CACI.txt
[2025-12-01T20:33:34.407304] [INFO ] [sig       ] [591/3634] Completed CACI in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-01T20:33:34.407352] [INFO ] [sig       ] [592/3634] Forecasting CADE...
[2025-12-01T20:33:34.407405] [INFO ] [sig       ] Generating forecast for: CADE
[2025-12-01T20:33:34.407441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADE' from 'https://tdm.silogroup.org/data/derivative_storage/CADE.csv'.
[2025-12-01T20:33:34.418345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADE'.
[2025-12-01T20:33:34.418643] [INFO ] [FORECASTER] Starting predict_future for CADE
[2025-12-01T20:33:34.419361] [DEBUG] [LOCAL     ] No optimal features file found for CADE: ./output/feature-sets/CADE.txt
[2025-12-01T20:33:34.419410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:34.419441] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:34.419467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:34.419522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:34.474839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:34.475406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:34.475482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:34.475513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:34.598375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:34.598488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:34.598524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:34.598585] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:34.601775] [DEBUG] [FORECASTER] CADE: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-12-01T20:33:34.602034] [INFO ] [FORECASTER] Completed predict_future for CADE
[2025-12-01T20:33:34.602155] [INFO ] [sig       ] CADE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:34.739888] [INFO ] [LOCAL     ] Saved forecast: CADE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CADE.txt
[2025-12-01T20:33:34.739995] [INFO ] [sig       ] [592/3634] Completed CADE in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-01T20:33:34.740031] [INFO ] [sig       ] [593/3634] Forecasting CADL...
[2025-12-01T20:33:34.740059] [INFO ] [sig       ] Generating forecast for: CADL
[2025-12-01T20:33:34.740088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CADL' from 'https://tdm.silogroup.org/data/derivative_storage/CADL.csv'.
[2025-12-01T20:33:34.751244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CADL'.
[2025-12-01T20:33:34.751635] [INFO ] [FORECASTER] Starting predict_future for CADL
[2025-12-01T20:33:34.752462] [DEBUG] [LOCAL     ] No optimal features file found for CADL: ./output/feature-sets/CADL.txt
[2025-12-01T20:33:34.752522] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:34.752641] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:34.752672] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:34.752729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:34.809308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:34.810228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:34.810314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:34.810345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:34.928737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:34.928885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:34.928923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:34.928949] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:34.932345] [DEBUG] [FORECASTER] CADL: Forecast T+1@11:T+2@11: DOWN (p=45.81%)
[2025-12-01T20:33:34.932637] [INFO ] [FORECASTER] Completed predict_future for CADL
[2025-12-01T20:33:34.932766] [INFO ] [sig       ] CADL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:35.070332] [INFO ] [LOCAL     ] Saved forecast: CADL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CADL.txt
[2025-12-01T20:33:35.070469] [INFO ] [sig       ] [593/3634] Completed CADL in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-01T20:33:35.070507] [INFO ] [sig       ] [594/3634] Forecasting CAE...
[2025-12-01T20:33:35.070535] [INFO ] [sig       ] Generating forecast for: CAE
[2025-12-01T20:33:35.070563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAE' from 'https://tdm.silogroup.org/data/derivative_storage/CAE.csv'.
[2025-12-01T20:33:35.207922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAE'.
[2025-12-01T20:33:35.208214] [INFO ] [FORECASTER] Starting predict_future for CAE
[2025-12-01T20:33:35.209047] [DEBUG] [LOCAL     ] No optimal features file found for CAE: ./output/feature-sets/CAE.txt
[2025-12-01T20:33:35.209096] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:35.209127] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:35.209153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:35.209207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:35.265645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:35.266260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:35.266338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:35.266385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:35.386034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:35.386155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:35.386191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:35.386217] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:35.389409] [DEBUG] [FORECASTER] CAE: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-12-01T20:33:35.389717] [INFO ] [FORECASTER] Completed predict_future for CAE
[2025-12-01T20:33:35.389852] [INFO ] [sig       ] CAE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:35.532805] [INFO ] [LOCAL     ] Saved forecast: CAE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CAE.txt
[2025-12-01T20:33:35.532931] [INFO ] [sig       ] [594/3634] Completed CAE in 0.5s | 2.98 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-01T20:33:35.532968] [INFO ] [sig       ] [595/3634] Forecasting CAF...
[2025-12-01T20:33:35.532997] [INFO ] [sig       ] Generating forecast for: CAF
[2025-12-01T20:33:35.533025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAF' from 'https://tdm.silogroup.org/data/derivative_storage/CAF.csv'.
[2025-12-01T20:33:35.544968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAF'.
[2025-12-01T20:33:35.545277] [INFO ] [FORECASTER] Starting predict_future for CAF
[2025-12-01T20:33:35.546035] [DEBUG] [LOCAL     ] No optimal features file found for CAF: ./output/feature-sets/CAF.txt
[2025-12-01T20:33:35.546083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:35.546114] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:35.546140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:35.546195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:35.602819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:35.603506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:35.603605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:35.603639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:35.716024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:35.716144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:35.716181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:35.716207] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:35.719480] [DEBUG] [FORECASTER] CAF: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-12-01T20:33:35.719781] [INFO ] [FORECASTER] Completed predict_future for CAF
[2025-12-01T20:33:35.719904] [INFO ] [sig       ] CAF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:35.858619] [INFO ] [LOCAL     ] Saved forecast: CAF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CAF.txt
[2025-12-01T20:33:35.858735] [INFO ] [sig       ] [595/3634] Completed CAF in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-01T20:33:35.858774] [INFO ] [sig       ] [596/3634] Forecasting CAG...
[2025-12-01T20:33:35.858804] [INFO ] [sig       ] Generating forecast for: CAG
[2025-12-01T20:33:35.858835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAG' from 'https://tdm.silogroup.org/data/derivative_storage/CAG.csv'.
[2025-12-01T20:33:35.871043] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CAG'.
[2025-12-01T20:33:35.871337] [INFO ] [FORECASTER] Starting predict_future for CAG
[2025-12-01T20:33:35.872142] [DEBUG] [LOCAL     ] No optimal features file found for CAG: ./output/feature-sets/CAG.txt
[2025-12-01T20:33:35.872192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:35.872224] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:35.872260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:35.872317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:35.929007] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:35.929620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:35.929695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:35.929726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:36.044527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:36.044638] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:36.044674] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:36.044701] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:36.047837] [DEBUG] [FORECASTER] CAG: Forecast T+1@11:T+2@11: UP (p=75.73%)
[2025-12-01T20:33:36.048098] [INFO ] [FORECASTER] Completed predict_future for CAG
[2025-12-01T20:33:36.048222] [INFO ] [sig       ] CAG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:36.189312] [INFO ] [LOCAL     ] Saved forecast: CAG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CAG.txt
[2025-12-01T20:33:36.189463] [INFO ] [sig       ] [596/3634] Completed CAG in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-01T20:33:36.189508] [INFO ] [sig       ] [597/3634] Forecasting CAH...
[2025-12-01T20:33:36.189537] [INFO ] [sig       ] Generating forecast for: CAH
[2025-12-01T20:33:36.189568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAH' from 'https://tdm.silogroup.org/data/derivative_storage/CAH.csv'.
[2025-12-01T20:33:36.201228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAH'.
[2025-12-01T20:33:36.201517] [INFO ] [FORECASTER] Starting predict_future for CAH
[2025-12-01T20:33:36.202307] [DEBUG] [LOCAL     ] No optimal features file found for CAH: ./output/feature-sets/CAH.txt
[2025-12-01T20:33:36.202356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:36.202386] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:36.202411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:36.202466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:36.258705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:36.259331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:36.259410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:36.259443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:36.376206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:36.376322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:36.376358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:36.376386] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:36.379621] [DEBUG] [FORECASTER] CAH: Forecast T+1@11:T+2@11: DOWN (p=38.77%)
[2025-12-01T20:33:36.379899] [INFO ] [FORECASTER] Completed predict_future for CAH
[2025-12-01T20:33:36.380027] [INFO ] [sig       ] CAH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:36.519278] [INFO ] [LOCAL     ] Saved forecast: CAH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CAH.txt
[2025-12-01T20:33:36.519389] [INFO ] [sig       ] [597/3634] Completed CAH in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-01T20:33:36.519425] [INFO ] [sig       ] [598/3634] Forecasting CAKE...
[2025-12-01T20:33:36.519452] [INFO ] [sig       ] Generating forecast for: CAKE
[2025-12-01T20:33:36.519481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAKE' from 'https://tdm.silogroup.org/data/derivative_storage/CAKE.csv'.
[2025-12-01T20:33:36.530021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAKE'.
[2025-12-01T20:33:36.530291] [INFO ] [FORECASTER] Starting predict_future for CAKE
[2025-12-01T20:33:36.531114] [DEBUG] [LOCAL     ] No optimal features file found for CAKE: ./output/feature-sets/CAKE.txt
[2025-12-01T20:33:36.531163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:36.531192] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:36.531217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:36.531271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:36.587050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:36.587651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:36.587728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:36.587759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:36.707710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:36.707839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:36.707876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:36.707903] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:36.711101] [DEBUG] [FORECASTER] CAKE: Forecast T+1@11:T+2@11: UP (p=96.78%)
[2025-12-01T20:33:36.711363] [INFO ] [FORECASTER] Completed predict_future for CAKE
[2025-12-01T20:33:36.711486] [INFO ] [sig       ] CAKE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:36.851894] [INFO ] [LOCAL     ] Saved forecast: CAKE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CAKE.txt
[2025-12-01T20:33:36.852043] [INFO ] [sig       ] [598/3634] Completed CAKE in 0.3s | 2.98 sym/s | Total: 3.3m | ETA: 17.0m
[2025-12-01T20:33:36.852086] [INFO ] [sig       ] [599/3634] Forecasting CAL...
[2025-12-01T20:33:36.852115] [INFO ] [sig       ] Generating forecast for: CAL
[2025-12-01T20:33:36.852144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAL' from 'https://tdm.silogroup.org/data/derivative_storage/CAL.csv'.
[2025-12-01T20:33:36.863300] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAL'.
[2025-12-01T20:33:36.863607] [INFO ] [FORECASTER] Starting predict_future for CAL
[2025-12-01T20:33:36.864440] [DEBUG] [LOCAL     ] No optimal features file found for CAL: ./output/feature-sets/CAL.txt
[2025-12-01T20:33:36.864491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:36.864522] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:36.864548] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:36.864633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:36.920768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:36.921373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:36.921450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:36.921482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:37.038058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:37.038176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:37.038211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:37.038238] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:37.041433] [DEBUG] [FORECASTER] CAL: Forecast T+1@11:T+2@11: UP (p=97.35%)
[2025-12-01T20:33:37.041717] [INFO ] [FORECASTER] Completed predict_future for CAL
[2025-12-01T20:33:37.041839] [INFO ] [sig       ] CAL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:37.180764] [INFO ] [LOCAL     ] Saved forecast: CAL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CAL.txt
[2025-12-01T20:33:37.180890] [INFO ] [sig       ] [599/3634] Completed CAL in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-01T20:33:37.180927] [INFO ] [sig       ] [600/3634] Forecasting CALC...
[2025-12-01T20:33:37.180956] [INFO ] [sig       ] Generating forecast for: CALC
[2025-12-01T20:33:37.180985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALC' from 'https://tdm.silogroup.org/data/derivative_storage/CALC.csv'.
[2025-12-01T20:33:37.192227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALC'.
[2025-12-01T20:33:37.192557] [INFO ] [FORECASTER] Starting predict_future for CALC
[2025-12-01T20:33:37.193358] [DEBUG] [LOCAL     ] No optimal features file found for CALC: ./output/feature-sets/CALC.txt
[2025-12-01T20:33:37.193408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:37.193440] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:37.193465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:37.193521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:37.250379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:37.250994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:37.251067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:37.251098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:37.360961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:37.361082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:37.361118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:37.361146] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:37.364314] [DEBUG] [FORECASTER] CALC: Forecast T+1@11:T+2@11: DOWN (p=24.71%)
[2025-12-01T20:33:37.364591] [INFO ] [FORECASTER] Completed predict_future for CALC
[2025-12-01T20:33:37.364717] [INFO ] [sig       ] CALC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:37.504011] [INFO ] [LOCAL     ] Saved forecast: CALC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CALC.txt
[2025-12-01T20:33:37.504142] [INFO ] [sig       ] [600/3634] Completed CALC in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-01T20:33:37.504185] [INFO ] [sig       ] [601/3634] Forecasting CALM...
[2025-12-01T20:33:37.504213] [INFO ] [sig       ] Generating forecast for: CALM
[2025-12-01T20:33:37.504241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALM' from 'https://tdm.silogroup.org/data/derivative_storage/CALM.csv'.
[2025-12-01T20:33:37.515285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CALM'.
[2025-12-01T20:33:37.515552] [INFO ] [FORECASTER] Starting predict_future for CALM
[2025-12-01T20:33:37.516316] [DEBUG] [LOCAL     ] No optimal features file found for CALM: ./output/feature-sets/CALM.txt
[2025-12-01T20:33:37.516365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:37.516396] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:37.516422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:37.516481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:37.571986] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:37.572592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:37.572670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:37.572710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:37.695098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:37.695215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:37.695252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:37.695278] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:37.698458] [DEBUG] [FORECASTER] CALM: Forecast T+1@11:T+2@11: UP (p=52.01%)
[2025-12-01T20:33:37.698744] [INFO ] [FORECASTER] Completed predict_future for CALM
[2025-12-01T20:33:37.698868] [INFO ] [sig       ] CALM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:37.837738] [INFO ] [LOCAL     ] Saved forecast: CALM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CALM.txt
[2025-12-01T20:33:37.837872] [INFO ] [sig       ] [601/3634] Completed CALM in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-01T20:33:37.837910] [INFO ] [sig       ] [602/3634] Forecasting CALX...
[2025-12-01T20:33:37.837938] [INFO ] [sig       ] Generating forecast for: CALX
[2025-12-01T20:33:37.837966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CALX' from 'https://tdm.silogroup.org/data/derivative_storage/CALX.csv'.
[2025-12-01T20:33:37.849117] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CALX'.
[2025-12-01T20:33:37.849388] [INFO ] [FORECASTER] Starting predict_future for CALX
[2025-12-01T20:33:37.850150] [DEBUG] [LOCAL     ] No optimal features file found for CALX: ./output/feature-sets/CALX.txt
[2025-12-01T20:33:37.850199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:37.850229] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:37.850254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:37.850309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:37.907129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:37.907773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:37.907848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:37.907880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:38.030401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:38.030513] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:38.030550] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:38.030594] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:38.033798] [DEBUG] [FORECASTER] CALX: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2025-12-01T20:33:38.034066] [INFO ] [FORECASTER] Completed predict_future for CALX
[2025-12-01T20:33:38.034192] [INFO ] [sig       ] CALX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:38.173773] [INFO ] [LOCAL     ] Saved forecast: CALX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CALX.txt
[2025-12-01T20:33:38.173890] [INFO ] [sig       ] [602/3634] Completed CALX in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-01T20:33:38.173925] [INFO ] [sig       ] [603/3634] Forecasting CAPL...
[2025-12-01T20:33:38.173954] [INFO ] [sig       ] Generating forecast for: CAPL
[2025-12-01T20:33:38.173985] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAPL' from 'https://tdm.silogroup.org/data/derivative_storage/CAPL.csv'.
[2025-12-01T20:33:38.184820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CAPL'.
[2025-12-01T20:33:38.185093] [INFO ] [FORECASTER] Starting predict_future for CAPL
[2025-12-01T20:33:38.185860] [DEBUG] [LOCAL     ] No optimal features file found for CAPL: ./output/feature-sets/CAPL.txt
[2025-12-01T20:33:38.185912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:38.185943] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:38.185969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:38.186024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:38.246056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:38.246831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:38.246939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:38.246973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:38.367115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:38.367244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:38.367281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:38.367310] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:38.370698] [DEBUG] [FORECASTER] CAPL: Forecast T+1@11:T+2@11: DOWN (p=40.65%)
[2025-12-01T20:33:38.370967] [INFO ] [FORECASTER] Completed predict_future for CAPL
[2025-12-01T20:33:38.371095] [INFO ] [sig       ] CAPL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:38.511227] [INFO ] [LOCAL     ] Saved forecast: CAPL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CAPL.txt
[2025-12-01T20:33:38.511348] [INFO ] [sig       ] [603/3634] Completed CAPL in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-01T20:33:38.511384] [INFO ] [sig       ] [604/3634] Forecasting CARE...
[2025-12-01T20:33:38.511414] [INFO ] [sig       ] Generating forecast for: CARE
[2025-12-01T20:33:38.511442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARE' from 'https://tdm.silogroup.org/data/derivative_storage/CARE.csv'.
[2025-12-01T20:33:38.522952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARE'.
[2025-12-01T20:33:38.523228] [INFO ] [FORECASTER] Starting predict_future for CARE
[2025-12-01T20:33:38.523988] [DEBUG] [LOCAL     ] No optimal features file found for CARE: ./output/feature-sets/CARE.txt
[2025-12-01T20:33:38.524037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:38.524067] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:38.524093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:38.524149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:38.579708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:38.580307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:38.580382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:38.580412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:38.697373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:38.697477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:38.697514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:38.697541] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:38.700837] [DEBUG] [FORECASTER] CARE: Forecast T+1@11:T+2@11: UP (p=57.06%)
[2025-12-01T20:33:38.701100] [INFO ] [FORECASTER] Completed predict_future for CARE
[2025-12-01T20:33:38.701221] [INFO ] [sig       ] CARE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:38.840134] [INFO ] [LOCAL     ] Saved forecast: CARE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CARE.txt
[2025-12-01T20:33:38.840247] [INFO ] [sig       ] [604/3634] Completed CARE in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-01T20:33:38.840284] [INFO ] [sig       ] [605/3634] Forecasting CARG...
[2025-12-01T20:33:38.840312] [INFO ] [sig       ] Generating forecast for: CARG
[2025-12-01T20:33:38.840340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARG' from 'https://tdm.silogroup.org/data/derivative_storage/CARG.csv'.
[2025-12-01T20:33:38.851352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARG'.
[2025-12-01T20:33:38.851643] [INFO ] [FORECASTER] Starting predict_future for CARG
[2025-12-01T20:33:38.852383] [DEBUG] [LOCAL     ] No optimal features file found for CARG: ./output/feature-sets/CARG.txt
[2025-12-01T20:33:38.852432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:38.852462] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:38.852488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:38.852542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:38.908524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:38.909186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:38.909264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:38.909295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:39.030383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:39.030518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:39.030557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:39.030602] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:39.033772] [DEBUG] [FORECASTER] CARG: Forecast T+1@11:T+2@11: UP (p=64.69%)
[2025-12-01T20:33:39.034032] [INFO ] [FORECASTER] Completed predict_future for CARG
[2025-12-01T20:33:39.034159] [INFO ] [sig       ] CARG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:39.172759] [INFO ] [LOCAL     ] Saved forecast: CARG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CARG.txt
[2025-12-01T20:33:39.172875] [INFO ] [sig       ] [605/3634] Completed CARG in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 17.0m
[2025-12-01T20:33:39.172911] [INFO ] [sig       ] [606/3634] Forecasting CARS...
[2025-12-01T20:33:39.172939] [INFO ] [sig       ] Generating forecast for: CARS
[2025-12-01T20:33:39.172967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CARS' from 'https://tdm.silogroup.org/data/derivative_storage/CARS.csv'.
[2025-12-01T20:33:39.184321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CARS'.
[2025-12-01T20:33:39.184609] [INFO ] [FORECASTER] Starting predict_future for CARS
[2025-12-01T20:33:39.185351] [DEBUG] [LOCAL     ] No optimal features file found for CARS: ./output/feature-sets/CARS.txt
[2025-12-01T20:33:39.185400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:39.185431] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:39.185457] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:39.185516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:39.241612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:39.242212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:39.242285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:39.242316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:39.363536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:39.363698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:39.363735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:39.363763] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:39.367035] [DEBUG] [FORECASTER] CARS: Forecast T+1@11:T+2@11: DOWN (p=6.23%)
[2025-12-01T20:33:39.367306] [INFO ] [FORECASTER] Completed predict_future for CARS
[2025-12-01T20:33:39.367435] [INFO ] [sig       ] CARS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:39.505141] [INFO ] [LOCAL     ] Saved forecast: CARS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CARS.txt
[2025-12-01T20:33:39.505281] [INFO ] [sig       ] [606/3634] Completed CARS in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-01T20:33:39.505318] [INFO ] [sig       ] [607/3634] Forecasting CASH...
[2025-12-01T20:33:39.505346] [INFO ] [sig       ] Generating forecast for: CASH
[2025-12-01T20:33:39.505375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASH' from 'https://tdm.silogroup.org/data/derivative_storage/CASH.csv'.
[2025-12-01T20:33:39.515844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASH'.
[2025-12-01T20:33:39.516120] [INFO ] [FORECASTER] Starting predict_future for CASH
[2025-12-01T20:33:39.516884] [DEBUG] [LOCAL     ] No optimal features file found for CASH: ./output/feature-sets/CASH.txt
[2025-12-01T20:33:39.516933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:39.516963] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:39.516989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:39.517043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:39.572668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:39.573281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:39.573355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:39.573386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:39.687008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:39.687132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:39.687169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:39.687198] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:39.690412] [DEBUG] [FORECASTER] CASH: Forecast T+1@11:T+2@11: UP (p=86.80%)
[2025-12-01T20:33:39.690694] [INFO ] [FORECASTER] Completed predict_future for CASH
[2025-12-01T20:33:39.690820] [INFO ] [sig       ] CASH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:39.826821] [INFO ] [LOCAL     ] Saved forecast: CASH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CASH.txt
[2025-12-01T20:33:39.826934] [INFO ] [sig       ] [607/3634] Completed CASH in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-01T20:33:39.826971] [INFO ] [sig       ] [608/3634] Forecasting CASI...
[2025-12-01T20:33:39.826998] [INFO ] [sig       ] Generating forecast for: CASI
[2025-12-01T20:33:39.827027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASI' from 'https://tdm.silogroup.org/data/derivative_storage/CASI.csv'.
[2025-12-01T20:33:39.838124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASI'.
[2025-12-01T20:33:39.838487] [INFO ] [FORECASTER] Starting predict_future for CASI
[2025-12-01T20:33:39.839248] [DEBUG] [LOCAL     ] No optimal features file found for CASI: ./output/feature-sets/CASI.txt
[2025-12-01T20:33:39.839297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:39.839327] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:39.839353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:39.839407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:39.894982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:39.895602] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:39.895678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:39.895709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:40.008619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:40.008765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:40.008806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:40.008835] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:40.012065] [DEBUG] [FORECASTER] CASI: Forecast T+1@11:T+2@11: DOWN (p=2.05%)
[2025-12-01T20:33:40.012322] [INFO ] [FORECASTER] Completed predict_future for CASI
[2025-12-01T20:33:40.012467] [INFO ] [sig       ] CASI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:40.149418] [INFO ] [LOCAL     ] Saved forecast: CASI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CASI.txt
[2025-12-01T20:33:40.149552] [INFO ] [sig       ] [608/3634] Completed CASI in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-01T20:33:40.149609] [INFO ] [sig       ] [609/3634] Forecasting CASS...
[2025-12-01T20:33:40.149639] [INFO ] [sig       ] Generating forecast for: CASS
[2025-12-01T20:33:40.149666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASS' from 'https://tdm.silogroup.org/data/derivative_storage/CASS.csv'.
[2025-12-01T20:33:40.160846] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CASS'.
[2025-12-01T20:33:40.161174] [INFO ] [FORECASTER] Starting predict_future for CASS
[2025-12-01T20:33:40.161946] [DEBUG] [LOCAL     ] No optimal features file found for CASS: ./output/feature-sets/CASS.txt
[2025-12-01T20:33:40.162005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:40.162037] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:40.162063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:40.162118] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:40.217636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:40.218479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:40.218560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:40.218610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:40.338345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:40.338497] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:40.338538] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:40.338568] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:40.342104] [DEBUG] [FORECASTER] CASS: Forecast T+1@11:T+2@11: UP (p=93.33%)
[2025-12-01T20:33:40.342410] [INFO ] [FORECASTER] Completed predict_future for CASS
[2025-12-01T20:33:40.342546] [INFO ] [sig       ] CASS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:40.487704] [INFO ] [LOCAL     ] Saved forecast: CASS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CASS.txt
[2025-12-01T20:33:40.487839] [INFO ] [sig       ] [609/3634] Completed CASS in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-01T20:33:40.487876] [INFO ] [sig       ] [610/3634] Forecasting CASY...
[2025-12-01T20:33:40.487906] [INFO ] [sig       ] Generating forecast for: CASY
[2025-12-01T20:33:40.487946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CASY' from 'https://tdm.silogroup.org/data/derivative_storage/CASY.csv'.
[2025-12-01T20:33:40.498893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CASY'.
[2025-12-01T20:33:40.499168] [INFO ] [FORECASTER] Starting predict_future for CASY
[2025-12-01T20:33:40.499972] [DEBUG] [LOCAL     ] No optimal features file found for CASY: ./output/feature-sets/CASY.txt
[2025-12-01T20:33:40.500023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:40.500082] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:40.500110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:40.500167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:40.558911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:40.559599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:40.559676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:40.559708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:40.684047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:40.684188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:40.684226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:40.684252] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:40.687567] [DEBUG] [FORECASTER] CASY: Forecast T+1@11:T+2@11: DOWN (p=6.20%)
[2025-12-01T20:33:40.687869] [INFO ] [FORECASTER] Completed predict_future for CASY
[2025-12-01T20:33:40.688000] [INFO ] [sig       ] CASY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:40.833523] [INFO ] [LOCAL     ] Saved forecast: CASY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CASY.txt
[2025-12-01T20:33:40.833723] [INFO ] [sig       ] [610/3634] Completed CASY in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-01T20:33:40.833765] [INFO ] [sig       ] [611/3634] Forecasting CATH...
[2025-12-01T20:33:40.833795] [INFO ] [sig       ] Generating forecast for: CATH
[2025-12-01T20:33:40.833824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATH' from 'https://tdm.silogroup.org/data/derivative_storage/CATH.csv'.
[2025-12-01T20:33:40.845152] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CATH'.
[2025-12-01T20:33:40.845483] [INFO ] [FORECASTER] Starting predict_future for CATH
[2025-12-01T20:33:40.846261] [DEBUG] [LOCAL     ] No optimal features file found for CATH: ./output/feature-sets/CATH.txt
[2025-12-01T20:33:40.846320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:40.846357] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:40.846383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:40.846437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:40.903605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:40.904364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:40.904445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:40.904478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:41.019835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:41.019989] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:41.020030] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:41.020059] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:41.023751] [DEBUG] [FORECASTER] CATH: Forecast T+1@11:T+2@11: DOWN (p=20.19%)
[2025-12-01T20:33:41.024083] [INFO ] [FORECASTER] Completed predict_future for CATH
[2025-12-01T20:33:41.024229] [INFO ] [sig       ] CATH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:41.170951] [INFO ] [LOCAL     ] Saved forecast: CATH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CATH.txt
[2025-12-01T20:33:41.171154] [INFO ] [sig       ] [611/3634] Completed CATH in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-01T20:33:41.171208] [INFO ] [sig       ] [612/3634] Forecasting CATO...
[2025-12-01T20:33:41.171241] [INFO ] [sig       ] Generating forecast for: CATO
[2025-12-01T20:33:41.171271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATO' from 'https://tdm.silogroup.org/data/derivative_storage/CATO.csv'.
[2025-12-01T20:33:41.182628] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CATO'.
[2025-12-01T20:33:41.182968] [INFO ] [FORECASTER] Starting predict_future for CATO
[2025-12-01T20:33:41.183852] [DEBUG] [LOCAL     ] No optimal features file found for CATO: ./output/feature-sets/CATO.txt
[2025-12-01T20:33:41.183904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:41.183936] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:41.183962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:41.184018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:41.257691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:41.258639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:41.258727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:41.258760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:41.381799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:41.381954] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:41.381994] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:41.382022] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:41.385468] [DEBUG] [FORECASTER] CATO: Forecast T+1@11:T+2@11: UP (p=50.78%)
[2025-12-01T20:33:41.385776] [INFO ] [FORECASTER] Completed predict_future for CATO
[2025-12-01T20:33:41.385909] [INFO ] [sig       ] CATO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:41.527711] [INFO ] [LOCAL     ] Saved forecast: CATO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CATO.txt
[2025-12-01T20:33:41.527850] [INFO ] [sig       ] [612/3634] Completed CATO in 0.4s | 2.98 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-01T20:33:41.527897] [INFO ] [sig       ] [613/3634] Forecasting CATY...
[2025-12-01T20:33:41.527926] [INFO ] [sig       ] Generating forecast for: CATY
[2025-12-01T20:33:41.527956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CATY' from 'https://tdm.silogroup.org/data/derivative_storage/CATY.csv'.
[2025-12-01T20:33:41.540346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CATY'.
[2025-12-01T20:33:41.540800] [INFO ] [FORECASTER] Starting predict_future for CATY
[2025-12-01T20:33:41.541633] [DEBUG] [LOCAL     ] No optimal features file found for CATY: ./output/feature-sets/CATY.txt
[2025-12-01T20:33:41.541684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:41.541715] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:41.541740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:41.541800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:41.598404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:41.599229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:41.599312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:41.599344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:41.720285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:41.720453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:41.720491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:41.720551] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:41.723861] [DEBUG] [FORECASTER] CATY: Forecast T+1@11:T+2@11: DOWN (p=4.19%)
[2025-12-01T20:33:41.724127] [INFO ] [FORECASTER] Completed predict_future for CATY
[2025-12-01T20:33:41.724254] [INFO ] [sig       ] CATY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:41.862103] [INFO ] [LOCAL     ] Saved forecast: CATY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CATY.txt
[2025-12-01T20:33:41.862245] [INFO ] [sig       ] [613/3634] Completed CATY in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-01T20:33:41.862282] [INFO ] [sig       ] [614/3634] Forecasting CAVA...
[2025-12-01T20:33:41.862312] [INFO ] [sig       ] Generating forecast for: CAVA
[2025-12-01T20:33:41.862340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CAVA' from 'https://tdm.silogroup.org/data/derivative_storage/CAVA.csv'.
[2025-12-01T20:33:41.873746] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CAVA'.
[2025-12-01T20:33:41.874112] [INFO ] [FORECASTER] Starting predict_future for CAVA
[2025-12-01T20:33:41.874883] [DEBUG] [LOCAL     ] No optimal features file found for CAVA: ./output/feature-sets/CAVA.txt
[2025-12-01T20:33:41.874931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:41.874961] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:41.874985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:41.875038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:41.930514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:41.931403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:41.931497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:41.931531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:42.052101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:42.052252] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:42.052288] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:42.052316] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:42.055875] [DEBUG] [FORECASTER] CAVA: Forecast T+1@11:T+2@11: DOWN (p=24.76%)
[2025-12-01T20:33:42.056247] [INFO ] [FORECASTER] Completed predict_future for CAVA
[2025-12-01T20:33:42.056393] [INFO ] [sig       ] CAVA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:42.199940] [INFO ] [LOCAL     ] Saved forecast: CAVA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CAVA.txt
[2025-12-01T20:33:42.200107] [INFO ] [sig       ] [614/3634] Completed CAVA in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-01T20:33:42.200148] [INFO ] [sig       ] [615/3634] Forecasting CB...
[2025-12-01T20:33:42.200178] [INFO ] [sig       ] Generating forecast for: CB
[2025-12-01T20:33:42.200210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CB' from 'https://tdm.silogroup.org/data/derivative_storage/CB.csv'.
[2025-12-01T20:33:42.211644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CB'.
[2025-12-01T20:33:42.212025] [INFO ] [FORECASTER] Starting predict_future for CB
[2025-12-01T20:33:42.212814] [DEBUG] [LOCAL     ] No optimal features file found for CB: ./output/feature-sets/CB.txt
[2025-12-01T20:33:42.212866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:42.212897] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:42.212924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:42.212981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:42.269546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:42.270386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:42.270471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:42.270503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:42.391512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:42.391684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:42.391723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:42.391751] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:42.395119] [DEBUG] [FORECASTER] CB: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-01T20:33:42.395387] [INFO ] [FORECASTER] Completed predict_future for CB
[2025-12-01T20:33:42.395514] [INFO ] [sig       ] CB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:42.532919] [INFO ] [LOCAL     ] Saved forecast: CB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CB.txt
[2025-12-01T20:33:42.533052] [INFO ] [sig       ] [615/3634] Completed CB in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-01T20:33:42.533091] [INFO ] [sig       ] [616/3634] Forecasting CBAN...
[2025-12-01T20:33:42.533120] [INFO ] [sig       ] Generating forecast for: CBAN
[2025-12-01T20:33:42.533149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBAN' from 'https://tdm.silogroup.org/data/derivative_storage/CBAN.csv'.
[2025-12-01T20:33:42.544590] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBAN'.
[2025-12-01T20:33:42.544923] [INFO ] [FORECASTER] Starting predict_future for CBAN
[2025-12-01T20:33:42.545690] [DEBUG] [LOCAL     ] No optimal features file found for CBAN: ./output/feature-sets/CBAN.txt
[2025-12-01T20:33:42.545739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:42.545769] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:42.545793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:42.545846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:42.601880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:42.602753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:42.602841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:42.602874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:42.718424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:42.718586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:42.718643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:42.718673] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:42.722057] [DEBUG] [FORECASTER] CBAN: Forecast T+1@11:T+2@11: UP (p=72.00%)
[2025-12-01T20:33:42.722326] [INFO ] [FORECASTER] Completed predict_future for CBAN
[2025-12-01T20:33:42.722454] [INFO ] [sig       ] CBAN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:42.864757] [INFO ] [LOCAL     ] Saved forecast: CBAN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CBAN.txt
[2025-12-01T20:33:42.864902] [INFO ] [sig       ] [616/3634] Completed CBAN in 0.3s | 2.98 sym/s | Total: 3.4m | ETA: 16.9m
[2025-12-01T20:33:42.864940] [INFO ] [sig       ] [617/3634] Forecasting CBL...
[2025-12-01T20:33:42.864969] [INFO ] [sig       ] Generating forecast for: CBL
[2025-12-01T20:33:42.864997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBL' from 'https://tdm.silogroup.org/data/derivative_storage/CBL.csv'.
[2025-12-01T20:33:42.876233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBL'.
[2025-12-01T20:33:42.876514] [INFO ] [FORECASTER] Starting predict_future for CBL
[2025-12-01T20:33:42.877299] [DEBUG] [LOCAL     ] No optimal features file found for CBL: ./output/feature-sets/CBL.txt
[2025-12-01T20:33:42.877351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:42.877383] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:42.877410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:42.877466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:42.935651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:42.936430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:42.936530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:42.936563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:43.075685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:43.075850] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:43.075893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:43.075933] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:43.079403] [DEBUG] [FORECASTER] CBL: Forecast T+1@11:T+2@11: DOWN (p=16.42%)
[2025-12-01T20:33:43.079718] [INFO ] [FORECASTER] Completed predict_future for CBL
[2025-12-01T20:33:43.079859] [INFO ] [sig       ] CBL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:43.218934] [INFO ] [LOCAL     ] Saved forecast: CBL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CBL.txt
[2025-12-01T20:33:43.219077] [INFO ] [sig       ] [617/3634] Completed CBL in 0.4s | 2.98 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-01T20:33:43.219115] [INFO ] [sig       ] [618/3634] Forecasting CBNK...
[2025-12-01T20:33:43.219144] [INFO ] [sig       ] Generating forecast for: CBNK
[2025-12-01T20:33:43.219172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBNK' from 'https://tdm.silogroup.org/data/derivative_storage/CBNK.csv'.
[2025-12-01T20:33:43.231114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBNK'.
[2025-12-01T20:33:43.231469] [INFO ] [FORECASTER] Starting predict_future for CBNK
[2025-12-01T20:33:43.232285] [DEBUG] [LOCAL     ] No optimal features file found for CBNK: ./output/feature-sets/CBNK.txt
[2025-12-01T20:33:43.232337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:43.232369] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:43.232396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:43.232450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:43.289486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:43.290349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:43.290433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:43.290467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:43.413016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:43.413165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:43.413203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:43.413230] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:43.417113] [DEBUG] [FORECASTER] CBNK: Forecast T+1@11:T+2@11: DOWN (p=13.61%)
[2025-12-01T20:33:43.417488] [INFO ] [FORECASTER] Completed predict_future for CBNK
[2025-12-01T20:33:43.417687] [INFO ] [sig       ] CBNK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:43.558705] [INFO ] [LOCAL     ] Saved forecast: CBNK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CBNK.txt
[2025-12-01T20:33:43.558853] [INFO ] [sig       ] [618/3634] Completed CBNK in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-01T20:33:43.558891] [INFO ] [sig       ] [619/3634] Forecasting CBRE...
[2025-12-01T20:33:43.558919] [INFO ] [sig       ] Generating forecast for: CBRE
[2025-12-01T20:33:43.558948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRE' from 'https://tdm.silogroup.org/data/derivative_storage/CBRE.csv'.
[2025-12-01T20:33:43.571788] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CBRE'.
[2025-12-01T20:33:43.572134] [INFO ] [FORECASTER] Starting predict_future for CBRE
[2025-12-01T20:33:43.572898] [DEBUG] [LOCAL     ] No optimal features file found for CBRE: ./output/feature-sets/CBRE.txt
[2025-12-01T20:33:43.572947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:43.572978] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:43.573003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:43.573057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:43.628443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:43.629278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:43.629360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:43.629392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:43.749361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:43.749515] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:43.749555] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:43.749604] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:43.753111] [DEBUG] [FORECASTER] CBRE: Forecast T+1@11:T+2@11: DOWN (p=0.56%)
[2025-12-01T20:33:43.753402] [INFO ] [FORECASTER] Completed predict_future for CBRE
[2025-12-01T20:33:43.753535] [INFO ] [sig       ] CBRE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:43.899774] [INFO ] [LOCAL     ] Saved forecast: CBRE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CBRE.txt
[2025-12-01T20:33:43.899957] [INFO ] [sig       ] [619/3634] Completed CBRE in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-01T20:33:43.899999] [INFO ] [sig       ] [620/3634] Forecasting CBRL...
[2025-12-01T20:33:43.900060] [INFO ] [sig       ] Generating forecast for: CBRL
[2025-12-01T20:33:43.900095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBRL' from 'https://tdm.silogroup.org/data/derivative_storage/CBRL.csv'.
[2025-12-01T20:33:43.911614] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CBRL'.
[2025-12-01T20:33:43.911934] [INFO ] [FORECASTER] Starting predict_future for CBRL
[2025-12-01T20:33:43.912697] [DEBUG] [LOCAL     ] No optimal features file found for CBRL: ./output/feature-sets/CBRL.txt
[2025-12-01T20:33:43.912746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:43.912788] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:43.912816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:43.912871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:43.969759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:43.970691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:43.970816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:43.970857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:44.094623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:44.094772] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:44.094810] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:44.094837] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:44.098090] [DEBUG] [FORECASTER] CBRL: Forecast T+1@11:T+2@11: DOWN (p=40.97%)
[2025-12-01T20:33:44.098382] [INFO ] [FORECASTER] Completed predict_future for CBRL
[2025-12-01T20:33:44.098509] [INFO ] [sig       ] CBRL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:44.238535] [INFO ] [LOCAL     ] Saved forecast: CBRL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CBRL.txt
[2025-12-01T20:33:44.238674] [INFO ] [sig       ] [620/3634] Completed CBRL in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-01T20:33:44.238711] [INFO ] [sig       ] [621/3634] Forecasting CBSH...
[2025-12-01T20:33:44.238740] [INFO ] [sig       ] Generating forecast for: CBSH
[2025-12-01T20:33:44.238769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBSH' from 'https://tdm.silogroup.org/data/derivative_storage/CBSH.csv'.
[2025-12-01T20:33:44.250773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBSH'.
[2025-12-01T20:33:44.251211] [INFO ] [FORECASTER] Starting predict_future for CBSH
[2025-12-01T20:33:44.252023] [DEBUG] [LOCAL     ] No optimal features file found for CBSH: ./output/feature-sets/CBSH.txt
[2025-12-01T20:33:44.252225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:44.252255] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:44.252280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:44.252334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:44.309392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:44.310310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:44.310393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:44.310426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:44.428354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:44.428501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:44.428539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:44.428567] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:44.432183] [DEBUG] [FORECASTER] CBSH: Forecast T+1@11:T+2@11: UP (p=90.78%)
[2025-12-01T20:33:44.432451] [INFO ] [FORECASTER] Completed predict_future for CBSH
[2025-12-01T20:33:44.432597] [INFO ] [sig       ] CBSH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:44.573398] [INFO ] [LOCAL     ] Saved forecast: CBSH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CBSH.txt
[2025-12-01T20:33:44.573553] [INFO ] [sig       ] [621/3634] Completed CBSH in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-01T20:33:44.573611] [INFO ] [sig       ] [622/3634] Forecasting CBUS...
[2025-12-01T20:33:44.573641] [INFO ] [sig       ] Generating forecast for: CBUS
[2025-12-01T20:33:44.573669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBUS' from 'https://tdm.silogroup.org/data/derivative_storage/CBUS.csv'.
[2025-12-01T20:33:44.584983] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CBUS'.
[2025-12-01T20:33:44.585296] [INFO ] [FORECASTER] Starting predict_future for CBUS
[2025-12-01T20:33:44.586058] [DEBUG] [LOCAL     ] No optimal features file found for CBUS: ./output/feature-sets/CBUS.txt
[2025-12-01T20:33:44.586107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:44.586137] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:44.586163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:44.586217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:44.643230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:44.644059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:44.644143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:44.644175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:44.767469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:44.767634] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:44.767674] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:44.767714] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:44.771159] [DEBUG] [FORECASTER] CBUS: Forecast T+1@11:T+2@11: DOWN (p=10.88%)
[2025-12-01T20:33:44.771434] [INFO ] [FORECASTER] Completed predict_future for CBUS
[2025-12-01T20:33:44.771563] [INFO ] [sig       ] CBUS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:44.911443] [INFO ] [LOCAL     ] Saved forecast: CBUS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CBUS.txt
[2025-12-01T20:33:44.911604] [INFO ] [sig       ] [622/3634] Completed CBUS in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-01T20:33:44.911645] [INFO ] [sig       ] [623/3634] Forecasting CBZ...
[2025-12-01T20:33:44.911673] [INFO ] [sig       ] Generating forecast for: CBZ
[2025-12-01T20:33:44.911701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CBZ' from 'https://tdm.silogroup.org/data/derivative_storage/CBZ.csv'.
[2025-12-01T20:33:44.923311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CBZ'.
[2025-12-01T20:33:44.923732] [INFO ] [FORECASTER] Starting predict_future for CBZ
[2025-12-01T20:33:44.924558] [DEBUG] [LOCAL     ] No optimal features file found for CBZ: ./output/feature-sets/CBZ.txt
[2025-12-01T20:33:44.924637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:44.924670] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:44.924696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:44.924752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:44.983227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:44.984097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:44.984181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:44.984212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:45.104730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:45.104880] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:45.104918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:45.104947] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:45.108535] [DEBUG] [FORECASTER] CBZ: Forecast T+1@11:T+2@11: UP (p=57.16%)
[2025-12-01T20:33:45.108863] [INFO ] [FORECASTER] Completed predict_future for CBZ
[2025-12-01T20:33:45.109015] [INFO ] [sig       ] CBZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:45.251091] [INFO ] [LOCAL     ] Saved forecast: CBZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CBZ.txt
[2025-12-01T20:33:45.251268] [INFO ] [sig       ] [623/3634] Completed CBZ in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-01T20:33:45.251306] [INFO ] [sig       ] [624/3634] Forecasting CC...
[2025-12-01T20:33:45.251343] [INFO ] [sig       ] Generating forecast for: CC
[2025-12-01T20:33:45.251374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CC' from 'https://tdm.silogroup.org/data/derivative_storage/CC.csv'.
[2025-12-01T20:33:45.262559] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CC'.
[2025-12-01T20:33:45.262858] [INFO ] [FORECASTER] Starting predict_future for CC
[2025-12-01T20:33:45.263638] [DEBUG] [LOCAL     ] No optimal features file found for CC: ./output/feature-sets/CC.txt
[2025-12-01T20:33:45.263706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:45.263737] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:45.263763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:45.263817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:45.321828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:45.322473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:45.322551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:45.322601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:45.446838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:45.446983] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:45.447021] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:45.447050] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:45.450465] [DEBUG] [FORECASTER] CC: Forecast T+1@11:T+2@11: DOWN (p=39.66%)
[2025-12-01T20:33:45.450765] [INFO ] [FORECASTER] Completed predict_future for CC
[2025-12-01T20:33:45.450899] [INFO ] [sig       ] CC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:45.591908] [INFO ] [LOCAL     ] Saved forecast: CC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CC.txt
[2025-12-01T20:33:45.592056] [INFO ] [sig       ] [624/3634] Completed CC in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.9m
[2025-12-01T20:33:45.592093] [INFO ] [sig       ] [625/3634] Forecasting CCAP...
[2025-12-01T20:33:45.592122] [INFO ] [sig       ] Generating forecast for: CCAP
[2025-12-01T20:33:45.592151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCAP' from 'https://tdm.silogroup.org/data/derivative_storage/CCAP.csv'.
[2025-12-01T20:33:45.603465] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CCAP'.
[2025-12-01T20:33:45.603871] [INFO ] [FORECASTER] Starting predict_future for CCAP
[2025-12-01T20:33:45.604661] [DEBUG] [LOCAL     ] No optimal features file found for CCAP: ./output/feature-sets/CCAP.txt
[2025-12-01T20:33:45.604711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:45.604740] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:45.604766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:45.604821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:45.662569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:45.663414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:45.663503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:45.663543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:45.788202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:45.788366] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:45.788406] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:45.788434] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:45.791923] [DEBUG] [FORECASTER] CCAP: Forecast T+1@11:T+2@11: DOWN (p=35.62%)
[2025-12-01T20:33:45.792193] [INFO ] [FORECASTER] Completed predict_future for CCAP
[2025-12-01T20:33:45.792322] [INFO ] [sig       ] CCAP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:45.932702] [INFO ] [LOCAL     ] Saved forecast: CCAP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCAP.txt
[2025-12-01T20:33:45.932832] [INFO ] [sig       ] [625/3634] Completed CCAP in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-01T20:33:45.932869] [INFO ] [sig       ] [626/3634] Forecasting CCB...
[2025-12-01T20:33:45.932896] [INFO ] [sig       ] Generating forecast for: CCB
[2025-12-01T20:33:45.932925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCB' from 'https://tdm.silogroup.org/data/derivative_storage/CCB.csv'.
[2025-12-01T20:33:45.943854] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CCB'.
[2025-12-01T20:33:45.944152] [INFO ] [FORECASTER] Starting predict_future for CCB
[2025-12-01T20:33:45.944927] [DEBUG] [LOCAL     ] No optimal features file found for CCB: ./output/feature-sets/CCB.txt
[2025-12-01T20:33:45.944987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:45.945025] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:45.945053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:45.945125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:46.002960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:46.003808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:46.003890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:46.003923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:46.122998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:46.123144] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:46.123180] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:46.123208] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:46.126512] [DEBUG] [FORECASTER] CCB: Forecast T+1@11:T+2@11: DOWN (p=9.50%)
[2025-12-01T20:33:46.126791] [INFO ] [FORECASTER] Completed predict_future for CCB
[2025-12-01T20:33:46.126917] [INFO ] [sig       ] CCB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:46.264937] [INFO ] [LOCAL     ] Saved forecast: CCB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCB.txt
[2025-12-01T20:33:46.265064] [INFO ] [sig       ] [626/3634] Completed CCB in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-01T20:33:46.265102] [INFO ] [sig       ] [627/3634] Forecasting CCBG...
[2025-12-01T20:33:46.265153] [INFO ] [sig       ] Generating forecast for: CCBG
[2025-12-01T20:33:46.265184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCBG' from 'https://tdm.silogroup.org/data/derivative_storage/CCBG.csv'.
[2025-12-01T20:33:46.275976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCBG'.
[2025-12-01T20:33:46.276262] [INFO ] [FORECASTER] Starting predict_future for CCBG
[2025-12-01T20:33:46.277030] [DEBUG] [LOCAL     ] No optimal features file found for CCBG: ./output/feature-sets/CCBG.txt
[2025-12-01T20:33:46.277079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:46.277135] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:46.277162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:46.277217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:46.333096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:46.333785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:46.333864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:46.333896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:46.456940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:46.457086] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:46.457131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:46.457183] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:46.460632] [DEBUG] [FORECASTER] CCBG: Forecast T+1@11:T+2@11: UP (p=74.18%)
[2025-12-01T20:33:46.460901] [INFO ] [FORECASTER] Completed predict_future for CCBG
[2025-12-01T20:33:46.461030] [INFO ] [sig       ] CCBG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:46.601365] [INFO ] [LOCAL     ] Saved forecast: CCBG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CCBG.txt
[2025-12-01T20:33:46.601511] [INFO ] [sig       ] [627/3634] Completed CCBG in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-01T20:33:46.601556] [INFO ] [sig       ] [628/3634] Forecasting CCCC...
[2025-12-01T20:33:46.601608] [INFO ] [sig       ] Generating forecast for: CCCC
[2025-12-01T20:33:46.601639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCCC' from 'https://tdm.silogroup.org/data/derivative_storage/CCCC.csv'.
[2025-12-01T20:33:46.612391] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CCCC'.
[2025-12-01T20:33:46.612703] [INFO ] [FORECASTER] Starting predict_future for CCCC
[2025-12-01T20:33:46.613441] [DEBUG] [LOCAL     ] No optimal features file found for CCCC: ./output/feature-sets/CCCC.txt
[2025-12-01T20:33:46.613490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:46.613520] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:46.613545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:46.613617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:46.669538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:46.670251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:46.670327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:46.670358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:46.793700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:46.793846] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:46.793886] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:46.793917] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:46.797239] [DEBUG] [FORECASTER] CCCC: Forecast T+1@11:T+2@11: DOWN (p=40.17%)
[2025-12-01T20:33:46.797509] [INFO ] [FORECASTER] Completed predict_future for CCCC
[2025-12-01T20:33:46.797657] [INFO ] [sig       ] CCCC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:46.942767] [INFO ] [LOCAL     ] Saved forecast: CCCC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCCC.txt
[2025-12-01T20:33:46.942899] [INFO ] [sig       ] [628/3634] Completed CCCC in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-01T20:33:46.942936] [INFO ] [sig       ] [629/3634] Forecasting CCD...
[2025-12-01T20:33:46.942964] [INFO ] [sig       ] Generating forecast for: CCD
[2025-12-01T20:33:46.942992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCD' from 'https://tdm.silogroup.org/data/derivative_storage/CCD.csv'.
[2025-12-01T20:33:46.953994] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CCD'.
[2025-12-01T20:33:46.954304] [INFO ] [FORECASTER] Starting predict_future for CCD
[2025-12-01T20:33:46.955093] [DEBUG] [LOCAL     ] No optimal features file found for CCD: ./output/feature-sets/CCD.txt
[2025-12-01T20:33:46.955144] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:46.955177] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:46.955203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:46.955272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:47.014155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:47.014966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:47.015048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:47.015097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:47.135900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:47.136050] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:47.136087] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:47.136115] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:47.139530] [DEBUG] [FORECASTER] CCD: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-12-01T20:33:47.139818] [INFO ] [FORECASTER] Completed predict_future for CCD
[2025-12-01T20:33:47.139964] [INFO ] [sig       ] CCD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:47.281755] [INFO ] [LOCAL     ] Saved forecast: CCD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCD.txt
[2025-12-01T20:33:47.281885] [INFO ] [sig       ] [629/3634] Completed CCD in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-01T20:33:47.281927] [INFO ] [sig       ] [630/3634] Forecasting CCEC...
[2025-12-01T20:33:47.281958] [INFO ] [sig       ] Generating forecast for: CCEC
[2025-12-01T20:33:47.281991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEC' from 'https://tdm.silogroup.org/data/derivative_storage/CCEC.csv'.
[2025-12-01T20:33:47.294261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEC'.
[2025-12-01T20:33:47.294616] [INFO ] [FORECASTER] Starting predict_future for CCEC
[2025-12-01T20:33:47.295387] [DEBUG] [LOCAL     ] No optimal features file found for CCEC: ./output/feature-sets/CCEC.txt
[2025-12-01T20:33:47.295438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:47.295477] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:47.295503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:47.295559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:47.354351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:47.355223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:47.355306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:47.355339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:47.460378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:47.460524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:47.460561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:47.460654] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:47.464011] [DEBUG] [FORECASTER] CCEC: Forecast T+1@11:T+2@11: DOWN (p=38.41%)
[2025-12-01T20:33:47.464286] [INFO ] [FORECASTER] Completed predict_future for CCEC
[2025-12-01T20:33:47.464414] [INFO ] [sig       ] CCEC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:47.607527] [INFO ] [LOCAL     ] Saved forecast: CCEC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CCEC.txt
[2025-12-01T20:33:47.607671] [INFO ] [sig       ] [630/3634] Completed CCEC in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-01T20:33:47.607708] [INFO ] [sig       ] [631/3634] Forecasting CCEP...
[2025-12-01T20:33:47.607737] [INFO ] [sig       ] Generating forecast for: CCEP
[2025-12-01T20:33:47.607765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCEP' from 'https://tdm.silogroup.org/data/derivative_storage/CCEP.csv'.
[2025-12-01T20:33:47.618792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCEP'.
[2025-12-01T20:33:47.619090] [INFO ] [FORECASTER] Starting predict_future for CCEP
[2025-12-01T20:33:47.619877] [DEBUG] [LOCAL     ] No optimal features file found for CCEP: ./output/feature-sets/CCEP.txt
[2025-12-01T20:33:47.619933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:47.619964] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:47.619991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:47.620093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:47.678701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:47.679478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:47.679590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:47.679645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:47.805500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:47.805675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:47.805716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:47.805743] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:47.809751] [DEBUG] [FORECASTER] CCEP: Forecast T+1@11:T+2@11: UP (p=90.08%)
[2025-12-01T20:33:47.810132] [INFO ] [FORECASTER] Completed predict_future for CCEP
[2025-12-01T20:33:47.810296] [INFO ] [sig       ] CCEP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:47.952347] [INFO ] [LOCAL     ] Saved forecast: CCEP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CCEP.txt
[2025-12-01T20:33:47.952477] [INFO ] [sig       ] [631/3634] Completed CCEP in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-01T20:33:47.952515] [INFO ] [sig       ] [632/3634] Forecasting CCI...
[2025-12-01T20:33:47.952546] [INFO ] [sig       ] Generating forecast for: CCI
[2025-12-01T20:33:47.952592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCI' from 'https://tdm.silogroup.org/data/derivative_storage/CCI.csv'.
[2025-12-01T20:33:47.963883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCI'.
[2025-12-01T20:33:47.964164] [INFO ] [FORECASTER] Starting predict_future for CCI
[2025-12-01T20:33:47.964922] [DEBUG] [LOCAL     ] No optimal features file found for CCI: ./output/feature-sets/CCI.txt
[2025-12-01T20:33:47.964970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:47.965001] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:47.965026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:47.965082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:48.022378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:48.023093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:48.023171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:48.023204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:48.146343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:48.146542] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:48.146626] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:48.146668] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:48.150401] [DEBUG] [FORECASTER] CCI: Forecast T+1@11:T+2@11: DOWN (p=24.13%)
[2025-12-01T20:33:48.150770] [INFO ] [FORECASTER] Completed predict_future for CCI
[2025-12-01T20:33:48.150921] [INFO ] [sig       ] CCI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:48.290027] [INFO ] [LOCAL     ] Saved forecast: CCI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CCI.txt
[2025-12-01T20:33:48.290151] [INFO ] [sig       ] [632/3634] Completed CCI in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-01T20:33:48.290189] [INFO ] [sig       ] [633/3634] Forecasting CCIF...
[2025-12-01T20:33:48.290218] [INFO ] [sig       ] Generating forecast for: CCIF
[2025-12-01T20:33:48.290247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCIF' from 'https://tdm.silogroup.org/data/derivative_storage/CCIF.csv'.
[2025-12-01T20:33:48.301869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCIF'.
[2025-12-01T20:33:48.302240] [INFO ] [FORECASTER] Starting predict_future for CCIF
[2025-12-01T20:33:48.303079] [DEBUG] [LOCAL     ] No optimal features file found for CCIF: ./output/feature-sets/CCIF.txt
[2025-12-01T20:33:48.303141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:48.303173] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:48.303199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:48.303254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:48.360648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:48.361311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:48.361389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:48.361421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:48.481163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:48.481306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:48.481345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:48.481372] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:48.484821] [DEBUG] [FORECASTER] CCIF: Forecast T+1@11:T+2@11: DOWN (p=11.23%)
[2025-12-01T20:33:48.485103] [INFO ] [FORECASTER] Completed predict_future for CCIF
[2025-12-01T20:33:48.485240] [INFO ] [sig       ] CCIF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:48.624895] [INFO ] [LOCAL     ] Saved forecast: CCIF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CCIF.txt
[2025-12-01T20:33:48.625033] [INFO ] [sig       ] [633/3634] Completed CCIF in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-01T20:33:48.625071] [INFO ] [sig       ] [634/3634] Forecasting CCJ...
[2025-12-01T20:33:48.625100] [INFO ] [sig       ] Generating forecast for: CCJ
[2025-12-01T20:33:48.625139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCJ' from 'https://tdm.silogroup.org/data/derivative_storage/CCJ.csv'.
[2025-12-01T20:33:48.636179] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CCJ'.
[2025-12-01T20:33:48.636526] [INFO ] [FORECASTER] Starting predict_future for CCJ
[2025-12-01T20:33:48.637296] [DEBUG] [LOCAL     ] No optimal features file found for CCJ: ./output/feature-sets/CCJ.txt
[2025-12-01T20:33:48.637346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:48.637375] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:48.637400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:48.637455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:48.693956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:48.694814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:48.694896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:48.694927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:48.817401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:48.817551] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:48.817608] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:48.817639] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:48.821019] [DEBUG] [FORECASTER] CCJ: Forecast T+1@11:T+2@11: DOWN (p=2.50%)
[2025-12-01T20:33:48.821296] [INFO ] [FORECASTER] Completed predict_future for CCJ
[2025-12-01T20:33:48.821427] [INFO ] [sig       ] CCJ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:48.960807] [INFO ] [LOCAL     ] Saved forecast: CCJ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCJ.txt
[2025-12-01T20:33:48.960949] [INFO ] [sig       ] [634/3634] Completed CCJ in 0.3s | 2.98 sym/s | Total: 3.5m | ETA: 16.8m
[2025-12-01T20:33:48.960988] [INFO ] [sig       ] [635/3634] Forecasting CCK...
[2025-12-01T20:33:48.961017] [INFO ] [sig       ] Generating forecast for: CCK
[2025-12-01T20:33:48.961048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCK' from 'https://tdm.silogroup.org/data/derivative_storage/CCK.csv'.
[2025-12-01T20:33:48.972100] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CCK'.
[2025-12-01T20:33:48.972391] [INFO ] [FORECASTER] Starting predict_future for CCK
[2025-12-01T20:33:48.973194] [DEBUG] [LOCAL     ] No optimal features file found for CCK: ./output/feature-sets/CCK.txt
[2025-12-01T20:33:48.973264] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:48.973296] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:48.973322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:48.973377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:49.031170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:49.031957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:49.032037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:49.032070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:49.153792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:49.153936] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:49.153974] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:49.154002] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:49.157394] [DEBUG] [FORECASTER] CCK: Forecast T+1@11:T+2@11: UP (p=70.77%)
[2025-12-01T20:33:49.157684] [INFO ] [FORECASTER] Completed predict_future for CCK
[2025-12-01T20:33:49.157811] [INFO ] [sig       ] CCK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:49.296369] [INFO ] [LOCAL     ] Saved forecast: CCK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CCK.txt
[2025-12-01T20:33:49.296493] [INFO ] [sig       ] [635/3634] Completed CCK in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-01T20:33:49.296538] [INFO ] [sig       ] [636/3634] Forecasting CCL...
[2025-12-01T20:33:49.296565] [INFO ] [sig       ] Generating forecast for: CCL
[2025-12-01T20:33:49.296618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCL' from 'https://tdm.silogroup.org/data/derivative_storage/CCL.csv'.
[2025-12-01T20:33:49.308132] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CCL'.
[2025-12-01T20:33:49.308466] [INFO ] [FORECASTER] Starting predict_future for CCL
[2025-12-01T20:33:49.309231] [DEBUG] [LOCAL     ] No optimal features file found for CCL: ./output/feature-sets/CCL.txt
[2025-12-01T20:33:49.309280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:49.309311] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:49.309336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:49.309390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:49.366941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:49.367691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:49.367773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:49.367805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:49.495031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:49.495182] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:49.495220] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:49.495248] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:49.498620] [DEBUG] [FORECASTER] CCL: Forecast T+1@11:T+2@11: UP (p=61.73%)
[2025-12-01T20:33:49.498889] [INFO ] [FORECASTER] Completed predict_future for CCL
[2025-12-01T20:33:49.499019] [INFO ] [sig       ] CCL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:49.638613] [INFO ] [LOCAL     ] Saved forecast: CCL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CCL.txt
[2025-12-01T20:33:49.638778] [INFO ] [sig       ] [636/3634] Completed CCL in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-01T20:33:49.638817] [INFO ] [sig       ] [637/3634] Forecasting CCLD...
[2025-12-01T20:33:49.638846] [INFO ] [sig       ] Generating forecast for: CCLD
[2025-12-01T20:33:49.638874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCLD' from 'https://tdm.silogroup.org/data/derivative_storage/CCLD.csv'.
[2025-12-01T20:33:49.650985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCLD'.
[2025-12-01T20:33:49.651326] [INFO ] [FORECASTER] Starting predict_future for CCLD
[2025-12-01T20:33:49.652158] [DEBUG] [LOCAL     ] No optimal features file found for CCLD: ./output/feature-sets/CCLD.txt
[2025-12-01T20:33:49.652220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:49.652259] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:49.652288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:49.652344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:49.710944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:49.711663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:49.711791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:49.711840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:49.834652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:49.834802] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:49.834841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:49.834869] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:49.838232] [DEBUG] [FORECASTER] CCLD: Forecast T+1@11:T+2@11: DOWN (p=24.70%)
[2025-12-01T20:33:49.838534] [INFO ] [FORECASTER] Completed predict_future for CCLD
[2025-12-01T20:33:49.838686] [INFO ] [sig       ] CCLD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:49.981146] [INFO ] [LOCAL     ] Saved forecast: CCLD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CCLD.txt
[2025-12-01T20:33:49.981286] [INFO ] [sig       ] [637/3634] Completed CCLD in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-01T20:33:49.981325] [INFO ] [sig       ] [638/3634] Forecasting CCNE...
[2025-12-01T20:33:49.981355] [INFO ] [sig       ] Generating forecast for: CCNE
[2025-12-01T20:33:49.981385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCNE' from 'https://tdm.silogroup.org/data/derivative_storage/CCNE.csv'.
[2025-12-01T20:33:49.992628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCNE'.
[2025-12-01T20:33:49.992960] [INFO ] [FORECASTER] Starting predict_future for CCNE
[2025-12-01T20:33:49.993768] [DEBUG] [LOCAL     ] No optimal features file found for CCNE: ./output/feature-sets/CCNE.txt
[2025-12-01T20:33:49.993819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:49.993850] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:49.993876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:49.993938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:50.052795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:50.053594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:50.053679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:50.053712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:50.175883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:50.176032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:50.176072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:50.176098] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:50.179570] [DEBUG] [FORECASTER] CCNE: Forecast T+1@11:T+2@11: UP (p=81.00%)
[2025-12-01T20:33:50.179944] [INFO ] [FORECASTER] Completed predict_future for CCNE
[2025-12-01T20:33:50.180091] [INFO ] [sig       ] CCNE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:50.319088] [INFO ] [LOCAL     ] Saved forecast: CCNE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CCNE.txt
[2025-12-01T20:33:50.319214] [INFO ] [sig       ] [638/3634] Completed CCNE in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-01T20:33:50.319251] [INFO ] [sig       ] [639/3634] Forecasting CCO...
[2025-12-01T20:33:50.319279] [INFO ] [sig       ] Generating forecast for: CCO
[2025-12-01T20:33:50.319307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCO' from 'https://tdm.silogroup.org/data/derivative_storage/CCO.csv'.
[2025-12-01T20:33:50.330683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCO'.
[2025-12-01T20:33:50.330958] [INFO ] [FORECASTER] Starting predict_future for CCO
[2025-12-01T20:33:50.331710] [DEBUG] [LOCAL     ] No optimal features file found for CCO: ./output/feature-sets/CCO.txt
[2025-12-01T20:33:50.331759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:50.331789] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:50.331814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:50.331868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:50.388388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:50.389066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:50.389143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:50.389174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:50.511903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:50.512047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:50.512085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:50.512111] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:50.515399] [DEBUG] [FORECASTER] CCO: Forecast T+1@11:T+2@11: UP (p=67.53%)
[2025-12-01T20:33:50.515690] [INFO ] [FORECASTER] Completed predict_future for CCO
[2025-12-01T20:33:50.515816] [INFO ] [sig       ] CCO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:50.655880] [INFO ] [LOCAL     ] Saved forecast: CCO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CCO.txt
[2025-12-01T20:33:50.656062] [INFO ] [sig       ] [639/3634] Completed CCO in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-01T20:33:50.656120] [INFO ] [sig       ] [640/3634] Forecasting CCOI...
[2025-12-01T20:33:50.656154] [INFO ] [sig       ] Generating forecast for: CCOI
[2025-12-01T20:33:50.656184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCOI' from 'https://tdm.silogroup.org/data/derivative_storage/CCOI.csv'.
[2025-12-01T20:33:50.667933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCOI'.
[2025-12-01T20:33:50.668255] [INFO ] [FORECASTER] Starting predict_future for CCOI
[2025-12-01T20:33:50.669092] [DEBUG] [LOCAL     ] No optimal features file found for CCOI: ./output/feature-sets/CCOI.txt
[2025-12-01T20:33:50.669150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:50.669182] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:50.669209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:50.669265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:50.727303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:50.728122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:50.728204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:50.728236] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:50.845247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:50.845386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:50.845441] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:50.845471] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:50.849811] [DEBUG] [FORECASTER] CCOI: Forecast T+1@11:T+2@11: UP (p=86.69%)
[2025-12-01T20:33:50.850337] [INFO ] [FORECASTER] Completed predict_future for CCOI
[2025-12-01T20:33:50.850532] [INFO ] [sig       ] CCOI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:50.988677] [INFO ] [LOCAL     ] Saved forecast: CCOI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CCOI.txt
[2025-12-01T20:33:50.988833] [INFO ] [sig       ] [640/3634] Completed CCOI in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-01T20:33:50.988873] [INFO ] [sig       ] [641/3634] Forecasting CCRN...
[2025-12-01T20:33:50.988902] [INFO ] [sig       ] Generating forecast for: CCRN
[2025-12-01T20:33:50.988931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCRN' from 'https://tdm.silogroup.org/data/derivative_storage/CCRN.csv'.
[2025-12-01T20:33:51.001668] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CCRN'.
[2025-12-01T20:33:51.002058] [INFO ] [FORECASTER] Starting predict_future for CCRN
[2025-12-01T20:33:51.002864] [DEBUG] [LOCAL     ] No optimal features file found for CCRN: ./output/feature-sets/CCRN.txt
[2025-12-01T20:33:51.002921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:51.002960] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:51.002990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:51.003046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:51.058788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:51.059415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:51.059494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:51.059524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:51.178983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:51.179133] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:51.179170] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:51.179198] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:51.182558] [DEBUG] [FORECASTER] CCRN: Forecast T+1@11:T+2@11: DOWN (p=17.89%)
[2025-12-01T20:33:51.182844] [INFO ] [FORECASTER] Completed predict_future for CCRN
[2025-12-01T20:33:51.182974] [INFO ] [sig       ] CCRN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:51.321887] [INFO ] [LOCAL     ] Saved forecast: CCRN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CCRN.txt
[2025-12-01T20:33:51.322045] [INFO ] [sig       ] [641/3634] Completed CCRN in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-01T20:33:51.322082] [INFO ] [sig       ] [642/3634] Forecasting CCS...
[2025-12-01T20:33:51.322109] [INFO ] [sig       ] Generating forecast for: CCS
[2025-12-01T20:33:51.322140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCS' from 'https://tdm.silogroup.org/data/derivative_storage/CCS.csv'.
[2025-12-01T20:33:51.333293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCS'.
[2025-12-01T20:33:51.333592] [INFO ] [FORECASTER] Starting predict_future for CCS
[2025-12-01T20:33:51.334325] [DEBUG] [LOCAL     ] No optimal features file found for CCS: ./output/feature-sets/CCS.txt
[2025-12-01T20:33:51.334374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:51.334404] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:51.334429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:51.334484] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:51.392246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:51.393235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:51.393321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:51.393353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:51.511945] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:51.512091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:51.512127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:51.512154] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:51.515440] [DEBUG] [FORECASTER] CCS: Forecast T+1@11:T+2@11: DOWN (p=28.02%)
[2025-12-01T20:33:51.515720] [INFO ] [FORECASTER] Completed predict_future for CCS
[2025-12-01T20:33:51.515847] [INFO ] [sig       ] CCS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:51.654141] [INFO ] [LOCAL     ] Saved forecast: CCS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CCS.txt
[2025-12-01T20:33:51.654268] [INFO ] [sig       ] [642/3634] Completed CCS in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.8m
[2025-12-01T20:33:51.654305] [INFO ] [sig       ] [643/3634] Forecasting CCSI...
[2025-12-01T20:33:51.654333] [INFO ] [sig       ] Generating forecast for: CCSI
[2025-12-01T20:33:51.654361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CCSI' from 'https://tdm.silogroup.org/data/derivative_storage/CCSI.csv'.
[2025-12-01T20:33:51.665807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CCSI'.
[2025-12-01T20:33:51.666092] [INFO ] [FORECASTER] Starting predict_future for CCSI
[2025-12-01T20:33:51.666846] [DEBUG] [LOCAL     ] No optimal features file found for CCSI: ./output/feature-sets/CCSI.txt
[2025-12-01T20:33:51.666895] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:51.666926] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:51.666951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:51.667006] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:51.724015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:51.724683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:51.724762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:51.724794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:51.840835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:51.840999] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:51.841037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:51.841064] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:51.844346] [DEBUG] [FORECASTER] CCSI: Forecast T+1@11:T+2@11: UP (p=75.29%)
[2025-12-01T20:33:51.844632] [INFO ] [FORECASTER] Completed predict_future for CCSI
[2025-12-01T20:33:51.844756] [INFO ] [sig       ] CCSI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:51.982283] [INFO ] [LOCAL     ] Saved forecast: CCSI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CCSI.txt
[2025-12-01T20:33:51.982405] [INFO ] [sig       ] [643/3634] Completed CCSI in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-01T20:33:51.982442] [INFO ] [sig       ] [644/3634] Forecasting CDC...
[2025-12-01T20:33:51.982470] [INFO ] [sig       ] Generating forecast for: CDC
[2025-12-01T20:33:51.982498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDC' from 'https://tdm.silogroup.org/data/derivative_storage/CDC.csv'.
[2025-12-01T20:33:51.994043] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CDC'.
[2025-12-01T20:33:51.994366] [INFO ] [FORECASTER] Starting predict_future for CDC
[2025-12-01T20:33:51.995138] [DEBUG] [LOCAL     ] No optimal features file found for CDC: ./output/feature-sets/CDC.txt
[2025-12-01T20:33:51.995187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:51.995259] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:51.995288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:51.995343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:52.050889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:52.051764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:52.051849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:52.051879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:52.168162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:52.168332] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:52.168373] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:52.168401] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:52.171669] [DEBUG] [FORECASTER] CDC: Forecast T+1@11:T+2@11: DOWN (p=32.35%)
[2025-12-01T20:33:52.171931] [INFO ] [FORECASTER] Completed predict_future for CDC
[2025-12-01T20:33:52.172054] [INFO ] [sig       ] CDC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:52.311049] [INFO ] [LOCAL     ] Saved forecast: CDC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CDC.txt
[2025-12-01T20:33:52.311206] [INFO ] [sig       ] [644/3634] Completed CDC in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-01T20:33:52.311246] [INFO ] [sig       ] [645/3634] Forecasting CDE...
[2025-12-01T20:33:52.311274] [INFO ] [sig       ] Generating forecast for: CDE
[2025-12-01T20:33:52.311303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDE' from 'https://tdm.silogroup.org/data/derivative_storage/CDE.csv'.
[2025-12-01T20:33:52.322399] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CDE'.
[2025-12-01T20:33:52.322781] [INFO ] [FORECASTER] Starting predict_future for CDE
[2025-12-01T20:33:52.323536] [DEBUG] [LOCAL     ] No optimal features file found for CDE: ./output/feature-sets/CDE.txt
[2025-12-01T20:33:52.323603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:52.323635] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:52.323661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:52.323716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:52.378759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:52.379593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:52.379673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:52.379704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:52.503859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:52.504009] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:52.504047] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:52.504075] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:52.507396] [DEBUG] [FORECASTER] CDE: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-12-01T20:33:52.507704] [INFO ] [FORECASTER] Completed predict_future for CDE
[2025-12-01T20:33:52.507836] [INFO ] [sig       ] CDE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:33:52.645409] [INFO ] [LOCAL     ] Saved forecast: CDE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CDE.txt
[2025-12-01T20:33:52.645567] [INFO ] [sig       ] [645/3634] Completed CDE in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-01T20:33:52.645625] [INFO ] [sig       ] [646/3634] Forecasting CDIO...
[2025-12-01T20:33:52.645654] [INFO ] [sig       ] Generating forecast for: CDIO
[2025-12-01T20:33:52.645683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDIO' from 'https://tdm.silogroup.org/data/derivative_storage/CDIO.csv'.
[2025-12-01T20:33:52.656883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDIO'.
[2025-12-01T20:33:52.657290] [INFO ] [FORECASTER] Starting predict_future for CDIO
[2025-12-01T20:33:52.658116] [DEBUG] [LOCAL     ] No optimal features file found for CDIO: ./output/feature-sets/CDIO.txt
[2025-12-01T20:33:52.658173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:52.658203] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:52.658228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:52.658282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:52.714478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:52.715332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:52.715419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:52.715451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:52.837282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:52.837428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:52.837466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:52.837492] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:52.840818] [DEBUG] [FORECASTER] CDIO: Forecast T+1@11:T+2@11: DOWN (p=42.14%)
[2025-12-01T20:33:52.841120] [INFO ] [FORECASTER] Completed predict_future for CDIO
[2025-12-01T20:33:52.841254] [INFO ] [sig       ] CDIO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:52.980725] [INFO ] [LOCAL     ] Saved forecast: CDIO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CDIO.txt
[2025-12-01T20:33:52.980878] [INFO ] [sig       ] [646/3634] Completed CDIO in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-01T20:33:52.980917] [INFO ] [sig       ] [647/3634] Forecasting CDL...
[2025-12-01T20:33:52.980944] [INFO ] [sig       ] Generating forecast for: CDL
[2025-12-01T20:33:52.980974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDL' from 'https://tdm.silogroup.org/data/derivative_storage/CDL.csv'.
[2025-12-01T20:33:52.991668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDL'.
[2025-12-01T20:33:52.991998] [INFO ] [FORECASTER] Starting predict_future for CDL
[2025-12-01T20:33:52.992880] [DEBUG] [LOCAL     ] No optimal features file found for CDL: ./output/feature-sets/CDL.txt
[2025-12-01T20:33:52.992929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:52.992960] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:52.992985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:52.993040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:53.048273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:53.049164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:53.049248] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:53.049280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:53.154470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:53.154648] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:53.154687] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:53.154747] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:53.158052] [DEBUG] [FORECASTER] CDL: Forecast T+1@11:T+2@11: DOWN (p=1.29%)
[2025-12-01T20:33:53.158343] [INFO ] [FORECASTER] Completed predict_future for CDL
[2025-12-01T20:33:53.158475] [INFO ] [sig       ] CDL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:53.296968] [INFO ] [LOCAL     ] Saved forecast: CDL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CDL.txt
[2025-12-01T20:33:53.297115] [INFO ] [sig       ] [647/3634] Completed CDL in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-01T20:33:53.297153] [INFO ] [sig       ] [648/3634] Forecasting CDNA...
[2025-12-01T20:33:53.297188] [INFO ] [sig       ] Generating forecast for: CDNA
[2025-12-01T20:33:53.297219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNA' from 'https://tdm.silogroup.org/data/derivative_storage/CDNA.csv'.
[2025-12-01T20:33:53.309062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNA'.
[2025-12-01T20:33:53.309426] [INFO ] [FORECASTER] Starting predict_future for CDNA
[2025-12-01T20:33:53.310235] [DEBUG] [LOCAL     ] No optimal features file found for CDNA: ./output/feature-sets/CDNA.txt
[2025-12-01T20:33:53.310287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:53.310317] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:53.310344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:53.310400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:53.368931] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:53.369819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:53.369901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:53.369934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:53.494274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:53.494429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:53.494474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:53.494503] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:53.498049] [DEBUG] [FORECASTER] CDNA: Forecast T+1@11:T+2@11: UP (p=90.97%)
[2025-12-01T20:33:53.498379] [INFO ] [FORECASTER] Completed predict_future for CDNA
[2025-12-01T20:33:53.498530] [INFO ] [sig       ] CDNA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:53.640618] [INFO ] [LOCAL     ] Saved forecast: CDNA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CDNA.txt
[2025-12-01T20:33:53.640776] [INFO ] [sig       ] [648/3634] Completed CDNA in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-01T20:33:53.640816] [INFO ] [sig       ] [649/3634] Forecasting CDNS...
[2025-12-01T20:33:53.640845] [INFO ] [sig       ] Generating forecast for: CDNS
[2025-12-01T20:33:53.640875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDNS' from 'https://tdm.silogroup.org/data/derivative_storage/CDNS.csv'.
[2025-12-01T20:33:53.652378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDNS'.
[2025-12-01T20:33:53.652730] [INFO ] [FORECASTER] Starting predict_future for CDNS
[2025-12-01T20:33:53.653511] [DEBUG] [LOCAL     ] No optimal features file found for CDNS: ./output/feature-sets/CDNS.txt
[2025-12-01T20:33:53.653562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:53.653615] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:53.653643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:53.653700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:53.713118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:53.713866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:53.713947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:53.713979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:53.837349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:53.837495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:53.837532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:53.837559] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:53.840949] [DEBUG] [FORECASTER] CDNS: Forecast T+1@11:T+2@11: UP (p=70.08%)
[2025-12-01T20:33:53.841242] [INFO ] [FORECASTER] Completed predict_future for CDNS
[2025-12-01T20:33:53.841368] [INFO ] [sig       ] CDNS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:53.980422] [INFO ] [LOCAL     ] Saved forecast: CDNS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CDNS.txt
[2025-12-01T20:33:53.980562] [INFO ] [sig       ] [649/3634] Completed CDNS in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-01T20:33:53.980619] [INFO ] [sig       ] [650/3634] Forecasting CDP...
[2025-12-01T20:33:53.980649] [INFO ] [sig       ] Generating forecast for: CDP
[2025-12-01T20:33:53.980679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDP' from 'https://tdm.silogroup.org/data/derivative_storage/CDP.csv'.
[2025-12-01T20:33:53.991696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDP'.
[2025-12-01T20:33:53.992021] [INFO ] [FORECASTER] Starting predict_future for CDP
[2025-12-01T20:33:53.992783] [DEBUG] [LOCAL     ] No optimal features file found for CDP: ./output/feature-sets/CDP.txt
[2025-12-01T20:33:53.992833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:53.992863] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:53.992888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:53.992942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:54.050514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:54.051209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:54.051289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:54.051321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:54.170139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:54.170293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:54.170331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:54.170358] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:54.173792] [DEBUG] [FORECASTER] CDP: Forecast T+1@11:T+2@11: DOWN (p=4.36%)
[2025-12-01T20:33:54.174075] [INFO ] [FORECASTER] Completed predict_future for CDP
[2025-12-01T20:33:54.174205] [INFO ] [sig       ] CDP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:54.314330] [INFO ] [LOCAL     ] Saved forecast: CDP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CDP.txt
[2025-12-01T20:33:54.314463] [INFO ] [sig       ] [650/3634] Completed CDP in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-01T20:33:54.314500] [INFO ] [sig       ] [651/3634] Forecasting CDRE...
[2025-12-01T20:33:54.314528] [INFO ] [sig       ] Generating forecast for: CDRE
[2025-12-01T20:33:54.314556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRE' from 'https://tdm.silogroup.org/data/derivative_storage/CDRE.csv'.
[2025-12-01T20:33:54.325349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRE'.
[2025-12-01T20:33:54.325664] [INFO ] [FORECASTER] Starting predict_future for CDRE
[2025-12-01T20:33:54.326446] [DEBUG] [LOCAL     ] No optimal features file found for CDRE: ./output/feature-sets/CDRE.txt
[2025-12-01T20:33:54.326496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:54.326526] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:54.326552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:54.326629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:54.382600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:54.383324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:54.383401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:54.383433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:54.505089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:54.505227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:54.505264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:54.505307] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:54.508597] [DEBUG] [FORECASTER] CDRE: Forecast T+1@11:T+2@11: DOWN (p=22.44%)
[2025-12-01T20:33:54.508864] [INFO ] [FORECASTER] Completed predict_future for CDRE
[2025-12-01T20:33:54.508991] [INFO ] [sig       ] CDRE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:54.648002] [INFO ] [LOCAL     ] Saved forecast: CDRE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CDRE.txt
[2025-12-01T20:33:54.648133] [INFO ] [sig       ] [651/3634] Completed CDRE in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-01T20:33:54.648171] [INFO ] [sig       ] [652/3634] Forecasting CDRO...
[2025-12-01T20:33:54.648199] [INFO ] [sig       ] Generating forecast for: CDRO
[2025-12-01T20:33:54.648227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDRO' from 'https://tdm.silogroup.org/data/derivative_storage/CDRO.csv'.
[2025-12-01T20:33:54.659118] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDRO'.
[2025-12-01T20:33:54.659440] [INFO ] [FORECASTER] Starting predict_future for CDRO
[2025-12-01T20:33:54.660204] [DEBUG] [LOCAL     ] No optimal features file found for CDRO: ./output/feature-sets/CDRO.txt
[2025-12-01T20:33:54.660254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:54.660284] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:54.660309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:54.660363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:54.718405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:54.719126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:54.719206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:54.719240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:54.832326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:54.832467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:54.832505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:54.832534] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:54.835912] [DEBUG] [FORECASTER] CDRO: Forecast T+1@11:T+2@11: UP (p=74.70%)
[2025-12-01T20:33:54.836189] [INFO ] [FORECASTER] Completed predict_future for CDRO
[2025-12-01T20:33:54.836319] [INFO ] [sig       ] CDRO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:54.978155] [INFO ] [LOCAL     ] Saved forecast: CDRO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CDRO.txt
[2025-12-01T20:33:54.978331] [INFO ] [sig       ] [652/3634] Completed CDRO in 0.3s | 2.98 sym/s | Total: 3.6m | ETA: 16.7m
[2025-12-01T20:33:54.978374] [INFO ] [sig       ] [653/3634] Forecasting CDTX...
[2025-12-01T20:33:54.978403] [INFO ] [sig       ] Generating forecast for: CDTX
[2025-12-01T20:33:54.978432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDTX' from 'https://tdm.silogroup.org/data/derivative_storage/CDTX.csv'.
[2025-12-01T20:33:54.989718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDTX'.
[2025-12-01T20:33:54.990055] [INFO ] [FORECASTER] Starting predict_future for CDTX
[2025-12-01T20:33:54.990874] [DEBUG] [LOCAL     ] No optimal features file found for CDTX: ./output/feature-sets/CDTX.txt
[2025-12-01T20:33:54.990926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:54.990957] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:54.990983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:54.991040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:55.049674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:55.050389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:55.050470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:55.050517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:55.172054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:55.172199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:55.172240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:55.172269] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:55.175523] [DEBUG] [FORECASTER] CDTX: Forecast T+1@11:T+2@11: DOWN (p=15.67%)
[2025-12-01T20:33:55.175807] [INFO ] [FORECASTER] Completed predict_future for CDTX
[2025-12-01T20:33:55.175932] [INFO ] [sig       ] CDTX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:55.362814] [INFO ] [LOCAL     ] Saved forecast: CDTX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CDTX.txt
[2025-12-01T20:33:55.362950] [INFO ] [sig       ] [653/3634] Completed CDTX in 0.4s | 2.98 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-01T20:33:55.362992] [INFO ] [sig       ] [654/3634] Forecasting CDXS...
[2025-12-01T20:33:55.363026] [INFO ] [sig       ] Generating forecast for: CDXS
[2025-12-01T20:33:55.363054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDXS' from 'https://tdm.silogroup.org/data/derivative_storage/CDXS.csv'.
[2025-12-01T20:33:55.374107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDXS'.
[2025-12-01T20:33:55.374435] [INFO ] [FORECASTER] Starting predict_future for CDXS
[2025-12-01T20:33:55.375250] [DEBUG] [LOCAL     ] No optimal features file found for CDXS: ./output/feature-sets/CDXS.txt
[2025-12-01T20:33:55.375301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:55.375334] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:55.375360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:55.375417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:55.432072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:55.432778] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:55.432884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:55.432945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:55.555049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:55.555194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:55.555231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:55.555259] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:55.558586] [DEBUG] [FORECASTER] CDXS: Forecast T+1@11:T+2@11: UP (p=85.38%)
[2025-12-01T20:33:55.558853] [INFO ] [FORECASTER] Completed predict_future for CDXS
[2025-12-01T20:33:55.558982] [INFO ] [sig       ] CDXS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:55.698339] [INFO ] [LOCAL     ] Saved forecast: CDXS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CDXS.txt
[2025-12-01T20:33:55.698479] [INFO ] [sig       ] [654/3634] Completed CDXS in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-01T20:33:55.698517] [INFO ] [sig       ] [655/3634] Forecasting CDZI...
[2025-12-01T20:33:55.698547] [INFO ] [sig       ] Generating forecast for: CDZI
[2025-12-01T20:33:55.698592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CDZI' from 'https://tdm.silogroup.org/data/derivative_storage/CDZI.csv'.
[2025-12-01T20:33:55.709873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CDZI'.
[2025-12-01T20:33:55.710197] [INFO ] [FORECASTER] Starting predict_future for CDZI
[2025-12-01T20:33:55.711000] [DEBUG] [LOCAL     ] No optimal features file found for CDZI: ./output/feature-sets/CDZI.txt
[2025-12-01T20:33:55.711051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:55.711083] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:55.711122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:55.711179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:55.768815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:55.769546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:55.769643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:55.769677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:55.891795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:55.891941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:55.891978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:55.892004] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:55.895267] [DEBUG] [FORECASTER] CDZI: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-12-01T20:33:55.895528] [INFO ] [FORECASTER] Completed predict_future for CDZI
[2025-12-01T20:33:55.895678] [INFO ] [sig       ] CDZI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:56.037628] [INFO ] [LOCAL     ] Saved forecast: CDZI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CDZI.txt
[2025-12-01T20:33:56.037790] [INFO ] [sig       ] [655/3634] Completed CDZI in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-01T20:33:56.037841] [INFO ] [sig       ] [656/3634] Forecasting CE...
[2025-12-01T20:33:56.037879] [INFO ] [sig       ] Generating forecast for: CE
[2025-12-01T20:33:56.037908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CE' from 'https://tdm.silogroup.org/data/derivative_storage/CE.csv'.
[2025-12-01T20:33:56.049116] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CE'.
[2025-12-01T20:33:56.049461] [INFO ] [FORECASTER] Starting predict_future for CE
[2025-12-01T20:33:56.050230] [DEBUG] [LOCAL     ] No optimal features file found for CE: ./output/feature-sets/CE.txt
[2025-12-01T20:33:56.050280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:56.050310] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:56.050335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:56.050390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:56.105403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:56.106278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:56.106363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:56.106395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:56.230440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:56.230596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:56.230648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:56.230679] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:56.233930] [DEBUG] [FORECASTER] CE: Forecast T+1@11:T+2@11: DOWN (p=29.48%)
[2025-12-01T20:33:56.234198] [INFO ] [FORECASTER] Completed predict_future for CE
[2025-12-01T20:33:56.234325] [INFO ] [sig       ] CE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:56.372224] [INFO ] [LOCAL     ] Saved forecast: CE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CE.txt
[2025-12-01T20:33:56.372336] [INFO ] [sig       ] [656/3634] Completed CE in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-01T20:33:56.372372] [INFO ] [sig       ] [657/3634] Forecasting CECO...
[2025-12-01T20:33:56.372399] [INFO ] [sig       ] Generating forecast for: CECO
[2025-12-01T20:33:56.372428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CECO' from 'https://tdm.silogroup.org/data/derivative_storage/CECO.csv'.
[2025-12-01T20:33:56.383402] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CECO'.
[2025-12-01T20:33:56.383698] [INFO ] [FORECASTER] Starting predict_future for CECO
[2025-12-01T20:33:56.384434] [DEBUG] [LOCAL     ] No optimal features file found for CECO: ./output/feature-sets/CECO.txt
[2025-12-01T20:33:56.384483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:56.384514] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:56.384540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:56.384617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:56.441143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:56.441767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:56.441843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:56.441874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:56.553120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:56.553250] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:56.553285] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:56.553312] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:56.556494] [DEBUG] [FORECASTER] CECO: Forecast T+1@11:T+2@11: DOWN (p=2.24%)
[2025-12-01T20:33:56.556782] [INFO ] [FORECASTER] Completed predict_future for CECO
[2025-12-01T20:33:56.556905] [INFO ] [sig       ] CECO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:56.696171] [INFO ] [LOCAL     ] Saved forecast: CECO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CECO.txt
[2025-12-01T20:33:56.696315] [INFO ] [sig       ] [657/3634] Completed CECO in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-01T20:33:56.696353] [INFO ] [sig       ] [658/3634] Forecasting CEG...
[2025-12-01T20:33:56.696382] [INFO ] [sig       ] Generating forecast for: CEG
[2025-12-01T20:33:56.696412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEG' from 'https://tdm.silogroup.org/data/derivative_storage/CEG.csv'.
[2025-12-01T20:33:56.707227] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CEG'.
[2025-12-01T20:33:56.707490] [INFO ] [FORECASTER] Starting predict_future for CEG
[2025-12-01T20:33:56.708241] [DEBUG] [LOCAL     ] No optimal features file found for CEG: ./output/feature-sets/CEG.txt
[2025-12-01T20:33:56.708290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:56.708343] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:56.708372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:56.708426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:56.763669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:56.764246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:56.764320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:56.764351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:56.884238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:56.884392] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:56.884428] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:56.884455] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:56.888094] [DEBUG] [FORECASTER] CEG: Forecast T+1@11:T+2@11: DOWN (p=4.03%)
[2025-12-01T20:33:56.888471] [INFO ] [FORECASTER] Completed predict_future for CEG
[2025-12-01T20:33:56.888643] [INFO ] [sig       ] CEG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:57.039684] [INFO ] [LOCAL     ] Saved forecast: CEG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CEG.txt
[2025-12-01T20:33:57.039887] [INFO ] [sig       ] [658/3634] Completed CEG in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-01T20:33:57.039980] [INFO ] [sig       ] [659/3634] Forecasting CELC...
[2025-12-01T20:33:57.040032] [INFO ] [sig       ] Generating forecast for: CELC
[2025-12-01T20:33:57.040095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELC' from 'https://tdm.silogroup.org/data/derivative_storage/CELC.csv'.
[2025-12-01T20:33:57.051966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELC'.
[2025-12-01T20:33:57.052316] [INFO ] [FORECASTER] Starting predict_future for CELC
[2025-12-01T20:33:57.053110] [DEBUG] [LOCAL     ] No optimal features file found for CELC: ./output/feature-sets/CELC.txt
[2025-12-01T20:33:57.053160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:57.053190] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:57.053215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:57.053270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:57.111666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:57.112568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:57.112676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:57.112709] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:57.232166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:57.232322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:57.232358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:57.232383] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:57.235773] [DEBUG] [FORECASTER] CELC: Forecast T+1@11:T+2@11: UP (p=56.39%)
[2025-12-01T20:33:57.236044] [INFO ] [FORECASTER] Completed predict_future for CELC
[2025-12-01T20:33:57.236176] [INFO ] [sig       ] CELC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:57.375768] [INFO ] [LOCAL     ] Saved forecast: CELC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CELC.txt
[2025-12-01T20:33:57.375898] [INFO ] [sig       ] [659/3634] Completed CELC in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-01T20:33:57.375936] [INFO ] [sig       ] [660/3634] Forecasting CELH...
[2025-12-01T20:33:57.375963] [INFO ] [sig       ] Generating forecast for: CELH
[2025-12-01T20:33:57.375992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELH' from 'https://tdm.silogroup.org/data/derivative_storage/CELH.csv'.
[2025-12-01T20:33:57.386983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CELH'.
[2025-12-01T20:33:57.387312] [INFO ] [FORECASTER] Starting predict_future for CELH
[2025-12-01T20:33:57.388091] [DEBUG] [LOCAL     ] No optimal features file found for CELH: ./output/feature-sets/CELH.txt
[2025-12-01T20:33:57.388143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:57.388182] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:57.388215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:57.388284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:57.447199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:57.447909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:57.447986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:57.448018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:57.566561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:57.566731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:57.566772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:57.566810] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:57.570313] [DEBUG] [FORECASTER] CELH: Forecast T+1@11:T+2@11: UP (p=98.71%)
[2025-12-01T20:33:57.570602] [INFO ] [FORECASTER] Completed predict_future for CELH
[2025-12-01T20:33:57.570736] [INFO ] [sig       ] CELH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:57.710163] [INFO ] [LOCAL     ] Saved forecast: CELH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CELH.txt
[2025-12-01T20:33:57.710304] [INFO ] [sig       ] [660/3634] Completed CELH in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.7m
[2025-12-01T20:33:57.710342] [INFO ] [sig       ] [661/3634] Forecasting CELZ...
[2025-12-01T20:33:57.710370] [INFO ] [sig       ] Generating forecast for: CELZ
[2025-12-01T20:33:57.710399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CELZ' from 'https://tdm.silogroup.org/data/derivative_storage/CELZ.csv'.
[2025-12-01T20:33:57.721769] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CELZ'.
[2025-12-01T20:33:57.722085] [INFO ] [FORECASTER] Starting predict_future for CELZ
[2025-12-01T20:33:57.722874] [DEBUG] [LOCAL     ] No optimal features file found for CELZ: ./output/feature-sets/CELZ.txt
[2025-12-01T20:33:57.722924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:57.722982] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:57.723009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:57.723066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:57.781311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:57.782027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:57.782109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:57.782143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:57.894927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:57.895085] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:57.895124] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:57.895151] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:57.898674] [DEBUG] [FORECASTER] CELZ: Forecast T+1@11:T+2@11: DOWN (p=28.83%)
[2025-12-01T20:33:57.899002] [INFO ] [FORECASTER] Completed predict_future for CELZ
[2025-12-01T20:33:57.899142] [INFO ] [sig       ] CELZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:58.039301] [INFO ] [LOCAL     ] Saved forecast: CELZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CELZ.txt
[2025-12-01T20:33:58.039454] [INFO ] [sig       ] [661/3634] Completed CELZ in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-01T20:33:58.039494] [INFO ] [sig       ] [662/3634] Forecasting CENTA...
[2025-12-01T20:33:58.039521] [INFO ] [sig       ] Generating forecast for: CENTA
[2025-12-01T20:33:58.039549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENTA' from 'https://tdm.silogroup.org/data/derivative_storage/CENTA.csv'.
[2025-12-01T20:33:58.050443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENTA'.
[2025-12-01T20:33:58.050739] [INFO ] [FORECASTER] Starting predict_future for CENTA
[2025-12-01T20:33:58.051472] [DEBUG] [LOCAL     ] No optimal features file found for CENTA: ./output/feature-sets/CENTA.txt
[2025-12-01T20:33:58.051521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:58.051551] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:58.051595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:58.051652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:58.108797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:58.109679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:58.109769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:58.109801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:58.226897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:58.227066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:58.227104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:58.227130] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:58.230423] [DEBUG] [FORECASTER] CENTA: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-12-01T20:33:58.230711] [INFO ] [FORECASTER] Completed predict_future for CENTA
[2025-12-01T20:33:58.230837] [INFO ] [sig       ] CENTA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:58.374698] [INFO ] [LOCAL     ] Saved forecast: CENTA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CENTA.txt
[2025-12-01T20:33:58.374868] [INFO ] [sig       ] [662/3634] Completed CENTA in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-01T20:33:58.374929] [INFO ] [sig       ] [663/3634] Forecasting CENX...
[2025-12-01T20:33:58.374970] [INFO ] [sig       ] Generating forecast for: CENX
[2025-12-01T20:33:58.375000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CENX' from 'https://tdm.silogroup.org/data/derivative_storage/CENX.csv'.
[2025-12-01T20:33:58.387420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CENX'.
[2025-12-01T20:33:58.387805] [INFO ] [FORECASTER] Starting predict_future for CENX
[2025-12-01T20:33:58.388647] [DEBUG] [LOCAL     ] No optimal features file found for CENX: ./output/feature-sets/CENX.txt
[2025-12-01T20:33:58.388698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:58.388731] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:58.388758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:58.388813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:58.450598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:58.451453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:58.451535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:58.451569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:58.586361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:58.586513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:58.586551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:58.586597] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:58.590096] [DEBUG] [FORECASTER] CENX: Forecast T+1@11:T+2@11: UP (p=86.07%)
[2025-12-01T20:33:58.590377] [INFO ] [FORECASTER] Completed predict_future for CENX
[2025-12-01T20:33:58.590510] [INFO ] [sig       ] CENX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:33:58.735404] [INFO ] [LOCAL     ] Saved forecast: CENX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CENX.txt
[2025-12-01T20:33:58.735559] [INFO ] [sig       ] [663/3634] Completed CENX in 0.4s | 2.98 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-01T20:33:58.735619] [INFO ] [sig       ] [664/3634] Forecasting CERS...
[2025-12-01T20:33:58.735651] [INFO ] [sig       ] Generating forecast for: CERS
[2025-12-01T20:33:58.735682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CERS' from 'https://tdm.silogroup.org/data/derivative_storage/CERS.csv'.
[2025-12-01T20:33:58.747634] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CERS'.
[2025-12-01T20:33:58.747956] [INFO ] [FORECASTER] Starting predict_future for CERS
[2025-12-01T20:33:58.748838] [DEBUG] [LOCAL     ] No optimal features file found for CERS: ./output/feature-sets/CERS.txt
[2025-12-01T20:33:58.748889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:58.748920] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:58.748946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:58.749002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:58.807849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:58.808589] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:58.808670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:58.808702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:58.925783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:58.925937] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:33:58.925984] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:58.926047] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:58.929418] [DEBUG] [FORECASTER] CERS: Forecast T+1@11:T+2@11: DOWN (p=0.48%)
[2025-12-01T20:33:58.929719] [INFO ] [FORECASTER] Completed predict_future for CERS
[2025-12-01T20:33:58.929852] [INFO ] [sig       ] CERS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:33:59.079889] [INFO ] [LOCAL     ] Saved forecast: CERS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CERS.txt
[2025-12-01T20:33:59.080044] [INFO ] [sig       ] [664/3634] Completed CERS in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-01T20:33:59.080086] [INFO ] [sig       ] [665/3634] Forecasting CETX...
[2025-12-01T20:33:59.080115] [INFO ] [sig       ] Generating forecast for: CETX
[2025-12-01T20:33:59.080146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETX' from 'https://tdm.silogroup.org/data/derivative_storage/CETX.csv'.
[2025-12-01T20:33:59.092353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETX'.
[2025-12-01T20:33:59.092719] [INFO ] [FORECASTER] Starting predict_future for CETX
[2025-12-01T20:33:59.093506] [DEBUG] [LOCAL     ] No optimal features file found for CETX: ./output/feature-sets/CETX.txt
[2025-12-01T20:33:59.093558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:59.093621] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:59.093650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:59.093708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:59.153387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:59.154200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:59.154286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:59.154319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:59.272736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:59.272896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:59.272937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:59.272967] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:59.276383] [DEBUG] [FORECASTER] CETX: Forecast T+1@11:T+2@11: DOWN (p=19.60%)
[2025-12-01T20:33:59.276679] [INFO ] [FORECASTER] Completed predict_future for CETX
[2025-12-01T20:33:59.276809] [INFO ] [sig       ] CETX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:59.420124] [INFO ] [LOCAL     ] Saved forecast: CETX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CETX.txt
[2025-12-01T20:33:59.420298] [INFO ] [sig       ] [665/3634] Completed CETX in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-01T20:33:59.420338] [INFO ] [sig       ] [666/3634] Forecasting CETY...
[2025-12-01T20:33:59.420365] [INFO ] [sig       ] Generating forecast for: CETY
[2025-12-01T20:33:59.420394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CETY' from 'https://tdm.silogroup.org/data/derivative_storage/CETY.csv'.
[2025-12-01T20:33:59.432272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CETY'.
[2025-12-01T20:33:59.432626] [INFO ] [FORECASTER] Starting predict_future for CETY
[2025-12-01T20:33:59.433414] [DEBUG] [LOCAL     ] No optimal features file found for CETY: ./output/feature-sets/CETY.txt
[2025-12-01T20:33:59.433478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:59.433515] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:59.433541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:59.433627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:59.490733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:59.491558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:59.491658] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:59.491691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:59.600989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:59.601136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:59.601174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:59.601203] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:59.604541] [DEBUG] [FORECASTER] CETY: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-01T20:33:59.604827] [INFO ] [FORECASTER] Completed predict_future for CETY
[2025-12-01T20:33:59.604955] [INFO ] [sig       ] CETY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:33:59.746281] [INFO ] [LOCAL     ] Saved forecast: CETY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CETY.txt
[2025-12-01T20:33:59.746429] [INFO ] [sig       ] [666/3634] Completed CETY in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-01T20:33:59.746470] [INFO ] [sig       ] [667/3634] Forecasting CEVA...
[2025-12-01T20:33:59.746498] [INFO ] [sig       ] Generating forecast for: CEVA
[2025-12-01T20:33:59.746528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CEVA' from 'https://tdm.silogroup.org/data/derivative_storage/CEVA.csv'.
[2025-12-01T20:33:59.758127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CEVA'.
[2025-12-01T20:33:59.758480] [INFO ] [FORECASTER] Starting predict_future for CEVA
[2025-12-01T20:33:59.759310] [DEBUG] [LOCAL     ] No optimal features file found for CEVA: ./output/feature-sets/CEVA.txt
[2025-12-01T20:33:59.759362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:33:59.759392] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:33:59.759419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:33:59.759473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:33:59.815720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:33:59.816505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:33:59.816601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:33:59.816635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:33:59.937624] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:33:59.937773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:33:59.937809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:33:59.937836] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:33:59.941139] [DEBUG] [FORECASTER] CEVA: Forecast T+1@11:T+2@11: DOWN (p=46.22%)
[2025-12-01T20:33:59.941404] [INFO ] [FORECASTER] Completed predict_future for CEVA
[2025-12-01T20:33:59.941529] [INFO ] [sig       ] CEVA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:00.079114] [INFO ] [LOCAL     ] Saved forecast: CEVA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CEVA.txt
[2025-12-01T20:34:00.079243] [INFO ] [sig       ] [667/3634] Completed CEVA in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-01T20:34:00.079282] [INFO ] [sig       ] [668/3634] Forecasting CF...
[2025-12-01T20:34:00.079312] [INFO ] [sig       ] Generating forecast for: CF
[2025-12-01T20:34:00.079341] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CF' from 'https://tdm.silogroup.org/data/derivative_storage/CF.csv'.
[2025-12-01T20:34:00.090034] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CF'.
[2025-12-01T20:34:00.090310] [INFO ] [FORECASTER] Starting predict_future for CF
[2025-12-01T20:34:00.091073] [DEBUG] [LOCAL     ] No optimal features file found for CF: ./output/feature-sets/CF.txt
[2025-12-01T20:34:00.091135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:00.091167] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:00.091192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:00.091247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:00.147333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:00.147999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:00.148076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:00.148108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:00.264080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:00.264221] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:00.264259] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:00.264286] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:00.267518] [DEBUG] [FORECASTER] CF: Forecast T+1@11:T+2@11: UP (p=63.51%)
[2025-12-01T20:34:00.267797] [INFO ] [FORECASTER] Completed predict_future for CF
[2025-12-01T20:34:00.267923] [INFO ] [sig       ] CF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:00.405959] [INFO ] [LOCAL     ] Saved forecast: CF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CF.txt
[2025-12-01T20:34:00.406087] [INFO ] [sig       ] [668/3634] Completed CF in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-01T20:34:00.406125] [INFO ] [sig       ] [669/3634] Forecasting CFFN...
[2025-12-01T20:34:00.406153] [INFO ] [sig       ] Generating forecast for: CFFN
[2025-12-01T20:34:00.406182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFFN' from 'https://tdm.silogroup.org/data/derivative_storage/CFFN.csv'.
[2025-12-01T20:34:00.417056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFFN'.
[2025-12-01T20:34:00.417332] [INFO ] [FORECASTER] Starting predict_future for CFFN
[2025-12-01T20:34:00.418084] [DEBUG] [LOCAL     ] No optimal features file found for CFFN: ./output/feature-sets/CFFN.txt
[2025-12-01T20:34:00.418133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:00.418163] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:00.418188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:00.418247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:00.476941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:00.477705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:00.477793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:00.477826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:00.595413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:00.595567] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:00.595627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:00.595654] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:00.599108] [DEBUG] [FORECASTER] CFFN: Forecast T+1@11:T+2@11: DOWN (p=42.88%)
[2025-12-01T20:34:00.599410] [INFO ] [FORECASTER] Completed predict_future for CFFN
[2025-12-01T20:34:00.599541] [INFO ] [sig       ] CFFN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:00.738025] [INFO ] [LOCAL     ] Saved forecast: CFFN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CFFN.txt
[2025-12-01T20:34:00.738150] [INFO ] [sig       ] [669/3634] Completed CFFN in 0.3s | 2.98 sym/s | Total: 3.7m | ETA: 16.6m
[2025-12-01T20:34:00.738187] [INFO ] [sig       ] [670/3634] Forecasting CFG...
[2025-12-01T20:34:00.738215] [INFO ] [sig       ] Generating forecast for: CFG
[2025-12-01T20:34:00.738244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFG' from 'https://tdm.silogroup.org/data/derivative_storage/CFG.csv'.
[2025-12-01T20:34:00.749423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CFG'.
[2025-12-01T20:34:00.749740] [INFO ] [FORECASTER] Starting predict_future for CFG
[2025-12-01T20:34:00.750500] [DEBUG] [LOCAL     ] No optimal features file found for CFG: ./output/feature-sets/CFG.txt
[2025-12-01T20:34:00.750551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:00.750607] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:00.750636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:00.750692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:00.807877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:00.808753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:00.808835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:00.808868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:00.928020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:00.928171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:00.928209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:00.928235] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:00.931638] [DEBUG] [FORECASTER] CFG: Forecast T+1@11:T+2@11: UP (p=90.43%)
[2025-12-01T20:34:00.931913] [INFO ] [FORECASTER] Completed predict_future for CFG
[2025-12-01T20:34:00.932040] [INFO ] [sig       ] CFG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:01.069423] [INFO ] [LOCAL     ] Saved forecast: CFG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CFG.txt
[2025-12-01T20:34:01.069560] [INFO ] [sig       ] [670/3634] Completed CFG in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-01T20:34:01.069621] [INFO ] [sig       ] [671/3634] Forecasting CFO...
[2025-12-01T20:34:01.069652] [INFO ] [sig       ] Generating forecast for: CFO
[2025-12-01T20:34:01.069681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CFO' from 'https://tdm.silogroup.org/data/derivative_storage/CFO.csv'.
[2025-12-01T20:34:01.080596] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CFO'.
[2025-12-01T20:34:01.080921] [INFO ] [FORECASTER] Starting predict_future for CFO
[2025-12-01T20:34:01.081678] [DEBUG] [LOCAL     ] No optimal features file found for CFO: ./output/feature-sets/CFO.txt
[2025-12-01T20:34:01.081727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:01.081756] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:01.081783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:01.081837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:01.138060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:01.138927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:01.139013] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:01.139109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:01.249585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:01.249728] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:01.249773] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:01.249804] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:01.253175] [DEBUG] [FORECASTER] CFO: Forecast T+1@11:T+2@11: DOWN (p=4.49%)
[2025-12-01T20:34:01.253446] [INFO ] [FORECASTER] Completed predict_future for CFO
[2025-12-01T20:34:01.253590] [INFO ] [sig       ] CFO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:01.405137] [INFO ] [LOCAL     ] Saved forecast: CFO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CFO.txt
[2025-12-01T20:34:01.405307] [INFO ] [sig       ] [671/3634] Completed CFO in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-01T20:34:01.405355] [INFO ] [sig       ] [672/3634] Forecasting CG...
[2025-12-01T20:34:01.405384] [INFO ] [sig       ] Generating forecast for: CG
[2025-12-01T20:34:01.405413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CG' from 'https://tdm.silogroup.org/data/derivative_storage/CG.csv'.
[2025-12-01T20:34:01.419481] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CG'.
[2025-12-01T20:34:01.419913] [INFO ] [FORECASTER] Starting predict_future for CG
[2025-12-01T20:34:01.420885] [DEBUG] [LOCAL     ] No optimal features file found for CG: ./output/feature-sets/CG.txt
[2025-12-01T20:34:01.420944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:01.420983] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:01.421017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:01.421092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:01.477964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:01.478841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:01.478923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:01.478956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:01.597475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:01.597638] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:01.597677] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:01.597705] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:01.601009] [DEBUG] [FORECASTER] CG: Forecast T+1@11:T+2@11: DOWN (p=4.26%)
[2025-12-01T20:34:01.601279] [INFO ] [FORECASTER] Completed predict_future for CG
[2025-12-01T20:34:01.601405] [INFO ] [sig       ] CG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:01.739621] [INFO ] [LOCAL     ] Saved forecast: CG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CG.txt
[2025-12-01T20:34:01.739759] [INFO ] [sig       ] [672/3634] Completed CG in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-01T20:34:01.739798] [INFO ] [sig       ] [673/3634] Forecasting CGABL...
[2025-12-01T20:34:01.739826] [INFO ] [sig       ] Generating forecast for: CGABL
[2025-12-01T20:34:01.739880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGABL' from 'https://tdm.silogroup.org/data/derivative_storage/CGABL.csv'.
[2025-12-01T20:34:01.751434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGABL'.
[2025-12-01T20:34:01.751844] [INFO ] [FORECASTER] Starting predict_future for CGABL
[2025-12-01T20:34:01.752639] [DEBUG] [LOCAL     ] No optimal features file found for CGABL: ./output/feature-sets/CGABL.txt
[2025-12-01T20:34:01.752689] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:01.752718] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:01.752743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:01.752798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:01.809813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:01.810905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:01.810999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:01.811033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:01.926002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:01.926153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:01.926190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:01.926217] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:01.929601] [DEBUG] [FORECASTER] CGABL: Forecast T+1@11:T+2@11: DOWN (p=4.12%)
[2025-12-01T20:34:01.929882] [INFO ] [FORECASTER] Completed predict_future for CGABL
[2025-12-01T20:34:01.930030] [INFO ] [sig       ] CGABL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:02.077247] [INFO ] [LOCAL     ] Saved forecast: CGABL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CGABL.txt
[2025-12-01T20:34:02.077446] [INFO ] [sig       ] [673/3634] Completed CGABL in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-01T20:34:02.077501] [INFO ] [sig       ] [674/3634] Forecasting CGBD...
[2025-12-01T20:34:02.077543] [INFO ] [sig       ] Generating forecast for: CGBD
[2025-12-01T20:34:02.077605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGBD' from 'https://tdm.silogroup.org/data/derivative_storage/CGBD.csv'.
[2025-12-01T20:34:02.089850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGBD'.
[2025-12-01T20:34:02.090226] [INFO ] [FORECASTER] Starting predict_future for CGBD
[2025-12-01T20:34:02.091044] [DEBUG] [LOCAL     ] No optimal features file found for CGBD: ./output/feature-sets/CGBD.txt
[2025-12-01T20:34:02.091106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:02.091153] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:02.091189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:02.091247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:02.149897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:02.150741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:02.150824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:02.150858] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:02.269862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:02.270019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:02.270059] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:02.270087] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:02.273737] [DEBUG] [FORECASTER] CGBD: Forecast T+1@11:T+2@11: DOWN (p=7.47%)
[2025-12-01T20:34:02.274056] [INFO ] [FORECASTER] Completed predict_future for CGBD
[2025-12-01T20:34:02.274195] [INFO ] [sig       ] CGBD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:02.418661] [INFO ] [LOCAL     ] Saved forecast: CGBD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CGBD.txt
[2025-12-01T20:34:02.418837] [INFO ] [sig       ] [674/3634] Completed CGBD in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-01T20:34:02.418880] [INFO ] [sig       ] [675/3634] Forecasting CGC...
[2025-12-01T20:34:02.418908] [INFO ] [sig       ] Generating forecast for: CGC
[2025-12-01T20:34:02.418937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGC' from 'https://tdm.silogroup.org/data/derivative_storage/CGC.csv'.
[2025-12-01T20:34:02.430042] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGC'.
[2025-12-01T20:34:02.430361] [INFO ] [FORECASTER] Starting predict_future for CGC
[2025-12-01T20:34:02.431167] [DEBUG] [LOCAL     ] No optimal features file found for CGC: ./output/feature-sets/CGC.txt
[2025-12-01T20:34:02.431218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:02.431250] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:02.431276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:02.431333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:02.489785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:02.490701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:02.490783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:02.490816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:02.607848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:02.607994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:02.608049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:02.608078] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:02.611390] [DEBUG] [FORECASTER] CGC: Forecast T+1@11:T+2@11: UP (p=58.07%)
[2025-12-01T20:34:02.611676] [INFO ] [FORECASTER] Completed predict_future for CGC
[2025-12-01T20:34:02.611805] [INFO ] [sig       ] CGC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:02.751093] [INFO ] [LOCAL     ] Saved forecast: CGC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CGC.txt
[2025-12-01T20:34:02.751246] [INFO ] [sig       ] [675/3634] Completed CGC in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-01T20:34:02.751287] [INFO ] [sig       ] [676/3634] Forecasting CGEM...
[2025-12-01T20:34:02.751317] [INFO ] [sig       ] Generating forecast for: CGEM
[2025-12-01T20:34:02.751348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEM' from 'https://tdm.silogroup.org/data/derivative_storage/CGEM.csv'.
[2025-12-01T20:34:02.763279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEM'.
[2025-12-01T20:34:02.763612] [INFO ] [FORECASTER] Starting predict_future for CGEM
[2025-12-01T20:34:02.764370] [DEBUG] [LOCAL     ] No optimal features file found for CGEM: ./output/feature-sets/CGEM.txt
[2025-12-01T20:34:02.764421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:02.764452] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:02.764478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:02.764532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:02.822528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:02.823447] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:02.823551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:02.823618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:02.945498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:02.945674] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:02.945719] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:02.945748] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:02.949198] [DEBUG] [FORECASTER] CGEM: Forecast T+1@11:T+2@11: UP (p=70.74%)
[2025-12-01T20:34:02.949475] [INFO ] [FORECASTER] Completed predict_future for CGEM
[2025-12-01T20:34:02.949625] [INFO ] [sig       ] CGEM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:03.093423] [INFO ] [LOCAL     ] Saved forecast: CGEM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CGEM.txt
[2025-12-01T20:34:03.093600] [INFO ] [sig       ] [676/3634] Completed CGEM in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-01T20:34:03.093648] [INFO ] [sig       ] [677/3634] Forecasting CGEN...
[2025-12-01T20:34:03.093679] [INFO ] [sig       ] Generating forecast for: CGEN
[2025-12-01T20:34:03.093709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGEN' from 'https://tdm.silogroup.org/data/derivative_storage/CGEN.csv'.
[2025-12-01T20:34:03.105610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGEN'.
[2025-12-01T20:34:03.105945] [INFO ] [FORECASTER] Starting predict_future for CGEN
[2025-12-01T20:34:03.106734] [DEBUG] [LOCAL     ] No optimal features file found for CGEN: ./output/feature-sets/CGEN.txt
[2025-12-01T20:34:03.106786] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:03.106818] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:03.106845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:03.106902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:03.165472] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:03.166344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:03.166427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:03.166460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:03.288626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:03.288792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:03.288837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:03.288865] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:03.292375] [DEBUG] [FORECASTER] CGEN: Forecast T+1@11:T+2@11: DOWN (p=31.51%)
[2025-12-01T20:34:03.292673] [INFO ] [FORECASTER] Completed predict_future for CGEN
[2025-12-01T20:34:03.292806] [INFO ] [sig       ] CGEN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:03.439870] [INFO ] [LOCAL     ] Saved forecast: CGEN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CGEN.txt
[2025-12-01T20:34:03.440021] [INFO ] [sig       ] [677/3634] Completed CGEN in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-01T20:34:03.440066] [INFO ] [sig       ] [678/3634] Forecasting CGNX...
[2025-12-01T20:34:03.440095] [INFO ] [sig       ] Generating forecast for: CGNX
[2025-12-01T20:34:03.440125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGNX' from 'https://tdm.silogroup.org/data/derivative_storage/CGNX.csv'.
[2025-12-01T20:34:03.452355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGNX'.
[2025-12-01T20:34:03.452697] [INFO ] [FORECASTER] Starting predict_future for CGNX
[2025-12-01T20:34:03.453459] [DEBUG] [LOCAL     ] No optimal features file found for CGNX: ./output/feature-sets/CGNX.txt
[2025-12-01T20:34:03.453510] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:03.453585] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:03.453618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:03.453675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:03.513175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:03.513905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:03.513990] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:03.514025] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:03.640268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:03.640430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:03.640471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:03.640500] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:03.644027] [DEBUG] [FORECASTER] CGNX: Forecast T+1@11:T+2@11: UP (p=88.55%)
[2025-12-01T20:34:03.644296] [INFO ] [FORECASTER] Completed predict_future for CGNX
[2025-12-01T20:34:03.644425] [INFO ] [sig       ] CGNX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:03.786952] [INFO ] [LOCAL     ] Saved forecast: CGNX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CGNX.txt
[2025-12-01T20:34:03.787089] [INFO ] [sig       ] [678/3634] Completed CGNX in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.6m
[2025-12-01T20:34:03.787132] [INFO ] [sig       ] [679/3634] Forecasting CGO...
[2025-12-01T20:34:03.787160] [INFO ] [sig       ] Generating forecast for: CGO
[2025-12-01T20:34:03.787188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGO' from 'https://tdm.silogroup.org/data/derivative_storage/CGO.csv'.
[2025-12-01T20:34:03.799562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGO'.
[2025-12-01T20:34:03.799957] [INFO ] [FORECASTER] Starting predict_future for CGO
[2025-12-01T20:34:03.800849] [DEBUG] [LOCAL     ] No optimal features file found for CGO: ./output/feature-sets/CGO.txt
[2025-12-01T20:34:03.800903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:03.800949] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:03.800975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:03.801030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:03.857254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:03.858140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:03.858224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:03.858255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:03.970958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:03.971129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:03.971169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:03.971198] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:03.974733] [DEBUG] [FORECASTER] CGO: Forecast T+1@11:T+2@11: DOWN (p=49.73%)
[2025-12-01T20:34:03.975027] [INFO ] [FORECASTER] Completed predict_future for CGO
[2025-12-01T20:34:03.975161] [INFO ] [sig       ] CGO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:04.112520] [INFO ] [LOCAL     ] Saved forecast: CGO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CGO.txt
[2025-12-01T20:34:04.112673] [INFO ] [sig       ] [679/3634] Completed CGO in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-01T20:34:04.112712] [INFO ] [sig       ] [680/3634] Forecasting CGON...
[2025-12-01T20:34:04.112740] [INFO ] [sig       ] Generating forecast for: CGON
[2025-12-01T20:34:04.112768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGON' from 'https://tdm.silogroup.org/data/derivative_storage/CGON.csv'.
[2025-12-01T20:34:04.124081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGON'.
[2025-12-01T20:34:04.124369] [INFO ] [FORECASTER] Starting predict_future for CGON
[2025-12-01T20:34:04.125139] [DEBUG] [LOCAL     ] No optimal features file found for CGON: ./output/feature-sets/CGON.txt
[2025-12-01T20:34:04.125188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:04.125218] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:04.125244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:04.125299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:04.180168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:04.180825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:04.180903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:04.180934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:04.304651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:04.304799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:04.304837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:04.304863] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:04.308283] [DEBUG] [FORECASTER] CGON: Forecast T+1@11:T+2@11: UP (p=67.99%)
[2025-12-01T20:34:04.308595] [INFO ] [FORECASTER] Completed predict_future for CGON
[2025-12-01T20:34:04.308727] [INFO ] [sig       ] CGON: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:04.448145] [INFO ] [LOCAL     ] Saved forecast: CGON	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CGON.txt
[2025-12-01T20:34:04.448282] [INFO ] [sig       ] [680/3634] Completed CGON in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-01T20:34:04.448686] [INFO ] [sig       ] [681/3634] Forecasting CGTX...
[2025-12-01T20:34:04.448718] [INFO ] [sig       ] Generating forecast for: CGTX
[2025-12-01T20:34:04.448747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CGTX' from 'https://tdm.silogroup.org/data/derivative_storage/CGTX.csv'.
[2025-12-01T20:34:04.460313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CGTX'.
[2025-12-01T20:34:04.460649] [INFO ] [FORECASTER] Starting predict_future for CGTX
[2025-12-01T20:34:04.461397] [DEBUG] [LOCAL     ] No optimal features file found for CGTX: ./output/feature-sets/CGTX.txt
[2025-12-01T20:34:04.461447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:04.461478] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:04.461503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:04.461557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:04.518865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:04.519751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:04.519845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:04.519879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:04.644509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:04.644677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:04.644715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:04.644775] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:04.648191] [DEBUG] [FORECASTER] CGTX: Forecast T+1@11:T+2@11: UP (p=85.73%)
[2025-12-01T20:34:04.648494] [INFO ] [FORECASTER] Completed predict_future for CGTX
[2025-12-01T20:34:04.648644] [INFO ] [sig       ] CGTX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:04.787839] [INFO ] [LOCAL     ] Saved forecast: CGTX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CGTX.txt
[2025-12-01T20:34:04.787972] [INFO ] [sig       ] [681/3634] Completed CGTX in 0.3s | 2.98 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-01T20:34:04.788010] [INFO ] [sig       ] [682/3634] Forecasting CHCI...
[2025-12-01T20:34:04.788037] [INFO ] [sig       ] Generating forecast for: CHCI
[2025-12-01T20:34:04.788065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCI' from 'https://tdm.silogroup.org/data/derivative_storage/CHCI.csv'.
[2025-12-01T20:34:04.799466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCI'.
[2025-12-01T20:34:04.799815] [INFO ] [FORECASTER] Starting predict_future for CHCI
[2025-12-01T20:34:04.800546] [DEBUG] [LOCAL     ] No optimal features file found for CHCI: ./output/feature-sets/CHCI.txt
[2025-12-01T20:34:04.800617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:04.800649] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:04.800674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:04.800729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:04.863674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:04.864748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:04.864889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:04.864930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:04.997420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:04.997601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:04.997643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:04.997672] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:05.001422] [DEBUG] [FORECASTER] CHCI: Forecast T+1@11:T+2@11: DOWN (p=8.25%)
[2025-12-01T20:34:05.001792] [INFO ] [FORECASTER] Completed predict_future for CHCI
[2025-12-01T20:34:05.001940] [INFO ] [sig       ] CHCI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:05.153200] [INFO ] [LOCAL     ] Saved forecast: CHCI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CHCI.txt
[2025-12-01T20:34:05.153405] [INFO ] [sig       ] [682/3634] Completed CHCI in 0.4s | 2.98 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-01T20:34:05.153461] [INFO ] [sig       ] [683/3634] Forecasting CHCO...
[2025-12-01T20:34:05.153509] [INFO ] [sig       ] Generating forecast for: CHCO
[2025-12-01T20:34:05.153552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHCO.csv'.
[2025-12-01T20:34:05.168253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHCO'.
[2025-12-01T20:34:05.168735] [INFO ] [FORECASTER] Starting predict_future for CHCO
[2025-12-01T20:34:05.169695] [DEBUG] [LOCAL     ] No optimal features file found for CHCO: ./output/feature-sets/CHCO.txt
[2025-12-01T20:34:05.169754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:05.169792] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:05.169823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:05.169899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:05.232512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:05.233468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:05.233567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:05.233623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:05.384647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:05.384804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:05.384844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:05.384874] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:05.388554] [DEBUG] [FORECASTER] CHCO: Forecast T+1@11:T+2@11: UP (p=79.67%)
[2025-12-01T20:34:05.388925] [INFO ] [FORECASTER] Completed predict_future for CHCO
[2025-12-01T20:34:05.389075] [INFO ] [sig       ] CHCO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:05.547945] [INFO ] [LOCAL     ] Saved forecast: CHCO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CHCO.txt
[2025-12-01T20:34:05.548132] [INFO ] [sig       ] [683/3634] Completed CHCO in 0.4s | 2.98 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-01T20:34:05.548185] [INFO ] [sig       ] [684/3634] Forecasting CHD...
[2025-12-01T20:34:05.548218] [INFO ] [sig       ] Generating forecast for: CHD
[2025-12-01T20:34:05.548249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHD' from 'https://tdm.silogroup.org/data/derivative_storage/CHD.csv'.
[2025-12-01T20:34:05.562527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHD'.
[2025-12-01T20:34:05.563038] [INFO ] [FORECASTER] Starting predict_future for CHD
[2025-12-01T20:34:05.564201] [DEBUG] [LOCAL     ] No optimal features file found for CHD: ./output/feature-sets/CHD.txt
[2025-12-01T20:34:05.564267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:05.564308] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:05.564343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:05.564426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:05.626226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:05.627173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:05.627267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:05.627299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:05.774036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:05.774204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:05.774250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:05.774281] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:05.777774] [DEBUG] [FORECASTER] CHD: Forecast T+1@11:T+2@11: DOWN (p=29.73%)
[2025-12-01T20:34:05.778070] [INFO ] [FORECASTER] Completed predict_future for CHD
[2025-12-01T20:34:05.778213] [INFO ] [sig       ] CHD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:05.922133] [INFO ] [LOCAL     ] Saved forecast: CHD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CHD.txt
[2025-12-01T20:34:05.922289] [INFO ] [sig       ] [684/3634] Completed CHD in 0.4s | 2.97 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-01T20:34:05.922332] [INFO ] [sig       ] [685/3634] Forecasting CHDN...
[2025-12-01T20:34:05.922362] [INFO ] [sig       ] Generating forecast for: CHDN
[2025-12-01T20:34:05.922390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHDN' from 'https://tdm.silogroup.org/data/derivative_storage/CHDN.csv'.
[2025-12-01T20:34:05.937423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHDN'.
[2025-12-01T20:34:05.937946] [INFO ] [FORECASTER] Starting predict_future for CHDN
[2025-12-01T20:34:05.939173] [DEBUG] [LOCAL     ] No optimal features file found for CHDN: ./output/feature-sets/CHDN.txt
[2025-12-01T20:34:05.939243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:05.939296] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:05.939342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:05.939423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:06.016999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:06.017944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:06.018040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:06.018074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:06.150188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:06.150351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:06.150391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:06.150419] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:06.154148] [DEBUG] [FORECASTER] CHDN: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2025-12-01T20:34:06.154435] [INFO ] [FORECASTER] Completed predict_future for CHDN
[2025-12-01T20:34:06.154570] [INFO ] [sig       ] CHDN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:06.326598] [INFO ] [LOCAL     ] Saved forecast: CHDN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CHDN.txt
[2025-12-01T20:34:06.326749] [INFO ] [sig       ] [685/3634] Completed CHDN in 0.4s | 2.97 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-01T20:34:06.326790] [INFO ] [sig       ] [686/3634] Forecasting CHE...
[2025-12-01T20:34:06.326820] [INFO ] [sig       ] Generating forecast for: CHE
[2025-12-01T20:34:06.326850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHE' from 'https://tdm.silogroup.org/data/derivative_storage/CHE.csv'.
[2025-12-01T20:34:06.340297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHE'.
[2025-12-01T20:34:06.340939] [INFO ] [FORECASTER] Starting predict_future for CHE
[2025-12-01T20:34:06.341785] [DEBUG] [LOCAL     ] No optimal features file found for CHE: ./output/feature-sets/CHE.txt
[2025-12-01T20:34:06.341839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:06.341870] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:06.341899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:06.341968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:06.412770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:06.413913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:06.414029] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:06.414076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:06.544648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:06.544798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:06.544836] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:06.544880] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:06.548317] [DEBUG] [FORECASTER] CHE: Forecast T+1@11:T+2@11: UP (p=67.47%)
[2025-12-01T20:34:06.548606] [INFO ] [FORECASTER] Completed predict_future for CHE
[2025-12-01T20:34:06.548736] [INFO ] [sig       ] CHE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:06.687114] [INFO ] [LOCAL     ] Saved forecast: CHE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CHE.txt
[2025-12-01T20:34:06.687241] [INFO ] [sig       ] [686/3634] Completed CHE in 0.4s | 2.97 sym/s | Total: 3.8m | ETA: 16.5m
[2025-12-01T20:34:06.687280] [INFO ] [sig       ] [687/3634] Forecasting CHEF...
[2025-12-01T20:34:06.687307] [INFO ] [sig       ] Generating forecast for: CHEF
[2025-12-01T20:34:06.687336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHEF' from 'https://tdm.silogroup.org/data/derivative_storage/CHEF.csv'.
[2025-12-01T20:34:06.698405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHEF'.
[2025-12-01T20:34:06.698727] [INFO ] [FORECASTER] Starting predict_future for CHEF
[2025-12-01T20:34:06.699495] [DEBUG] [LOCAL     ] No optimal features file found for CHEF: ./output/feature-sets/CHEF.txt
[2025-12-01T20:34:06.699546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:06.699598] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:06.699627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:06.699683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:06.757399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:06.758139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:06.758219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:06.758252] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:06.875147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:06.875307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:06.875346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:06.875373] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:06.878815] [DEBUG] [FORECASTER] CHEF: Forecast T+1@11:T+2@11: UP (p=82.97%)
[2025-12-01T20:34:06.879116] [INFO ] [FORECASTER] Completed predict_future for CHEF
[2025-12-01T20:34:06.879254] [INFO ] [sig       ] CHEF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:07.015542] [INFO ] [LOCAL     ] Saved forecast: CHEF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CHEF.txt
[2025-12-01T20:34:07.015700] [INFO ] [sig       ] [687/3634] Completed CHEF in 0.3s | 2.97 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-01T20:34:07.015738] [INFO ] [sig       ] [688/3634] Forecasting CHH...
[2025-12-01T20:34:07.015766] [INFO ] [sig       ] Generating forecast for: CHH
[2025-12-01T20:34:07.015794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHH' from 'https://tdm.silogroup.org/data/derivative_storage/CHH.csv'.
[2025-12-01T20:34:07.027678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHH'.
[2025-12-01T20:34:07.028011] [INFO ] [FORECASTER] Starting predict_future for CHH
[2025-12-01T20:34:07.028801] [DEBUG] [LOCAL     ] No optimal features file found for CHH: ./output/feature-sets/CHH.txt
[2025-12-01T20:34:07.028850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:07.028880] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:07.028905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:07.028960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:07.084890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:07.085601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:07.085707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:07.085752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:07.206139] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:07.206282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:07.206321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:07.206352] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:07.209888] [DEBUG] [FORECASTER] CHH: Forecast T+1@11:T+2@11: UP (p=50.37%)
[2025-12-01T20:34:07.210169] [INFO ] [FORECASTER] Completed predict_future for CHH
[2025-12-01T20:34:07.210306] [INFO ] [sig       ] CHH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:07.359036] [INFO ] [LOCAL     ] Saved forecast: CHH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CHH.txt
[2025-12-01T20:34:07.359158] [INFO ] [sig       ] [688/3634] Completed CHH in 0.3s | 2.97 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-01T20:34:07.359196] [INFO ] [sig       ] [689/3634] Forecasting CHI...
[2025-12-01T20:34:07.359225] [INFO ] [sig       ] Generating forecast for: CHI
[2025-12-01T20:34:07.359253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHI' from 'https://tdm.silogroup.org/data/derivative_storage/CHI.csv'.
[2025-12-01T20:34:07.371043] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CHI'.
[2025-12-01T20:34:07.371332] [INFO ] [FORECASTER] Starting predict_future for CHI
[2025-12-01T20:34:07.372110] [DEBUG] [LOCAL     ] No optimal features file found for CHI: ./output/feature-sets/CHI.txt
[2025-12-01T20:34:07.372161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:07.372191] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:07.372217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:07.372273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:07.430246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:07.430926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:07.431004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:07.431035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:07.551470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:07.551600] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:07.551641] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:07.551668] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:07.554852] [DEBUG] [FORECASTER] CHI: Forecast T+1@11:T+2@11: UP (p=64.08%)
[2025-12-01T20:34:07.555114] [INFO ] [FORECASTER] Completed predict_future for CHI
[2025-12-01T20:34:07.555238] [INFO ] [sig       ] CHI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:07.692454] [INFO ] [LOCAL     ] Saved forecast: CHI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CHI.txt
[2025-12-01T20:34:07.692590] [INFO ] [sig       ] [689/3634] Completed CHI in 0.3s | 2.97 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-01T20:34:07.692630] [INFO ] [sig       ] [690/3634] Forecasting CHKP...
[2025-12-01T20:34:07.692662] [INFO ] [sig       ] Generating forecast for: CHKP
[2025-12-01T20:34:07.692690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHKP' from 'https://tdm.silogroup.org/data/derivative_storage/CHKP.csv'.
[2025-12-01T20:34:07.703914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHKP'.
[2025-12-01T20:34:07.704196] [INFO ] [FORECASTER] Starting predict_future for CHKP
[2025-12-01T20:34:07.704950] [DEBUG] [LOCAL     ] No optimal features file found for CHKP: ./output/feature-sets/CHKP.txt
[2025-12-01T20:34:07.704999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:07.705030] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:07.705055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:07.705121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:07.760665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:07.761265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:07.761341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:07.761371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:07.881863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:07.881995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:07.882031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:07.882057] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:07.885254] [DEBUG] [FORECASTER] CHKP: Forecast T+1@11:T+2@11: DOWN (p=38.11%)
[2025-12-01T20:34:07.885518] [INFO ] [FORECASTER] Completed predict_future for CHKP
[2025-12-01T20:34:07.885658] [INFO ] [sig       ] CHKP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:08.022425] [INFO ] [LOCAL     ] Saved forecast: CHKP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CHKP.txt
[2025-12-01T20:34:08.022544] [INFO ] [sig       ] [690/3634] Completed CHKP in 0.3s | 2.97 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-01T20:34:08.022786] [INFO ] [sig       ] [691/3634] Forecasting CHMI...
[2025-12-01T20:34:08.022815] [INFO ] [sig       ] Generating forecast for: CHMI
[2025-12-01T20:34:08.022844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHMI' from 'https://tdm.silogroup.org/data/derivative_storage/CHMI.csv'.
[2025-12-01T20:34:08.034560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHMI'.
[2025-12-01T20:34:08.034850] [INFO ] [FORECASTER] Starting predict_future for CHMI
[2025-12-01T20:34:08.035597] [DEBUG] [LOCAL     ] No optimal features file found for CHMI: ./output/feature-sets/CHMI.txt
[2025-12-01T20:34:08.035647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:08.035677] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:08.035703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:08.035758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:08.093890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:08.094651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:08.094733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:08.094765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:08.211708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:08.211856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:08.211893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:08.211920] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:08.215158] [DEBUG] [FORECASTER] CHMI: Forecast T+1@11:T+2@11: DOWN (p=24.70%)
[2025-12-01T20:34:08.215424] [INFO ] [FORECASTER] Completed predict_future for CHMI
[2025-12-01T20:34:08.215548] [INFO ] [sig       ] CHMI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:08.354459] [INFO ] [LOCAL     ] Saved forecast: CHMI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CHMI.txt
[2025-12-01T20:34:08.354661] [INFO ] [sig       ] [691/3634] Completed CHMI in 0.3s | 2.97 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-01T20:34:08.354728] [INFO ] [sig       ] [692/3634] Forecasting CHRD...
[2025-12-01T20:34:08.354768] [INFO ] [sig       ] Generating forecast for: CHRD
[2025-12-01T20:34:08.354798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRD' from 'https://tdm.silogroup.org/data/derivative_storage/CHRD.csv'.
[2025-12-01T20:34:08.366875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRD'.
[2025-12-01T20:34:08.367283] [INFO ] [FORECASTER] Starting predict_future for CHRD
[2025-12-01T20:34:08.368161] [DEBUG] [LOCAL     ] No optimal features file found for CHRD: ./output/feature-sets/CHRD.txt
[2025-12-01T20:34:08.368228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:08.368261] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:08.368289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:08.368397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:08.424165] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:08.424877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:08.424958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:08.424989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:08.548239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:08.548413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:08.548454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:08.548481] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:08.551850] [DEBUG] [FORECASTER] CHRD: Forecast T+1@11:T+2@11: DOWN (p=36.76%)
[2025-12-01T20:34:08.552117] [INFO ] [FORECASTER] Completed predict_future for CHRD
[2025-12-01T20:34:08.552245] [INFO ] [sig       ] CHRD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:08.692060] [INFO ] [LOCAL     ] Saved forecast: CHRD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CHRD.txt
[2025-12-01T20:34:08.692215] [INFO ] [sig       ] [692/3634] Completed CHRD in 0.3s | 2.97 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-01T20:34:08.692253] [INFO ] [sig       ] [693/3634] Forecasting CHRS...
[2025-12-01T20:34:08.692282] [INFO ] [sig       ] Generating forecast for: CHRS
[2025-12-01T20:34:08.692310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHRS' from 'https://tdm.silogroup.org/data/derivative_storage/CHRS.csv'.
[2025-12-01T20:34:08.704411] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHRS'.
[2025-12-01T20:34:08.704826] [INFO ] [FORECASTER] Starting predict_future for CHRS
[2025-12-01T20:34:08.705632] [DEBUG] [LOCAL     ] No optimal features file found for CHRS: ./output/feature-sets/CHRS.txt
[2025-12-01T20:34:08.705682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:08.705713] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:08.705740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:08.705795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:08.764278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:08.765158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:08.765240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:08.765273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:08.890637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:08.890788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:08.890825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:08.890852] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:08.894175] [DEBUG] [FORECASTER] CHRS: Forecast T+1@11:T+2@11: UP (p=58.59%)
[2025-12-01T20:34:08.894462] [INFO ] [FORECASTER] Completed predict_future for CHRS
[2025-12-01T20:34:08.894610] [INFO ] [sig       ] CHRS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:09.032333] [INFO ] [LOCAL     ] Saved forecast: CHRS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CHRS.txt
[2025-12-01T20:34:09.032471] [INFO ] [sig       ] [693/3634] Completed CHRS in 0.3s | 2.97 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-01T20:34:09.032509] [INFO ] [sig       ] [694/3634] Forecasting CHSCL...
[2025-12-01T20:34:09.032538] [INFO ] [sig       ] Generating forecast for: CHSCL
[2025-12-01T20:34:09.032566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCL' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCL.csv'.
[2025-12-01T20:34:09.043386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCL'.
[2025-12-01T20:34:09.043689] [INFO ] [FORECASTER] Starting predict_future for CHSCL
[2025-12-01T20:34:09.044449] [DEBUG] [LOCAL     ] No optimal features file found for CHSCL: ./output/feature-sets/CHSCL.txt
[2025-12-01T20:34:09.044499] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:09.044531] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:09.044557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:09.044640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:09.101185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:09.101926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:09.102005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:09.102037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:09.214775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:09.214914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:09.214951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:09.214979] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:09.218208] [DEBUG] [FORECASTER] CHSCL: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-12-01T20:34:09.218495] [INFO ] [FORECASTER] Completed predict_future for CHSCL
[2025-12-01T20:34:09.218645] [INFO ] [sig       ] CHSCL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:09.356146] [INFO ] [LOCAL     ] Saved forecast: CHSCL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CHSCL.txt
[2025-12-01T20:34:09.356271] [INFO ] [sig       ] [694/3634] Completed CHSCL in 0.3s | 2.97 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-01T20:34:09.356309] [INFO ] [sig       ] [695/3634] Forecasting CHSCM...
[2025-12-01T20:34:09.356337] [INFO ] [sig       ] Generating forecast for: CHSCM
[2025-12-01T20:34:09.356365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCM' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCM.csv'.
[2025-12-01T20:34:09.367034] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CHSCM'.
[2025-12-01T20:34:09.367336] [INFO ] [FORECASTER] Starting predict_future for CHSCM
[2025-12-01T20:34:09.368117] [DEBUG] [LOCAL     ] No optimal features file found for CHSCM: ./output/feature-sets/CHSCM.txt
[2025-12-01T20:34:09.368169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:09.368228] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:09.368256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:09.368334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:09.425930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:09.426625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:09.426713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:09.426758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:09.538560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:09.538722] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:09.538759] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:09.538788] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:09.542159] [DEBUG] [FORECASTER] CHSCM: Forecast T+1@11:T+2@11: UP (p=68.07%)
[2025-12-01T20:34:09.542441] [INFO ] [FORECASTER] Completed predict_future for CHSCM
[2025-12-01T20:34:09.542588] [INFO ] [sig       ] CHSCM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:09.685217] [INFO ] [LOCAL     ] Saved forecast: CHSCM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CHSCM.txt
[2025-12-01T20:34:09.685366] [INFO ] [sig       ] [695/3634] Completed CHSCM in 0.3s | 2.97 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-01T20:34:09.685411] [INFO ] [sig       ] [696/3634] Forecasting CHSCN...
[2025-12-01T20:34:09.685438] [INFO ] [sig       ] Generating forecast for: CHSCN
[2025-12-01T20:34:09.685470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCN' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCN.csv'.
[2025-12-01T20:34:09.696521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCN'.
[2025-12-01T20:34:09.696846] [INFO ] [FORECASTER] Starting predict_future for CHSCN
[2025-12-01T20:34:09.697689] [DEBUG] [LOCAL     ] No optimal features file found for CHSCN: ./output/feature-sets/CHSCN.txt
[2025-12-01T20:34:09.697742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:09.697773] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:09.697800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:09.697857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:09.755771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:09.756420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:09.756500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:09.756533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:09.870423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:09.870585] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:09.870625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:09.870653] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:09.874016] [DEBUG] [FORECASTER] CHSCN: Forecast T+1@11:T+2@11: DOWN (p=38.26%)
[2025-12-01T20:34:09.874289] [INFO ] [FORECASTER] Completed predict_future for CHSCN
[2025-12-01T20:34:09.874417] [INFO ] [sig       ] CHSCN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:10.012757] [INFO ] [LOCAL     ] Saved forecast: CHSCN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CHSCN.txt
[2025-12-01T20:34:10.012897] [INFO ] [sig       ] [696/3634] Completed CHSCN in 0.3s | 2.97 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-01T20:34:10.012935] [INFO ] [sig       ] [697/3634] Forecasting CHSCO...
[2025-12-01T20:34:10.012964] [INFO ] [sig       ] Generating forecast for: CHSCO
[2025-12-01T20:34:10.012992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCO.csv'.
[2025-12-01T20:34:10.024153] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CHSCO'.
[2025-12-01T20:34:10.024508] [INFO ] [FORECASTER] Starting predict_future for CHSCO
[2025-12-01T20:34:10.025335] [DEBUG] [LOCAL     ] No optimal features file found for CHSCO: ./output/feature-sets/CHSCO.txt
[2025-12-01T20:34:10.025386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:10.025418] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:10.025447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:10.025505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:10.082693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:10.083380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:10.083459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:10.083490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:10.195433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:10.195603] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:10.195644] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:10.195671] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:10.199142] [DEBUG] [FORECASTER] CHSCO: Forecast T+1@11:T+2@11: UP (p=68.32%)
[2025-12-01T20:34:10.199427] [INFO ] [FORECASTER] Completed predict_future for CHSCO
[2025-12-01T20:34:10.199561] [INFO ] [sig       ] CHSCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:10.340754] [INFO ] [LOCAL     ] Saved forecast: CHSCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CHSCO.txt
[2025-12-01T20:34:10.340895] [INFO ] [sig       ] [697/3634] Completed CHSCO in 0.3s | 2.97 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-01T20:34:10.340938] [INFO ] [sig       ] [698/3634] Forecasting CHSCP...
[2025-12-01T20:34:10.340965] [INFO ] [sig       ] Generating forecast for: CHSCP
[2025-12-01T20:34:10.341019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHSCP' from 'https://tdm.silogroup.org/data/derivative_storage/CHSCP.csv'.
[2025-12-01T20:34:10.352415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHSCP'.
[2025-12-01T20:34:10.352760] [INFO ] [FORECASTER] Starting predict_future for CHSCP
[2025-12-01T20:34:10.353528] [DEBUG] [LOCAL     ] No optimal features file found for CHSCP: ./output/feature-sets/CHSCP.txt
[2025-12-01T20:34:10.353600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:10.353660] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:10.353696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:10.353755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:10.411485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:10.412196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:10.412276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:10.412308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:10.517769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:10.517919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:10.517957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:10.518015] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:10.521451] [DEBUG] [FORECASTER] CHSCP: Forecast T+1@11:T+2@11: DOWN (p=7.03%)
[2025-12-01T20:34:10.521741] [INFO ] [FORECASTER] Completed predict_future for CHSCP
[2025-12-01T20:34:10.521873] [INFO ] [sig       ] CHSCP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:10.660929] [INFO ] [LOCAL     ] Saved forecast: CHSCP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CHSCP.txt
[2025-12-01T20:34:10.661053] [INFO ] [sig       ] [698/3634] Completed CHSCP in 0.3s | 2.97 sym/s | Total: 3.9m | ETA: 16.5m
[2025-12-01T20:34:10.661090] [INFO ] [sig       ] [699/3634] Forecasting CHWY...
[2025-12-01T20:34:10.661118] [INFO ] [sig       ] Generating forecast for: CHWY
[2025-12-01T20:34:10.661146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHWY' from 'https://tdm.silogroup.org/data/derivative_storage/CHWY.csv'.
[2025-12-01T20:34:10.672244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHWY'.
[2025-12-01T20:34:10.672521] [INFO ] [FORECASTER] Starting predict_future for CHWY
[2025-12-01T20:34:10.673273] [DEBUG] [LOCAL     ] No optimal features file found for CHWY: ./output/feature-sets/CHWY.txt
[2025-12-01T20:34:10.673331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:10.673361] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:10.673386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:10.673442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:10.728731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:10.729376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:10.729450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:10.729481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:10.852345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:10.852489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:10.852525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:10.852551] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:10.855856] [DEBUG] [FORECASTER] CHWY: Forecast T+1@11:T+2@11: DOWN (p=24.56%)
[2025-12-01T20:34:10.856116] [INFO ] [FORECASTER] Completed predict_future for CHWY
[2025-12-01T20:34:10.856241] [INFO ] [sig       ] CHWY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:10.996719] [INFO ] [LOCAL     ] Saved forecast: CHWY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CHWY.txt
[2025-12-01T20:34:10.996954] [INFO ] [sig       ] [699/3634] Completed CHWY in 0.3s | 2.97 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-01T20:34:10.996997] [INFO ] [sig       ] [700/3634] Forecasting CHY...
[2025-12-01T20:34:10.997028] [INFO ] [sig       ] Generating forecast for: CHY
[2025-12-01T20:34:10.997060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CHY' from 'https://tdm.silogroup.org/data/derivative_storage/CHY.csv'.
[2025-12-01T20:34:11.011221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CHY'.
[2025-12-01T20:34:11.011688] [INFO ] [FORECASTER] Starting predict_future for CHY
[2025-12-01T20:34:11.012603] [DEBUG] [LOCAL     ] No optimal features file found for CHY: ./output/feature-sets/CHY.txt
[2025-12-01T20:34:11.012654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:11.012686] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:11.012712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:11.012768] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:11.067949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:11.069071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:11.069169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:11.069202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:11.185673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:11.185908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:11.185952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:11.185981] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:11.189925] [DEBUG] [FORECASTER] CHY: Forecast T+1@11:T+2@11: UP (p=93.08%)
[2025-12-01T20:34:11.190240] [INFO ] [FORECASTER] Completed predict_future for CHY
[2025-12-01T20:34:11.190394] [INFO ] [sig       ] CHY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:11.340767] [INFO ] [LOCAL     ] Saved forecast: CHY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CHY.txt
[2025-12-01T20:34:11.341026] [INFO ] [sig       ] [700/3634] Completed CHY in 0.3s | 2.97 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-01T20:34:11.341077] [INFO ] [sig       ] [701/3634] Forecasting CI...
[2025-12-01T20:34:11.341114] [INFO ] [sig       ] Generating forecast for: CI
[2025-12-01T20:34:11.341149] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CI' from 'https://tdm.silogroup.org/data/derivative_storage/CI.csv'.
[2025-12-01T20:34:11.354880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CI'.
[2025-12-01T20:34:11.355520] [INFO ] [FORECASTER] Starting predict_future for CI
[2025-12-01T20:34:11.356469] [DEBUG] [LOCAL     ] No optimal features file found for CI: ./output/feature-sets/CI.txt
[2025-12-01T20:34:11.356528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:11.356564] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:11.356617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:11.356700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:11.415348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:11.416469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:11.416592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:11.416627] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:11.542306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:11.542549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:11.542609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:11.542640] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:11.546619] [DEBUG] [FORECASTER] CI: Forecast T+1@11:T+2@11: UP (p=86.50%)
[2025-12-01T20:34:11.546933] [INFO ] [FORECASTER] Completed predict_future for CI
[2025-12-01T20:34:11.547074] [INFO ] [sig       ] CI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:11.692100] [INFO ] [LOCAL     ] Saved forecast: CI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CI.txt
[2025-12-01T20:34:11.692315] [INFO ] [sig       ] [701/3634] Completed CI in 0.4s | 2.97 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-01T20:34:11.692362] [INFO ] [sig       ] [702/3634] Forecasting CIA...
[2025-12-01T20:34:11.692395] [INFO ] [sig       ] Generating forecast for: CIA
[2025-12-01T20:34:11.692428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIA' from 'https://tdm.silogroup.org/data/derivative_storage/CIA.csv'.
[2025-12-01T20:34:11.705733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIA'.
[2025-12-01T20:34:11.706306] [INFO ] [FORECASTER] Starting predict_future for CIA
[2025-12-01T20:34:11.707242] [DEBUG] [LOCAL     ] No optimal features file found for CIA: ./output/feature-sets/CIA.txt
[2025-12-01T20:34:11.707297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:11.707331] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:11.707358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:11.707418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:11.774356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:11.775619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:11.775724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:11.775795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:11.892733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:11.892886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:11.892935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:11.892962] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:11.896283] [DEBUG] [FORECASTER] CIA: Forecast T+1@11:T+2@11: DOWN (p=16.82%)
[2025-12-01T20:34:11.896604] [INFO ] [FORECASTER] Completed predict_future for CIA
[2025-12-01T20:34:11.896743] [INFO ] [sig       ] CIA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:12.042737] [INFO ] [LOCAL     ] Saved forecast: CIA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CIA.txt
[2025-12-01T20:34:12.042891] [INFO ] [sig       ] [702/3634] Completed CIA in 0.4s | 2.97 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-01T20:34:12.042930] [INFO ] [sig       ] [703/3634] Forecasting CIB...
[2025-12-01T20:34:12.042960] [INFO ] [sig       ] Generating forecast for: CIB
[2025-12-01T20:34:12.042988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIB' from 'https://tdm.silogroup.org/data/derivative_storage/CIB.csv'.
[2025-12-01T20:34:12.055221] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIB'.
[2025-12-01T20:34:12.055658] [INFO ] [FORECASTER] Starting predict_future for CIB
[2025-12-01T20:34:12.056645] [DEBUG] [LOCAL     ] No optimal features file found for CIB: ./output/feature-sets/CIB.txt
[2025-12-01T20:34:12.056722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:12.056763] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:12.056796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:12.056870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:12.125263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:12.126286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:12.126377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:12.126410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:12.252364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:12.252550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:12.252606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:12.252635] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:12.256099] [DEBUG] [FORECASTER] CIB: Forecast T+1@11:T+2@11: UP (p=87.62%)
[2025-12-01T20:34:12.256406] [INFO ] [FORECASTER] Completed predict_future for CIB
[2025-12-01T20:34:12.256546] [INFO ] [sig       ] CIB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:12.396863] [INFO ] [LOCAL     ] Saved forecast: CIB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CIB.txt
[2025-12-01T20:34:12.396999] [INFO ] [sig       ] [703/3634] Completed CIB in 0.4s | 2.97 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-01T20:34:12.397036] [INFO ] [sig       ] [704/3634] Forecasting CIEN...
[2025-12-01T20:34:12.397065] [INFO ] [sig       ] Generating forecast for: CIEN
[2025-12-01T20:34:12.397094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIEN' from 'https://tdm.silogroup.org/data/derivative_storage/CIEN.csv'.
[2025-12-01T20:34:12.408341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIEN'.
[2025-12-01T20:34:12.408697] [INFO ] [FORECASTER] Starting predict_future for CIEN
[2025-12-01T20:34:12.409443] [DEBUG] [LOCAL     ] No optimal features file found for CIEN: ./output/feature-sets/CIEN.txt
[2025-12-01T20:34:12.409492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:12.409521] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:12.409546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:12.409620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:12.465453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:12.466122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:12.466198] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:12.466228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:12.587284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:12.587435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:12.587472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:12.587499] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:12.590823] [DEBUG] [FORECASTER] CIEN: Forecast T+1@11:T+2@11: UP (p=80.83%)
[2025-12-01T20:34:12.591083] [INFO ] [FORECASTER] Completed predict_future for CIEN
[2025-12-01T20:34:12.591208] [INFO ] [sig       ] CIEN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:12.729760] [INFO ] [LOCAL     ] Saved forecast: CIEN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CIEN.txt
[2025-12-01T20:34:12.729883] [INFO ] [sig       ] [704/3634] Completed CIEN in 0.3s | 2.97 sym/s | Total: 3.9m | ETA: 16.4m
[2025-12-01T20:34:12.729921] [INFO ] [sig       ] [705/3634] Forecasting CIF...
[2025-12-01T20:34:12.729952] [INFO ] [sig       ] Generating forecast for: CIF
[2025-12-01T20:34:12.729981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIF' from 'https://tdm.silogroup.org/data/derivative_storage/CIF.csv'.
[2025-12-01T20:34:12.740992] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CIF'.
[2025-12-01T20:34:12.741303] [INFO ] [FORECASTER] Starting predict_future for CIF
[2025-12-01T20:34:12.742069] [DEBUG] [LOCAL     ] No optimal features file found for CIF: ./output/feature-sets/CIF.txt
[2025-12-01T20:34:12.742117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:12.742146] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:12.742171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:12.742225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:12.797859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:12.798595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:12.798703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:12.798735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:12.901533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:12.901695] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:12.901732] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:12.901759] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:12.904994] [DEBUG] [FORECASTER] CIF: Forecast T+1@11:T+2@11: DOWN (p=7.90%)
[2025-12-01T20:34:12.905262] [INFO ] [FORECASTER] Completed predict_future for CIF
[2025-12-01T20:34:12.905386] [INFO ] [sig       ] CIF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:13.046247] [INFO ] [LOCAL     ] Saved forecast: CIF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CIF.txt
[2025-12-01T20:34:13.046381] [INFO ] [sig       ] [705/3634] Completed CIF in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-01T20:34:13.046421] [INFO ] [sig       ] [706/3634] Forecasting CIG...
[2025-12-01T20:34:13.046458] [INFO ] [sig       ] Generating forecast for: CIG
[2025-12-01T20:34:13.046494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIG' from 'https://tdm.silogroup.org/data/derivative_storage/CIG.csv'.
[2025-12-01T20:34:13.057510] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIG'.
[2025-12-01T20:34:13.057816] [INFO ] [FORECASTER] Starting predict_future for CIG
[2025-12-01T20:34:13.058593] [DEBUG] [LOCAL     ] No optimal features file found for CIG: ./output/feature-sets/CIG.txt
[2025-12-01T20:34:13.058642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:13.058673] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:13.058698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:13.058752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:13.114896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:13.115562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:13.115655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:13.115687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:13.231485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:13.231696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:13.231737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:13.231764] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:13.234998] [DEBUG] [FORECASTER] CIG: Forecast T+1@11:T+2@11: DOWN (p=45.61%)
[2025-12-01T20:34:13.235264] [INFO ] [FORECASTER] Completed predict_future for CIG
[2025-12-01T20:34:13.235389] [INFO ] [sig       ] CIG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:13.374252] [INFO ] [LOCAL     ] Saved forecast: CIG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CIG.txt
[2025-12-01T20:34:13.374409] [INFO ] [sig       ] [706/3634] Completed CIG in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-01T20:34:13.374455] [INFO ] [sig       ] [707/3634] Forecasting CIGI...
[2025-12-01T20:34:13.374487] [INFO ] [sig       ] Generating forecast for: CIGI
[2025-12-01T20:34:13.374518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIGI' from 'https://tdm.silogroup.org/data/derivative_storage/CIGI.csv'.
[2025-12-01T20:34:13.386131] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CIGI'.
[2025-12-01T20:34:13.386499] [INFO ] [FORECASTER] Starting predict_future for CIGI
[2025-12-01T20:34:13.387281] [DEBUG] [LOCAL     ] No optimal features file found for CIGI: ./output/feature-sets/CIGI.txt
[2025-12-01T20:34:13.387331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:13.387361] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:13.387386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:13.387441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:13.442897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:13.443781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:13.443868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:13.443899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:13.562704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:13.562849] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:13.562886] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:13.562913] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:13.566178] [DEBUG] [FORECASTER] CIGI: Forecast T+1@11:T+2@11: UP (p=63.60%)
[2025-12-01T20:34:13.566447] [INFO ] [FORECASTER] Completed predict_future for CIGI
[2025-12-01T20:34:13.566594] [INFO ] [sig       ] CIGI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:13.708671] [INFO ] [LOCAL     ] Saved forecast: CIGI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CIGI.txt
[2025-12-01T20:34:13.708829] [INFO ] [sig       ] [707/3634] Completed CIGI in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-01T20:34:13.708878] [INFO ] [sig       ] [708/3634] Forecasting CII...
[2025-12-01T20:34:13.708916] [INFO ] [sig       ] Generating forecast for: CII
[2025-12-01T20:34:13.708952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CII' from 'https://tdm.silogroup.org/data/derivative_storage/CII.csv'.
[2025-12-01T20:34:13.720510] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CII'.
[2025-12-01T20:34:13.720912] [INFO ] [FORECASTER] Starting predict_future for CII
[2025-12-01T20:34:13.721688] [DEBUG] [LOCAL     ] No optimal features file found for CII: ./output/feature-sets/CII.txt
[2025-12-01T20:34:13.721738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:13.721768] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:13.721793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:13.721847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:13.784586] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:13.785615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:13.785711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:13.785746] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:13.906947] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:13.907095] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:13.907133] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:13.907160] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:13.910466] [DEBUG] [FORECASTER] CII: Forecast T+1@11:T+2@11: UP (p=56.51%)
[2025-12-01T20:34:13.910779] [INFO ] [FORECASTER] Completed predict_future for CII
[2025-12-01T20:34:13.910924] [INFO ] [sig       ] CII: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:14.049598] [INFO ] [LOCAL     ] Saved forecast: CII	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CII.txt
[2025-12-01T20:34:14.049761] [INFO ] [sig       ] [708/3634] Completed CII in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-01T20:34:14.049799] [INFO ] [sig       ] [709/3634] Forecasting CIM...
[2025-12-01T20:34:14.049828] [INFO ] [sig       ] Generating forecast for: CIM
[2025-12-01T20:34:14.049856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIM' from 'https://tdm.silogroup.org/data/derivative_storage/CIM.csv'.
[2025-12-01T20:34:14.061012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIM'.
[2025-12-01T20:34:14.061288] [INFO ] [FORECASTER] Starting predict_future for CIM
[2025-12-01T20:34:14.062061] [DEBUG] [LOCAL     ] No optimal features file found for CIM: ./output/feature-sets/CIM.txt
[2025-12-01T20:34:14.062111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:14.062142] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:14.062168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:14.062222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:14.117817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:14.118687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:14.118769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:14.118800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:14.237298] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:14.237446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:14.237482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:14.237510] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:14.240824] [DEBUG] [FORECASTER] CIM: Forecast T+1@11:T+2@11: UP (p=77.46%)
[2025-12-01T20:34:14.241086] [INFO ] [FORECASTER] Completed predict_future for CIM
[2025-12-01T20:34:14.241211] [INFO ] [sig       ] CIM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:14.379762] [INFO ] [LOCAL     ] Saved forecast: CIM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CIM.txt
[2025-12-01T20:34:14.379899] [INFO ] [sig       ] [709/3634] Completed CIM in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-01T20:34:14.379937] [INFO ] [sig       ] [710/3634] Forecasting CINF...
[2025-12-01T20:34:14.379966] [INFO ] [sig       ] Generating forecast for: CINF
[2025-12-01T20:34:14.379995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CINF' from 'https://tdm.silogroup.org/data/derivative_storage/CINF.csv'.
[2025-12-01T20:34:14.391922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CINF'.
[2025-12-01T20:34:14.392215] [INFO ] [FORECASTER] Starting predict_future for CINF
[2025-12-01T20:34:14.392984] [DEBUG] [LOCAL     ] No optimal features file found for CINF: ./output/feature-sets/CINF.txt
[2025-12-01T20:34:14.393034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:14.393064] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:14.393089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:14.393142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:14.450132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:14.450883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:14.450961] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:14.450993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:14.574874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:14.575023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:14.575078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:14.575106] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:14.578658] [DEBUG] [FORECASTER] CINF: Forecast T+1@11:T+2@11: DOWN (p=30.84%)
[2025-12-01T20:34:14.578925] [INFO ] [FORECASTER] Completed predict_future for CINF
[2025-12-01T20:34:14.579051] [INFO ] [sig       ] CINF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:14.717919] [INFO ] [LOCAL     ] Saved forecast: CINF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CINF.txt
[2025-12-01T20:34:14.718075] [INFO ] [sig       ] [710/3634] Completed CINF in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-01T20:34:14.718125] [INFO ] [sig       ] [711/3634] Forecasting CING...
[2025-12-01T20:34:14.718154] [INFO ] [sig       ] Generating forecast for: CING
[2025-12-01T20:34:14.718184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CING' from 'https://tdm.silogroup.org/data/derivative_storage/CING.csv'.
[2025-12-01T20:34:14.729363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CING'.
[2025-12-01T20:34:14.729727] [INFO ] [FORECASTER] Starting predict_future for CING
[2025-12-01T20:34:14.730489] [DEBUG] [LOCAL     ] No optimal features file found for CING: ./output/feature-sets/CING.txt
[2025-12-01T20:34:14.730550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:14.730615] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:14.730650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:14.730718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:14.788296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:14.789308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:14.789393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:14.789425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:14.907022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:14.907194] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:14.907243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:14.907271] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:14.910902] [DEBUG] [FORECASTER] CING: Forecast T+1@11:T+2@11: DOWN (p=4.89%)
[2025-12-01T20:34:14.911210] [INFO ] [FORECASTER] Completed predict_future for CING
[2025-12-01T20:34:14.911348] [INFO ] [sig       ] CING: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:15.050171] [INFO ] [LOCAL     ] Saved forecast: CING	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CING.txt
[2025-12-01T20:34:15.050317] [INFO ] [sig       ] [711/3634] Completed CING in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-01T20:34:15.050356] [INFO ] [sig       ] [712/3634] Forecasting CIO...
[2025-12-01T20:34:15.050386] [INFO ] [sig       ] Generating forecast for: CIO
[2025-12-01T20:34:15.050417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIO' from 'https://tdm.silogroup.org/data/derivative_storage/CIO.csv'.
[2025-12-01T20:34:15.061403] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CIO'.
[2025-12-01T20:34:15.061689] [INFO ] [FORECASTER] Starting predict_future for CIO
[2025-12-01T20:34:15.062417] [DEBUG] [LOCAL     ] No optimal features file found for CIO: ./output/feature-sets/CIO.txt
[2025-12-01T20:34:15.062466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:15.062523] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:15.062550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:15.062624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:15.119061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:15.119819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:15.119912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:15.119945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:15.241417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:15.241619] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:15.241664] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:15.241693] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:15.245079] [DEBUG] [FORECASTER] CIO: Forecast T+1@11:T+2@11: DOWN (p=49.79%)
[2025-12-01T20:34:15.245353] [INFO ] [FORECASTER] Completed predict_future for CIO
[2025-12-01T20:34:15.245493] [INFO ] [sig       ] CIO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:15.383243] [INFO ] [LOCAL     ] Saved forecast: CIO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CIO.txt
[2025-12-01T20:34:15.383416] [INFO ] [sig       ] [712/3634] Completed CIO in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-01T20:34:15.383490] [INFO ] [sig       ] [713/3634] Forecasting CION...
[2025-12-01T20:34:15.383523] [INFO ] [sig       ] Generating forecast for: CION
[2025-12-01T20:34:15.383555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CION' from 'https://tdm.silogroup.org/data/derivative_storage/CION.csv'.
[2025-12-01T20:34:15.395269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CION'.
[2025-12-01T20:34:15.395636] [INFO ] [FORECASTER] Starting predict_future for CION
[2025-12-01T20:34:15.396371] [DEBUG] [LOCAL     ] No optimal features file found for CION: ./output/feature-sets/CION.txt
[2025-12-01T20:34:15.396420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:15.396450] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:15.396475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:15.396539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:15.452680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:15.453398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:15.453475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:15.453506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:15.581765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:15.581938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:15.581989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:15.582017] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:15.586564] [DEBUG] [FORECASTER] CION: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-12-01T20:34:15.586938] [INFO ] [FORECASTER] Completed predict_future for CION
[2025-12-01T20:34:15.587102] [INFO ] [sig       ] CION: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:15.727073] [INFO ] [LOCAL     ] Saved forecast: CION	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CION.txt
[2025-12-01T20:34:15.727204] [INFO ] [sig       ] [713/3634] Completed CION in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-01T20:34:15.727243] [INFO ] [sig       ] [714/3634] Forecasting CISS...
[2025-12-01T20:34:15.727271] [INFO ] [sig       ] Generating forecast for: CISS
[2025-12-01T20:34:15.727299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CISS' from 'https://tdm.silogroup.org/data/derivative_storage/CISS.csv'.
[2025-12-01T20:34:15.738222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CISS'.
[2025-12-01T20:34:15.738601] [INFO ] [FORECASTER] Starting predict_future for CISS
[2025-12-01T20:34:15.739379] [DEBUG] [LOCAL     ] No optimal features file found for CISS: ./output/feature-sets/CISS.txt
[2025-12-01T20:34:15.739430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:15.739472] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:15.739500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:15.739555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:15.795593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:15.796181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:15.796256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:15.796286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:15.918715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:15.918876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:15.918924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:15.918960] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:15.923234] [DEBUG] [FORECASTER] CISS: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-12-01T20:34:15.923563] [INFO ] [FORECASTER] Completed predict_future for CISS
[2025-12-01T20:34:15.923738] [INFO ] [sig       ] CISS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:16.071209] [INFO ] [LOCAL     ] Saved forecast: CISS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CISS.txt
[2025-12-01T20:34:16.071340] [INFO ] [sig       ] [714/3634] Completed CISS in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-01T20:34:16.071383] [INFO ] [sig       ] [715/3634] Forecasting CIVB...
[2025-12-01T20:34:16.071413] [INFO ] [sig       ] Generating forecast for: CIVB
[2025-12-01T20:34:16.071442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVB' from 'https://tdm.silogroup.org/data/derivative_storage/CIVB.csv'.
[2025-12-01T20:34:16.082764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVB'.
[2025-12-01T20:34:16.083058] [INFO ] [FORECASTER] Starting predict_future for CIVB
[2025-12-01T20:34:16.083804] [DEBUG] [LOCAL     ] No optimal features file found for CIVB: ./output/feature-sets/CIVB.txt
[2025-12-01T20:34:16.083852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:16.083882] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:16.083907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:16.083961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:16.145532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:16.146441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:16.146526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:16.146559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:16.270742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:16.270886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:16.270922] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:16.270979] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:16.274247] [DEBUG] [FORECASTER] CIVB: Forecast T+1@11:T+2@11: DOWN (p=5.62%)
[2025-12-01T20:34:16.274509] [INFO ] [FORECASTER] Completed predict_future for CIVB
[2025-12-01T20:34:16.274652] [INFO ] [sig       ] CIVB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:16.411763] [INFO ] [LOCAL     ] Saved forecast: CIVB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CIVB.txt
[2025-12-01T20:34:16.411929] [INFO ] [sig       ] [715/3634] Completed CIVB in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-01T20:34:16.411971] [INFO ] [sig       ] [716/3634] Forecasting CIVI...
[2025-12-01T20:34:16.411999] [INFO ] [sig       ] Generating forecast for: CIVI
[2025-12-01T20:34:16.412028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CIVI' from 'https://tdm.silogroup.org/data/derivative_storage/CIVI.csv'.
[2025-12-01T20:34:16.425681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CIVI'.
[2025-12-01T20:34:16.426154] [INFO ] [FORECASTER] Starting predict_future for CIVI
[2025-12-01T20:34:16.427155] [DEBUG] [LOCAL     ] No optimal features file found for CIVI: ./output/feature-sets/CIVI.txt
[2025-12-01T20:34:16.427214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:16.427253] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:16.427285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:16.427359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:16.487900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:16.488882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:16.488966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:16.488997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:16.604066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:16.604218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:16.604255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:16.604282] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:16.607567] [DEBUG] [FORECASTER] CIVI: Forecast T+1@11:T+2@11: DOWN (p=14.28%)
[2025-12-01T20:34:16.607847] [INFO ] [FORECASTER] Completed predict_future for CIVI
[2025-12-01T20:34:16.607976] [INFO ] [sig       ] CIVI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:16.748547] [INFO ] [LOCAL     ] Saved forecast: CIVI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CIVI.txt
[2025-12-01T20:34:16.748720] [INFO ] [sig       ] [716/3634] Completed CIVI in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.4m
[2025-12-01T20:34:16.748760] [INFO ] [sig       ] [717/3634] Forecasting CLB...
[2025-12-01T20:34:16.748788] [INFO ] [sig       ] Generating forecast for: CLB
[2025-12-01T20:34:16.748817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLB' from 'https://tdm.silogroup.org/data/derivative_storage/CLB.csv'.
[2025-12-01T20:34:16.761119] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CLB'.
[2025-12-01T20:34:16.761432] [INFO ] [FORECASTER] Starting predict_future for CLB
[2025-12-01T20:34:16.762196] [DEBUG] [LOCAL     ] No optimal features file found for CLB: ./output/feature-sets/CLB.txt
[2025-12-01T20:34:16.762246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:16.762277] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:16.762302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:16.762358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:16.818061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:16.818885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:16.818963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:16.818994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:16.934725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:16.934874] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:16.934911] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:16.934940] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:16.938426] [DEBUG] [FORECASTER] CLB: Forecast T+1@11:T+2@11: UP (p=87.70%)
[2025-12-01T20:34:16.938726] [INFO ] [FORECASTER] Completed predict_future for CLB
[2025-12-01T20:34:16.938855] [INFO ] [sig       ] CLB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:17.076334] [INFO ] [LOCAL     ] Saved forecast: CLB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CLB.txt
[2025-12-01T20:34:17.076460] [INFO ] [sig       ] [717/3634] Completed CLB in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-01T20:34:17.076496] [INFO ] [sig       ] [718/3634] Forecasting CLBK...
[2025-12-01T20:34:17.076536] [INFO ] [sig       ] Generating forecast for: CLBK
[2025-12-01T20:34:17.076566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLBK' from 'https://tdm.silogroup.org/data/derivative_storage/CLBK.csv'.
[2025-12-01T20:34:17.087923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLBK'.
[2025-12-01T20:34:17.088190] [INFO ] [FORECASTER] Starting predict_future for CLBK
[2025-12-01T20:34:17.088963] [DEBUG] [LOCAL     ] No optimal features file found for CLBK: ./output/feature-sets/CLBK.txt
[2025-12-01T20:34:17.089012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:17.089042] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:17.089067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:17.089120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:17.147549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:17.148459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:17.148560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:17.148619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:17.260758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:17.260909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:17.260945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:17.260972] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:17.264266] [DEBUG] [FORECASTER] CLBK: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-01T20:34:17.264530] [INFO ] [FORECASTER] Completed predict_future for CLBK
[2025-12-01T20:34:17.264678] [INFO ] [sig       ] CLBK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:17.403135] [INFO ] [LOCAL     ] Saved forecast: CLBK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CLBK.txt
[2025-12-01T20:34:17.403291] [INFO ] [sig       ] [718/3634] Completed CLBK in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-01T20:34:17.403330] [INFO ] [sig       ] [719/3634] Forecasting CLCO...
[2025-12-01T20:34:17.403359] [INFO ] [sig       ] Generating forecast for: CLCO
[2025-12-01T20:34:17.403388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLCO' from 'https://tdm.silogroup.org/data/derivative_storage/CLCO.csv'.
[2025-12-01T20:34:17.418097] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLCO'.
[2025-12-01T20:34:17.418566] [INFO ] [FORECASTER] Starting predict_future for CLCO
[2025-12-01T20:34:17.419648] [DEBUG] [LOCAL     ] No optimal features file found for CLCO: ./output/feature-sets/CLCO.txt
[2025-12-01T20:34:17.419716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:17.419763] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:17.419805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:17.419888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:17.485970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:17.486881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:17.486972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:17.487006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:17.607819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:17.607964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:17.608002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:17.608030] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:17.611347] [DEBUG] [FORECASTER] CLCO: Forecast T+1@11:T+2@11: DOWN (p=21.90%)
[2025-12-01T20:34:17.611629] [INFO ] [FORECASTER] Completed predict_future for CLCO
[2025-12-01T20:34:17.611755] [INFO ] [sig       ] CLCO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:17.750546] [INFO ] [LOCAL     ] Saved forecast: CLCO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CLCO.txt
[2025-12-01T20:34:17.750687] [INFO ] [sig       ] [719/3634] Completed CLCO in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-01T20:34:17.750726] [INFO ] [sig       ] [720/3634] Forecasting CLDX...
[2025-12-01T20:34:17.750756] [INFO ] [sig       ] Generating forecast for: CLDX
[2025-12-01T20:34:17.750785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLDX' from 'https://tdm.silogroup.org/data/derivative_storage/CLDX.csv'.
[2025-12-01T20:34:17.762770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLDX'.
[2025-12-01T20:34:17.763099] [INFO ] [FORECASTER] Starting predict_future for CLDX
[2025-12-01T20:34:17.763870] [DEBUG] [LOCAL     ] No optimal features file found for CLDX: ./output/feature-sets/CLDX.txt
[2025-12-01T20:34:17.763921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:17.763951] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:17.763977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:17.764031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:17.819120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:17.819799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:17.819877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:17.819908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:17.943356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:17.943500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:17.943539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:17.943584] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:17.947103] [DEBUG] [FORECASTER] CLDX: Forecast T+1@11:T+2@11: UP (p=81.61%)
[2025-12-01T20:34:17.947404] [INFO ] [FORECASTER] Completed predict_future for CLDX
[2025-12-01T20:34:17.947567] [INFO ] [sig       ] CLDX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:18.090958] [INFO ] [LOCAL     ] Saved forecast: CLDX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CLDX.txt
[2025-12-01T20:34:18.091111] [INFO ] [sig       ] [720/3634] Completed CLDX in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-01T20:34:18.091151] [INFO ] [sig       ] [721/3634] Forecasting CLF...
[2025-12-01T20:34:18.091180] [INFO ] [sig       ] Generating forecast for: CLF
[2025-12-01T20:34:18.091208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLF' from 'https://tdm.silogroup.org/data/derivative_storage/CLF.csv'.
[2025-12-01T20:34:18.103252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLF'.
[2025-12-01T20:34:18.103682] [INFO ] [FORECASTER] Starting predict_future for CLF
[2025-12-01T20:34:18.104478] [DEBUG] [LOCAL     ] No optimal features file found for CLF: ./output/feature-sets/CLF.txt
[2025-12-01T20:34:18.104529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:18.104560] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:18.104608] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:18.104665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:18.162075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:18.162937] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:18.163020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:18.163052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:18.285804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:18.285945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:18.285982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:18.286026] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:18.289277] [DEBUG] [FORECASTER] CLF: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-12-01T20:34:18.289538] [INFO ] [FORECASTER] Completed predict_future for CLF
[2025-12-01T20:34:18.289708] [INFO ] [sig       ] CLF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:18.427905] [INFO ] [LOCAL     ] Saved forecast: CLF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CLF.txt
[2025-12-01T20:34:18.428026] [INFO ] [sig       ] [721/3634] Completed CLF in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-01T20:34:18.428063] [INFO ] [sig       ] [722/3634] Forecasting CLFD...
[2025-12-01T20:34:18.428091] [INFO ] [sig       ] Generating forecast for: CLFD
[2025-12-01T20:34:18.428118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLFD' from 'https://tdm.silogroup.org/data/derivative_storage/CLFD.csv'.
[2025-12-01T20:34:18.439291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLFD'.
[2025-12-01T20:34:18.439558] [INFO ] [FORECASTER] Starting predict_future for CLFD
[2025-12-01T20:34:18.440334] [DEBUG] [LOCAL     ] No optimal features file found for CLFD: ./output/feature-sets/CLFD.txt
[2025-12-01T20:34:18.440382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:18.440413] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:18.440438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:18.440494] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:18.499436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:18.500216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:18.500325] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:18.500358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:18.621159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:18.621324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:18.621365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:18.621395] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:18.624870] [DEBUG] [FORECASTER] CLFD: Forecast T+1@11:T+2@11: UP (p=90.46%)
[2025-12-01T20:34:18.625163] [INFO ] [FORECASTER] Completed predict_future for CLFD
[2025-12-01T20:34:18.625296] [INFO ] [sig       ] CLFD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:18.762477] [INFO ] [LOCAL     ] Saved forecast: CLFD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CLFD.txt
[2025-12-01T20:34:18.762645] [INFO ] [sig       ] [722/3634] Completed CLFD in 0.3s | 2.97 sym/s | Total: 4.0m | ETA: 16.3m
[2025-12-01T20:34:18.762685] [INFO ] [sig       ] [723/3634] Forecasting CLH...
[2025-12-01T20:34:18.762715] [INFO ] [sig       ] Generating forecast for: CLH
[2025-12-01T20:34:18.762743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLH' from 'https://tdm.silogroup.org/data/derivative_storage/CLH.csv'.
[2025-12-01T20:34:18.774045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLH'.
[2025-12-01T20:34:18.774332] [INFO ] [FORECASTER] Starting predict_future for CLH
[2025-12-01T20:34:18.775079] [DEBUG] [LOCAL     ] No optimal features file found for CLH: ./output/feature-sets/CLH.txt
[2025-12-01T20:34:18.775128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:18.775158] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:18.775183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:18.775238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:18.830686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:18.831433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:18.831777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:18.831830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:18.948505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:18.948668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:18.948706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:18.948733] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:18.952032] [DEBUG] [FORECASTER] CLH: Forecast T+1@11:T+2@11: UP (p=77.14%)
[2025-12-01T20:34:18.952295] [INFO ] [FORECASTER] Completed predict_future for CLH
[2025-12-01T20:34:18.952420] [INFO ] [sig       ] CLH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:19.089375] [INFO ] [LOCAL     ] Saved forecast: CLH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CLH.txt
[2025-12-01T20:34:19.089527] [INFO ] [sig       ] [723/3634] Completed CLH in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-01T20:34:19.089566] [INFO ] [sig       ] [724/3634] Forecasting CLLS...
[2025-12-01T20:34:19.089616] [INFO ] [sig       ] Generating forecast for: CLLS
[2025-12-01T20:34:19.089646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLLS.csv'.
[2025-12-01T20:34:19.101274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLLS'.
[2025-12-01T20:34:19.101611] [INFO ] [FORECASTER] Starting predict_future for CLLS
[2025-12-01T20:34:19.102349] [DEBUG] [LOCAL     ] No optimal features file found for CLLS: ./output/feature-sets/CLLS.txt
[2025-12-01T20:34:19.102398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:19.102427] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:19.102452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:19.102507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:19.158450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:19.159248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:19.159331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:19.159363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:19.285721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:19.285877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:19.285914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:19.285940] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:19.289298] [DEBUG] [FORECASTER] CLLS: Forecast T+1@11:T+2@11: UP (p=91.38%)
[2025-12-01T20:34:19.289590] [INFO ] [FORECASTER] Completed predict_future for CLLS
[2025-12-01T20:34:19.289717] [INFO ] [sig       ] CLLS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:19.426760] [INFO ] [LOCAL     ] Saved forecast: CLLS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CLLS.txt
[2025-12-01T20:34:19.426878] [INFO ] [sig       ] [724/3634] Completed CLLS in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-01T20:34:19.426916] [INFO ] [sig       ] [725/3634] Forecasting CLMB...
[2025-12-01T20:34:19.426943] [INFO ] [sig       ] Generating forecast for: CLMB
[2025-12-01T20:34:19.426971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLMB' from 'https://tdm.silogroup.org/data/derivative_storage/CLMB.csv'.
[2025-12-01T20:34:19.438860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLMB'.
[2025-12-01T20:34:19.439171] [INFO ] [FORECASTER] Starting predict_future for CLMB
[2025-12-01T20:34:19.439980] [DEBUG] [LOCAL     ] No optimal features file found for CLMB: ./output/feature-sets/CLMB.txt
[2025-12-01T20:34:19.440031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:19.440062] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:19.440088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:19.440156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:19.496461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:19.497089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:19.497165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:19.497197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:19.612412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:19.612538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:19.612593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:19.612623] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:19.615802] [DEBUG] [FORECASTER] CLMB: Forecast T+1@11:T+2@11: UP (p=55.07%)
[2025-12-01T20:34:19.616067] [INFO ] [FORECASTER] Completed predict_future for CLMB
[2025-12-01T20:34:19.616189] [INFO ] [sig       ] CLMB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:19.755403] [INFO ] [LOCAL     ] Saved forecast: CLMB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CLMB.txt
[2025-12-01T20:34:19.755552] [INFO ] [sig       ] [725/3634] Completed CLMB in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-01T20:34:19.755609] [INFO ] [sig       ] [726/3634] Forecasting CLNE...
[2025-12-01T20:34:19.755639] [INFO ] [sig       ] Generating forecast for: CLNE
[2025-12-01T20:34:19.755672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNE' from 'https://tdm.silogroup.org/data/derivative_storage/CLNE.csv'.
[2025-12-01T20:34:19.766863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNE'.
[2025-12-01T20:34:19.767144] [INFO ] [FORECASTER] Starting predict_future for CLNE
[2025-12-01T20:34:19.767890] [DEBUG] [LOCAL     ] No optimal features file found for CLNE: ./output/feature-sets/CLNE.txt
[2025-12-01T20:34:19.767939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:19.767969] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:19.767995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:19.768048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:19.824062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:19.824674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:19.824750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:19.824781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:19.939807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:19.939949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:19.939986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:19.940012] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:19.943263] [DEBUG] [FORECASTER] CLNE: Forecast T+1@11:T+2@11: DOWN (p=33.77%)
[2025-12-01T20:34:19.943529] [INFO ] [FORECASTER] Completed predict_future for CLNE
[2025-12-01T20:34:19.943672] [INFO ] [sig       ] CLNE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:20.083632] [INFO ] [LOCAL     ] Saved forecast: CLNE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CLNE.txt
[2025-12-01T20:34:20.083757] [INFO ] [sig       ] [726/3634] Completed CLNE in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-01T20:34:20.083795] [INFO ] [sig       ] [727/3634] Forecasting CLNN...
[2025-12-01T20:34:20.083823] [INFO ] [sig       ] Generating forecast for: CLNN
[2025-12-01T20:34:20.083850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLNN' from 'https://tdm.silogroup.org/data/derivative_storage/CLNN.csv'.
[2025-12-01T20:34:20.095511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLNN'.
[2025-12-01T20:34:20.095866] [INFO ] [FORECASTER] Starting predict_future for CLNN
[2025-12-01T20:34:20.096619] [DEBUG] [LOCAL     ] No optimal features file found for CLNN: ./output/feature-sets/CLNN.txt
[2025-12-01T20:34:20.096679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:20.096710] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:20.096736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:20.096790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:20.153853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:20.154679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:20.154759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:20.154792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:20.271242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:20.271375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:20.271411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:20.271439] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:20.274713] [DEBUG] [FORECASTER] CLNN: Forecast T+1@11:T+2@11: DOWN (p=33.57%)
[2025-12-01T20:34:20.274986] [INFO ] [FORECASTER] Completed predict_future for CLNN
[2025-12-01T20:34:20.275111] [INFO ] [sig       ] CLNN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:20.413832] [INFO ] [LOCAL     ] Saved forecast: CLNN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CLNN.txt
[2025-12-01T20:34:20.413943] [INFO ] [sig       ] [727/3634] Completed CLNN in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-01T20:34:20.413981] [INFO ] [sig       ] [728/3634] Forecasting CLOA...
[2025-12-01T20:34:20.414009] [INFO ] [sig       ] Generating forecast for: CLOA
[2025-12-01T20:34:20.414037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLOA' from 'https://tdm.silogroup.org/data/derivative_storage/CLOA.csv'.
[2025-12-01T20:34:20.424753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLOA'.
[2025-12-01T20:34:20.425027] [INFO ] [FORECASTER] Starting predict_future for CLOA
[2025-12-01T20:34:20.425823] [DEBUG] [LOCAL     ] No optimal features file found for CLOA: ./output/feature-sets/CLOA.txt
[2025-12-01T20:34:20.425872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:20.425903] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:20.425929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:20.425984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:20.482654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:20.483302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:20.483379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:20.483409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:20.582224] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:20.582345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:20.582381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:20.582409] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:20.585564] [DEBUG] [FORECASTER] CLOA: Forecast T+1@11:T+2@11: UP (p=99.91%)
[2025-12-01T20:34:20.585850] [INFO ] [FORECASTER] Completed predict_future for CLOA
[2025-12-01T20:34:20.585973] [INFO ] [sig       ] CLOA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:20.731526] [INFO ] [LOCAL     ] Saved forecast: CLOA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CLOA.txt
[2025-12-01T20:34:20.731669] [INFO ] [sig       ] [728/3634] Completed CLOA in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-01T20:34:20.731713] [INFO ] [sig       ] [729/3634] Forecasting CLRB...
[2025-12-01T20:34:20.731741] [INFO ] [sig       ] Generating forecast for: CLRB
[2025-12-01T20:34:20.731770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRB' from 'https://tdm.silogroup.org/data/derivative_storage/CLRB.csv'.
[2025-12-01T20:34:20.746472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRB'.
[2025-12-01T20:34:20.746822] [INFO ] [FORECASTER] Starting predict_future for CLRB
[2025-12-01T20:34:20.747551] [DEBUG] [LOCAL     ] No optimal features file found for CLRB: ./output/feature-sets/CLRB.txt
[2025-12-01T20:34:20.747625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:20.747690] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:20.747723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:20.747790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:20.805146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:20.805824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:20.805906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:20.805938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:20.923963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:20.924111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:20.924150] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:20.924177] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:20.927600] [DEBUG] [FORECASTER] CLRB: Forecast T+1@11:T+2@11: DOWN (p=33.78%)
[2025-12-01T20:34:20.927923] [INFO ] [FORECASTER] Completed predict_future for CLRB
[2025-12-01T20:34:20.928061] [INFO ] [sig       ] CLRB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:21.069217] [INFO ] [LOCAL     ] Saved forecast: CLRB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CLRB.txt
[2025-12-01T20:34:21.069347] [INFO ] [sig       ] [729/3634] Completed CLRB in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-01T20:34:21.069385] [INFO ] [sig       ] [730/3634] Forecasting CLRO...
[2025-12-01T20:34:21.069413] [INFO ] [sig       ] Generating forecast for: CLRO
[2025-12-01T20:34:21.069442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLRO' from 'https://tdm.silogroup.org/data/derivative_storage/CLRO.csv'.
[2025-12-01T20:34:21.082451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLRO'.
[2025-12-01T20:34:21.082930] [INFO ] [FORECASTER] Starting predict_future for CLRO
[2025-12-01T20:34:21.083835] [DEBUG] [LOCAL     ] No optimal features file found for CLRO: ./output/feature-sets/CLRO.txt
[2025-12-01T20:34:21.083887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:21.083919] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:21.083945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:21.084001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:21.142889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:21.143843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:21.143939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:21.143971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:21.261758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:21.261918] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:21.261970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:21.262007] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:21.265403] [DEBUG] [FORECASTER] CLRO: Forecast T+1@11:T+2@11: DOWN (p=20.26%)
[2025-12-01T20:34:21.265740] [INFO ] [FORECASTER] Completed predict_future for CLRO
[2025-12-01T20:34:21.265876] [INFO ] [sig       ] CLRO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:21.406027] [INFO ] [LOCAL     ] Saved forecast: CLRO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CLRO.txt
[2025-12-01T20:34:21.406170] [INFO ] [sig       ] [730/3634] Completed CLRO in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-01T20:34:21.406219] [INFO ] [sig       ] [731/3634] Forecasting CLS...
[2025-12-01T20:34:21.406247] [INFO ] [sig       ] Generating forecast for: CLS
[2025-12-01T20:34:21.406275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLS' from 'https://tdm.silogroup.org/data/derivative_storage/CLS.csv'.
[2025-12-01T20:34:21.417905] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLS'.
[2025-12-01T20:34:21.418189] [INFO ] [FORECASTER] Starting predict_future for CLS
[2025-12-01T20:34:21.418990] [DEBUG] [LOCAL     ] No optimal features file found for CLS: ./output/feature-sets/CLS.txt
[2025-12-01T20:34:21.419040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:21.419070] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:21.419096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:21.419149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:21.474163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:21.474812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:21.474887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:21.474919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:21.594545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:21.594678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:21.594717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:21.594745] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:21.597903] [DEBUG] [FORECASTER] CLS: Forecast T+1@11:T+2@11: UP (p=74.49%)
[2025-12-01T20:34:21.598166] [INFO ] [FORECASTER] Completed predict_future for CLS
[2025-12-01T20:34:21.598291] [INFO ] [sig       ] CLS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:21.734616] [INFO ] [LOCAL     ] Saved forecast: CLS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CLS.txt
[2025-12-01T20:34:21.734730] [INFO ] [sig       ] [731/3634] Completed CLS in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-01T20:34:21.734767] [INFO ] [sig       ] [732/3634] Forecasting CLX...
[2025-12-01T20:34:21.734794] [INFO ] [sig       ] Generating forecast for: CLX
[2025-12-01T20:34:21.734822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CLX' from 'https://tdm.silogroup.org/data/derivative_storage/CLX.csv'.
[2025-12-01T20:34:21.746463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CLX'.
[2025-12-01T20:34:21.746774] [INFO ] [FORECASTER] Starting predict_future for CLX
[2025-12-01T20:34:21.747528] [DEBUG] [LOCAL     ] No optimal features file found for CLX: ./output/feature-sets/CLX.txt
[2025-12-01T20:34:21.747598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:21.747630] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:21.747660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:21.747726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:21.802804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:21.803406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:21.803480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:21.803510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:21.923973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:21.924119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:21.924155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:21.924218] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:21.927597] [DEBUG] [FORECASTER] CLX: Forecast T+1@11:T+2@11: DOWN (p=48.89%)
[2025-12-01T20:34:21.927884] [INFO ] [FORECASTER] Completed predict_future for CLX
[2025-12-01T20:34:21.928014] [INFO ] [sig       ] CLX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:22.065465] [INFO ] [LOCAL     ] Saved forecast: CLX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CLX.txt
[2025-12-01T20:34:22.065616] [INFO ] [sig       ] [732/3634] Completed CLX in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-01T20:34:22.065656] [INFO ] [sig       ] [733/3634] Forecasting CM...
[2025-12-01T20:34:22.065686] [INFO ] [sig       ] Generating forecast for: CM
[2025-12-01T20:34:22.065717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CM' from 'https://tdm.silogroup.org/data/derivative_storage/CM.csv'.
[2025-12-01T20:34:22.076632] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CM'.
[2025-12-01T20:34:22.076943] [INFO ] [FORECASTER] Starting predict_future for CM
[2025-12-01T20:34:22.077736] [DEBUG] [LOCAL     ] No optimal features file found for CM: ./output/feature-sets/CM.txt
[2025-12-01T20:34:22.077791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:22.077822] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:22.077848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:22.077904] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:22.136186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:22.136828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:22.136906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:22.136940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:22.258727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:22.258886] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:22.258927] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:22.258956] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:22.262330] [DEBUG] [FORECASTER] CM: Forecast T+1@11:T+2@11: DOWN (p=4.01%)
[2025-12-01T20:34:22.262620] [INFO ] [FORECASTER] Completed predict_future for CM
[2025-12-01T20:34:22.262752] [INFO ] [sig       ] CM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:22.400673] [INFO ] [LOCAL     ] Saved forecast: CM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CM.txt
[2025-12-01T20:34:22.400802] [INFO ] [sig       ] [733/3634] Completed CM in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.3m
[2025-12-01T20:34:22.400839] [INFO ] [sig       ] [734/3634] Forecasting CMA...
[2025-12-01T20:34:22.400867] [INFO ] [sig       ] Generating forecast for: CMA
[2025-12-01T20:34:22.400895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMA' from 'https://tdm.silogroup.org/data/derivative_storage/CMA.csv'.
[2025-12-01T20:34:22.411380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMA'.
[2025-12-01T20:34:22.411689] [INFO ] [FORECASTER] Starting predict_future for CMA
[2025-12-01T20:34:22.412431] [DEBUG] [LOCAL     ] No optimal features file found for CMA: ./output/feature-sets/CMA.txt
[2025-12-01T20:34:22.412480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:22.412509] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:22.412534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:22.412610] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:22.467903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:22.468527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:22.468618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:22.468651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:22.592946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:22.593103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:22.593141] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:22.593168] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:22.596423] [DEBUG] [FORECASTER] CMA: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-01T20:34:22.596712] [INFO ] [FORECASTER] Completed predict_future for CMA
[2025-12-01T20:34:22.596865] [INFO ] [sig       ] CMA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:22.733856] [INFO ] [LOCAL     ] Saved forecast: CMA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CMA.txt
[2025-12-01T20:34:22.733966] [INFO ] [sig       ] [734/3634] Completed CMA in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-01T20:34:22.734002] [INFO ] [sig       ] [735/3634] Forecasting CMC...
[2025-12-01T20:34:22.734030] [INFO ] [sig       ] Generating forecast for: CMC
[2025-12-01T20:34:22.734058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMC' from 'https://tdm.silogroup.org/data/derivative_storage/CMC.csv'.
[2025-12-01T20:34:22.745090] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CMC'.
[2025-12-01T20:34:22.745378] [INFO ] [FORECASTER] Starting predict_future for CMC
[2025-12-01T20:34:22.746169] [DEBUG] [LOCAL     ] No optimal features file found for CMC: ./output/feature-sets/CMC.txt
[2025-12-01T20:34:22.746219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:22.746251] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:22.746276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:22.746331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:22.804514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:22.805165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:22.805247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:22.805291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:22.926242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:22.926377] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:22.926414] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:22.926441] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:22.929708] [DEBUG] [FORECASTER] CMC: Forecast T+1@11:T+2@11: DOWN (p=36.97%)
[2025-12-01T20:34:22.929976] [INFO ] [FORECASTER] Completed predict_future for CMC
[2025-12-01T20:34:22.930101] [INFO ] [sig       ] CMC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:23.067476] [INFO ] [LOCAL     ] Saved forecast: CMC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CMC.txt
[2025-12-01T20:34:23.067607] [INFO ] [sig       ] [735/3634] Completed CMC in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-01T20:34:23.067646] [INFO ] [sig       ] [736/3634] Forecasting CMCM...
[2025-12-01T20:34:23.067675] [INFO ] [sig       ] Generating forecast for: CMCM
[2025-12-01T20:34:23.067708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCM' from 'https://tdm.silogroup.org/data/derivative_storage/CMCM.csv'.
[2025-12-01T20:34:23.078326] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CMCM'.
[2025-12-01T20:34:23.078679] [INFO ] [FORECASTER] Starting predict_future for CMCM
[2025-12-01T20:34:23.079433] [DEBUG] [LOCAL     ] No optimal features file found for CMCM: ./output/feature-sets/CMCM.txt
[2025-12-01T20:34:23.079483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:23.079515] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:23.079540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:23.079619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:23.135803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:23.136438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:23.136516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:23.136550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:23.245997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:23.246158] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:23.246199] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:23.246227] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:23.249629] [DEBUG] [FORECASTER] CMCM: Forecast T+1@11:T+2@11: UP (p=87.72%)
[2025-12-01T20:34:23.249914] [INFO ] [FORECASTER] Completed predict_future for CMCM
[2025-12-01T20:34:23.250046] [INFO ] [sig       ] CMCM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:23.386257] [INFO ] [LOCAL     ] Saved forecast: CMCM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CMCM.txt
[2025-12-01T20:34:23.386373] [INFO ] [sig       ] [736/3634] Completed CMCM in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-01T20:34:23.386411] [INFO ] [sig       ] [737/3634] Forecasting CMCO...
[2025-12-01T20:34:23.386438] [INFO ] [sig       ] Generating forecast for: CMCO
[2025-12-01T20:34:23.386467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCO' from 'https://tdm.silogroup.org/data/derivative_storage/CMCO.csv'.
[2025-12-01T20:34:23.397904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCO'.
[2025-12-01T20:34:23.398197] [INFO ] [FORECASTER] Starting predict_future for CMCO
[2025-12-01T20:34:23.399034] [DEBUG] [LOCAL     ] No optimal features file found for CMCO: ./output/feature-sets/CMCO.txt
[2025-12-01T20:34:23.399085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:23.399115] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:23.399141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:23.399196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:23.467763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:23.468657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:23.468739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:23.468778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:23.587197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:23.587355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:23.587393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:23.587420] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:23.590839] [DEBUG] [FORECASTER] CMCO: Forecast T+1@11:T+2@11: UP (p=79.69%)
[2025-12-01T20:34:23.591111] [INFO ] [FORECASTER] Completed predict_future for CMCO
[2025-12-01T20:34:23.591237] [INFO ] [sig       ] CMCO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:23.730829] [INFO ] [LOCAL     ] Saved forecast: CMCO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CMCO.txt
[2025-12-01T20:34:23.730962] [INFO ] [sig       ] [737/3634] Completed CMCO in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-01T20:34:23.731001] [INFO ] [sig       ] [738/3634] Forecasting CMCSA...
[2025-12-01T20:34:23.731029] [INFO ] [sig       ] Generating forecast for: CMCSA
[2025-12-01T20:34:23.731058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMCSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMCSA.csv'.
[2025-12-01T20:34:23.742386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMCSA'.
[2025-12-01T20:34:23.742677] [INFO ] [FORECASTER] Starting predict_future for CMCSA
[2025-12-01T20:34:23.743440] [DEBUG] [LOCAL     ] No optimal features file found for CMCSA: ./output/feature-sets/CMCSA.txt
[2025-12-01T20:34:23.743490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:23.743531] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:23.743558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:23.743635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:23.802157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:23.803117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:23.803202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:23.803234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:23.922504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:23.922667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:23.922706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:23.922733] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:23.926339] [DEBUG] [FORECASTER] CMCSA: Forecast T+1@11:T+2@11: DOWN (p=31.30%)
[2025-12-01T20:34:23.926625] [INFO ] [FORECASTER] Completed predict_future for CMCSA
[2025-12-01T20:34:23.926765] [INFO ] [sig       ] CMCSA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:24.065040] [INFO ] [LOCAL     ] Saved forecast: CMCSA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CMCSA.txt
[2025-12-01T20:34:24.065167] [INFO ] [sig       ] [738/3634] Completed CMCSA in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-01T20:34:24.065204] [INFO ] [sig       ] [739/3634] Forecasting CME...
[2025-12-01T20:34:24.065233] [INFO ] [sig       ] Generating forecast for: CME
[2025-12-01T20:34:24.065261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CME' from 'https://tdm.silogroup.org/data/derivative_storage/CME.csv'.
[2025-12-01T20:34:24.078221] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CME'.
[2025-12-01T20:34:24.078690] [INFO ] [FORECASTER] Starting predict_future for CME
[2025-12-01T20:34:24.079477] [DEBUG] [LOCAL     ] No optimal features file found for CME: ./output/feature-sets/CME.txt
[2025-12-01T20:34:24.079527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:24.079558] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:24.079624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:24.079693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:24.141901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:24.142838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:24.142972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:24.143005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:24.281514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:24.281685] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:24.281726] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:24.281759] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:24.285107] [DEBUG] [FORECASTER] CME: Forecast T+1@11:T+2@11: UP (p=81.20%)
[2025-12-01T20:34:24.285371] [INFO ] [FORECASTER] Completed predict_future for CME
[2025-12-01T20:34:24.285494] [INFO ] [sig       ] CME: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:24.424044] [INFO ] [LOCAL     ] Saved forecast: CME	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CME.txt
[2025-12-01T20:34:24.424187] [INFO ] [sig       ] [739/3634] Completed CME in 0.4s | 2.97 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-01T20:34:24.424224] [INFO ] [sig       ] [740/3634] Forecasting CMG...
[2025-12-01T20:34:24.424254] [INFO ] [sig       ] Generating forecast for: CMG
[2025-12-01T20:34:24.424283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMG' from 'https://tdm.silogroup.org/data/derivative_storage/CMG.csv'.
[2025-12-01T20:34:24.435706] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMG'.
[2025-12-01T20:34:24.436053] [INFO ] [FORECASTER] Starting predict_future for CMG
[2025-12-01T20:34:24.436818] [DEBUG] [LOCAL     ] No optimal features file found for CMG: ./output/feature-sets/CMG.txt
[2025-12-01T20:34:24.436868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:24.436900] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:24.436925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:24.436980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:24.492354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:24.493100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:24.493181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:24.493211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:24.610892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:24.611057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:24.611096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:24.611124] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:24.614585] [DEBUG] [FORECASTER] CMG: Forecast T+1@11:T+2@11: UP (p=98.16%)
[2025-12-01T20:34:24.614852] [INFO ] [FORECASTER] Completed predict_future for CMG
[2025-12-01T20:34:24.614982] [INFO ] [sig       ] CMG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:24.754421] [INFO ] [LOCAL     ] Saved forecast: CMG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CMG.txt
[2025-12-01T20:34:24.754562] [INFO ] [sig       ] [740/3634] Completed CMG in 0.3s | 2.97 sym/s | Total: 4.1m | ETA: 16.2m
[2025-12-01T20:34:24.754620] [INFO ] [sig       ] [741/3634] Forecasting CMI...
[2025-12-01T20:34:24.754648] [INFO ] [sig       ] Generating forecast for: CMI
[2025-12-01T20:34:24.754676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMI' from 'https://tdm.silogroup.org/data/derivative_storage/CMI.csv'.
[2025-12-01T20:34:24.767260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMI'.
[2025-12-01T20:34:24.767660] [INFO ] [FORECASTER] Starting predict_future for CMI
[2025-12-01T20:34:24.768453] [DEBUG] [LOCAL     ] No optimal features file found for CMI: ./output/feature-sets/CMI.txt
[2025-12-01T20:34:24.768503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:24.768534] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:24.768559] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:24.768644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:24.824839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:24.825724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:24.825816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:24.825848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:24.946549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:24.946711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:24.946757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:24.946790] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:24.950158] [DEBUG] [FORECASTER] CMI: Forecast T+1@11:T+2@11: UP (p=78.41%)
[2025-12-01T20:34:24.950432] [INFO ] [FORECASTER] Completed predict_future for CMI
[2025-12-01T20:34:24.950559] [INFO ] [sig       ] CMI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:25.088585] [INFO ] [LOCAL     ] Saved forecast: CMI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CMI.txt
[2025-12-01T20:34:25.088800] [INFO ] [sig       ] [741/3634] Completed CMI in 0.3s | 2.97 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-01T20:34:25.088870] [INFO ] [sig       ] [742/3634] Forecasting CMMB...
[2025-12-01T20:34:25.088934] [INFO ] [sig       ] Generating forecast for: CMMB
[2025-12-01T20:34:25.088975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMMB' from 'https://tdm.silogroup.org/data/derivative_storage/CMMB.csv'.
[2025-12-01T20:34:25.101035] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CMMB'.
[2025-12-01T20:34:25.101446] [INFO ] [FORECASTER] Starting predict_future for CMMB
[2025-12-01T20:34:25.102369] [DEBUG] [LOCAL     ] No optimal features file found for CMMB: ./output/feature-sets/CMMB.txt
[2025-12-01T20:34:25.102425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:25.102458] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:25.102486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:25.102542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:25.161742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:25.162612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:25.162693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:25.162727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:25.283167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:25.283336] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:25.283391] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:25.283433] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:25.287349] [DEBUG] [FORECASTER] CMMB: Forecast T+1@11:T+2@11: DOWN (p=49.18%)
[2025-12-01T20:34:25.287659] [INFO ] [FORECASTER] Completed predict_future for CMMB
[2025-12-01T20:34:25.287800] [INFO ] [sig       ] CMMB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:25.431094] [INFO ] [LOCAL     ] Saved forecast: CMMB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CMMB.txt
[2025-12-01T20:34:25.431269] [INFO ] [sig       ] [742/3634] Completed CMMB in 0.3s | 2.97 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-01T20:34:25.431314] [INFO ] [sig       ] [743/3634] Forecasting CMP...
[2025-12-01T20:34:25.431349] [INFO ] [sig       ] Generating forecast for: CMP
[2025-12-01T20:34:25.431385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMP' from 'https://tdm.silogroup.org/data/derivative_storage/CMP.csv'.
[2025-12-01T20:34:25.442909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMP'.
[2025-12-01T20:34:25.443204] [INFO ] [FORECASTER] Starting predict_future for CMP
[2025-12-01T20:34:25.443999] [DEBUG] [LOCAL     ] No optimal features file found for CMP: ./output/feature-sets/CMP.txt
[2025-12-01T20:34:25.444055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:25.444086] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:25.444112] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:25.444168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:25.501603] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:25.502494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:25.502599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:25.502635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:25.625296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:25.625447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:25.625486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:25.625515] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:25.628896] [DEBUG] [FORECASTER] CMP: Forecast T+1@11:T+2@11: UP (p=79.69%)
[2025-12-01T20:34:25.629168] [INFO ] [FORECASTER] Completed predict_future for CMP
[2025-12-01T20:34:25.629298] [INFO ] [sig       ] CMP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:25.769107] [INFO ] [LOCAL     ] Saved forecast: CMP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CMP.txt
[2025-12-01T20:34:25.769250] [INFO ] [sig       ] [743/3634] Completed CMP in 0.3s | 2.97 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-01T20:34:25.769289] [INFO ] [sig       ] [744/3634] Forecasting CMPO...
[2025-12-01T20:34:25.769316] [INFO ] [sig       ] Generating forecast for: CMPO
[2025-12-01T20:34:25.769345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPO' from 'https://tdm.silogroup.org/data/derivative_storage/CMPO.csv'.
[2025-12-01T20:34:25.780719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPO'.
[2025-12-01T20:34:25.781003] [INFO ] [FORECASTER] Starting predict_future for CMPO
[2025-12-01T20:34:25.781751] [DEBUG] [LOCAL     ] No optimal features file found for CMPO: ./output/feature-sets/CMPO.txt
[2025-12-01T20:34:25.781801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:25.781831] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:25.781857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:25.781911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:25.838453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:25.839372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:25.839452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:25.839488] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:25.965006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:25.965183] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:25.965222] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:25.965250] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:25.968635] [DEBUG] [FORECASTER] CMPO: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-01T20:34:25.968909] [INFO ] [FORECASTER] Completed predict_future for CMPO
[2025-12-01T20:34:25.969034] [INFO ] [sig       ] CMPO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:26.108968] [INFO ] [LOCAL     ] Saved forecast: CMPO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CMPO.txt
[2025-12-01T20:34:26.109096] [INFO ] [sig       ] [744/3634] Completed CMPO in 0.3s | 2.97 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-01T20:34:26.109134] [INFO ] [sig       ] [745/3634] Forecasting CMPS...
[2025-12-01T20:34:26.109162] [INFO ] [sig       ] Generating forecast for: CMPS
[2025-12-01T20:34:26.109190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPS' from 'https://tdm.silogroup.org/data/derivative_storage/CMPS.csv'.
[2025-12-01T20:34:26.120409] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CMPS'.
[2025-12-01T20:34:26.120702] [INFO ] [FORECASTER] Starting predict_future for CMPS
[2025-12-01T20:34:26.121550] [DEBUG] [LOCAL     ] No optimal features file found for CMPS: ./output/feature-sets/CMPS.txt
[2025-12-01T20:34:26.121624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:26.121657] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:26.121683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:26.121740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:26.178892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:26.179734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:26.179814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:26.179845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:26.302287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:26.302441] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:26.302478] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:26.302523] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:26.305840] [DEBUG] [FORECASTER] CMPS: Forecast T+1@11:T+2@11: DOWN (p=24.52%)
[2025-12-01T20:34:26.306108] [INFO ] [FORECASTER] Completed predict_future for CMPS
[2025-12-01T20:34:26.306237] [INFO ] [sig       ] CMPS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:26.447099] [INFO ] [LOCAL     ] Saved forecast: CMPS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CMPS.txt
[2025-12-01T20:34:26.447271] [INFO ] [sig       ] [745/3634] Completed CMPS in 0.3s | 2.97 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-01T20:34:26.447322] [INFO ] [sig       ] [746/3634] Forecasting CMPX...
[2025-12-01T20:34:26.447354] [INFO ] [sig       ] Generating forecast for: CMPX
[2025-12-01T20:34:26.447389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMPX' from 'https://tdm.silogroup.org/data/derivative_storage/CMPX.csv'.
[2025-12-01T20:34:26.459246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMPX'.
[2025-12-01T20:34:26.459557] [INFO ] [FORECASTER] Starting predict_future for CMPX
[2025-12-01T20:34:26.460321] [DEBUG] [LOCAL     ] No optimal features file found for CMPX: ./output/feature-sets/CMPX.txt
[2025-12-01T20:34:26.460371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:26.460449] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:26.460477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:26.460532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:26.517348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:26.518325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:26.518413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:26.518446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:26.633531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:26.633683] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:26.633722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:26.633749] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:26.636956] [DEBUG] [FORECASTER] CMPX: Forecast T+1@11:T+2@11: UP (p=87.38%)
[2025-12-01T20:34:26.637220] [INFO ] [FORECASTER] Completed predict_future for CMPX
[2025-12-01T20:34:26.637347] [INFO ] [sig       ] CMPX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:26.777738] [INFO ] [LOCAL     ] Saved forecast: CMPX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CMPX.txt
[2025-12-01T20:34:26.777903] [INFO ] [sig       ] [746/3634] Completed CMPX in 0.3s | 2.97 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-01T20:34:26.777944] [INFO ] [sig       ] [747/3634] Forecasting CMRE...
[2025-12-01T20:34:26.777972] [INFO ] [sig       ] Generating forecast for: CMRE
[2025-12-01T20:34:26.778000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMRE' from 'https://tdm.silogroup.org/data/derivative_storage/CMRE.csv'.
[2025-12-01T20:34:26.789162] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CMRE'.
[2025-12-01T20:34:26.789448] [INFO ] [FORECASTER] Starting predict_future for CMRE
[2025-12-01T20:34:26.790196] [DEBUG] [LOCAL     ] No optimal features file found for CMRE: ./output/feature-sets/CMRE.txt
[2025-12-01T20:34:26.790246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:26.790276] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:26.790300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:26.790353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:26.844734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:26.845428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:26.845519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:26.845550] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:26.964137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:26.964283] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:26.964320] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:26.964345] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:26.967656] [DEBUG] [FORECASTER] CMRE: Forecast T+1@11:T+2@11: UP (p=93.42%)
[2025-12-01T20:34:26.967925] [INFO ] [FORECASTER] Completed predict_future for CMRE
[2025-12-01T20:34:26.968050] [INFO ] [sig       ] CMRE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:27.107304] [INFO ] [LOCAL     ] Saved forecast: CMRE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CMRE.txt
[2025-12-01T20:34:27.107447] [INFO ] [sig       ] [747/3634] Completed CMRE in 0.3s | 2.97 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-01T20:34:27.107486] [INFO ] [sig       ] [748/3634] Forecasting CMS...
[2025-12-01T20:34:27.107514] [INFO ] [sig       ] Generating forecast for: CMS
[2025-12-01T20:34:27.107542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMS' from 'https://tdm.silogroup.org/data/derivative_storage/CMS.csv'.
[2025-12-01T20:34:27.118633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMS'.
[2025-12-01T20:34:27.118931] [INFO ] [FORECASTER] Starting predict_future for CMS
[2025-12-01T20:34:27.119697] [DEBUG] [LOCAL     ] No optimal features file found for CMS: ./output/feature-sets/CMS.txt
[2025-12-01T20:34:27.119746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:27.119777] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:27.119803] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:27.119857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:27.174912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:27.175658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:27.175737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:27.175768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:27.302023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:27.302171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:27.302208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:27.302235] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:27.305500] [DEBUG] [FORECASTER] CMS: Forecast T+1@11:T+2@11: UP (p=63.97%)
[2025-12-01T20:34:27.305781] [INFO ] [FORECASTER] Completed predict_future for CMS
[2025-12-01T20:34:27.305906] [INFO ] [sig       ] CMS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:27.450198] [INFO ] [LOCAL     ] Saved forecast: CMS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CMS.txt
[2025-12-01T20:34:27.450357] [INFO ] [sig       ] [748/3634] Completed CMS in 0.3s | 2.97 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-01T20:34:27.450397] [INFO ] [sig       ] [749/3634] Forecasting CMSA...
[2025-12-01T20:34:27.450425] [INFO ] [sig       ] Generating forecast for: CMSA
[2025-12-01T20:34:27.450455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSA' from 'https://tdm.silogroup.org/data/derivative_storage/CMSA.csv'.
[2025-12-01T20:34:27.462046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSA'.
[2025-12-01T20:34:27.462384] [INFO ] [FORECASTER] Starting predict_future for CMSA
[2025-12-01T20:34:27.463189] [DEBUG] [LOCAL     ] No optimal features file found for CMSA: ./output/feature-sets/CMSA.txt
[2025-12-01T20:34:27.463239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:27.463268] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:27.463304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:27.463359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:27.519334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:27.520140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:27.520220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:27.520251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:27.631041] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:27.631190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:27.631228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:27.631290] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:27.634732] [DEBUG] [FORECASTER] CMSA: Forecast T+1@11:T+2@11: DOWN (p=9.00%)
[2025-12-01T20:34:27.635010] [INFO ] [FORECASTER] Completed predict_future for CMSA
[2025-12-01T20:34:27.635138] [INFO ] [sig       ] CMSA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:27.776510] [INFO ] [LOCAL     ] Saved forecast: CMSA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CMSA.txt
[2025-12-01T20:34:27.776691] [INFO ] [sig       ] [749/3634] Completed CMSA in 0.3s | 2.97 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-01T20:34:27.776735] [INFO ] [sig       ] [750/3634] Forecasting CMSC...
[2025-12-01T20:34:27.776765] [INFO ] [sig       ] Generating forecast for: CMSC
[2025-12-01T20:34:27.776794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSC' from 'https://tdm.silogroup.org/data/derivative_storage/CMSC.csv'.
[2025-12-01T20:34:27.788037] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CMSC'.
[2025-12-01T20:34:27.788424] [INFO ] [FORECASTER] Starting predict_future for CMSC
[2025-12-01T20:34:27.789214] [DEBUG] [LOCAL     ] No optimal features file found for CMSC: ./output/feature-sets/CMSC.txt
[2025-12-01T20:34:27.789265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:27.789297] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:27.789324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:27.789381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:27.847309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:27.848209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:27.848293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:27.848356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:27.960796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:27.960965] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:27.961011] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:27.961042] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:27.964400] [DEBUG] [FORECASTER] CMSC: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-12-01T20:34:27.964701] [INFO ] [FORECASTER] Completed predict_future for CMSC
[2025-12-01T20:34:27.964837] [INFO ] [sig       ] CMSC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:28.110952] [INFO ] [LOCAL     ] Saved forecast: CMSC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CMSC.txt
[2025-12-01T20:34:28.111112] [INFO ] [sig       ] [750/3634] Completed CMSC in 0.3s | 2.97 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-01T20:34:28.111152] [INFO ] [sig       ] [751/3634] Forecasting CMSD...
[2025-12-01T20:34:28.111180] [INFO ] [sig       ] Generating forecast for: CMSD
[2025-12-01T20:34:28.111208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMSD' from 'https://tdm.silogroup.org/data/derivative_storage/CMSD.csv'.
[2025-12-01T20:34:28.122259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMSD'.
[2025-12-01T20:34:28.122513] [INFO ] [FORECASTER] Starting predict_future for CMSD
[2025-12-01T20:34:28.123272] [DEBUG] [LOCAL     ] No optimal features file found for CMSD: ./output/feature-sets/CMSD.txt
[2025-12-01T20:34:28.123323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:28.123354] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:28.123380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:28.123435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:28.179120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:28.179983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:28.180067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:28.180099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:28.299215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:28.299364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:28.299401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:28.299429] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:28.302698] [DEBUG] [FORECASTER] CMSD: Forecast T+1@11:T+2@11: DOWN (p=8.81%)
[2025-12-01T20:34:28.302966] [INFO ] [FORECASTER] Completed predict_future for CMSD
[2025-12-01T20:34:28.303090] [INFO ] [sig       ] CMSD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:28.442023] [INFO ] [LOCAL     ] Saved forecast: CMSD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CMSD.txt
[2025-12-01T20:34:28.442142] [INFO ] [sig       ] [751/3634] Completed CMSD in 0.3s | 2.97 sym/s | Total: 4.2m | ETA: 16.2m
[2025-12-01T20:34:28.442179] [INFO ] [sig       ] [752/3634] Forecasting CMTG...
[2025-12-01T20:34:28.442207] [INFO ] [sig       ] Generating forecast for: CMTG
[2025-12-01T20:34:28.442236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTG' from 'https://tdm.silogroup.org/data/derivative_storage/CMTG.csv'.
[2025-12-01T20:34:28.453131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTG'.
[2025-12-01T20:34:28.453408] [INFO ] [FORECASTER] Starting predict_future for CMTG
[2025-12-01T20:34:28.454185] [DEBUG] [LOCAL     ] No optimal features file found for CMTG: ./output/feature-sets/CMTG.txt
[2025-12-01T20:34:28.454234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:28.454264] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:28.454290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:28.454345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:28.510512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:28.511105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:28.511180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:28.511211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:28.623163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:28.623287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:28.623322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:28.623349] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:28.626664] [DEBUG] [FORECASTER] CMTG: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-12-01T20:34:28.626926] [INFO ] [FORECASTER] Completed predict_future for CMTG
[2025-12-01T20:34:28.627050] [INFO ] [sig       ] CMTG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:28.766670] [INFO ] [LOCAL     ] Saved forecast: CMTG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CMTG.txt
[2025-12-01T20:34:28.766825] [INFO ] [sig       ] [752/3634] Completed CMTG in 0.3s | 2.97 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-01T20:34:28.766866] [INFO ] [sig       ] [753/3634] Forecasting CMTL...
[2025-12-01T20:34:28.766895] [INFO ] [sig       ] Generating forecast for: CMTL
[2025-12-01T20:34:28.766929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CMTL' from 'https://tdm.silogroup.org/data/derivative_storage/CMTL.csv'.
[2025-12-01T20:34:28.778728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CMTL'.
[2025-12-01T20:34:28.779075] [INFO ] [FORECASTER] Starting predict_future for CMTL
[2025-12-01T20:34:28.779827] [DEBUG] [LOCAL     ] No optimal features file found for CMTL: ./output/feature-sets/CMTL.txt
[2025-12-01T20:34:28.779876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:28.779907] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:28.779933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:28.779987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:28.836318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:28.837052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:28.837128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:28.837160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:28.958537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:28.958692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:28.958729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:28.958756] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:28.961976] [DEBUG] [FORECASTER] CMTL: Forecast T+1@11:T+2@11: UP (p=93.16%)
[2025-12-01T20:34:28.962239] [INFO ] [FORECASTER] Completed predict_future for CMTL
[2025-12-01T20:34:28.962361] [INFO ] [sig       ] CMTL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:29.100632] [INFO ] [LOCAL     ] Saved forecast: CMTL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CMTL.txt
[2025-12-01T20:34:29.100745] [INFO ] [sig       ] [753/3634] Completed CMTL in 0.3s | 2.97 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-01T20:34:29.100783] [INFO ] [sig       ] [754/3634] Forecasting CNA...
[2025-12-01T20:34:29.100811] [INFO ] [sig       ] Generating forecast for: CNA
[2025-12-01T20:34:29.100839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNA' from 'https://tdm.silogroup.org/data/derivative_storage/CNA.csv'.
[2025-12-01T20:34:29.112467] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CNA'.
[2025-12-01T20:34:29.112818] [INFO ] [FORECASTER] Starting predict_future for CNA
[2025-12-01T20:34:29.113552] [DEBUG] [LOCAL     ] No optimal features file found for CNA: ./output/feature-sets/CNA.txt
[2025-12-01T20:34:29.113629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:29.113661] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:29.113687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:29.113741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:29.170173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:29.171005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:29.171085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:29.171116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:29.290133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:29.290280] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:29.290317] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:29.290345] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:29.293605] [DEBUG] [FORECASTER] CNA: Forecast T+1@11:T+2@11: DOWN (p=36.18%)
[2025-12-01T20:34:29.293864] [INFO ] [FORECASTER] Completed predict_future for CNA
[2025-12-01T20:34:29.293990] [INFO ] [sig       ] CNA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:29.431340] [INFO ] [LOCAL     ] Saved forecast: CNA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CNA.txt
[2025-12-01T20:34:29.431461] [INFO ] [sig       ] [754/3634] Completed CNA in 0.3s | 2.97 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-01T20:34:29.431499] [INFO ] [sig       ] [755/3634] Forecasting CNC...
[2025-12-01T20:34:29.431527] [INFO ] [sig       ] Generating forecast for: CNC
[2025-12-01T20:34:29.431556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNC' from 'https://tdm.silogroup.org/data/derivative_storage/CNC.csv'.
[2025-12-01T20:34:29.443398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNC'.
[2025-12-01T20:34:29.443747] [INFO ] [FORECASTER] Starting predict_future for CNC
[2025-12-01T20:34:29.444516] [DEBUG] [LOCAL     ] No optimal features file found for CNC: ./output/feature-sets/CNC.txt
[2025-12-01T20:34:29.444566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:29.444616] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:29.444641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:29.444696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:29.507859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:29.508808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:29.508898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:29.508936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:29.642232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:29.642382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:29.642421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:29.642448] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:29.645773] [DEBUG] [FORECASTER] CNC: Forecast T+1@11:T+2@11: DOWN (p=20.38%)
[2025-12-01T20:34:29.646061] [INFO ] [FORECASTER] Completed predict_future for CNC
[2025-12-01T20:34:29.646184] [INFO ] [sig       ] CNC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:29.789755] [INFO ] [LOCAL     ] Saved forecast: CNC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CNC.txt
[2025-12-01T20:34:29.789909] [INFO ] [sig       ] [755/3634] Completed CNC in 0.4s | 2.97 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-01T20:34:29.789948] [INFO ] [sig       ] [756/3634] Forecasting CNEY...
[2025-12-01T20:34:29.789976] [INFO ] [sig       ] Generating forecast for: CNEY
[2025-12-01T20:34:29.790004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNEY' from 'https://tdm.silogroup.org/data/derivative_storage/CNEY.csv'.
[2025-12-01T20:34:29.801988] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CNEY'.
[2025-12-01T20:34:29.802336] [INFO ] [FORECASTER] Starting predict_future for CNEY
[2025-12-01T20:34:29.803104] [DEBUG] [LOCAL     ] No optimal features file found for CNEY: ./output/feature-sets/CNEY.txt
[2025-12-01T20:34:29.803154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:29.803185] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:29.803211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:29.803265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:29.858885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:29.859487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:29.859605] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:29.859640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:29.976984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:29.977137] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:29.977175] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:29.977202] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:29.980542] [DEBUG] [FORECASTER] CNEY: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-01T20:34:29.980843] [INFO ] [FORECASTER] Completed predict_future for CNEY
[2025-12-01T20:34:29.980980] [INFO ] [sig       ] CNEY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:30.121512] [INFO ] [LOCAL     ] Saved forecast: CNEY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CNEY.txt
[2025-12-01T20:34:30.121677] [INFO ] [sig       ] [756/3634] Completed CNEY in 0.3s | 2.97 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-01T20:34:30.121719] [INFO ] [sig       ] [757/3634] Forecasting CNF...
[2025-12-01T20:34:30.121777] [INFO ] [sig       ] Generating forecast for: CNF
[2025-12-01T20:34:30.121810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNF' from 'https://tdm.silogroup.org/data/derivative_storage/CNF.csv'.
[2025-12-01T20:34:30.132845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNF'.
[2025-12-01T20:34:30.133189] [INFO ] [FORECASTER] Starting predict_future for CNF
[2025-12-01T20:34:30.133956] [DEBUG] [LOCAL     ] No optimal features file found for CNF: ./output/feature-sets/CNF.txt
[2025-12-01T20:34:30.134007] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:30.134038] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:30.134065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:30.134122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:30.189979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:30.190839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:30.190919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:30.190951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:30.296950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:30.297089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:30.297125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:30.297152] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:30.300374] [DEBUG] [FORECASTER] CNF: Forecast T+1@11:T+2@11: UP (p=60.33%)
[2025-12-01T20:34:30.300653] [INFO ] [FORECASTER] Completed predict_future for CNF
[2025-12-01T20:34:30.300778] [INFO ] [sig       ] CNF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:30.439019] [INFO ] [LOCAL     ] Saved forecast: CNF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CNF.txt
[2025-12-01T20:34:30.439171] [INFO ] [sig       ] [757/3634] Completed CNF in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-01T20:34:30.439209] [INFO ] [sig       ] [758/3634] Forecasting CNI...
[2025-12-01T20:34:30.439240] [INFO ] [sig       ] Generating forecast for: CNI
[2025-12-01T20:34:30.439269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNI' from 'https://tdm.silogroup.org/data/derivative_storage/CNI.csv'.
[2025-12-01T20:34:30.450657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNI'.
[2025-12-01T20:34:30.450992] [INFO ] [FORECASTER] Starting predict_future for CNI
[2025-12-01T20:34:30.451745] [DEBUG] [LOCAL     ] No optimal features file found for CNI: ./output/feature-sets/CNI.txt
[2025-12-01T20:34:30.451794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:30.451824] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:30.451849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:30.451903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:30.507614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:30.508487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:30.508588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:30.508622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:30.626421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:30.626592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:30.626632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:30.626658] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:30.629925] [DEBUG] [FORECASTER] CNI: Forecast T+1@11:T+2@11: DOWN (p=8.29%)
[2025-12-01T20:34:30.630183] [INFO ] [FORECASTER] Completed predict_future for CNI
[2025-12-01T20:34:30.630308] [INFO ] [sig       ] CNI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:30.771119] [INFO ] [LOCAL     ] Saved forecast: CNI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CNI.txt
[2025-12-01T20:34:30.771237] [INFO ] [sig       ] [758/3634] Completed CNI in 0.3s | 2.98 sym/s | Total: 4.2m | ETA: 16.1m
[2025-12-01T20:34:30.771274] [INFO ] [sig       ] [759/3634] Forecasting CNK...
[2025-12-01T20:34:30.771304] [INFO ] [sig       ] Generating forecast for: CNK
[2025-12-01T20:34:30.771334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNK' from 'https://tdm.silogroup.org/data/derivative_storage/CNK.csv'.
[2025-12-01T20:34:30.782368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNK'.
[2025-12-01T20:34:30.782642] [INFO ] [FORECASTER] Starting predict_future for CNK
[2025-12-01T20:34:30.783360] [DEBUG] [LOCAL     ] No optimal features file found for CNK: ./output/feature-sets/CNK.txt
[2025-12-01T20:34:30.783410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:30.783441] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:30.783467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:30.783523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:30.838764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:30.839417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:30.839493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:30.839525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:30.960258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:30.960409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:30.960447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:30.960476] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:30.963768] [DEBUG] [FORECASTER] CNK: Forecast T+1@11:T+2@11: UP (p=61.32%)
[2025-12-01T20:34:30.964034] [INFO ] [FORECASTER] Completed predict_future for CNK
[2025-12-01T20:34:30.964163] [INFO ] [sig       ] CNK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:31.105132] [INFO ] [LOCAL     ] Saved forecast: CNK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CNK.txt
[2025-12-01T20:34:31.105288] [INFO ] [sig       ] [759/3634] Completed CNK in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-01T20:34:31.105331] [INFO ] [sig       ] [760/3634] Forecasting CNM...
[2025-12-01T20:34:31.105375] [INFO ] [sig       ] Generating forecast for: CNM
[2025-12-01T20:34:31.105421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNM' from 'https://tdm.silogroup.org/data/derivative_storage/CNM.csv'.
[2025-12-01T20:34:31.116333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNM'.
[2025-12-01T20:34:31.116626] [INFO ] [FORECASTER] Starting predict_future for CNM
[2025-12-01T20:34:31.117367] [DEBUG] [LOCAL     ] No optimal features file found for CNM: ./output/feature-sets/CNM.txt
[2025-12-01T20:34:31.117418] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:31.117450] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:31.117476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:31.117532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:31.175960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:31.176828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:31.176912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:31.176945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:31.302891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:31.303024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:31.303060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:31.303087] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:31.306335] [DEBUG] [FORECASTER] CNM: Forecast T+1@11:T+2@11: UP (p=63.63%)
[2025-12-01T20:34:31.306616] [INFO ] [FORECASTER] Completed predict_future for CNM
[2025-12-01T20:34:31.306746] [INFO ] [sig       ] CNM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:31.448356] [INFO ] [LOCAL     ] Saved forecast: CNM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CNM.txt
[2025-12-01T20:34:31.448497] [INFO ] [sig       ] [760/3634] Completed CNM in 0.3s | 2.97 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-01T20:34:31.448535] [INFO ] [sig       ] [761/3634] Forecasting CNMD...
[2025-12-01T20:34:31.448563] [INFO ] [sig       ] Generating forecast for: CNMD
[2025-12-01T20:34:31.448611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNMD' from 'https://tdm.silogroup.org/data/derivative_storage/CNMD.csv'.
[2025-12-01T20:34:31.462343] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CNMD'.
[2025-12-01T20:34:31.462721] [INFO ] [FORECASTER] Starting predict_future for CNMD
[2025-12-01T20:34:31.463483] [DEBUG] [LOCAL     ] No optimal features file found for CNMD: ./output/feature-sets/CNMD.txt
[2025-12-01T20:34:31.463533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:31.463564] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:31.463610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:31.463665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:31.522073] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:31.522943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:31.523025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:31.523058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:31.645331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:31.645480] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:31.645516] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:31.645543] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:31.648897] [DEBUG] [FORECASTER] CNMD: Forecast T+1@11:T+2@11: UP (p=89.78%)
[2025-12-01T20:34:31.649190] [INFO ] [FORECASTER] Completed predict_future for CNMD
[2025-12-01T20:34:31.649315] [INFO ] [sig       ] CNMD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:31.788832] [INFO ] [LOCAL     ] Saved forecast: CNMD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CNMD.txt
[2025-12-01T20:34:31.788998] [INFO ] [sig       ] [761/3634] Completed CNMD in 0.3s | 2.97 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-01T20:34:31.789037] [INFO ] [sig       ] [762/3634] Forecasting CNNE...
[2025-12-01T20:34:31.789067] [INFO ] [sig       ] Generating forecast for: CNNE
[2025-12-01T20:34:31.789096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNNE' from 'https://tdm.silogroup.org/data/derivative_storage/CNNE.csv'.
[2025-12-01T20:34:31.801345] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CNNE'.
[2025-12-01T20:34:31.801693] [INFO ] [FORECASTER] Starting predict_future for CNNE
[2025-12-01T20:34:31.802664] [DEBUG] [LOCAL     ] No optimal features file found for CNNE: ./output/feature-sets/CNNE.txt
[2025-12-01T20:34:31.802725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:31.802756] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:31.802781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:31.802834] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:31.860297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:31.860960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:31.861036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:31.861067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:31.981661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:31.981808] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:31.981845] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:31.981873] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:31.985199] [DEBUG] [FORECASTER] CNNE: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2025-12-01T20:34:31.985464] [INFO ] [FORECASTER] Completed predict_future for CNNE
[2025-12-01T20:34:31.985603] [INFO ] [sig       ] CNNE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:32.124153] [INFO ] [LOCAL     ] Saved forecast: CNNE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CNNE.txt
[2025-12-01T20:34:32.124284] [INFO ] [sig       ] [762/3634] Completed CNNE in 0.3s | 2.97 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-01T20:34:32.124320] [INFO ] [sig       ] [763/3634] Forecasting CNO...
[2025-12-01T20:34:32.124349] [INFO ] [sig       ] Generating forecast for: CNO
[2025-12-01T20:34:32.124377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNO' from 'https://tdm.silogroup.org/data/derivative_storage/CNO.csv'.
[2025-12-01T20:34:32.135265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNO'.
[2025-12-01T20:34:32.135555] [INFO ] [FORECASTER] Starting predict_future for CNO
[2025-12-01T20:34:32.136319] [DEBUG] [LOCAL     ] No optimal features file found for CNO: ./output/feature-sets/CNO.txt
[2025-12-01T20:34:32.136368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:32.136424] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:32.136452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:32.136506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:32.193062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:32.193671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:32.193745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:32.193775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:32.312925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:32.313071] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:32.313108] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:32.313135] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:32.316393] [DEBUG] [FORECASTER] CNO: Forecast T+1@11:T+2@11: UP (p=50.89%)
[2025-12-01T20:34:32.316677] [INFO ] [FORECASTER] Completed predict_future for CNO
[2025-12-01T20:34:32.316804] [INFO ] [sig       ] CNO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:32.456005] [INFO ] [LOCAL     ] Saved forecast: CNO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CNO.txt
[2025-12-01T20:34:32.456158] [INFO ] [sig       ] [763/3634] Completed CNO in 0.3s | 2.97 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-01T20:34:32.456198] [INFO ] [sig       ] [764/3634] Forecasting CNOB...
[2025-12-01T20:34:32.456228] [INFO ] [sig       ] Generating forecast for: CNOB
[2025-12-01T20:34:32.456257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNOB' from 'https://tdm.silogroup.org/data/derivative_storage/CNOB.csv'.
[2025-12-01T20:34:32.467258] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CNOB'.
[2025-12-01T20:34:32.467517] [INFO ] [FORECASTER] Starting predict_future for CNOB
[2025-12-01T20:34:32.468259] [DEBUG] [LOCAL     ] No optimal features file found for CNOB: ./output/feature-sets/CNOB.txt
[2025-12-01T20:34:32.468326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:32.468357] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:32.468386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:32.468441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:32.526589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:32.527368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:32.527446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:32.527476] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:32.642545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:32.642709] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:32.642746] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:32.642773] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:32.646025] [DEBUG] [FORECASTER] CNOB: Forecast T+1@11:T+2@11: UP (p=85.57%)
[2025-12-01T20:34:32.646290] [INFO ] [FORECASTER] Completed predict_future for CNOB
[2025-12-01T20:34:32.646414] [INFO ] [sig       ] CNOB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:32.784521] [INFO ] [LOCAL     ] Saved forecast: CNOB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CNOB.txt
[2025-12-01T20:34:32.784656] [INFO ] [sig       ] [764/3634] Completed CNOB in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-01T20:34:32.784694] [INFO ] [sig       ] [765/3634] Forecasting CNP...
[2025-12-01T20:34:32.784723] [INFO ] [sig       ] Generating forecast for: CNP
[2025-12-01T20:34:32.784751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNP' from 'https://tdm.silogroup.org/data/derivative_storage/CNP.csv'.
[2025-12-01T20:34:32.796866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNP'.
[2025-12-01T20:34:32.797242] [INFO ] [FORECASTER] Starting predict_future for CNP
[2025-12-01T20:34:32.798090] [DEBUG] [LOCAL     ] No optimal features file found for CNP: ./output/feature-sets/CNP.txt
[2025-12-01T20:34:32.798142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:32.798176] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:32.798202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:32.798258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:32.854917] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:32.855820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:32.855906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:32.855939] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:32.977114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:32.977275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:32.977312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:32.977338] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:32.980796] [DEBUG] [FORECASTER] CNP: Forecast T+1@11:T+2@11: DOWN (p=24.25%)
[2025-12-01T20:34:32.981071] [INFO ] [FORECASTER] Completed predict_future for CNP
[2025-12-01T20:34:32.981202] [INFO ] [sig       ] CNP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:33.120791] [INFO ] [LOCAL     ] Saved forecast: CNP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CNP.txt
[2025-12-01T20:34:33.120940] [INFO ] [sig       ] [765/3634] Completed CNP in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-01T20:34:33.120984] [INFO ] [sig       ] [766/3634] Forecasting CNQ...
[2025-12-01T20:34:33.121014] [INFO ] [sig       ] Generating forecast for: CNQ
[2025-12-01T20:34:33.121044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNQ' from 'https://tdm.silogroup.org/data/derivative_storage/CNQ.csv'.
[2025-12-01T20:34:33.132047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNQ'.
[2025-12-01T20:34:33.132345] [INFO ] [FORECASTER] Starting predict_future for CNQ
[2025-12-01T20:34:33.133098] [DEBUG] [LOCAL     ] No optimal features file found for CNQ: ./output/feature-sets/CNQ.txt
[2025-12-01T20:34:33.133147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:33.133177] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:33.133203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:33.133257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:33.188877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:33.189759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:33.189845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:33.189879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:33.311394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:33.311535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:33.311586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:33.311645] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:33.314938] [DEBUG] [FORECASTER] CNQ: Forecast T+1@11:T+2@11: UP (p=84.31%)
[2025-12-01T20:34:33.315203] [INFO ] [FORECASTER] Completed predict_future for CNQ
[2025-12-01T20:34:33.315331] [INFO ] [sig       ] CNQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:33.452810] [INFO ] [LOCAL     ] Saved forecast: CNQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CNQ.txt
[2025-12-01T20:34:33.452944] [INFO ] [sig       ] [766/3634] Completed CNQ in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-01T20:34:33.452984] [INFO ] [sig       ] [767/3634] Forecasting CNS...
[2025-12-01T20:34:33.453014] [INFO ] [sig       ] Generating forecast for: CNS
[2025-12-01T20:34:33.453043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNS' from 'https://tdm.silogroup.org/data/derivative_storage/CNS.csv'.
[2025-12-01T20:34:33.463979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNS'.
[2025-12-01T20:34:33.464295] [INFO ] [FORECASTER] Starting predict_future for CNS
[2025-12-01T20:34:33.465082] [DEBUG] [LOCAL     ] No optimal features file found for CNS: ./output/feature-sets/CNS.txt
[2025-12-01T20:34:33.465132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:33.465164] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:33.465189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:33.465243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:33.522378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:33.523083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:33.523162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:33.523197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:33.640443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:33.640607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:33.640645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:33.640672] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:33.643974] [DEBUG] [FORECASTER] CNS: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-12-01T20:34:33.644238] [INFO ] [FORECASTER] Completed predict_future for CNS
[2025-12-01T20:34:33.644384] [INFO ] [sig       ] CNS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:33.782940] [INFO ] [LOCAL     ] Saved forecast: CNS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CNS.txt
[2025-12-01T20:34:33.783075] [INFO ] [sig       ] [767/3634] Completed CNS in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-01T20:34:33.783114] [INFO ] [sig       ] [768/3634] Forecasting CNSP...
[2025-12-01T20:34:33.783142] [INFO ] [sig       ] Generating forecast for: CNSP
[2025-12-01T20:34:33.783171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNSP' from 'https://tdm.silogroup.org/data/derivative_storage/CNSP.csv'.
[2025-12-01T20:34:33.793960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNSP'.
[2025-12-01T20:34:33.794289] [INFO ] [FORECASTER] Starting predict_future for CNSP
[2025-12-01T20:34:33.795050] [DEBUG] [LOCAL     ] No optimal features file found for CNSP: ./output/feature-sets/CNSP.txt
[2025-12-01T20:34:33.795099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:33.795130] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:33.795155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:33.795211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:33.850895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:33.851564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:33.851659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:33.851691] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:33.972607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:33.972756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:33.972794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:33.972823] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:33.976173] [DEBUG] [FORECASTER] CNSP: Forecast T+1@11:T+2@11: UP (p=65.66%)
[2025-12-01T20:34:33.976452] [INFO ] [FORECASTER] Completed predict_future for CNSP
[2025-12-01T20:34:33.976598] [INFO ] [sig       ] CNSP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:34.115307] [INFO ] [LOCAL     ] Saved forecast: CNSP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CNSP.txt
[2025-12-01T20:34:34.115444] [INFO ] [sig       ] [768/3634] Completed CNSP in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 16.1m
[2025-12-01T20:34:34.115488] [INFO ] [sig       ] [769/3634] Forecasting CNTA...
[2025-12-01T20:34:34.115520] [INFO ] [sig       ] Generating forecast for: CNTA
[2025-12-01T20:34:34.115552] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTA' from 'https://tdm.silogroup.org/data/derivative_storage/CNTA.csv'.
[2025-12-01T20:34:34.127077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNTA'.
[2025-12-01T20:34:34.127391] [INFO ] [FORECASTER] Starting predict_future for CNTA
[2025-12-01T20:34:34.128174] [DEBUG] [LOCAL     ] No optimal features file found for CNTA: ./output/feature-sets/CNTA.txt
[2025-12-01T20:34:34.128226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:34.128257] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:34.128284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:34.128363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:34.184075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:34.184793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:34.184873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:34.184906] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:34.300220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:34.300363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:34.300401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:34.300444] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:34.303718] [DEBUG] [FORECASTER] CNTA: Forecast T+1@11:T+2@11: DOWN (p=3.96%)
[2025-12-01T20:34:34.303983] [INFO ] [FORECASTER] Completed predict_future for CNTA
[2025-12-01T20:34:34.304113] [INFO ] [sig       ] CNTA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:34.442066] [INFO ] [LOCAL     ] Saved forecast: CNTA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CNTA.txt
[2025-12-01T20:34:34.442197] [INFO ] [sig       ] [769/3634] Completed CNTA in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-01T20:34:34.442234] [INFO ] [sig       ] [770/3634] Forecasting CNTY...
[2025-12-01T20:34:34.442262] [INFO ] [sig       ] Generating forecast for: CNTY
[2025-12-01T20:34:34.442291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNTY' from 'https://tdm.silogroup.org/data/derivative_storage/CNTY.csv'.
[2025-12-01T20:34:34.453790] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CNTY'.
[2025-12-01T20:34:34.454134] [INFO ] [FORECASTER] Starting predict_future for CNTY
[2025-12-01T20:34:34.454918] [DEBUG] [LOCAL     ] No optimal features file found for CNTY: ./output/feature-sets/CNTY.txt
[2025-12-01T20:34:34.454969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:34.455001] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:34.455029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:34.455085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:34.511833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:34.512515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:34.512612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:34.512646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:34.631079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:34.631221] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:34.631259] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:34.631286] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:34.634564] [DEBUG] [FORECASTER] CNTY: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-01T20:34:34.634851] [INFO ] [FORECASTER] Completed predict_future for CNTY
[2025-12-01T20:34:34.634978] [INFO ] [sig       ] CNTY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:34.776522] [INFO ] [LOCAL     ] Saved forecast: CNTY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CNTY.txt
[2025-12-01T20:34:34.776716] [INFO ] [sig       ] [770/3634] Completed CNTY in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-01T20:34:34.776764] [INFO ] [sig       ] [771/3634] Forecasting CNVS...
[2025-12-01T20:34:34.776865] [INFO ] [sig       ] Generating forecast for: CNVS
[2025-12-01T20:34:34.776906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNVS' from 'https://tdm.silogroup.org/data/derivative_storage/CNVS.csv'.
[2025-12-01T20:34:34.788918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNVS'.
[2025-12-01T20:34:34.789319] [INFO ] [FORECASTER] Starting predict_future for CNVS
[2025-12-01T20:34:34.790126] [DEBUG] [LOCAL     ] No optimal features file found for CNVS: ./output/feature-sets/CNVS.txt
[2025-12-01T20:34:34.790176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:34.790206] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:34.790231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:34.790285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:34.847655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:34.848516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:34.848638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:34.848670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:34.969837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:34.969992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:34.970036] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:34.970064] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:34.973466] [DEBUG] [FORECASTER] CNVS: Forecast T+1@11:T+2@11: UP (p=88.66%)
[2025-12-01T20:34:34.973775] [INFO ] [FORECASTER] Completed predict_future for CNVS
[2025-12-01T20:34:34.973912] [INFO ] [sig       ] CNVS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:35.111733] [INFO ] [LOCAL     ] Saved forecast: CNVS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CNVS.txt
[2025-12-01T20:34:35.111859] [INFO ] [sig       ] [771/3634] Completed CNVS in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-01T20:34:35.111897] [INFO ] [sig       ] [772/3634] Forecasting CNX...
[2025-12-01T20:34:35.111926] [INFO ] [sig       ] Generating forecast for: CNX
[2025-12-01T20:34:35.111955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNX' from 'https://tdm.silogroup.org/data/derivative_storage/CNX.csv'.
[2025-12-01T20:34:35.123277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNX'.
[2025-12-01T20:34:35.123555] [INFO ] [FORECASTER] Starting predict_future for CNX
[2025-12-01T20:34:35.124314] [DEBUG] [LOCAL     ] No optimal features file found for CNX: ./output/feature-sets/CNX.txt
[2025-12-01T20:34:35.124363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:35.124393] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:35.124419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:35.124473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:35.183735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:35.184594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:35.184677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:35.184710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:35.305275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:35.305416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:35.305452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:35.305479] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:35.308777] [DEBUG] [FORECASTER] CNX: Forecast T+1@11:T+2@11: DOWN (p=5.99%)
[2025-12-01T20:34:35.309059] [INFO ] [FORECASTER] Completed predict_future for CNX
[2025-12-01T20:34:35.309205] [INFO ] [sig       ] CNX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:35.447047] [INFO ] [LOCAL     ] Saved forecast: CNX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CNX.txt
[2025-12-01T20:34:35.447175] [INFO ] [sig       ] [772/3634] Completed CNX in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-01T20:34:35.447213] [INFO ] [sig       ] [773/3634] Forecasting CNXC...
[2025-12-01T20:34:35.447242] [INFO ] [sig       ] Generating forecast for: CNXC
[2025-12-01T20:34:35.447270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXC' from 'https://tdm.silogroup.org/data/derivative_storage/CNXC.csv'.
[2025-12-01T20:34:35.458195] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CNXC'.
[2025-12-01T20:34:35.458484] [INFO ] [FORECASTER] Starting predict_future for CNXC
[2025-12-01T20:34:35.459282] [DEBUG] [LOCAL     ] No optimal features file found for CNXC: ./output/feature-sets/CNXC.txt
[2025-12-01T20:34:35.459333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:35.459373] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:35.459401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:35.459456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:35.514851] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:35.515513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:35.515635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:35.515668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:35.634061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:35.634210] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:35.634247] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:35.634274] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:35.637549] [DEBUG] [FORECASTER] CNXC: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2025-12-01T20:34:35.637836] [INFO ] [FORECASTER] Completed predict_future for CNXC
[2025-12-01T20:34:35.637961] [INFO ] [sig       ] CNXC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:35.774605] [INFO ] [LOCAL     ] Saved forecast: CNXC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CNXC.txt
[2025-12-01T20:34:35.774760] [INFO ] [sig       ] [773/3634] Completed CNXC in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-01T20:34:35.774800] [INFO ] [sig       ] [774/3634] Forecasting CNXN...
[2025-12-01T20:34:35.774860] [INFO ] [sig       ] Generating forecast for: CNXN
[2025-12-01T20:34:35.774892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CNXN' from 'https://tdm.silogroup.org/data/derivative_storage/CNXN.csv'.
[2025-12-01T20:34:35.786184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CNXN'.
[2025-12-01T20:34:35.786563] [INFO ] [FORECASTER] Starting predict_future for CNXN
[2025-12-01T20:34:35.787359] [DEBUG] [LOCAL     ] No optimal features file found for CNXN: ./output/feature-sets/CNXN.txt
[2025-12-01T20:34:35.787410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:35.787440] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:35.787466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:35.787521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:35.842934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:35.843756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:35.843835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:35.843867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:35.963330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:35.963481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:35.963521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:35.963551] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:35.967018] [DEBUG] [FORECASTER] CNXN: Forecast T+1@11:T+2@11: UP (p=74.81%)
[2025-12-01T20:34:35.967347] [INFO ] [FORECASTER] Completed predict_future for CNXN
[2025-12-01T20:34:35.967491] [INFO ] [sig       ] CNXN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:36.106711] [INFO ] [LOCAL     ] Saved forecast: CNXN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CNXN.txt
[2025-12-01T20:34:36.106862] [INFO ] [sig       ] [774/3634] Completed CNXN in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-01T20:34:36.106900] [INFO ] [sig       ] [775/3634] Forecasting COCO...
[2025-12-01T20:34:36.106928] [INFO ] [sig       ] Generating forecast for: COCO
[2025-12-01T20:34:36.106955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COCO' from 'https://tdm.silogroup.org/data/derivative_storage/COCO.csv'.
[2025-12-01T20:34:36.119188] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COCO'.
[2025-12-01T20:34:36.119504] [INFO ] [FORECASTER] Starting predict_future for COCO
[2025-12-01T20:34:36.120286] [DEBUG] [LOCAL     ] No optimal features file found for COCO: ./output/feature-sets/COCO.txt
[2025-12-01T20:34:36.120338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:36.120370] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:36.120398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:36.120455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:36.180186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:36.181000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:36.181082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:36.181117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:36.304213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:36.304353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:36.304389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:36.304416] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:36.307690] [DEBUG] [FORECASTER] COCO: Forecast T+1@11:T+2@11: DOWN (p=45.43%)
[2025-12-01T20:34:36.307959] [INFO ] [FORECASTER] Completed predict_future for COCO
[2025-12-01T20:34:36.308082] [INFO ] [sig       ] COCO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:36.445335] [INFO ] [LOCAL     ] Saved forecast: COCO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/COCO.txt
[2025-12-01T20:34:36.445466] [INFO ] [sig       ] [775/3634] Completed COCO in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-01T20:34:36.445504] [INFO ] [sig       ] [776/3634] Forecasting CODA...
[2025-12-01T20:34:36.445531] [INFO ] [sig       ] Generating forecast for: CODA
[2025-12-01T20:34:36.445561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODA' from 'https://tdm.silogroup.org/data/derivative_storage/CODA.csv'.
[2025-12-01T20:34:36.458106] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CODA'.
[2025-12-01T20:34:36.458477] [INFO ] [FORECASTER] Starting predict_future for CODA
[2025-12-01T20:34:36.459265] [DEBUG] [LOCAL     ] No optimal features file found for CODA: ./output/feature-sets/CODA.txt
[2025-12-01T20:34:36.459319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:36.459352] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:36.459381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:36.459442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:36.517505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:36.518299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:36.518409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:36.518447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:36.629857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:36.630007] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:36.630047] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:36.630077] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:36.633488] [DEBUG] [FORECASTER] CODA: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-12-01T20:34:36.633795] [INFO ] [FORECASTER] Completed predict_future for CODA
[2025-12-01T20:34:36.633926] [INFO ] [sig       ] CODA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:36.770700] [INFO ] [LOCAL     ] Saved forecast: CODA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CODA.txt
[2025-12-01T20:34:36.770891] [INFO ] [sig       ] [776/3634] Completed CODA in 0.3s | 2.98 sym/s | Total: 4.3m | ETA: 16.0m
[2025-12-01T20:34:36.770930] [INFO ] [sig       ] [777/3634] Forecasting CODI...
[2025-12-01T20:34:36.770966] [INFO ] [sig       ] Generating forecast for: CODI
[2025-12-01T20:34:36.771025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CODI' from 'https://tdm.silogroup.org/data/derivative_storage/CODI.csv'.
[2025-12-01T20:34:36.783151] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CODI'.
[2025-12-01T20:34:36.783472] [INFO ] [FORECASTER] Starting predict_future for CODI
[2025-12-01T20:34:36.784262] [DEBUG] [LOCAL     ] No optimal features file found for CODI: ./output/feature-sets/CODI.txt
[2025-12-01T20:34:36.784316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:36.784349] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:36.784376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:36.784434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:36.840636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:36.841473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:36.841557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:36.841610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:36.959860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:36.960012] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:36.960051] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:36.960081] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:36.963483] [DEBUG] [FORECASTER] CODI: Forecast T+1@11:T+2@11: UP (p=66.88%)
[2025-12-01T20:34:36.963772] [INFO ] [FORECASTER] Completed predict_future for CODI
[2025-12-01T20:34:36.963915] [INFO ] [sig       ] CODI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:37.102827] [INFO ] [LOCAL     ] Saved forecast: CODI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CODI.txt
[2025-12-01T20:34:37.102980] [INFO ] [sig       ] [777/3634] Completed CODI in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-01T20:34:37.103018] [INFO ] [sig       ] [778/3634] Forecasting COEP...
[2025-12-01T20:34:37.103046] [INFO ] [sig       ] Generating forecast for: COEP
[2025-12-01T20:34:37.103076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COEP' from 'https://tdm.silogroup.org/data/derivative_storage/COEP.csv'.
[2025-12-01T20:34:37.114514] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COEP'.
[2025-12-01T20:34:37.114870] [INFO ] [FORECASTER] Starting predict_future for COEP
[2025-12-01T20:34:37.115626] [DEBUG] [LOCAL     ] No optimal features file found for COEP: ./output/feature-sets/COEP.txt
[2025-12-01T20:34:37.115675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:37.115704] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:37.115730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:37.115785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:37.171590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:37.172429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:37.172508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:37.172540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:37.297255] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:37.297406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:37.297443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:37.297470] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:37.300751] [DEBUG] [FORECASTER] COEP: Forecast T+1@11:T+2@11: UP (p=68.98%)
[2025-12-01T20:34:37.301015] [INFO ] [FORECASTER] Completed predict_future for COEP
[2025-12-01T20:34:37.301142] [INFO ] [sig       ] COEP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:37.438161] [INFO ] [LOCAL     ] Saved forecast: COEP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/COEP.txt
[2025-12-01T20:34:37.438295] [INFO ] [sig       ] [778/3634] Completed COEP in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-01T20:34:37.438358] [INFO ] [sig       ] [779/3634] Forecasting COF...
[2025-12-01T20:34:37.438389] [INFO ] [sig       ] Generating forecast for: COF
[2025-12-01T20:34:37.438419] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COF' from 'https://tdm.silogroup.org/data/derivative_storage/COF.csv'.
[2025-12-01T20:34:37.449560] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'COF'.
[2025-12-01T20:34:37.449906] [INFO ] [FORECASTER] Starting predict_future for COF
[2025-12-01T20:34:37.450686] [DEBUG] [LOCAL     ] No optimal features file found for COF: ./output/feature-sets/COF.txt
[2025-12-01T20:34:37.450739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:37.450773] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:37.450801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:37.450863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:37.508496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:37.509187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:37.509268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:37.509301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:37.634805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:37.634962] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:37.635004] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:37.635035] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:37.638491] [DEBUG] [FORECASTER] COF: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-12-01T20:34:37.638850] [INFO ] [FORECASTER] Completed predict_future for COF
[2025-12-01T20:34:37.638999] [INFO ] [sig       ] COF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:37.783457] [INFO ] [LOCAL     ] Saved forecast: COF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/COF.txt
[2025-12-01T20:34:37.783639] [INFO ] [sig       ] [779/3634] Completed COF in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-01T20:34:37.783685] [INFO ] [sig       ] [780/3634] Forecasting COFS...
[2025-12-01T20:34:37.783743] [INFO ] [sig       ] Generating forecast for: COFS
[2025-12-01T20:34:37.783779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COFS' from 'https://tdm.silogroup.org/data/derivative_storage/COFS.csv'.
[2025-12-01T20:34:37.794410] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'COFS'.
[2025-12-01T20:34:37.794735] [INFO ] [FORECASTER] Starting predict_future for COFS
[2025-12-01T20:34:37.795543] [DEBUG] [LOCAL     ] No optimal features file found for COFS: ./output/feature-sets/COFS.txt
[2025-12-01T20:34:37.795621] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:37.795690] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:37.795719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:37.795778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:37.852372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:37.853216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:37.853300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:37.853335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:37.965113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:37.965258] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:37.965298] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:37.965347] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:37.968899] [DEBUG] [FORECASTER] COFS: Forecast T+1@11:T+2@11: UP (p=96.00%)
[2025-12-01T20:34:37.969232] [INFO ] [FORECASTER] Completed predict_future for COFS
[2025-12-01T20:34:37.969375] [INFO ] [sig       ] COFS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:38.110064] [INFO ] [LOCAL     ] Saved forecast: COFS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/COFS.txt
[2025-12-01T20:34:38.110198] [INFO ] [sig       ] [780/3634] Completed COFS in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-01T20:34:38.110236] [INFO ] [sig       ] [781/3634] Forecasting COIN...
[2025-12-01T20:34:38.110266] [INFO ] [sig       ] Generating forecast for: COIN
[2025-12-01T20:34:38.110293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COIN' from 'https://tdm.silogroup.org/data/derivative_storage/COIN.csv'.
[2025-12-01T20:34:38.121269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COIN'.
[2025-12-01T20:34:38.121558] [INFO ] [FORECASTER] Starting predict_future for COIN
[2025-12-01T20:34:38.122349] [DEBUG] [LOCAL     ] No optimal features file found for COIN: ./output/feature-sets/COIN.txt
[2025-12-01T20:34:38.122401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:38.122433] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:38.122461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:38.122518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:38.178044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:38.178789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:38.178869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:38.178900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:38.301353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:38.301502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:38.301544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:38.301590] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:38.304955] [DEBUG] [FORECASTER] COIN: Forecast T+1@11:T+2@11: UP (p=50.71%)
[2025-12-01T20:34:38.305224] [INFO ] [FORECASTER] Completed predict_future for COIN
[2025-12-01T20:34:38.305365] [INFO ] [sig       ] COIN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:38.443066] [INFO ] [LOCAL     ] Saved forecast: COIN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/COIN.txt
[2025-12-01T20:34:38.443205] [INFO ] [sig       ] [781/3634] Completed COIN in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-01T20:34:38.443243] [INFO ] [sig       ] [782/3634] Forecasting COKE...
[2025-12-01T20:34:38.443270] [INFO ] [sig       ] Generating forecast for: COKE
[2025-12-01T20:34:38.443298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COKE' from 'https://tdm.silogroup.org/data/derivative_storage/COKE.csv'.
[2025-12-01T20:34:38.455428] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'COKE'.
[2025-12-01T20:34:38.455733] [INFO ] [FORECASTER] Starting predict_future for COKE
[2025-12-01T20:34:38.456463] [DEBUG] [LOCAL     ] No optimal features file found for COKE: ./output/feature-sets/COKE.txt
[2025-12-01T20:34:38.456513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:38.456545] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:38.456589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:38.456655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:38.511836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:38.512495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:38.512595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:38.512629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:38.628426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:38.628601] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:38.628640] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:38.628667] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:38.631951] [DEBUG] [FORECASTER] COKE: Forecast T+1@11:T+2@11: DOWN (p=23.17%)
[2025-12-01T20:34:38.632220] [INFO ] [FORECASTER] Completed predict_future for COKE
[2025-12-01T20:34:38.632342] [INFO ] [sig       ] COKE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:38.769380] [INFO ] [LOCAL     ] Saved forecast: COKE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/COKE.txt
[2025-12-01T20:34:38.769534] [INFO ] [sig       ] [782/3634] Completed COKE in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-01T20:34:38.769591] [INFO ] [sig       ] [783/3634] Forecasting COLB...
[2025-12-01T20:34:38.769622] [INFO ] [sig       ] Generating forecast for: COLB
[2025-12-01T20:34:38.769651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLB' from 'https://tdm.silogroup.org/data/derivative_storage/COLB.csv'.
[2025-12-01T20:34:38.782715] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'COLB'.
[2025-12-01T20:34:38.783111] [INFO ] [FORECASTER] Starting predict_future for COLB
[2025-12-01T20:34:38.784082] [DEBUG] [LOCAL     ] No optimal features file found for COLB: ./output/feature-sets/COLB.txt
[2025-12-01T20:34:38.784131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:38.784160] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:38.784185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:38.784243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:38.840532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:38.841401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:38.841487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:38.841520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:38.958419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:38.958586] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:38.958625] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:38.958686] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:38.962013] [DEBUG] [FORECASTER] COLB: Forecast T+1@11:T+2@11: UP (p=67.59%)
[2025-12-01T20:34:38.962288] [INFO ] [FORECASTER] Completed predict_future for COLB
[2025-12-01T20:34:38.962414] [INFO ] [sig       ] COLB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:39.099209] [INFO ] [LOCAL     ] Saved forecast: COLB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/COLB.txt
[2025-12-01T20:34:39.099361] [INFO ] [sig       ] [783/3634] Completed COLB in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-01T20:34:39.099400] [INFO ] [sig       ] [784/3634] Forecasting COLD...
[2025-12-01T20:34:39.099428] [INFO ] [sig       ] Generating forecast for: COLD
[2025-12-01T20:34:39.099456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLD' from 'https://tdm.silogroup.org/data/derivative_storage/COLD.csv'.
[2025-12-01T20:34:39.110493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLD'.
[2025-12-01T20:34:39.110842] [INFO ] [FORECASTER] Starting predict_future for COLD
[2025-12-01T20:34:39.111620] [DEBUG] [LOCAL     ] No optimal features file found for COLD: ./output/feature-sets/COLD.txt
[2025-12-01T20:34:39.111670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:39.111701] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:39.111727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:39.111795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:39.170172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:39.171039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:39.171123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:39.171156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:39.289335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:39.289489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:39.289526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:39.289553] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:39.292853] [DEBUG] [FORECASTER] COLD: Forecast T+1@11:T+2@11: DOWN (p=9.22%)
[2025-12-01T20:34:39.293114] [INFO ] [FORECASTER] Completed predict_future for COLD
[2025-12-01T20:34:39.293246] [INFO ] [sig       ] COLD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:39.474103] [INFO ] [LOCAL     ] Saved forecast: COLD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/COLD.txt
[2025-12-01T20:34:39.474235] [INFO ] [sig       ] [784/3634] Completed COLD in 0.4s | 2.98 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-01T20:34:39.474274] [INFO ] [sig       ] [785/3634] Forecasting COLL...
[2025-12-01T20:34:39.474302] [INFO ] [sig       ] Generating forecast for: COLL
[2025-12-01T20:34:39.474330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLL' from 'https://tdm.silogroup.org/data/derivative_storage/COLL.csv'.
[2025-12-01T20:34:39.485211] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'COLL'.
[2025-12-01T20:34:39.485478] [INFO ] [FORECASTER] Starting predict_future for COLL
[2025-12-01T20:34:39.486231] [DEBUG] [LOCAL     ] No optimal features file found for COLL: ./output/feature-sets/COLL.txt
[2025-12-01T20:34:39.486300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:39.486330] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:39.486355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:39.486410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:39.541424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:39.542022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:39.542097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:39.542128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:39.666256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:39.666401] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:39.666438] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:39.666466] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:39.669758] [DEBUG] [FORECASTER] COLL: Forecast T+1@11:T+2@11: DOWN (p=28.87%)
[2025-12-01T20:34:39.670024] [INFO ] [FORECASTER] Completed predict_future for COLL
[2025-12-01T20:34:39.670153] [INFO ] [sig       ] COLL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:39.807923] [INFO ] [LOCAL     ] Saved forecast: COLL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/COLL.txt
[2025-12-01T20:34:39.808055] [INFO ] [sig       ] [785/3634] Completed COLL in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-01T20:34:39.808094] [INFO ] [sig       ] [786/3634] Forecasting COLM...
[2025-12-01T20:34:39.808122] [INFO ] [sig       ] Generating forecast for: COLM
[2025-12-01T20:34:39.808150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COLM' from 'https://tdm.silogroup.org/data/derivative_storage/COLM.csv'.
[2025-12-01T20:34:39.819348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COLM'.
[2025-12-01T20:34:39.819645] [INFO ] [FORECASTER] Starting predict_future for COLM
[2025-12-01T20:34:39.820387] [DEBUG] [LOCAL     ] No optimal features file found for COLM: ./output/feature-sets/COLM.txt
[2025-12-01T20:34:39.820448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:39.820479] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:39.820505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:39.820560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:39.875908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:39.876519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:39.876611] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:39.876644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:39.993362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:39.993517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:39.993556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:39.993603] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:39.997005] [DEBUG] [FORECASTER] COLM: Forecast T+1@11:T+2@11: UP (p=73.61%)
[2025-12-01T20:34:39.997289] [INFO ] [FORECASTER] Completed predict_future for COLM
[2025-12-01T20:34:39.997428] [INFO ] [sig       ] COLM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:40.135756] [INFO ] [LOCAL     ] Saved forecast: COLM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/COLM.txt
[2025-12-01T20:34:40.135905] [INFO ] [sig       ] [786/3634] Completed COLM in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 16.0m
[2025-12-01T20:34:40.135943] [INFO ] [sig       ] [787/3634] Forecasting COMM...
[2025-12-01T20:34:40.135972] [INFO ] [sig       ] Generating forecast for: COMM
[2025-12-01T20:34:40.136001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMM' from 'https://tdm.silogroup.org/data/derivative_storage/COMM.csv'.
[2025-12-01T20:34:40.151076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMM'.
[2025-12-01T20:34:40.151483] [INFO ] [FORECASTER] Starting predict_future for COMM
[2025-12-01T20:34:40.152363] [DEBUG] [LOCAL     ] No optimal features file found for COMM: ./output/feature-sets/COMM.txt
[2025-12-01T20:34:40.152417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:40.152449] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:40.152477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:40.152534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:40.209709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:40.210547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:40.210650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:40.210682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:40.330357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:40.330501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:40.330542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:40.330586] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:40.333849] [DEBUG] [FORECASTER] COMM: Forecast T+1@11:T+2@11: UP (p=90.52%)
[2025-12-01T20:34:40.334120] [INFO ] [FORECASTER] Completed predict_future for COMM
[2025-12-01T20:34:40.334245] [INFO ] [sig       ] COMM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:40.471745] [INFO ] [LOCAL     ] Saved forecast: COMM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/COMM.txt
[2025-12-01T20:34:40.471897] [INFO ] [sig       ] [787/3634] Completed COMM in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-01T20:34:40.471935] [INFO ] [sig       ] [788/3634] Forecasting COMP...
[2025-12-01T20:34:40.471964] [INFO ] [sig       ] Generating forecast for: COMP
[2025-12-01T20:34:40.471994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COMP' from 'https://tdm.silogroup.org/data/derivative_storage/COMP.csv'.
[2025-12-01T20:34:40.483477] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COMP'.
[2025-12-01T20:34:40.483787] [INFO ] [FORECASTER] Starting predict_future for COMP
[2025-12-01T20:34:40.484558] [DEBUG] [LOCAL     ] No optimal features file found for COMP: ./output/feature-sets/COMP.txt
[2025-12-01T20:34:40.484632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:40.484664] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:40.484691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:40.484747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:40.541438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:40.542275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:40.542358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:40.542390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:40.662619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:40.662771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:40.662809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:40.662836] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:40.666112] [DEBUG] [FORECASTER] COMP: Forecast T+1@11:T+2@11: DOWN (p=30.49%)
[2025-12-01T20:34:40.666380] [INFO ] [FORECASTER] Completed predict_future for COMP
[2025-12-01T20:34:40.666505] [INFO ] [sig       ] COMP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:40.805544] [INFO ] [LOCAL     ] Saved forecast: COMP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/COMP.txt
[2025-12-01T20:34:40.805718] [INFO ] [sig       ] [788/3634] Completed COMP in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-01T20:34:40.805755] [INFO ] [sig       ] [789/3634] Forecasting CONL...
[2025-12-01T20:34:40.805784] [INFO ] [sig       ] Generating forecast for: CONL
[2025-12-01T20:34:40.805812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CONL' from 'https://tdm.silogroup.org/data/derivative_storage/CONL.csv'.
[2025-12-01T20:34:40.816903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CONL'.
[2025-12-01T20:34:40.817266] [INFO ] [FORECASTER] Starting predict_future for CONL
[2025-12-01T20:34:40.818047] [DEBUG] [LOCAL     ] No optimal features file found for CONL: ./output/feature-sets/CONL.txt
[2025-12-01T20:34:40.818097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:40.818129] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:40.818154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:40.818208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:40.872900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:40.873680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:40.873757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:40.873789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:40.998380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:40.998548] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:40.998604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:40.998635] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:41.002137] [DEBUG] [FORECASTER] CONL: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2025-12-01T20:34:41.002421] [INFO ] [FORECASTER] Completed predict_future for CONL
[2025-12-01T20:34:41.002550] [INFO ] [sig       ] CONL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:41.141348] [INFO ] [LOCAL     ] Saved forecast: CONL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CONL.txt
[2025-12-01T20:34:41.141499] [INFO ] [sig       ] [789/3634] Completed CONL in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-01T20:34:41.141540] [INFO ] [sig       ] [790/3634] Forecasting COO...
[2025-12-01T20:34:41.141585] [INFO ] [sig       ] Generating forecast for: COO
[2025-12-01T20:34:41.141617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COO' from 'https://tdm.silogroup.org/data/derivative_storage/COO.csv'.
[2025-12-01T20:34:41.152728] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'COO'.
[2025-12-01T20:34:41.153000] [INFO ] [FORECASTER] Starting predict_future for COO
[2025-12-01T20:34:41.153755] [DEBUG] [LOCAL     ] No optimal features file found for COO: ./output/feature-sets/COO.txt
[2025-12-01T20:34:41.153804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:41.153834] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:41.153861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:41.153916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:41.210244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:41.211109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:41.211244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:41.211278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:41.326938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:41.327087] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:41.327125] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:41.327153] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:41.330453] [DEBUG] [FORECASTER] COO: Forecast T+1@11:T+2@11: UP (p=79.71%)
[2025-12-01T20:34:41.330742] [INFO ] [FORECASTER] Completed predict_future for COO
[2025-12-01T20:34:41.330881] [INFO ] [sig       ] COO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:41.470484] [INFO ] [LOCAL     ] Saved forecast: COO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/COO.txt
[2025-12-01T20:34:41.470658] [INFO ] [sig       ] [790/3634] Completed COO in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-01T20:34:41.470701] [INFO ] [sig       ] [791/3634] Forecasting COP...
[2025-12-01T20:34:41.470730] [INFO ] [sig       ] Generating forecast for: COP
[2025-12-01T20:34:41.470760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COP' from 'https://tdm.silogroup.org/data/derivative_storage/COP.csv'.
[2025-12-01T20:34:41.481834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COP'.
[2025-12-01T20:34:41.482177] [INFO ] [FORECASTER] Starting predict_future for COP
[2025-12-01T20:34:41.482971] [DEBUG] [LOCAL     ] No optimal features file found for COP: ./output/feature-sets/COP.txt
[2025-12-01T20:34:41.483023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:41.483054] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:41.483080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:41.483135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:41.539017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:41.539883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:41.539969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:41.540000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:41.657925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:41.658072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:41.658111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:41.658139] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:41.661412] [DEBUG] [FORECASTER] COP: Forecast T+1@11:T+2@11: UP (p=82.44%)
[2025-12-01T20:34:41.661706] [INFO ] [FORECASTER] Completed predict_future for COP
[2025-12-01T20:34:41.661830] [INFO ] [sig       ] COP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:41.797997] [INFO ] [LOCAL     ] Saved forecast: COP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/COP.txt
[2025-12-01T20:34:41.798112] [INFO ] [sig       ] [791/3634] Completed COP in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-01T20:34:41.798148] [INFO ] [sig       ] [792/3634] Forecasting COPP...
[2025-12-01T20:34:41.798175] [INFO ] [sig       ] Generating forecast for: COPP
[2025-12-01T20:34:41.798203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COPP' from 'https://tdm.silogroup.org/data/derivative_storage/COPP.csv'.
[2025-12-01T20:34:41.808180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COPP'.
[2025-12-01T20:34:41.808494] [INFO ] [FORECASTER] Starting predict_future for COPP
[2025-12-01T20:34:41.809264] [DEBUG] [LOCAL     ] No optimal features file found for COPP: ./output/feature-sets/COPP.txt
[2025-12-01T20:34:41.809322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:41.809352] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:41.809377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:41.809430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:41.864361] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:41.864965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:41.865042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:41.865072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:41.977515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:41.977637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:41.977673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:41.977699] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:41.980796] [DEBUG] [FORECASTER] COPP: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-01T20:34:41.981056] [INFO ] [FORECASTER] Completed predict_future for COPP
[2025-12-01T20:34:41.981177] [INFO ] [sig       ] COPP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:42.117635] [INFO ] [LOCAL     ] Saved forecast: COPP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/COPP.txt
[2025-12-01T20:34:42.117741] [INFO ] [sig       ] [792/3634] Completed COPP in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-01T20:34:42.117776] [INFO ] [sig       ] [793/3634] Forecasting CORZ...
[2025-12-01T20:34:42.117805] [INFO ] [sig       ] Generating forecast for: CORZ
[2025-12-01T20:34:42.117834] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZ.csv'.
[2025-12-01T20:34:42.128815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZ'.
[2025-12-01T20:34:42.129079] [INFO ] [FORECASTER] Starting predict_future for CORZ
[2025-12-01T20:34:42.129825] [DEBUG] [LOCAL     ] No optimal features file found for CORZ: ./output/feature-sets/CORZ.txt
[2025-12-01T20:34:42.129874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:42.129904] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:42.129929] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:42.129983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:42.185773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:42.186503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:42.186601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:42.186635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:42.308384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:42.308502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:42.308538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:42.308565] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:42.311678] [DEBUG] [FORECASTER] CORZ: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-01T20:34:42.311936] [INFO ] [FORECASTER] Completed predict_future for CORZ
[2025-12-01T20:34:42.312058] [INFO ] [sig       ] CORZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:42.448970] [INFO ] [LOCAL     ] Saved forecast: CORZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CORZ.txt
[2025-12-01T20:34:42.449103] [INFO ] [sig       ] [793/3634] Completed CORZ in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-01T20:34:42.449139] [INFO ] [sig       ] [794/3634] Forecasting CORZZ...
[2025-12-01T20:34:42.449167] [INFO ] [sig       ] Generating forecast for: CORZZ
[2025-12-01T20:34:42.449196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CORZZ' from 'https://tdm.silogroup.org/data/derivative_storage/CORZZ.csv'.
[2025-12-01T20:34:42.460242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CORZZ'.
[2025-12-01T20:34:42.460554] [INFO ] [FORECASTER] Starting predict_future for CORZZ
[2025-12-01T20:34:42.461345] [DEBUG] [LOCAL     ] No optimal features file found for CORZZ: ./output/feature-sets/CORZZ.txt
[2025-12-01T20:34:42.461396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:42.461427] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:42.461452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:42.461508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:42.518779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:42.519375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:42.519452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:42.519484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:42.626557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:42.626698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:42.626734] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:42.626761] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:42.629996] [DEBUG] [FORECASTER] CORZZ: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2025-12-01T20:34:42.630263] [INFO ] [FORECASTER] Completed predict_future for CORZZ
[2025-12-01T20:34:42.630386] [INFO ] [sig       ] CORZZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:42.767377] [INFO ] [LOCAL     ] Saved forecast: CORZZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CORZZ.txt
[2025-12-01T20:34:42.767495] [INFO ] [sig       ] [794/3634] Completed CORZZ in 0.3s | 2.98 sym/s | Total: 4.4m | ETA: 15.9m
[2025-12-01T20:34:42.767531] [INFO ] [sig       ] [795/3634] Forecasting COTY...
[2025-12-01T20:34:42.767560] [INFO ] [sig       ] Generating forecast for: COTY
[2025-12-01T20:34:42.767635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COTY' from 'https://tdm.silogroup.org/data/derivative_storage/COTY.csv'.
[2025-12-01T20:34:42.778413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COTY'.
[2025-12-01T20:34:42.778731] [INFO ] [FORECASTER] Starting predict_future for COTY
[2025-12-01T20:34:42.779502] [DEBUG] [LOCAL     ] No optimal features file found for COTY: ./output/feature-sets/COTY.txt
[2025-12-01T20:34:42.779551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:42.779612] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:42.779645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:42.779700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:42.836025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:42.836686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:42.836762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:42.836793] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:42.957592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:42.957727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:42.957763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:42.957790] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:42.961042] [DEBUG] [FORECASTER] COTY: Forecast T+1@11:T+2@11: UP (p=86.47%)
[2025-12-01T20:34:42.961312] [INFO ] [FORECASTER] Completed predict_future for COTY
[2025-12-01T20:34:42.961435] [INFO ] [sig       ] COTY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:43.101219] [INFO ] [LOCAL     ] Saved forecast: COTY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/COTY.txt
[2025-12-01T20:34:43.101354] [INFO ] [sig       ] [795/3634] Completed COTY in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-01T20:34:43.101400] [INFO ] [sig       ] [796/3634] Forecasting COWG...
[2025-12-01T20:34:43.101430] [INFO ] [sig       ] Generating forecast for: COWG
[2025-12-01T20:34:43.101459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COWG' from 'https://tdm.silogroup.org/data/derivative_storage/COWG.csv'.
[2025-12-01T20:34:43.112211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'COWG'.
[2025-12-01T20:34:43.112495] [INFO ] [FORECASTER] Starting predict_future for COWG
[2025-12-01T20:34:43.113246] [DEBUG] [LOCAL     ] No optimal features file found for COWG: ./output/feature-sets/COWG.txt
[2025-12-01T20:34:43.113295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:43.113326] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:43.113367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:43.113432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:43.168016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:43.168664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:43.168741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:43.168771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:43.286910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:43.287054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:43.287091] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:43.287118] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:43.290478] [DEBUG] [FORECASTER] COWG: Forecast T+1@11:T+2@11: DOWN (p=15.30%)
[2025-12-01T20:34:43.290766] [INFO ] [FORECASTER] Completed predict_future for COWG
[2025-12-01T20:34:43.290892] [INFO ] [sig       ] COWG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:43.427492] [INFO ] [LOCAL     ] Saved forecast: COWG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/COWG.txt
[2025-12-01T20:34:43.427661] [INFO ] [sig       ] [796/3634] Completed COWG in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-01T20:34:43.427702] [INFO ] [sig       ] [797/3634] Forecasting COYA...
[2025-12-01T20:34:43.427729] [INFO ] [sig       ] Generating forecast for: COYA
[2025-12-01T20:34:43.427758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'COYA' from 'https://tdm.silogroup.org/data/derivative_storage/COYA.csv'.
[2025-12-01T20:34:43.439292] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'COYA'.
[2025-12-01T20:34:43.439649] [INFO ] [FORECASTER] Starting predict_future for COYA
[2025-12-01T20:34:43.440393] [DEBUG] [LOCAL     ] No optimal features file found for COYA: ./output/feature-sets/COYA.txt
[2025-12-01T20:34:43.440454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:43.440510] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:43.440537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:43.440608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:43.495180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:43.495915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:43.496012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:43.496043] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:43.607737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:43.607884] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:43.607921] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:43.607948] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:43.611240] [DEBUG] [FORECASTER] COYA: Forecast T+1@11:T+2@11: UP (p=54.06%)
[2025-12-01T20:34:43.611510] [INFO ] [FORECASTER] Completed predict_future for COYA
[2025-12-01T20:34:43.611659] [INFO ] [sig       ] COYA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:43.749165] [INFO ] [LOCAL     ] Saved forecast: COYA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/COYA.txt
[2025-12-01T20:34:43.749305] [INFO ] [sig       ] [797/3634] Completed COYA in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-01T20:34:43.749343] [INFO ] [sig       ] [798/3634] Forecasting CP...
[2025-12-01T20:34:43.749371] [INFO ] [sig       ] Generating forecast for: CP
[2025-12-01T20:34:43.749400] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CP' from 'https://tdm.silogroup.org/data/derivative_storage/CP.csv'.
[2025-12-01T20:34:43.760064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CP'.
[2025-12-01T20:34:43.760364] [INFO ] [FORECASTER] Starting predict_future for CP
[2025-12-01T20:34:43.761131] [DEBUG] [LOCAL     ] No optimal features file found for CP: ./output/feature-sets/CP.txt
[2025-12-01T20:34:43.761180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:43.761210] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:43.761235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:43.761289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:43.816502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:43.817291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:43.817373] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:43.817405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:43.940370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:43.940518] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:43.940584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:43.940616] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:43.943955] [DEBUG] [FORECASTER] CP: Forecast T+1@11:T+2@11: UP (p=55.02%)
[2025-12-01T20:34:43.944221] [INFO ] [FORECASTER] Completed predict_future for CP
[2025-12-01T20:34:43.944348] [INFO ] [sig       ] CP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:44.081324] [INFO ] [LOCAL     ] Saved forecast: CP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CP.txt
[2025-12-01T20:34:44.081455] [INFO ] [sig       ] [798/3634] Completed CP in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-01T20:34:44.081492] [INFO ] [sig       ] [799/3634] Forecasting CPA...
[2025-12-01T20:34:44.081521] [INFO ] [sig       ] Generating forecast for: CPA
[2025-12-01T20:34:44.081551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPA' from 'https://tdm.silogroup.org/data/derivative_storage/CPA.csv'.
[2025-12-01T20:34:44.092167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPA'.
[2025-12-01T20:34:44.092460] [INFO ] [FORECASTER] Starting predict_future for CPA
[2025-12-01T20:34:44.093214] [DEBUG] [LOCAL     ] No optimal features file found for CPA: ./output/feature-sets/CPA.txt
[2025-12-01T20:34:44.093267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:44.093297] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:44.093322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:44.093377] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:44.147943] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:44.148595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:44.148671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:44.148702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:44.265203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:44.265339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:44.265375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:44.265402] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:44.268696] [DEBUG] [FORECASTER] CPA: Forecast T+1@11:T+2@11: DOWN (p=32.97%)
[2025-12-01T20:34:44.268968] [INFO ] [FORECASTER] Completed predict_future for CPA
[2025-12-01T20:34:44.269094] [INFO ] [sig       ] CPA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:44.404897] [INFO ] [LOCAL     ] Saved forecast: CPA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CPA.txt
[2025-12-01T20:34:44.405023] [INFO ] [sig       ] [799/3634] Completed CPA in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-01T20:34:44.405060] [INFO ] [sig       ] [800/3634] Forecasting CPB...
[2025-12-01T20:34:44.405088] [INFO ] [sig       ] Generating forecast for: CPB
[2025-12-01T20:34:44.405118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPB' from 'https://tdm.silogroup.org/data/derivative_storage/CPB.csv'.
[2025-12-01T20:34:44.415781] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CPB'.
[2025-12-01T20:34:44.416068] [INFO ] [FORECASTER] Starting predict_future for CPB
[2025-12-01T20:34:44.416832] [DEBUG] [LOCAL     ] No optimal features file found for CPB: ./output/feature-sets/CPB.txt
[2025-12-01T20:34:44.416881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:44.416911] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:44.416936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:44.416990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:44.474484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:44.475227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:44.475316] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:44.475348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:44.588723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:44.588867] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:44.588904] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:44.588931] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:44.592307] [DEBUG] [FORECASTER] CPB: Forecast T+1@11:T+2@11: UP (p=83.19%)
[2025-12-01T20:34:44.592602] [INFO ] [FORECASTER] Completed predict_future for CPB
[2025-12-01T20:34:44.592731] [INFO ] [sig       ] CPB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:44.728715] [INFO ] [LOCAL     ] Saved forecast: CPB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CPB.txt
[2025-12-01T20:34:44.728862] [INFO ] [sig       ] [800/3634] Completed CPB in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-01T20:34:44.728908] [INFO ] [sig       ] [801/3634] Forecasting CPF...
[2025-12-01T20:34:44.728937] [INFO ] [sig       ] Generating forecast for: CPF
[2025-12-01T20:34:44.728967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPF' from 'https://tdm.silogroup.org/data/derivative_storage/CPF.csv'.
[2025-12-01T20:34:44.740018] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CPF'.
[2025-12-01T20:34:44.740318] [INFO ] [FORECASTER] Starting predict_future for CPF
[2025-12-01T20:34:44.741084] [DEBUG] [LOCAL     ] No optimal features file found for CPF: ./output/feature-sets/CPF.txt
[2025-12-01T20:34:44.741134] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:44.741163] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:44.741187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:44.741241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:44.795588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:44.796292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:44.796371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:44.796402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:44.910285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:44.910426] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:44.910463] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:44.910490] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:44.913769] [DEBUG] [FORECASTER] CPF: Forecast T+1@11:T+2@11: DOWN (p=24.27%)
[2025-12-01T20:34:44.914037] [INFO ] [FORECASTER] Completed predict_future for CPF
[2025-12-01T20:34:44.914159] [INFO ] [sig       ] CPF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:45.052738] [INFO ] [LOCAL     ] Saved forecast: CPF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CPF.txt
[2025-12-01T20:34:45.052893] [INFO ] [sig       ] [801/3634] Completed CPF in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-01T20:34:45.052942] [INFO ] [sig       ] [802/3634] Forecasting CPIX...
[2025-12-01T20:34:45.052973] [INFO ] [sig       ] Generating forecast for: CPIX
[2025-12-01T20:34:45.053001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPIX' from 'https://tdm.silogroup.org/data/derivative_storage/CPIX.csv'.
[2025-12-01T20:34:45.064146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPIX'.
[2025-12-01T20:34:45.064480] [INFO ] [FORECASTER] Starting predict_future for CPIX
[2025-12-01T20:34:45.065389] [DEBUG] [LOCAL     ] No optimal features file found for CPIX: ./output/feature-sets/CPIX.txt
[2025-12-01T20:34:45.065440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:45.065470] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:45.065495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:45.065550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:45.120150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:45.120781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:45.120856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:45.120887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:45.239839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:45.239958] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:45.239995] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:45.240022] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:45.243286] [DEBUG] [FORECASTER] CPIX: Forecast T+1@11:T+2@11: DOWN (p=36.11%)
[2025-12-01T20:34:45.243548] [INFO ] [FORECASTER] Completed predict_future for CPIX
[2025-12-01T20:34:45.243707] [INFO ] [sig       ] CPIX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:45.380135] [INFO ] [LOCAL     ] Saved forecast: CPIX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CPIX.txt
[2025-12-01T20:34:45.380256] [INFO ] [sig       ] [802/3634] Completed CPIX in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.9m
[2025-12-01T20:34:45.380296] [INFO ] [sig       ] [803/3634] Forecasting CPK...
[2025-12-01T20:34:45.380324] [INFO ] [sig       ] Generating forecast for: CPK
[2025-12-01T20:34:45.380352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPK' from 'https://tdm.silogroup.org/data/derivative_storage/CPK.csv'.
[2025-12-01T20:34:45.391246] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPK'.
[2025-12-01T20:34:45.391532] [INFO ] [FORECASTER] Starting predict_future for CPK
[2025-12-01T20:34:45.392278] [DEBUG] [LOCAL     ] No optimal features file found for CPK: ./output/feature-sets/CPK.txt
[2025-12-01T20:34:45.392327] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:45.392357] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:45.392382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:45.392437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:45.446763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:45.447367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:45.447442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:45.447474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:45.560918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:45.561051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:45.561086] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:45.561114] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:45.564369] [DEBUG] [FORECASTER] CPK: Forecast T+1@11:T+2@11: DOWN (p=14.63%)
[2025-12-01T20:34:45.564652] [INFO ] [FORECASTER] Completed predict_future for CPK
[2025-12-01T20:34:45.564781] [INFO ] [sig       ] CPK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:45.704073] [INFO ] [LOCAL     ] Saved forecast: CPK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CPK.txt
[2025-12-01T20:34:45.704198] [INFO ] [sig       ] [803/3634] Completed CPK in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-01T20:34:45.704235] [INFO ] [sig       ] [804/3634] Forecasting CPNG...
[2025-12-01T20:34:45.704264] [INFO ] [sig       ] Generating forecast for: CPNG
[2025-12-01T20:34:45.704293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPNG' from 'https://tdm.silogroup.org/data/derivative_storage/CPNG.csv'.
[2025-12-01T20:34:45.715418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPNG'.
[2025-12-01T20:34:45.715739] [INFO ] [FORECASTER] Starting predict_future for CPNG
[2025-12-01T20:34:45.716499] [DEBUG] [LOCAL     ] No optimal features file found for CPNG: ./output/feature-sets/CPNG.txt
[2025-12-01T20:34:45.716550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:45.716606] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:45.716642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:45.716699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:45.771706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:45.772321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:45.772396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:45.772427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:45.893308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:45.893448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:45.893485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:45.893549] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:45.896850] [DEBUG] [FORECASTER] CPNG: Forecast T+1@11:T+2@11: UP (p=97.98%)
[2025-12-01T20:34:45.897121] [INFO ] [FORECASTER] Completed predict_future for CPNG
[2025-12-01T20:34:45.897248] [INFO ] [sig       ] CPNG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:46.032360] [INFO ] [LOCAL     ] Saved forecast: CPNG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CPNG.txt
[2025-12-01T20:34:46.032488] [INFO ] [sig       ] [804/3634] Completed CPNG in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-01T20:34:46.032527] [INFO ] [sig       ] [805/3634] Forecasting CPRI...
[2025-12-01T20:34:46.032555] [INFO ] [sig       ] Generating forecast for: CPRI
[2025-12-01T20:34:46.032601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRI' from 'https://tdm.silogroup.org/data/derivative_storage/CPRI.csv'.
[2025-12-01T20:34:46.044212] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CPRI'.
[2025-12-01T20:34:46.044568] [INFO ] [FORECASTER] Starting predict_future for CPRI
[2025-12-01T20:34:46.045388] [DEBUG] [LOCAL     ] No optimal features file found for CPRI: ./output/feature-sets/CPRI.txt
[2025-12-01T20:34:46.045438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:46.045469] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:46.045496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:46.045552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:46.103952] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:46.104740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:46.104821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:46.104854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:46.231462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:46.231617] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:46.231663] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:46.231692] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:46.235254] [DEBUG] [FORECASTER] CPRI: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-01T20:34:46.235528] [INFO ] [FORECASTER] Completed predict_future for CPRI
[2025-12-01T20:34:46.235678] [INFO ] [sig       ] CPRI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:46.378346] [INFO ] [LOCAL     ] Saved forecast: CPRI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CPRI.txt
[2025-12-01T20:34:46.378486] [INFO ] [sig       ] [805/3634] Completed CPRI in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-01T20:34:46.378525] [INFO ] [sig       ] [806/3634] Forecasting CPRX...
[2025-12-01T20:34:46.378553] [INFO ] [sig       ] Generating forecast for: CPRX
[2025-12-01T20:34:46.378600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPRX' from 'https://tdm.silogroup.org/data/derivative_storage/CPRX.csv'.
[2025-12-01T20:34:46.389849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPRX'.
[2025-12-01T20:34:46.390179] [INFO ] [FORECASTER] Starting predict_future for CPRX
[2025-12-01T20:34:46.390973] [DEBUG] [LOCAL     ] No optimal features file found for CPRX: ./output/feature-sets/CPRX.txt
[2025-12-01T20:34:46.391032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:46.391066] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:46.391093] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:46.391149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:46.448635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:46.449340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:46.449435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:46.449470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:46.571525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:46.571687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:46.571728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:46.571758] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:46.575234] [DEBUG] [FORECASTER] CPRX: Forecast T+1@11:T+2@11: UP (p=96.00%)
[2025-12-01T20:34:46.575551] [INFO ] [FORECASTER] Completed predict_future for CPRX
[2025-12-01T20:34:46.575804] [INFO ] [sig       ] CPRX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:46.717678] [INFO ] [LOCAL     ] Saved forecast: CPRX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CPRX.txt
[2025-12-01T20:34:46.717812] [INFO ] [sig       ] [806/3634] Completed CPRX in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-01T20:34:46.717852] [INFO ] [sig       ] [807/3634] Forecasting CPS...
[2025-12-01T20:34:46.717882] [INFO ] [sig       ] Generating forecast for: CPS
[2025-12-01T20:34:46.717912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPS' from 'https://tdm.silogroup.org/data/derivative_storage/CPS.csv'.
[2025-12-01T20:34:46.729372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPS'.
[2025-12-01T20:34:46.729685] [INFO ] [FORECASTER] Starting predict_future for CPS
[2025-12-01T20:34:46.730498] [DEBUG] [LOCAL     ] No optimal features file found for CPS: ./output/feature-sets/CPS.txt
[2025-12-01T20:34:46.730556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:46.730613] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:46.730652] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:46.730721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:46.788116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:46.788785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:46.788894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:46.788936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:46.914449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:46.914612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:46.914652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:46.914681] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:46.918147] [DEBUG] [FORECASTER] CPS: Forecast T+1@11:T+2@11: DOWN (p=13.30%)
[2025-12-01T20:34:46.921334] [INFO ] [FORECASTER] Completed predict_future for CPS
[2025-12-01T20:34:46.921513] [INFO ] [sig       ] CPS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:47.064091] [INFO ] [LOCAL     ] Saved forecast: CPS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CPS.txt
[2025-12-01T20:34:47.064234] [INFO ] [sig       ] [807/3634] Completed CPS in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-01T20:34:47.064276] [INFO ] [sig       ] [808/3634] Forecasting CPSH...
[2025-12-01T20:34:47.064312] [INFO ] [sig       ] Generating forecast for: CPSH
[2025-12-01T20:34:47.064343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSH' from 'https://tdm.silogroup.org/data/derivative_storage/CPSH.csv'.
[2025-12-01T20:34:47.075837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSH'.
[2025-12-01T20:34:47.076167] [INFO ] [FORECASTER] Starting predict_future for CPSH
[2025-12-01T20:34:47.076928] [DEBUG] [LOCAL     ] No optimal features file found for CPSH: ./output/feature-sets/CPSH.txt
[2025-12-01T20:34:47.076978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:47.077009] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:47.077046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:47.077102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:47.134281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:47.134956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:47.135034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:47.135067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:47.254109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:47.254248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:47.254286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:47.254315] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:47.257621] [DEBUG] [FORECASTER] CPSH: Forecast T+1@11:T+2@11: DOWN (p=16.92%)
[2025-12-01T20:34:47.257889] [INFO ] [FORECASTER] Completed predict_future for CPSH
[2025-12-01T20:34:47.258014] [INFO ] [sig       ] CPSH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:47.394986] [INFO ] [LOCAL     ] Saved forecast: CPSH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CPSH.txt
[2025-12-01T20:34:47.395114] [INFO ] [sig       ] [808/3634] Completed CPSH in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-01T20:34:47.395153] [INFO ] [sig       ] [809/3634] Forecasting CPSS...
[2025-12-01T20:34:47.395182] [INFO ] [sig       ] Generating forecast for: CPSS
[2025-12-01T20:34:47.395211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPSS' from 'https://tdm.silogroup.org/data/derivative_storage/CPSS.csv'.
[2025-12-01T20:34:47.405933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPSS'.
[2025-12-01T20:34:47.406278] [INFO ] [FORECASTER] Starting predict_future for CPSS
[2025-12-01T20:34:47.407053] [DEBUG] [LOCAL     ] No optimal features file found for CPSS: ./output/feature-sets/CPSS.txt
[2025-12-01T20:34:47.407102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:47.407132] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:47.407158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:47.407211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:47.462434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:47.463121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:47.463201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:47.463234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:47.566057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:47.566201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:47.566240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:47.566268] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:47.569717] [DEBUG] [FORECASTER] CPSS: Forecast T+1@11:T+2@11: DOWN (p=25.06%)
[2025-12-01T20:34:47.570019] [INFO ] [FORECASTER] Completed predict_future for CPSS
[2025-12-01T20:34:47.570157] [INFO ] [sig       ] CPSS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:47.711105] [INFO ] [LOCAL     ] Saved forecast: CPSS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CPSS.txt
[2025-12-01T20:34:47.711229] [INFO ] [sig       ] [809/3634] Completed CPSS in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-01T20:34:47.711267] [INFO ] [sig       ] [810/3634] Forecasting CPZ...
[2025-12-01T20:34:47.711320] [INFO ] [sig       ] Generating forecast for: CPZ
[2025-12-01T20:34:47.711369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CPZ' from 'https://tdm.silogroup.org/data/derivative_storage/CPZ.csv'.
[2025-12-01T20:34:47.722864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CPZ'.
[2025-12-01T20:34:47.723193] [INFO ] [FORECASTER] Starting predict_future for CPZ
[2025-12-01T20:34:47.723963] [DEBUG] [LOCAL     ] No optimal features file found for CPZ: ./output/feature-sets/CPZ.txt
[2025-12-01T20:34:47.724013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:47.724044] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:47.724070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:47.724124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:47.779022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:47.779695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:47.779771] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:47.779802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:47.894522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:47.894677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:47.894714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:47.894742] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:47.897995] [DEBUG] [FORECASTER] CPZ: Forecast T+1@11:T+2@11: UP (p=59.84%)
[2025-12-01T20:34:47.898262] [INFO ] [FORECASTER] Completed predict_future for CPZ
[2025-12-01T20:34:47.898413] [INFO ] [sig       ] CPZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:48.035398] [INFO ] [LOCAL     ] Saved forecast: CPZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CPZ.txt
[2025-12-01T20:34:48.035551] [INFO ] [sig       ] [810/3634] Completed CPZ in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-01T20:34:48.035611] [INFO ] [sig       ] [811/3634] Forecasting CQP...
[2025-12-01T20:34:48.035641] [INFO ] [sig       ] Generating forecast for: CQP
[2025-12-01T20:34:48.035669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CQP' from 'https://tdm.silogroup.org/data/derivative_storage/CQP.csv'.
[2025-12-01T20:34:48.046748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CQP'.
[2025-12-01T20:34:48.047050] [INFO ] [FORECASTER] Starting predict_future for CQP
[2025-12-01T20:34:48.047806] [DEBUG] [LOCAL     ] No optimal features file found for CQP: ./output/feature-sets/CQP.txt
[2025-12-01T20:34:48.047855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:48.047886] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:48.047911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:48.047965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:48.102848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:48.103489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:48.103564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:48.103614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:48.217599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:48.217706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:48.217743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:48.217770] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:48.221026] [DEBUG] [FORECASTER] CQP: Forecast T+1@11:T+2@11: DOWN (p=40.52%)
[2025-12-01T20:34:48.221294] [INFO ] [FORECASTER] Completed predict_future for CQP
[2025-12-01T20:34:48.221417] [INFO ] [sig       ] CQP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:48.360457] [INFO ] [LOCAL     ] Saved forecast: CQP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CQP.txt
[2025-12-01T20:34:48.360609] [INFO ] [sig       ] [811/3634] Completed CQP in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-01T20:34:48.360651] [INFO ] [sig       ] [812/3634] Forecasting CRAI...
[2025-12-01T20:34:48.360679] [INFO ] [sig       ] Generating forecast for: CRAI
[2025-12-01T20:34:48.360715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRAI' from 'https://tdm.silogroup.org/data/derivative_storage/CRAI.csv'.
[2025-12-01T20:34:48.371521] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CRAI'.
[2025-12-01T20:34:48.371840] [INFO ] [FORECASTER] Starting predict_future for CRAI
[2025-12-01T20:34:48.372602] [DEBUG] [LOCAL     ] No optimal features file found for CRAI: ./output/feature-sets/CRAI.txt
[2025-12-01T20:34:48.372653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:48.372683] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:48.372709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:48.372764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:48.428121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:48.428814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:48.428894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:48.428927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:48.547142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:48.547286] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:48.547331] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:48.547360] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:48.550810] [DEBUG] [FORECASTER] CRAI: Forecast T+1@11:T+2@11: DOWN (p=44.43%)
[2025-12-01T20:34:48.551082] [INFO ] [FORECASTER] Completed predict_future for CRAI
[2025-12-01T20:34:48.551215] [INFO ] [sig       ] CRAI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:48.688362] [INFO ] [LOCAL     ] Saved forecast: CRAI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRAI.txt
[2025-12-01T20:34:48.688487] [INFO ] [sig       ] [812/3634] Completed CRAI in 0.3s | 2.98 sym/s | Total: 4.5m | ETA: 15.8m
[2025-12-01T20:34:48.688525] [INFO ] [sig       ] [813/3634] Forecasting CRBG...
[2025-12-01T20:34:48.688553] [INFO ] [sig       ] Generating forecast for: CRBG
[2025-12-01T20:34:48.688597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBG' from 'https://tdm.silogroup.org/data/derivative_storage/CRBG.csv'.
[2025-12-01T20:34:48.700065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBG'.
[2025-12-01T20:34:48.700365] [INFO ] [FORECASTER] Starting predict_future for CRBG
[2025-12-01T20:34:48.701163] [DEBUG] [LOCAL     ] No optimal features file found for CRBG: ./output/feature-sets/CRBG.txt
[2025-12-01T20:34:48.701215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:48.701249] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:48.701276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:48.701333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:48.758402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:48.759004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:48.759082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:48.759114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:48.874167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:48.874265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:48.874300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:48.874328] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:48.877415] [DEBUG] [FORECASTER] CRBG: Forecast T+1@11:T+2@11: UP (p=85.78%)
[2025-12-01T20:34:48.877694] [INFO ] [FORECASTER] Completed predict_future for CRBG
[2025-12-01T20:34:48.877820] [INFO ] [sig       ] CRBG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:49.014836] [INFO ] [LOCAL     ] Saved forecast: CRBG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CRBG.txt
[2025-12-01T20:34:49.014948] [INFO ] [sig       ] [813/3634] Completed CRBG in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-01T20:34:49.014985] [INFO ] [sig       ] [814/3634] Forecasting CRBP...
[2025-12-01T20:34:49.015014] [INFO ] [sig       ] Generating forecast for: CRBP
[2025-12-01T20:34:49.015043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRBP' from 'https://tdm.silogroup.org/data/derivative_storage/CRBP.csv'.
[2025-12-01T20:34:49.026223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRBP'.
[2025-12-01T20:34:49.026503] [INFO ] [FORECASTER] Starting predict_future for CRBP
[2025-12-01T20:34:49.027284] [DEBUG] [LOCAL     ] No optimal features file found for CRBP: ./output/feature-sets/CRBP.txt
[2025-12-01T20:34:49.027335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:49.027400] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:49.027439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:49.027520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:49.085144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:49.085755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:49.085834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:49.085866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:49.208717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:49.208842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:49.208878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:49.208904] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:49.212076] [DEBUG] [FORECASTER] CRBP: Forecast T+1@11:T+2@11: UP (p=64.68%)
[2025-12-01T20:34:49.212345] [INFO ] [FORECASTER] Completed predict_future for CRBP
[2025-12-01T20:34:49.212468] [INFO ] [sig       ] CRBP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:49.350939] [INFO ] [LOCAL     ] Saved forecast: CRBP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CRBP.txt
[2025-12-01T20:34:49.351045] [INFO ] [sig       ] [814/3634] Completed CRBP in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-01T20:34:49.351080] [INFO ] [sig       ] [815/3634] Forecasting CRC...
[2025-12-01T20:34:49.351108] [INFO ] [sig       ] Generating forecast for: CRC
[2025-12-01T20:34:49.351137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRC' from 'https://tdm.silogroup.org/data/derivative_storage/CRC.csv'.
[2025-12-01T20:34:49.361996] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CRC'.
[2025-12-01T20:34:49.362260] [INFO ] [FORECASTER] Starting predict_future for CRC
[2025-12-01T20:34:49.363023] [DEBUG] [LOCAL     ] No optimal features file found for CRC: ./output/feature-sets/CRC.txt
[2025-12-01T20:34:49.363074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:49.363105] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:49.363131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:49.363186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:49.418216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:49.418823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:49.418897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:49.418927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:49.536835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:49.536945] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:49.536979] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:49.537006] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:49.540185] [DEBUG] [FORECASTER] CRC: Forecast T+1@11:T+2@11: DOWN (p=31.09%)
[2025-12-01T20:34:49.540447] [INFO ] [FORECASTER] Completed predict_future for CRC
[2025-12-01T20:34:49.540584] [INFO ] [sig       ] CRC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:49.677841] [INFO ] [LOCAL     ] Saved forecast: CRC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRC.txt
[2025-12-01T20:34:49.677971] [INFO ] [sig       ] [815/3634] Completed CRC in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-01T20:34:49.678018] [INFO ] [sig       ] [816/3634] Forecasting CRDF...
[2025-12-01T20:34:49.678049] [INFO ] [sig       ] Generating forecast for: CRDF
[2025-12-01T20:34:49.678079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDF' from 'https://tdm.silogroup.org/data/derivative_storage/CRDF.csv'.
[2025-12-01T20:34:49.688709] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CRDF'.
[2025-12-01T20:34:49.688975] [INFO ] [FORECASTER] Starting predict_future for CRDF
[2025-12-01T20:34:49.689744] [DEBUG] [LOCAL     ] No optimal features file found for CRDF: ./output/feature-sets/CRDF.txt
[2025-12-01T20:34:49.689802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:49.689841] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:49.689875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:49.689946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:49.745833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:49.746440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:49.746518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:49.746549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:49.864174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:49.864275] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:49.864310] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:49.864338] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:49.867518] [DEBUG] [FORECASTER] CRDF: Forecast T+1@11:T+2@11: DOWN (p=17.88%)
[2025-12-01T20:34:49.867797] [INFO ] [FORECASTER] Completed predict_future for CRDF
[2025-12-01T20:34:49.867924] [INFO ] [sig       ] CRDF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:50.005463] [INFO ] [LOCAL     ] Saved forecast: CRDF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRDF.txt
[2025-12-01T20:34:50.005608] [INFO ] [sig       ] [816/3634] Completed CRDF in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-01T20:34:50.005657] [INFO ] [sig       ] [817/3634] Forecasting CRDO...
[2025-12-01T20:34:50.005691] [INFO ] [sig       ] Generating forecast for: CRDO
[2025-12-01T20:34:50.005719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRDO' from 'https://tdm.silogroup.org/data/derivative_storage/CRDO.csv'.
[2025-12-01T20:34:50.016414] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CRDO'.
[2025-12-01T20:34:50.016694] [INFO ] [FORECASTER] Starting predict_future for CRDO
[2025-12-01T20:34:50.017428] [DEBUG] [LOCAL     ] No optimal features file found for CRDO: ./output/feature-sets/CRDO.txt
[2025-12-01T20:34:50.017478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:50.017507] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:50.017533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:50.017603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:50.072177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:50.072774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:50.072849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:50.072879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:50.188392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:50.188486] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:50.188520] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:50.188592] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:50.191661] [DEBUG] [FORECASTER] CRDO: Forecast T+1@11:T+2@11: DOWN (p=15.54%)
[2025-12-01T20:34:50.191922] [INFO ] [FORECASTER] Completed predict_future for CRDO
[2025-12-01T20:34:50.192046] [INFO ] [sig       ] CRDO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:50.328415] [INFO ] [LOCAL     ] Saved forecast: CRDO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRDO.txt
[2025-12-01T20:34:50.328526] [INFO ] [sig       ] [817/3634] Completed CRDO in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-01T20:34:50.328562] [INFO ] [sig       ] [818/3634] Forecasting CREG...
[2025-12-01T20:34:50.328608] [INFO ] [sig       ] Generating forecast for: CREG
[2025-12-01T20:34:50.328639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREG' from 'https://tdm.silogroup.org/data/derivative_storage/CREG.csv'.
[2025-12-01T20:34:50.339647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREG'.
[2025-12-01T20:34:50.339946] [INFO ] [FORECASTER] Starting predict_future for CREG
[2025-12-01T20:34:50.340707] [DEBUG] [LOCAL     ] No optimal features file found for CREG: ./output/feature-sets/CREG.txt
[2025-12-01T20:34:50.340757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:50.340788] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:50.340813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:50.340869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:50.396552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:50.397156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:50.397231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:50.397262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:50.503934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:50.504029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:50.504063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:50.504089] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:50.507137] [DEBUG] [FORECASTER] CREG: Forecast T+1@11:T+2@11: UP (p=79.76%)
[2025-12-01T20:34:50.507399] [INFO ] [FORECASTER] Completed predict_future for CREG
[2025-12-01T20:34:50.507523] [INFO ] [sig       ] CREG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:50.643642] [INFO ] [LOCAL     ] Saved forecast: CREG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CREG.txt
[2025-12-01T20:34:50.643748] [INFO ] [sig       ] [818/3634] Completed CREG in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-01T20:34:50.643784] [INFO ] [sig       ] [819/3634] Forecasting CRESY...
[2025-12-01T20:34:50.643812] [INFO ] [sig       ] Generating forecast for: CRESY
[2025-12-01T20:34:50.643839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRESY' from 'https://tdm.silogroup.org/data/derivative_storage/CRESY.csv'.
[2025-12-01T20:34:50.654727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRESY'.
[2025-12-01T20:34:50.654995] [INFO ] [FORECASTER] Starting predict_future for CRESY
[2025-12-01T20:34:50.655741] [DEBUG] [LOCAL     ] No optimal features file found for CRESY: ./output/feature-sets/CRESY.txt
[2025-12-01T20:34:50.655789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:50.655819] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:50.655845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:50.655910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:50.714711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:50.715372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:50.715453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:50.715484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:50.831970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:50.832063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:50.832099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:50.832127] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:50.835179] [DEBUG] [FORECASTER] CRESY: Forecast T+1@11:T+2@11: DOWN (p=15.80%)
[2025-12-01T20:34:50.835435] [INFO ] [FORECASTER] Completed predict_future for CRESY
[2025-12-01T20:34:50.835555] [INFO ] [sig       ] CRESY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:50.972893] [INFO ] [LOCAL     ] Saved forecast: CRESY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CRESY.txt
[2025-12-01T20:34:50.972995] [INFO ] [sig       ] [819/3634] Completed CRESY in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.8m
[2025-12-01T20:34:50.973030] [INFO ] [sig       ] [820/3634] Forecasting CREX...
[2025-12-01T20:34:50.973057] [INFO ] [sig       ] Generating forecast for: CREX
[2025-12-01T20:34:50.973087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CREX' from 'https://tdm.silogroup.org/data/derivative_storage/CREX.csv'.
[2025-12-01T20:34:50.984326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CREX'.
[2025-12-01T20:34:50.984660] [INFO ] [FORECASTER] Starting predict_future for CREX
[2025-12-01T20:34:50.985395] [DEBUG] [LOCAL     ] No optimal features file found for CREX: ./output/feature-sets/CREX.txt
[2025-12-01T20:34:50.985450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:50.985480] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:50.985506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:50.985561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:51.041227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:51.041816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:51.041890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:51.041921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:51.159819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:51.159920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:51.159955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:51.159981] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:51.163068] [DEBUG] [FORECASTER] CREX: Forecast T+1@11:T+2@11: DOWN (p=15.39%)
[2025-12-01T20:34:51.163324] [INFO ] [FORECASTER] Completed predict_future for CREX
[2025-12-01T20:34:51.163448] [INFO ] [sig       ] CREX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:51.301216] [INFO ] [LOCAL     ] Saved forecast: CREX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CREX.txt
[2025-12-01T20:34:51.301338] [INFO ] [sig       ] [820/3634] Completed CREX in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-01T20:34:51.301376] [INFO ] [sig       ] [821/3634] Forecasting CRGO...
[2025-12-01T20:34:51.301404] [INFO ] [sig       ] Generating forecast for: CRGO
[2025-12-01T20:34:51.301433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGO' from 'https://tdm.silogroup.org/data/derivative_storage/CRGO.csv'.
[2025-12-01T20:34:51.312714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGO'.
[2025-12-01T20:34:51.313046] [INFO ] [FORECASTER] Starting predict_future for CRGO
[2025-12-01T20:34:51.313839] [DEBUG] [LOCAL     ] No optimal features file found for CRGO: ./output/feature-sets/CRGO.txt
[2025-12-01T20:34:51.313902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:51.313935] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:51.313963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:51.314020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:51.372662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:51.373325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:51.373401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:51.373436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:51.491523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:51.491637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:51.491673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:51.491700] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:51.494739] [DEBUG] [FORECASTER] CRGO: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-01T20:34:51.494996] [INFO ] [FORECASTER] Completed predict_future for CRGO
[2025-12-01T20:34:51.495120] [INFO ] [sig       ] CRGO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:51.633905] [INFO ] [LOCAL     ] Saved forecast: CRGO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CRGO.txt
[2025-12-01T20:34:51.634010] [INFO ] [sig       ] [821/3634] Completed CRGO in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-01T20:34:51.634045] [INFO ] [sig       ] [822/3634] Forecasting CRGY...
[2025-12-01T20:34:51.634073] [INFO ] [sig       ] Generating forecast for: CRGY
[2025-12-01T20:34:51.634101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRGY' from 'https://tdm.silogroup.org/data/derivative_storage/CRGY.csv'.
[2025-12-01T20:34:51.645353] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRGY'.
[2025-12-01T20:34:51.645639] [INFO ] [FORECASTER] Starting predict_future for CRGY
[2025-12-01T20:34:51.646363] [DEBUG] [LOCAL     ] No optimal features file found for CRGY: ./output/feature-sets/CRGY.txt
[2025-12-01T20:34:51.646413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:51.646446] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:51.646472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:51.646526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:51.702610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:51.703185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:51.703258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:51.703288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:51.821983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:51.822085] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:51.822119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:51.822146] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:51.825241] [DEBUG] [FORECASTER] CRGY: Forecast T+1@11:T+2@11: UP (p=51.39%)
[2025-12-01T20:34:51.825495] [INFO ] [FORECASTER] Completed predict_future for CRGY
[2025-12-01T20:34:51.825638] [INFO ] [sig       ] CRGY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:51.963309] [INFO ] [LOCAL     ] Saved forecast: CRGY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CRGY.txt
[2025-12-01T20:34:51.963415] [INFO ] [sig       ] [822/3634] Completed CRGY in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-01T20:34:51.963452] [INFO ] [sig       ] [823/3634] Forecasting CRH...
[2025-12-01T20:34:51.963479] [INFO ] [sig       ] Generating forecast for: CRH
[2025-12-01T20:34:51.963508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRH' from 'https://tdm.silogroup.org/data/derivative_storage/CRH.csv'.
[2025-12-01T20:34:51.974728] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CRH'.
[2025-12-01T20:34:51.975007] [INFO ] [FORECASTER] Starting predict_future for CRH
[2025-12-01T20:34:51.975763] [DEBUG] [LOCAL     ] No optimal features file found for CRH: ./output/feature-sets/CRH.txt
[2025-12-01T20:34:51.975813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:51.975843] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:51.975868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:51.975922] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:52.032270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:52.032871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:52.032945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:52.032975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:52.152214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:52.152312] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:52.152345] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:52.152372] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:52.155438] [DEBUG] [FORECASTER] CRH: Forecast T+1@11:T+2@11: DOWN (p=21.45%)
[2025-12-01T20:34:52.155728] [INFO ] [FORECASTER] Completed predict_future for CRH
[2025-12-01T20:34:52.155852] [INFO ] [sig       ] CRH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:52.292217] [INFO ] [LOCAL     ] Saved forecast: CRH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRH.txt
[2025-12-01T20:34:52.292324] [INFO ] [sig       ] [823/3634] Completed CRH in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-01T20:34:52.292359] [INFO ] [sig       ] [824/3634] Forecasting CRI...
[2025-12-01T20:34:52.292386] [INFO ] [sig       ] Generating forecast for: CRI
[2025-12-01T20:34:52.292416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRI' from 'https://tdm.silogroup.org/data/derivative_storage/CRI.csv'.
[2025-12-01T20:34:52.303194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRI'.
[2025-12-01T20:34:52.303458] [INFO ] [FORECASTER] Starting predict_future for CRI
[2025-12-01T20:34:52.304203] [DEBUG] [LOCAL     ] No optimal features file found for CRI: ./output/feature-sets/CRI.txt
[2025-12-01T20:34:52.304252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:52.304282] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:52.304307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:52.304363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:52.359961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:52.360562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:52.360678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:52.360710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:52.479296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:52.479400] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:52.479436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:52.479465] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:52.482656] [DEBUG] [FORECASTER] CRI: Forecast T+1@11:T+2@11: DOWN (p=11.03%)
[2025-12-01T20:34:52.482915] [INFO ] [FORECASTER] Completed predict_future for CRI
[2025-12-01T20:34:52.483039] [INFO ] [sig       ] CRI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:52.620988] [INFO ] [LOCAL     ] Saved forecast: CRI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CRI.txt
[2025-12-01T20:34:52.621099] [INFO ] [sig       ] [824/3634] Completed CRI in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-01T20:34:52.621135] [INFO ] [sig       ] [825/3634] Forecasting CRIS...
[2025-12-01T20:34:52.621164] [INFO ] [sig       ] Generating forecast for: CRIS
[2025-12-01T20:34:52.621193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRIS' from 'https://tdm.silogroup.org/data/derivative_storage/CRIS.csv'.
[2025-12-01T20:34:52.631773] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CRIS'.
[2025-12-01T20:34:52.632048] [INFO ] [FORECASTER] Starting predict_future for CRIS
[2025-12-01T20:34:52.632791] [DEBUG] [LOCAL     ] No optimal features file found for CRIS: ./output/feature-sets/CRIS.txt
[2025-12-01T20:34:52.632839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:52.632870] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:52.632895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:52.632950] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:52.688289] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:52.688912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:52.688987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:52.689018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:52.808792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:52.808902] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:52.808939] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:52.808966] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:52.812221] [DEBUG] [FORECASTER] CRIS: Forecast T+1@11:T+2@11: DOWN (p=24.81%)
[2025-12-01T20:34:52.812503] [INFO ] [FORECASTER] Completed predict_future for CRIS
[2025-12-01T20:34:52.812660] [INFO ] [sig       ] CRIS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:52.950691] [INFO ] [LOCAL     ] Saved forecast: CRIS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRIS.txt
[2025-12-01T20:34:52.950800] [INFO ] [sig       ] [825/3634] Completed CRIS in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-01T20:34:52.950837] [INFO ] [sig       ] [826/3634] Forecasting CRK...
[2025-12-01T20:34:52.950865] [INFO ] [sig       ] Generating forecast for: CRK
[2025-12-01T20:34:52.950893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRK' from 'https://tdm.silogroup.org/data/derivative_storage/CRK.csv'.
[2025-12-01T20:34:52.961845] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CRK'.
[2025-12-01T20:34:52.962125] [INFO ] [FORECASTER] Starting predict_future for CRK
[2025-12-01T20:34:52.962877] [DEBUG] [LOCAL     ] No optimal features file found for CRK: ./output/feature-sets/CRK.txt
[2025-12-01T20:34:52.962925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:52.962956] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:52.962981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:52.963036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:53.017924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:53.018537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:53.018630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:53.018661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:53.139390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:53.139543] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:53.139596] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:53.139626] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:53.142982] [DEBUG] [FORECASTER] CRK: Forecast T+1@11:T+2@11: DOWN (p=21.89%)
[2025-12-01T20:34:53.143259] [INFO ] [FORECASTER] Completed predict_future for CRK
[2025-12-01T20:34:53.143381] [INFO ] [sig       ] CRK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:53.279960] [INFO ] [LOCAL     ] Saved forecast: CRK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRK.txt
[2025-12-01T20:34:53.280072] [INFO ] [sig       ] [826/3634] Completed CRK in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-01T20:34:53.280108] [INFO ] [sig       ] [827/3634] Forecasting CRL...
[2025-12-01T20:34:53.280135] [INFO ] [sig       ] Generating forecast for: CRL
[2025-12-01T20:34:53.280166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRL' from 'https://tdm.silogroup.org/data/derivative_storage/CRL.csv'.
[2025-12-01T20:34:53.291521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRL'.
[2025-12-01T20:34:53.291841] [INFO ] [FORECASTER] Starting predict_future for CRL
[2025-12-01T20:34:53.292599] [DEBUG] [LOCAL     ] No optimal features file found for CRL: ./output/feature-sets/CRL.txt
[2025-12-01T20:34:53.292649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:53.292680] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:53.292706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:53.292760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:53.349346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:53.349960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:53.350035] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:53.350066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:53.471937] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:53.472050] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:53.472085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:53.472113] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:53.475311] [DEBUG] [FORECASTER] CRL: Forecast T+1@11:T+2@11: UP (p=84.21%)
[2025-12-01T20:34:53.475593] [INFO ] [FORECASTER] Completed predict_future for CRL
[2025-12-01T20:34:53.475717] [INFO ] [sig       ] CRL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:53.613602] [INFO ] [LOCAL     ] Saved forecast: CRL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CRL.txt
[2025-12-01T20:34:53.613737] [INFO ] [sig       ] [827/3634] Completed CRL in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-01T20:34:53.613775] [INFO ] [sig       ] [828/3634] Forecasting CRM...
[2025-12-01T20:34:53.613804] [INFO ] [sig       ] Generating forecast for: CRM
[2025-12-01T20:34:53.613832] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRM' from 'https://tdm.silogroup.org/data/derivative_storage/CRM.csv'.
[2025-12-01T20:34:53.624552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRM'.
[2025-12-01T20:34:53.624841] [INFO ] [FORECASTER] Starting predict_future for CRM
[2025-12-01T20:34:53.625586] [DEBUG] [LOCAL     ] No optimal features file found for CRM: ./output/feature-sets/CRM.txt
[2025-12-01T20:34:53.625637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:53.625668] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:53.625693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:53.625748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:53.681089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:53.681693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:53.681766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:53.681796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:53.804706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:53.804833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:53.804885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:53.804913] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:53.808156] [DEBUG] [FORECASTER] CRM: Forecast T+1@11:T+2@11: DOWN (p=35.94%)
[2025-12-01T20:34:53.808439] [INFO ] [FORECASTER] Completed predict_future for CRM
[2025-12-01T20:34:53.808570] [INFO ] [sig       ] CRM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:53.947451] [INFO ] [LOCAL     ] Saved forecast: CRM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CRM.txt
[2025-12-01T20:34:53.947558] [INFO ] [sig       ] [828/3634] Completed CRM in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-01T20:34:53.947612] [INFO ] [sig       ] [829/3634] Forecasting CRMD...
[2025-12-01T20:34:53.947641] [INFO ] [sig       ] Generating forecast for: CRMD
[2025-12-01T20:34:53.947670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRMD' from 'https://tdm.silogroup.org/data/derivative_storage/CRMD.csv'.
[2025-12-01T20:34:53.958833] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CRMD'.
[2025-12-01T20:34:53.959099] [INFO ] [FORECASTER] Starting predict_future for CRMD
[2025-12-01T20:34:53.959859] [DEBUG] [LOCAL     ] No optimal features file found for CRMD: ./output/feature-sets/CRMD.txt
[2025-12-01T20:34:53.959908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:53.959937] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:53.959964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:53.960018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:54.016899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:54.017508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:54.017602] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:54.017636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:54.132629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:54.132740] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:54.132776] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:54.132802] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:54.135986] [DEBUG] [FORECASTER] CRMD: Forecast T+1@11:T+2@11: DOWN (p=3.81%)
[2025-12-01T20:34:54.136247] [INFO ] [FORECASTER] Completed predict_future for CRMD
[2025-12-01T20:34:54.136367] [INFO ] [sig       ] CRMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:54.284435] [INFO ] [LOCAL     ] Saved forecast: CRMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRMD.txt
[2025-12-01T20:34:54.284591] [INFO ] [sig       ] [829/3634] Completed CRMD in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-01T20:34:54.284635] [INFO ] [sig       ] [830/3634] Forecasting CRML...
[2025-12-01T20:34:54.284663] [INFO ] [sig       ] Generating forecast for: CRML
[2025-12-01T20:34:54.284701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRML' from 'https://tdm.silogroup.org/data/derivative_storage/CRML.csv'.
[2025-12-01T20:34:54.294999] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CRML'.
[2025-12-01T20:34:54.295269] [INFO ] [FORECASTER] Starting predict_future for CRML
[2025-12-01T20:34:54.296026] [DEBUG] [LOCAL     ] No optimal features file found for CRML: ./output/feature-sets/CRML.txt
[2025-12-01T20:34:54.296075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:54.296106] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:54.296132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:54.296185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:54.353981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:54.354654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:54.354732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:54.354764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:54.472259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:54.472413] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:54.472452] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:54.472479] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:54.475859] [DEBUG] [FORECASTER] CRML: Forecast T+1@11:T+2@11: DOWN (p=5.07%)
[2025-12-01T20:34:54.476133] [INFO ] [FORECASTER] Completed predict_future for CRML
[2025-12-01T20:34:54.476261] [INFO ] [sig       ] CRML: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:54.617961] [INFO ] [LOCAL     ] Saved forecast: CRML	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRML.txt
[2025-12-01T20:34:54.618117] [INFO ] [sig       ] [830/3634] Completed CRML in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-01T20:34:54.618155] [INFO ] [sig       ] [831/3634] Forecasting CRNC...
[2025-12-01T20:34:54.618182] [INFO ] [sig       ] Generating forecast for: CRNC
[2025-12-01T20:34:54.618240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNC' from 'https://tdm.silogroup.org/data/derivative_storage/CRNC.csv'.
[2025-12-01T20:34:54.629980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNC'.
[2025-12-01T20:34:54.630268] [INFO ] [FORECASTER] Starting predict_future for CRNC
[2025-12-01T20:34:54.631054] [DEBUG] [LOCAL     ] No optimal features file found for CRNC: ./output/feature-sets/CRNC.txt
[2025-12-01T20:34:54.631103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:54.631160] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:54.631187] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:54.631243] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:54.686934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:54.687521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:54.687612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:54.687646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:54.805003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:54.805123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:54.805158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:54.805184] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:54.808359] [DEBUG] [FORECASTER] CRNC: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-01T20:34:54.808679] [INFO ] [FORECASTER] Completed predict_future for CRNC
[2025-12-01T20:34:54.808802] [INFO ] [sig       ] CRNC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:54.946541] [INFO ] [LOCAL     ] Saved forecast: CRNC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CRNC.txt
[2025-12-01T20:34:54.946682] [INFO ] [sig       ] [831/3634] Completed CRNC in 0.3s | 2.98 sym/s | Total: 4.6m | ETA: 15.7m
[2025-12-01T20:34:54.946719] [INFO ] [sig       ] [832/3634] Forecasting CRNX...
[2025-12-01T20:34:54.946747] [INFO ] [sig       ] Generating forecast for: CRNX
[2025-12-01T20:34:54.946776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRNX' from 'https://tdm.silogroup.org/data/derivative_storage/CRNX.csv'.
[2025-12-01T20:34:54.958537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRNX'.
[2025-12-01T20:34:54.958890] [INFO ] [FORECASTER] Starting predict_future for CRNX
[2025-12-01T20:34:54.959683] [DEBUG] [LOCAL     ] No optimal features file found for CRNX: ./output/feature-sets/CRNX.txt
[2025-12-01T20:34:54.959733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:54.959775] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:54.959801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:54.959856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:55.017139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:55.017870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:55.017951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:55.017984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:55.141238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:55.141401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:55.141444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:55.141478] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:55.145085] [DEBUG] [FORECASTER] CRNX: Forecast T+1@11:T+2@11: DOWN (p=36.49%)
[2025-12-01T20:34:55.145386] [INFO ] [FORECASTER] Completed predict_future for CRNX
[2025-12-01T20:34:55.145528] [INFO ] [sig       ] CRNX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:55.287746] [INFO ] [LOCAL     ] Saved forecast: CRNX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CRNX.txt
[2025-12-01T20:34:55.287882] [INFO ] [sig       ] [832/3634] Completed CRNX in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-01T20:34:55.287919] [INFO ] [sig       ] [833/3634] Forecasting CRON...
[2025-12-01T20:34:55.287948] [INFO ] [sig       ] Generating forecast for: CRON
[2025-12-01T20:34:55.287977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRON' from 'https://tdm.silogroup.org/data/derivative_storage/CRON.csv'.
[2025-12-01T20:34:55.299833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRON'.
[2025-12-01T20:34:55.300143] [INFO ] [FORECASTER] Starting predict_future for CRON
[2025-12-01T20:34:55.300903] [DEBUG] [LOCAL     ] No optimal features file found for CRON: ./output/feature-sets/CRON.txt
[2025-12-01T20:34:55.300952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:55.300983] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:55.301008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:55.301062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:55.356996] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:55.357610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:55.357687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:55.357717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:55.477964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:55.478089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:55.478125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:55.478152] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:55.481437] [DEBUG] [FORECASTER] CRON: Forecast T+1@11:T+2@11: DOWN (p=30.08%)
[2025-12-01T20:34:55.481725] [INFO ] [FORECASTER] Completed predict_future for CRON
[2025-12-01T20:34:55.481850] [INFO ] [sig       ] CRON: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:55.621882] [INFO ] [LOCAL     ] Saved forecast: CRON	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CRON.txt
[2025-12-01T20:34:55.621999] [INFO ] [sig       ] [833/3634] Completed CRON in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-01T20:34:55.622036] [INFO ] [sig       ] [834/3634] Forecasting CROX...
[2025-12-01T20:34:55.622065] [INFO ] [sig       ] Generating forecast for: CROX
[2025-12-01T20:34:55.622093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CROX' from 'https://tdm.silogroup.org/data/derivative_storage/CROX.csv'.
[2025-12-01T20:34:55.633506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CROX'.
[2025-12-01T20:34:55.633804] [INFO ] [FORECASTER] Starting predict_future for CROX
[2025-12-01T20:34:55.634546] [DEBUG] [LOCAL     ] No optimal features file found for CROX: ./output/feature-sets/CROX.txt
[2025-12-01T20:34:55.634627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:55.634663] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:55.634689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:55.634743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:55.692241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:55.692866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:55.692945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:55.692977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:55.808459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:55.808589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:55.808628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:55.808683] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:55.811980] [DEBUG] [FORECASTER] CROX: Forecast T+1@11:T+2@11: UP (p=53.33%)
[2025-12-01T20:34:55.812258] [INFO ] [FORECASTER] Completed predict_future for CROX
[2025-12-01T20:34:55.812391] [INFO ] [sig       ] CROX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:55.960022] [INFO ] [LOCAL     ] Saved forecast: CROX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CROX.txt
[2025-12-01T20:34:55.960154] [INFO ] [sig       ] [834/3634] Completed CROX in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-01T20:34:55.960193] [INFO ] [sig       ] [835/3634] Forecasting CRS...
[2025-12-01T20:34:55.960223] [INFO ] [sig       ] Generating forecast for: CRS
[2025-12-01T20:34:55.960252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRS' from 'https://tdm.silogroup.org/data/derivative_storage/CRS.csv'.
[2025-12-01T20:34:55.971869] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CRS'.
[2025-12-01T20:34:55.972153] [INFO ] [FORECASTER] Starting predict_future for CRS
[2025-12-01T20:34:55.972921] [DEBUG] [LOCAL     ] No optimal features file found for CRS: ./output/feature-sets/CRS.txt
[2025-12-01T20:34:55.972970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:55.973001] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:55.973026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:55.973080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:56.027686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:56.028273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:56.028378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:56.028409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:56.146120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:56.146237] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:56.146272] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:56.146299] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:56.149510] [DEBUG] [FORECASTER] CRS: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-12-01T20:34:56.149822] [INFO ] [FORECASTER] Completed predict_future for CRS
[2025-12-01T20:34:56.149950] [INFO ] [sig       ] CRS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:56.287433] [INFO ] [LOCAL     ] Saved forecast: CRS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRS.txt
[2025-12-01T20:34:56.287555] [INFO ] [sig       ] [835/3634] Completed CRS in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-01T20:34:56.287626] [INFO ] [sig       ] [836/3634] Forecasting CRSP...
[2025-12-01T20:34:56.287657] [INFO ] [sig       ] Generating forecast for: CRSP
[2025-12-01T20:34:56.287700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRSP' from 'https://tdm.silogroup.org/data/derivative_storage/CRSP.csv'.
[2025-12-01T20:34:56.298860] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CRSP'.
[2025-12-01T20:34:56.299139] [INFO ] [FORECASTER] Starting predict_future for CRSP
[2025-12-01T20:34:56.299926] [DEBUG] [LOCAL     ] No optimal features file found for CRSP: ./output/feature-sets/CRSP.txt
[2025-12-01T20:34:56.299974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:56.300004] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:56.300030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:56.300085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:56.355676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:56.356290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:56.356366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:56.356397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:56.471188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:56.471303] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:56.471337] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:56.471365] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:56.474692] [DEBUG] [FORECASTER] CRSP: Forecast T+1@11:T+2@11: UP (p=76.23%)
[2025-12-01T20:34:56.474971] [INFO ] [FORECASTER] Completed predict_future for CRSP
[2025-12-01T20:34:56.475097] [INFO ] [sig       ] CRSP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:56.613157] [INFO ] [LOCAL     ] Saved forecast: CRSP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CRSP.txt
[2025-12-01T20:34:56.613276] [INFO ] [sig       ] [836/3634] Completed CRSP in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.7m
[2025-12-01T20:34:56.613313] [INFO ] [sig       ] [837/3634] Forecasting CRTO...
[2025-12-01T20:34:56.613342] [INFO ] [sig       ] Generating forecast for: CRTO
[2025-12-01T20:34:56.613371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRTO' from 'https://tdm.silogroup.org/data/derivative_storage/CRTO.csv'.
[2025-12-01T20:34:56.625254] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CRTO'.
[2025-12-01T20:34:56.625620] [INFO ] [FORECASTER] Starting predict_future for CRTO
[2025-12-01T20:34:56.626391] [DEBUG] [LOCAL     ] No optimal features file found for CRTO: ./output/feature-sets/CRTO.txt
[2025-12-01T20:34:56.626441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:56.626471] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:56.626502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:56.626556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:56.682985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:56.683863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:56.683948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:56.683980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:56.808395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:56.808556] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:56.808612] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:56.808641] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:56.811982] [DEBUG] [FORECASTER] CRTO: Forecast T+1@11:T+2@11: DOWN (p=15.76%)
[2025-12-01T20:34:56.812256] [INFO ] [FORECASTER] Completed predict_future for CRTO
[2025-12-01T20:34:56.812404] [INFO ] [sig       ] CRTO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:56.951268] [INFO ] [LOCAL     ] Saved forecast: CRTO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRTO.txt
[2025-12-01T20:34:56.951407] [INFO ] [sig       ] [837/3634] Completed CRTO in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-01T20:34:56.951446] [INFO ] [sig       ] [838/3634] Forecasting CRUS...
[2025-12-01T20:34:56.951477] [INFO ] [sig       ] Generating forecast for: CRUS
[2025-12-01T20:34:56.951507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRUS' from 'https://tdm.silogroup.org/data/derivative_storage/CRUS.csv'.
[2025-12-01T20:34:56.963709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRUS'.
[2025-12-01T20:34:56.964096] [INFO ] [FORECASTER] Starting predict_future for CRUS
[2025-12-01T20:34:56.964944] [DEBUG] [LOCAL     ] No optimal features file found for CRUS: ./output/feature-sets/CRUS.txt
[2025-12-01T20:34:56.964995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:56.965027] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:56.965055] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:56.965115] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:57.021768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:57.022482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:57.022570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:57.022630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:57.143384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:57.143534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:57.143588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:57.143620] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:57.146970] [DEBUG] [FORECASTER] CRUS: Forecast T+1@11:T+2@11: UP (p=72.22%)
[2025-12-01T20:34:57.147246] [INFO ] [FORECASTER] Completed predict_future for CRUS
[2025-12-01T20:34:57.147377] [INFO ] [sig       ] CRUS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:57.286380] [INFO ] [LOCAL     ] Saved forecast: CRUS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CRUS.txt
[2025-12-01T20:34:57.286543] [INFO ] [sig       ] [838/3634] Completed CRUS in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-01T20:34:57.286616] [INFO ] [sig       ] [839/3634] Forecasting CRVL...
[2025-12-01T20:34:57.286649] [INFO ] [sig       ] Generating forecast for: CRVL
[2025-12-01T20:34:57.286685] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVL' from 'https://tdm.silogroup.org/data/derivative_storage/CRVL.csv'.
[2025-12-01T20:34:57.297787] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CRVL'.
[2025-12-01T20:34:57.298101] [INFO ] [FORECASTER] Starting predict_future for CRVL
[2025-12-01T20:34:57.299020] [DEBUG] [LOCAL     ] No optimal features file found for CRVL: ./output/feature-sets/CRVL.txt
[2025-12-01T20:34:57.299073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:57.299104] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:57.299131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:57.299188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:57.356459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:57.357268] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:57.357350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:57.357384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:57.478220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:57.478390] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:57.478431] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:57.478475] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:57.481849] [DEBUG] [FORECASTER] CRVL: Forecast T+1@11:T+2@11: DOWN (p=1.50%)
[2025-12-01T20:34:57.482119] [INFO ] [FORECASTER] Completed predict_future for CRVL
[2025-12-01T20:34:57.482246] [INFO ] [sig       ] CRVL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:34:57.619834] [INFO ] [LOCAL     ] Saved forecast: CRVL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CRVL.txt
[2025-12-01T20:34:57.619968] [INFO ] [sig       ] [839/3634] Completed CRVL in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-01T20:34:57.620006] [INFO ] [sig       ] [840/3634] Forecasting CRVO...
[2025-12-01T20:34:57.620034] [INFO ] [sig       ] Generating forecast for: CRVO
[2025-12-01T20:34:57.620063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVO' from 'https://tdm.silogroup.org/data/derivative_storage/CRVO.csv'.
[2025-12-01T20:34:57.631164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVO'.
[2025-12-01T20:34:57.631435] [INFO ] [FORECASTER] Starting predict_future for CRVO
[2025-12-01T20:34:57.632188] [DEBUG] [LOCAL     ] No optimal features file found for CRVO: ./output/feature-sets/CRVO.txt
[2025-12-01T20:34:57.632237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:57.632267] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:57.632292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:57.632347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:57.688627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:57.689321] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:57.689400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:57.689432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:57.809513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:57.809675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:57.809714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:57.809741] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:57.813005] [DEBUG] [FORECASTER] CRVO: Forecast T+1@11:T+2@11: DOWN (p=49.33%)
[2025-12-01T20:34:57.813274] [INFO ] [FORECASTER] Completed predict_future for CRVO
[2025-12-01T20:34:57.813398] [INFO ] [sig       ] CRVO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:57.951017] [INFO ] [LOCAL     ] Saved forecast: CRVO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CRVO.txt
[2025-12-01T20:34:57.951141] [INFO ] [sig       ] [840/3634] Completed CRVO in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-01T20:34:57.951178] [INFO ] [sig       ] [841/3634] Forecasting CRVS...
[2025-12-01T20:34:57.951205] [INFO ] [sig       ] Generating forecast for: CRVS
[2025-12-01T20:34:57.951234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRVS' from 'https://tdm.silogroup.org/data/derivative_storage/CRVS.csv'.
[2025-12-01T20:34:57.966653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRVS'.
[2025-12-01T20:34:57.967155] [INFO ] [FORECASTER] Starting predict_future for CRVS
[2025-12-01T20:34:57.968279] [DEBUG] [LOCAL     ] No optimal features file found for CRVS: ./output/feature-sets/CRVS.txt
[2025-12-01T20:34:57.968371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:57.968410] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:57.968445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:57.968520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:58.035228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:58.036168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:58.036299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:58.036333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:58.163223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:58.163370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:58.163409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:58.163437] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:58.166981] [DEBUG] [FORECASTER] CRVS: Forecast T+1@11:T+2@11: UP (p=74.85%)
[2025-12-01T20:34:58.167273] [INFO ] [FORECASTER] Completed predict_future for CRVS
[2025-12-01T20:34:58.167406] [INFO ] [sig       ] CRVS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:58.318359] [INFO ] [LOCAL     ] Saved forecast: CRVS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CRVS.txt
[2025-12-01T20:34:58.318519] [INFO ] [sig       ] [841/3634] Completed CRVS in 0.4s | 2.98 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-01T20:34:58.318560] [INFO ] [sig       ] [842/3634] Forecasting CRWD...
[2025-12-01T20:34:58.318615] [INFO ] [sig       ] Generating forecast for: CRWD
[2025-12-01T20:34:58.318649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWD' from 'https://tdm.silogroup.org/data/derivative_storage/CRWD.csv'.
[2025-12-01T20:34:58.331496] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWD'.
[2025-12-01T20:34:58.331922] [INFO ] [FORECASTER] Starting predict_future for CRWD
[2025-12-01T20:34:58.332959] [DEBUG] [LOCAL     ] No optimal features file found for CRWD: ./output/feature-sets/CRWD.txt
[2025-12-01T20:34:58.333010] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:58.333042] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:58.333068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:58.333128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:58.395699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:58.396600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:58.396685] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:58.396718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:58.522168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:58.522336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:58.522376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:58.522405] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:58.525966] [DEBUG] [FORECASTER] CRWD: Forecast T+1@11:T+2@11: UP (p=54.54%)
[2025-12-01T20:34:58.526265] [INFO ] [FORECASTER] Completed predict_future for CRWD
[2025-12-01T20:34:58.526423] [INFO ] [sig       ] CRWD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:58.672714] [INFO ] [LOCAL     ] Saved forecast: CRWD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CRWD.txt
[2025-12-01T20:34:58.672874] [INFO ] [sig       ] [842/3634] Completed CRWD in 0.4s | 2.98 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-01T20:34:58.672915] [INFO ] [sig       ] [843/3634] Forecasting CRWS...
[2025-12-01T20:34:58.672947] [INFO ] [sig       ] Generating forecast for: CRWS
[2025-12-01T20:34:58.672977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CRWS' from 'https://tdm.silogroup.org/data/derivative_storage/CRWS.csv'.
[2025-12-01T20:34:58.684144] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CRWS'.
[2025-12-01T20:34:58.684546] [INFO ] [FORECASTER] Starting predict_future for CRWS
[2025-12-01T20:34:58.685392] [DEBUG] [LOCAL     ] No optimal features file found for CRWS: ./output/feature-sets/CRWS.txt
[2025-12-01T20:34:58.685443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:58.685489] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:58.685517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:58.685596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:58.761147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:58.762294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:58.762409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:58.762457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:58.908362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:58.908547] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:58.908624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:58.908669] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:58.913682] [DEBUG] [FORECASTER] CRWS: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-12-01T20:34:58.914162] [INFO ] [FORECASTER] Completed predict_future for CRWS
[2025-12-01T20:34:58.914373] [INFO ] [sig       ] CRWS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:34:59.081354] [INFO ] [LOCAL     ] Saved forecast: CRWS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CRWS.txt
[2025-12-01T20:34:59.081524] [INFO ] [sig       ] [843/3634] Completed CRWS in 0.4s | 2.98 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-01T20:34:59.081566] [INFO ] [sig       ] [844/3634] Forecasting CSAN...
[2025-12-01T20:34:59.081621] [INFO ] [sig       ] Generating forecast for: CSAN
[2025-12-01T20:34:59.081651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSAN' from 'https://tdm.silogroup.org/data/derivative_storage/CSAN.csv'.
[2025-12-01T20:34:59.096340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSAN'.
[2025-12-01T20:34:59.096856] [INFO ] [FORECASTER] Starting predict_future for CSAN
[2025-12-01T20:34:59.097884] [DEBUG] [LOCAL     ] No optimal features file found for CSAN: ./output/feature-sets/CSAN.txt
[2025-12-01T20:34:59.097944] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:59.097982] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:59.098013] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:59.098086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:59.165783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:59.166686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:59.166775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:59.166807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:59.292282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:59.292436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:34:59.292474] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:59.292502] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:59.296120] [DEBUG] [FORECASTER] CSAN: Forecast T+1@11:T+2@11: DOWN (p=43.96%)
[2025-12-01T20:34:59.296448] [INFO ] [FORECASTER] Completed predict_future for CSAN
[2025-12-01T20:34:59.296605] [INFO ] [sig       ] CSAN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:34:59.446185] [INFO ] [LOCAL     ] Saved forecast: CSAN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CSAN.txt
[2025-12-01T20:34:59.446376] [INFO ] [sig       ] [844/3634] Completed CSAN in 0.4s | 2.98 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-01T20:34:59.446418] [INFO ] [sig       ] [845/3634] Forecasting CSB...
[2025-12-01T20:34:59.446447] [INFO ] [sig       ] Generating forecast for: CSB
[2025-12-01T20:34:59.446478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSB' from 'https://tdm.silogroup.org/data/derivative_storage/CSB.csv'.
[2025-12-01T20:34:59.459721] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CSB'.
[2025-12-01T20:34:59.460132] [INFO ] [FORECASTER] Starting predict_future for CSB
[2025-12-01T20:34:59.460992] [DEBUG] [LOCAL     ] No optimal features file found for CSB: ./output/feature-sets/CSB.txt
[2025-12-01T20:34:59.461043] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:59.461075] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:59.461101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:59.461156] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:59.518435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:59.519329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:59.519414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:59.519449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:59.632489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:59.632655] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:59.632694] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:59.632723] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:59.636002] [DEBUG] [FORECASTER] CSB: Forecast T+1@11:T+2@11: UP (p=78.17%)
[2025-12-01T20:34:59.636277] [INFO ] [FORECASTER] Completed predict_future for CSB
[2025-12-01T20:34:59.636406] [INFO ] [sig       ] CSB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:34:59.774514] [INFO ] [LOCAL     ] Saved forecast: CSB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CSB.txt
[2025-12-01T20:34:59.774672] [INFO ] [sig       ] [845/3634] Completed CSB in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-01T20:34:59.774712] [INFO ] [sig       ] [846/3634] Forecasting CSCO...
[2025-12-01T20:34:59.774743] [INFO ] [sig       ] Generating forecast for: CSCO
[2025-12-01T20:34:59.774803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSCO' from 'https://tdm.silogroup.org/data/derivative_storage/CSCO.csv'.
[2025-12-01T20:34:59.785393] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CSCO'.
[2025-12-01T20:34:59.785700] [INFO ] [FORECASTER] Starting predict_future for CSCO
[2025-12-01T20:34:59.786437] [DEBUG] [LOCAL     ] No optimal features file found for CSCO: ./output/feature-sets/CSCO.txt
[2025-12-01T20:34:59.786486] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:34:59.786515] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:34:59.786540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:34:59.786609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:34:59.841399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:34:59.842136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:34:59.842217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:34:59.842247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:34:59.969812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:34:59.969973] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:34:59.970011] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:34:59.970040] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:34:59.973624] [DEBUG] [FORECASTER] CSCO: Forecast T+1@11:T+2@11: DOWN (p=1.89%)
[2025-12-01T20:34:59.973930] [INFO ] [FORECASTER] Completed predict_future for CSCO
[2025-12-01T20:34:59.974083] [INFO ] [sig       ] CSCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:00.119124] [INFO ] [LOCAL     ] Saved forecast: CSCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CSCO.txt
[2025-12-01T20:35:00.119272] [INFO ] [sig       ] [846/3634] Completed CSCO in 0.3s | 2.98 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-01T20:35:00.119311] [INFO ] [sig       ] [847/3634] Forecasting CSGP...
[2025-12-01T20:35:00.119347] [INFO ] [sig       ] Generating forecast for: CSGP
[2025-12-01T20:35:00.119376] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGP' from 'https://tdm.silogroup.org/data/derivative_storage/CSGP.csv'.
[2025-12-01T20:35:00.131149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSGP'.
[2025-12-01T20:35:00.131479] [INFO ] [FORECASTER] Starting predict_future for CSGP
[2025-12-01T20:35:00.132264] [DEBUG] [LOCAL     ] No optimal features file found for CSGP: ./output/feature-sets/CSGP.txt
[2025-12-01T20:35:00.132315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:00.132347] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:00.132373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:00.132428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:00.192332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:00.193156] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:00.193240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:00.193272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:00.323203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:00.323352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:00.323389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:00.323416] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:00.326881] [DEBUG] [FORECASTER] CSGP: Forecast T+1@11:T+2@11: DOWN (p=5.53%)
[2025-12-01T20:35:00.327151] [INFO ] [FORECASTER] Completed predict_future for CSGP
[2025-12-01T20:35:00.327284] [INFO ] [sig       ] CSGP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:00.476639] [INFO ] [LOCAL     ] Saved forecast: CSGP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CSGP.txt
[2025-12-01T20:35:00.476836] [INFO ] [sig       ] [847/3634] Completed CSGP in 0.4s | 2.98 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-01T20:35:00.476883] [INFO ] [sig       ] [848/3634] Forecasting CSGS...
[2025-12-01T20:35:00.476914] [INFO ] [sig       ] Generating forecast for: CSGS
[2025-12-01T20:35:00.476943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSGS' from 'https://tdm.silogroup.org/data/derivative_storage/CSGS.csv'.
[2025-12-01T20:35:00.488963] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CSGS'.
[2025-12-01T20:35:00.489286] [INFO ] [FORECASTER] Starting predict_future for CSGS
[2025-12-01T20:35:00.490163] [DEBUG] [LOCAL     ] No optimal features file found for CSGS: ./output/feature-sets/CSGS.txt
[2025-12-01T20:35:00.490215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:00.490279] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:00.490307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:00.490362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:00.550199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:00.550998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:00.551080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:00.551114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:00.679725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:00.679874] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:00.679912] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:00.679939] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:00.683351] [DEBUG] [FORECASTER] CSGS: Forecast T+1@11:T+2@11: UP (p=92.11%)
[2025-12-01T20:35:00.683643] [INFO ] [FORECASTER] Completed predict_future for CSGS
[2025-12-01T20:35:00.683775] [INFO ] [sig       ] CSGS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:35:00.830384] [INFO ] [LOCAL     ] Saved forecast: CSGS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CSGS.txt
[2025-12-01T20:35:00.830550] [INFO ] [sig       ] [848/3634] Completed CSGS in 0.4s | 2.98 sym/s | Total: 4.7m | ETA: 15.6m
[2025-12-01T20:35:00.830618] [INFO ] [sig       ] [849/3634] Forecasting CSIQ...
[2025-12-01T20:35:00.830657] [INFO ] [sig       ] Generating forecast for: CSIQ
[2025-12-01T20:35:00.830691] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSIQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSIQ.csv'.
[2025-12-01T20:35:00.842883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSIQ'.
[2025-12-01T20:35:00.843218] [INFO ] [FORECASTER] Starting predict_future for CSIQ
[2025-12-01T20:35:00.844004] [DEBUG] [LOCAL     ] No optimal features file found for CSIQ: ./output/feature-sets/CSIQ.txt
[2025-12-01T20:35:00.844055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:00.844086] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:00.844111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:00.844167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:00.904141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:00.904898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:00.904983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:00.905015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:01.038227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:01.038421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:01.038479] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:01.038516] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:01.042178] [DEBUG] [FORECASTER] CSIQ: Forecast T+1@11:T+2@11: DOWN (p=23.15%)
[2025-12-01T20:35:01.042463] [INFO ] [FORECASTER] Completed predict_future for CSIQ
[2025-12-01T20:35:01.042619] [INFO ] [sig       ] CSIQ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:01.198563] [INFO ] [LOCAL     ] Saved forecast: CSIQ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CSIQ.txt
[2025-12-01T20:35:01.198746] [INFO ] [sig       ] [849/3634] Completed CSIQ in 0.4s | 2.98 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-01T20:35:01.198785] [INFO ] [sig       ] [850/3634] Forecasting CSPI...
[2025-12-01T20:35:01.198814] [INFO ] [sig       ] Generating forecast for: CSPI
[2025-12-01T20:35:01.198843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSPI' from 'https://tdm.silogroup.org/data/derivative_storage/CSPI.csv'.
[2025-12-01T20:35:01.211935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSPI'.
[2025-12-01T20:35:01.212351] [INFO ] [FORECASTER] Starting predict_future for CSPI
[2025-12-01T20:35:01.213176] [DEBUG] [LOCAL     ] No optimal features file found for CSPI: ./output/feature-sets/CSPI.txt
[2025-12-01T20:35:01.213226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:01.213258] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:01.213283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:01.213338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:01.268567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:01.269293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:01.269371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:01.269401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:01.391650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:01.391807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:01.391846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:01.391891] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:01.395608] [DEBUG] [FORECASTER] CSPI: Forecast T+1@11:T+2@11: UP (p=60.18%)
[2025-12-01T20:35:01.396029] [INFO ] [FORECASTER] Completed predict_future for CSPI
[2025-12-01T20:35:01.396195] [INFO ] [sig       ] CSPI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:01.543670] [INFO ] [LOCAL     ] Saved forecast: CSPI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CSPI.txt
[2025-12-01T20:35:01.543811] [INFO ] [sig       ] [850/3634] Completed CSPI in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-01T20:35:01.543851] [INFO ] [sig       ] [851/3634] Forecasting CSQ...
[2025-12-01T20:35:01.543880] [INFO ] [sig       ] Generating forecast for: CSQ
[2025-12-01T20:35:01.543910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSQ' from 'https://tdm.silogroup.org/data/derivative_storage/CSQ.csv'.
[2025-12-01T20:35:01.554884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSQ'.
[2025-12-01T20:35:01.555165] [INFO ] [FORECASTER] Starting predict_future for CSQ
[2025-12-01T20:35:01.555923] [DEBUG] [LOCAL     ] No optimal features file found for CSQ: ./output/feature-sets/CSQ.txt
[2025-12-01T20:35:01.555973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:01.556005] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:01.556031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:01.556087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:01.614320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:01.615085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:01.615168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:01.615202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:01.733769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:01.733912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:01.733952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:01.734015] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:01.737459] [DEBUG] [FORECASTER] CSQ: Forecast T+1@11:T+2@11: UP (p=69.52%)
[2025-12-01T20:35:01.737782] [INFO ] [FORECASTER] Completed predict_future for CSQ
[2025-12-01T20:35:01.737919] [INFO ] [sig       ] CSQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:01.890613] [INFO ] [LOCAL     ] Saved forecast: CSQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CSQ.txt
[2025-12-01T20:35:01.890861] [INFO ] [sig       ] [851/3634] Completed CSQ in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-01T20:35:01.890936] [INFO ] [sig       ] [852/3634] Forecasting CSTL...
[2025-12-01T20:35:01.890980] [INFO ] [sig       ] Generating forecast for: CSTL
[2025-12-01T20:35:01.891012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTL' from 'https://tdm.silogroup.org/data/derivative_storage/CSTL.csv'.
[2025-12-01T20:35:01.903107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTL'.
[2025-12-01T20:35:01.903517] [INFO ] [FORECASTER] Starting predict_future for CSTL
[2025-12-01T20:35:01.904515] [DEBUG] [LOCAL     ] No optimal features file found for CSTL: ./output/feature-sets/CSTL.txt
[2025-12-01T20:35:01.904588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:01.904648] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:01.904677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:01.904735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:01.963238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:01.964128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:01.964218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:01.964253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:02.097949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:02.098117] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:02.098166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:02.098230] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:02.101790] [DEBUG] [FORECASTER] CSTL: Forecast T+1@11:T+2@11: UP (p=85.82%)
[2025-12-01T20:35:02.102162] [INFO ] [FORECASTER] Completed predict_future for CSTL
[2025-12-01T20:35:02.102320] [INFO ] [sig       ] CSTL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:02.249325] [INFO ] [LOCAL     ] Saved forecast: CSTL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CSTL.txt
[2025-12-01T20:35:02.249475] [INFO ] [sig       ] [852/3634] Completed CSTL in 0.4s | 2.98 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-01T20:35:02.249515] [INFO ] [sig       ] [853/3634] Forecasting CSTM...
[2025-12-01T20:35:02.249546] [INFO ] [sig       ] Generating forecast for: CSTM
[2025-12-01T20:35:02.249595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSTM' from 'https://tdm.silogroup.org/data/derivative_storage/CSTM.csv'.
[2025-12-01T20:35:02.262173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CSTM'.
[2025-12-01T20:35:02.262558] [INFO ] [FORECASTER] Starting predict_future for CSTM
[2025-12-01T20:35:02.263341] [DEBUG] [LOCAL     ] No optimal features file found for CSTM: ./output/feature-sets/CSTM.txt
[2025-12-01T20:35:02.263391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:02.263421] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:02.263447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:02.263503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:02.321082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:02.322041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:02.322131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:02.322163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:02.450881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:02.451040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:02.451088] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:02.451118] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:02.454887] [DEBUG] [FORECASTER] CSTM: Forecast T+1@11:T+2@11: UP (p=70.82%)
[2025-12-01T20:35:02.455384] [INFO ] [FORECASTER] Completed predict_future for CSTM
[2025-12-01T20:35:02.455522] [INFO ] [sig       ] CSTM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:02.599657] [INFO ] [LOCAL     ] Saved forecast: CSTM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CSTM.txt
[2025-12-01T20:35:02.599806] [INFO ] [sig       ] [853/3634] Completed CSTM in 0.4s | 2.98 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-01T20:35:02.599846] [INFO ] [sig       ] [854/3634] Forecasting CSWC...
[2025-12-01T20:35:02.599877] [INFO ] [sig       ] Generating forecast for: CSWC
[2025-12-01T20:35:02.599908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSWC' from 'https://tdm.silogroup.org/data/derivative_storage/CSWC.csv'.
[2025-12-01T20:35:02.611512] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CSWC'.
[2025-12-01T20:35:02.611867] [INFO ] [FORECASTER] Starting predict_future for CSWC
[2025-12-01T20:35:02.612675] [DEBUG] [LOCAL     ] No optimal features file found for CSWC: ./output/feature-sets/CSWC.txt
[2025-12-01T20:35:02.612728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:02.612760] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:02.612787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:02.612856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:02.672241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:02.673072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:02.673154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:02.673187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:02.800630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:02.800782] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:02.800821] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:02.800849] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:02.804326] [DEBUG] [FORECASTER] CSWC: Forecast T+1@11:T+2@11: DOWN (p=45.23%)
[2025-12-01T20:35:02.804650] [INFO ] [FORECASTER] Completed predict_future for CSWC
[2025-12-01T20:35:02.804811] [INFO ] [sig       ] CSWC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:02.949063] [INFO ] [LOCAL     ] Saved forecast: CSWC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CSWC.txt
[2025-12-01T20:35:02.949214] [INFO ] [sig       ] [854/3634] Completed CSWC in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-01T20:35:02.949262] [INFO ] [sig       ] [855/3634] Forecasting CSX...
[2025-12-01T20:35:02.949338] [INFO ] [sig       ] Generating forecast for: CSX
[2025-12-01T20:35:02.949382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CSX' from 'https://tdm.silogroup.org/data/derivative_storage/CSX.csv'.
[2025-12-01T20:35:02.960677] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CSX'.
[2025-12-01T20:35:02.961014] [INFO ] [FORECASTER] Starting predict_future for CSX
[2025-12-01T20:35:02.961890] [DEBUG] [LOCAL     ] No optimal features file found for CSX: ./output/feature-sets/CSX.txt
[2025-12-01T20:35:02.961947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:02.961982] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:02.962016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:02.962093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:03.020557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:03.021533] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:03.021636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:03.021670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:03.144566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:03.144746] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:03.144791] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:03.144820] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:03.148260] [DEBUG] [FORECASTER] CSX: Forecast T+1@11:T+2@11: DOWN (p=17.90%)
[2025-12-01T20:35:03.148553] [INFO ] [FORECASTER] Completed predict_future for CSX
[2025-12-01T20:35:03.148701] [INFO ] [sig       ] CSX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:03.289972] [INFO ] [LOCAL     ] Saved forecast: CSX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CSX.txt
[2025-12-01T20:35:03.290126] [INFO ] [sig       ] [855/3634] Completed CSX in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-01T20:35:03.290181] [INFO ] [sig       ] [856/3634] Forecasting CTAS...
[2025-12-01T20:35:03.290211] [INFO ] [sig       ] Generating forecast for: CTAS
[2025-12-01T20:35:03.290270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTAS' from 'https://tdm.silogroup.org/data/derivative_storage/CTAS.csv'.
[2025-12-01T20:35:03.301512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTAS'.
[2025-12-01T20:35:03.301818] [INFO ] [FORECASTER] Starting predict_future for CTAS
[2025-12-01T20:35:03.302564] [DEBUG] [LOCAL     ] No optimal features file found for CTAS: ./output/feature-sets/CTAS.txt
[2025-12-01T20:35:03.302643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:03.302674] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:03.302700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:03.302755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:03.358538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:03.359189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:03.359268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:03.359300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:03.473805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:03.473956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:03.473993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:03.474019] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:03.477346] [DEBUG] [FORECASTER] CTAS: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-12-01T20:35:03.477632] [INFO ] [FORECASTER] Completed predict_future for CTAS
[2025-12-01T20:35:03.477761] [INFO ] [sig       ] CTAS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:03.619496] [INFO ] [LOCAL     ] Saved forecast: CTAS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CTAS.txt
[2025-12-01T20:35:03.619649] [INFO ] [sig       ] [856/3634] Completed CTAS in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-01T20:35:03.619688] [INFO ] [sig       ] [857/3634] Forecasting CTBB...
[2025-12-01T20:35:03.619717] [INFO ] [sig       ] Generating forecast for: CTBB
[2025-12-01T20:35:03.619747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBB' from 'https://tdm.silogroup.org/data/derivative_storage/CTBB.csv'.
[2025-12-01T20:35:03.631784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBB'.
[2025-12-01T20:35:03.632114] [INFO ] [FORECASTER] Starting predict_future for CTBB
[2025-12-01T20:35:03.632873] [DEBUG] [LOCAL     ] No optimal features file found for CTBB: ./output/feature-sets/CTBB.txt
[2025-12-01T20:35:03.632923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:03.632952] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:03.632977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:03.633031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:03.691127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:03.692002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:03.692088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:03.692120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:03.812260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:03.812439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:03.812478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:03.812505] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:03.815935] [DEBUG] [FORECASTER] CTBB: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-12-01T20:35:03.816215] [INFO ] [FORECASTER] Completed predict_future for CTBB
[2025-12-01T20:35:03.816347] [INFO ] [sig       ] CTBB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:03.954385] [INFO ] [LOCAL     ] Saved forecast: CTBB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CTBB.txt
[2025-12-01T20:35:03.954516] [INFO ] [sig       ] [857/3634] Completed CTBB in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.6m
[2025-12-01T20:35:03.954554] [INFO ] [sig       ] [858/3634] Forecasting CTBI...
[2025-12-01T20:35:03.954604] [INFO ] [sig       ] Generating forecast for: CTBI
[2025-12-01T20:35:03.954634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTBI' from 'https://tdm.silogroup.org/data/derivative_storage/CTBI.csv'.
[2025-12-01T20:35:03.966372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTBI'.
[2025-12-01T20:35:03.966680] [INFO ] [FORECASTER] Starting predict_future for CTBI
[2025-12-01T20:35:03.967439] [DEBUG] [LOCAL     ] No optimal features file found for CTBI: ./output/feature-sets/CTBI.txt
[2025-12-01T20:35:03.967488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:03.967518] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:03.967543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:03.967624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:04.022622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:04.023226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:04.023335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:04.023366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:04.144480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:04.144647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:04.144692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:04.144725] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:04.148009] [DEBUG] [FORECASTER] CTBI: Forecast T+1@11:T+2@11: UP (p=96.69%)
[2025-12-01T20:35:04.148287] [INFO ] [FORECASTER] Completed predict_future for CTBI
[2025-12-01T20:35:04.148433] [INFO ] [sig       ] CTBI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:04.285538] [INFO ] [LOCAL     ] Saved forecast: CTBI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CTBI.txt
[2025-12-01T20:35:04.285696] [INFO ] [sig       ] [858/3634] Completed CTBI in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-01T20:35:04.285735] [INFO ] [sig       ] [859/3634] Forecasting CTDD...
[2025-12-01T20:35:04.285764] [INFO ] [sig       ] Generating forecast for: CTDD
[2025-12-01T20:35:04.285794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTDD' from 'https://tdm.silogroup.org/data/derivative_storage/CTDD.csv'.
[2025-12-01T20:35:04.298518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTDD'.
[2025-12-01T20:35:04.298897] [INFO ] [FORECASTER] Starting predict_future for CTDD
[2025-12-01T20:35:04.299661] [DEBUG] [LOCAL     ] No optimal features file found for CTDD: ./output/feature-sets/CTDD.txt
[2025-12-01T20:35:04.299710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:04.299740] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:04.299765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:04.299820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:04.361502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:04.362485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:04.362599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:04.362636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:04.481820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:04.481988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:04.482029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:04.482059] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:04.485477] [DEBUG] [FORECASTER] CTDD: Forecast T+1@11:T+2@11: UP (p=56.68%)
[2025-12-01T20:35:04.485775] [INFO ] [FORECASTER] Completed predict_future for CTDD
[2025-12-01T20:35:04.485904] [INFO ] [sig       ] CTDD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:04.629442] [INFO ] [LOCAL     ] Saved forecast: CTDD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CTDD.txt
[2025-12-01T20:35:04.629611] [INFO ] [sig       ] [859/3634] Completed CTDD in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-01T20:35:04.629658] [INFO ] [sig       ] [860/3634] Forecasting CTKB...
[2025-12-01T20:35:04.629693] [INFO ] [sig       ] Generating forecast for: CTKB
[2025-12-01T20:35:04.629730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTKB' from 'https://tdm.silogroup.org/data/derivative_storage/CTKB.csv'.
[2025-12-01T20:35:04.641372] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CTKB'.
[2025-12-01T20:35:04.641753] [INFO ] [FORECASTER] Starting predict_future for CTKB
[2025-12-01T20:35:04.642602] [DEBUG] [LOCAL     ] No optimal features file found for CTKB: ./output/feature-sets/CTKB.txt
[2025-12-01T20:35:04.642655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:04.642686] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:04.642713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:04.642769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:04.700499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:04.701299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:04.701384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:04.701416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:04.823183] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:04.823337] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:04.823376] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:04.823405] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:04.827082] [DEBUG] [FORECASTER] CTKB: Forecast T+1@11:T+2@11: DOWN (p=37.47%)
[2025-12-01T20:35:04.827355] [INFO ] [FORECASTER] Completed predict_future for CTKB
[2025-12-01T20:35:04.827487] [INFO ] [sig       ] CTKB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:04.975407] [INFO ] [LOCAL     ] Saved forecast: CTKB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CTKB.txt
[2025-12-01T20:35:04.975619] [INFO ] [sig       ] [860/3634] Completed CTKB in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-01T20:35:04.975664] [INFO ] [sig       ] [861/3634] Forecasting CTLP...
[2025-12-01T20:35:04.975694] [INFO ] [sig       ] Generating forecast for: CTLP
[2025-12-01T20:35:04.975752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTLP' from 'https://tdm.silogroup.org/data/derivative_storage/CTLP.csv'.
[2025-12-01T20:35:04.991092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTLP'.
[2025-12-01T20:35:04.991625] [INFO ] [FORECASTER] Starting predict_future for CTLP
[2025-12-01T20:35:04.992747] [DEBUG] [LOCAL     ] No optimal features file found for CTLP: ./output/feature-sets/CTLP.txt
[2025-12-01T20:35:04.992818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:04.992863] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:04.992901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:04.992984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:05.074441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:05.075383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:05.075477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:05.075510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:05.190666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:05.190820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:05.190857] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:05.190885] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:05.194301] [DEBUG] [FORECASTER] CTLP: Forecast T+1@11:T+2@11: UP (p=52.60%)
[2025-12-01T20:35:05.194612] [INFO ] [FORECASTER] Completed predict_future for CTLP
[2025-12-01T20:35:05.194740] [INFO ] [sig       ] CTLP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:05.332544] [INFO ] [LOCAL     ] Saved forecast: CTLP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CTLP.txt
[2025-12-01T20:35:05.332716] [INFO ] [sig       ] [861/3634] Completed CTLP in 0.4s | 2.98 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-01T20:35:05.332754] [INFO ] [sig       ] [862/3634] Forecasting CTMX...
[2025-12-01T20:35:05.332784] [INFO ] [sig       ] Generating forecast for: CTMX
[2025-12-01T20:35:05.332813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTMX' from 'https://tdm.silogroup.org/data/derivative_storage/CTMX.csv'.
[2025-12-01T20:35:05.347321] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CTMX'.
[2025-12-01T20:35:05.347905] [INFO ] [FORECASTER] Starting predict_future for CTMX
[2025-12-01T20:35:05.348923] [DEBUG] [LOCAL     ] No optimal features file found for CTMX: ./output/feature-sets/CTMX.txt
[2025-12-01T20:35:05.348976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:05.349008] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:05.349035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:05.349093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:05.405728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:05.406927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:05.407037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:05.407070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:05.532968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:05.533255] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:05.533301] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:05.533329] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:05.537415] [DEBUG] [FORECASTER] CTMX: Forecast T+1@11:T+2@11: UP (p=63.33%)
[2025-12-01T20:35:05.537820] [INFO ] [FORECASTER] Completed predict_future for CTMX
[2025-12-01T20:35:05.537974] [INFO ] [sig       ] CTMX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:35:05.681809] [INFO ] [LOCAL     ] Saved forecast: CTMX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CTMX.txt
[2025-12-01T20:35:05.681990] [INFO ] [sig       ] [862/3634] Completed CTMX in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-01T20:35:05.682040] [INFO ] [sig       ] [863/3634] Forecasting CTNM...
[2025-12-01T20:35:05.682132] [INFO ] [sig       ] Generating forecast for: CTNM
[2025-12-01T20:35:05.682183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTNM' from 'https://tdm.silogroup.org/data/derivative_storage/CTNM.csv'.
[2025-12-01T20:35:05.700857] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CTNM'.
[2025-12-01T20:35:05.701429] [INFO ] [FORECASTER] Starting predict_future for CTNM
[2025-12-01T20:35:05.702371] [DEBUG] [LOCAL     ] No optimal features file found for CTNM: ./output/feature-sets/CTNM.txt
[2025-12-01T20:35:05.702425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:05.702459] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:05.702487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:05.702544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:05.761972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:05.762983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:05.763075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:05.763108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:05.884552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:05.884743] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:05.884782] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:05.884810] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:05.888166] [DEBUG] [FORECASTER] CTNM: Forecast T+1@11:T+2@11: UP (p=94.08%)
[2025-12-01T20:35:05.888497] [INFO ] [FORECASTER] Completed predict_future for CTNM
[2025-12-01T20:35:05.888696] [INFO ] [sig       ] CTNM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:35:06.030704] [INFO ] [LOCAL     ] Saved forecast: CTNM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CTNM.txt
[2025-12-01T20:35:06.030847] [INFO ] [sig       ] [863/3634] Completed CTNM in 0.3s | 2.98 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-01T20:35:06.030886] [INFO ] [sig       ] [864/3634] Forecasting CTO...
[2025-12-01T20:35:06.030915] [INFO ] [sig       ] Generating forecast for: CTO
[2025-12-01T20:35:06.030944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTO' from 'https://tdm.silogroup.org/data/derivative_storage/CTO.csv'.
[2025-12-01T20:35:06.106518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTO'.
[2025-12-01T20:35:06.106832] [INFO ] [FORECASTER] Starting predict_future for CTO
[2025-12-01T20:35:06.107586] [DEBUG] [LOCAL     ] No optimal features file found for CTO: ./output/feature-sets/CTO.txt
[2025-12-01T20:35:06.107637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:06.107668] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:06.107694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:06.107749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:06.163971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:06.164858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:06.164945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:06.164977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:06.284407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:06.284556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:06.284611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:06.284639] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:06.287964] [DEBUG] [FORECASTER] CTO: Forecast T+1@11:T+2@11: DOWN (p=49.37%)
[2025-12-01T20:35:06.288230] [INFO ] [FORECASTER] Completed predict_future for CTO
[2025-12-01T20:35:06.288397] [INFO ] [sig       ] CTO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:06.429321] [INFO ] [LOCAL     ] Saved forecast: CTO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CTO.txt
[2025-12-01T20:35:06.429484] [INFO ] [sig       ] [864/3634] Completed CTO in 0.4s | 2.97 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-01T20:35:06.429524] [INFO ] [sig       ] [865/3634] Forecasting CTRA...
[2025-12-01T20:35:06.429553] [INFO ] [sig       ] Generating forecast for: CTRA
[2025-12-01T20:35:06.429608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRA' from 'https://tdm.silogroup.org/data/derivative_storage/CTRA.csv'.
[2025-12-01T20:35:06.443747] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CTRA'.
[2025-12-01T20:35:06.444364] [INFO ] [FORECASTER] Starting predict_future for CTRA
[2025-12-01T20:35:06.445380] [DEBUG] [LOCAL     ] No optimal features file found for CTRA: ./output/feature-sets/CTRA.txt
[2025-12-01T20:35:06.445435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:06.445511] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:06.445546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:06.445630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:06.511646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:06.512849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:06.512955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:06.512990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:06.648500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:06.648775] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:06.648836] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:06.648868] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:06.653408] [DEBUG] [FORECASTER] CTRA: Forecast T+1@11:T+2@11: UP (p=86.05%)
[2025-12-01T20:35:06.653787] [INFO ] [FORECASTER] Completed predict_future for CTRA
[2025-12-01T20:35:06.653961] [INFO ] [sig       ] CTRA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:35:06.817045] [INFO ] [LOCAL     ] Saved forecast: CTRA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CTRA.txt
[2025-12-01T20:35:06.817278] [INFO ] [sig       ] [865/3634] Completed CTRA in 0.4s | 2.97 sym/s | Total: 4.8m | ETA: 15.5m
[2025-12-01T20:35:06.817321] [INFO ] [sig       ] [866/3634] Forecasting CTRE...
[2025-12-01T20:35:06.817389] [INFO ] [sig       ] Generating forecast for: CTRE
[2025-12-01T20:35:06.817422] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRE' from 'https://tdm.silogroup.org/data/derivative_storage/CTRE.csv'.
[2025-12-01T20:35:06.830821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRE'.
[2025-12-01T20:35:06.831369] [INFO ] [FORECASTER] Starting predict_future for CTRE
[2025-12-01T20:35:06.832292] [DEBUG] [LOCAL     ] No optimal features file found for CTRE: ./output/feature-sets/CTRE.txt
[2025-12-01T20:35:06.832347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:06.832379] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:06.832404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:06.832461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:06.889087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:06.890264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:06.890365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:06.890397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:07.015503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:07.015752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:07.015796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:07.015823] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:07.019666] [DEBUG] [FORECASTER] CTRE: Forecast T+1@11:T+2@11: UP (p=91.12%)
[2025-12-01T20:35:07.020012] [INFO ] [FORECASTER] Completed predict_future for CTRE
[2025-12-01T20:35:07.020168] [INFO ] [sig       ] CTRE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:07.160662] [INFO ] [LOCAL     ] Saved forecast: CTRE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CTRE.txt
[2025-12-01T20:35:07.160874] [INFO ] [sig       ] [866/3634] Completed CTRE in 0.3s | 2.97 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-01T20:35:07.160924] [INFO ] [sig       ] [867/3634] Forecasting CTRM...
[2025-12-01T20:35:07.160968] [INFO ] [sig       ] Generating forecast for: CTRM
[2025-12-01T20:35:07.161003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRM' from 'https://tdm.silogroup.org/data/derivative_storage/CTRM.csv'.
[2025-12-01T20:35:07.175409] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRM'.
[2025-12-01T20:35:07.175997] [INFO ] [FORECASTER] Starting predict_future for CTRM
[2025-12-01T20:35:07.176934] [DEBUG] [LOCAL     ] No optimal features file found for CTRM: ./output/feature-sets/CTRM.txt
[2025-12-01T20:35:07.176993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:07.177057] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:07.177097] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:07.177179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:07.239391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:07.240648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:07.240762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:07.240797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:07.370050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:07.370306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:07.370353] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:07.370381] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:07.374472] [DEBUG] [FORECASTER] CTRM: Forecast T+1@11:T+2@11: UP (p=88.86%)
[2025-12-01T20:35:07.374861] [INFO ] [FORECASTER] Completed predict_future for CTRM
[2025-12-01T20:35:07.375019] [INFO ] [sig       ] CTRM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:07.519539] [INFO ] [LOCAL     ] Saved forecast: CTRM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CTRM.txt
[2025-12-01T20:35:07.519777] [INFO ] [sig       ] [867/3634] Completed CTRM in 0.4s | 2.97 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-01T20:35:07.519845] [INFO ] [sig       ] [868/3634] Forecasting CTRN...
[2025-12-01T20:35:07.519876] [INFO ] [sig       ] Generating forecast for: CTRN
[2025-12-01T20:35:07.519907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTRN' from 'https://tdm.silogroup.org/data/derivative_storage/CTRN.csv'.
[2025-12-01T20:35:07.533445] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTRN'.
[2025-12-01T20:35:07.533969] [INFO ] [FORECASTER] Starting predict_future for CTRN
[2025-12-01T20:35:07.535016] [DEBUG] [LOCAL     ] No optimal features file found for CTRN: ./output/feature-sets/CTRN.txt
[2025-12-01T20:35:07.535080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:07.535121] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:07.535153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:07.535232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:07.604339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:07.605610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:07.605732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:07.605778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:07.750976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:07.751215] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:07.751281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:07.751370] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:07.756449] [DEBUG] [FORECASTER] CTRN: Forecast T+1@11:T+2@11: DOWN (p=22.93%)
[2025-12-01T20:35:07.757040] [INFO ] [FORECASTER] Completed predict_future for CTRN
[2025-12-01T20:35:07.757246] [INFO ] [sig       ] CTRN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:07.902594] [INFO ] [LOCAL     ] Saved forecast: CTRN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CTRN.txt
[2025-12-01T20:35:07.902801] [INFO ] [sig       ] [868/3634] Completed CTRN in 0.4s | 2.97 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-01T20:35:07.902842] [INFO ] [sig       ] [869/3634] Forecasting CTS...
[2025-12-01T20:35:07.902873] [INFO ] [sig       ] Generating forecast for: CTS
[2025-12-01T20:35:07.902904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTS' from 'https://tdm.silogroup.org/data/derivative_storage/CTS.csv'.
[2025-12-01T20:35:07.916653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTS'.
[2025-12-01T20:35:07.917155] [INFO ] [FORECASTER] Starting predict_future for CTS
[2025-12-01T20:35:07.918119] [DEBUG] [LOCAL     ] No optimal features file found for CTS: ./output/feature-sets/CTS.txt
[2025-12-01T20:35:07.918169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:07.918201] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:07.918226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:07.918282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:07.976865] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:07.978075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:07.978188] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:07.978222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:08.105830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:08.106054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:08.106102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:08.106132] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:08.109936] [DEBUG] [FORECASTER] CTS: Forecast T+1@11:T+2@11: DOWN (p=11.21%)
[2025-12-01T20:35:08.110272] [INFO ] [FORECASTER] Completed predict_future for CTS
[2025-12-01T20:35:08.110422] [INFO ] [sig       ] CTS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:08.252283] [INFO ] [LOCAL     ] Saved forecast: CTS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CTS.txt
[2025-12-01T20:35:08.252513] [INFO ] [sig       ] [869/3634] Completed CTS in 0.3s | 2.97 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-01T20:35:08.252557] [INFO ] [sig       ] [870/3634] Forecasting CTSH...
[2025-12-01T20:35:08.252611] [INFO ] [sig       ] Generating forecast for: CTSH
[2025-12-01T20:35:08.252644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTSH' from 'https://tdm.silogroup.org/data/derivative_storage/CTSH.csv'.
[2025-12-01T20:35:08.266542] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CTSH'.
[2025-12-01T20:35:08.267133] [INFO ] [FORECASTER] Starting predict_future for CTSH
[2025-12-01T20:35:08.268067] [DEBUG] [LOCAL     ] No optimal features file found for CTSH: ./output/feature-sets/CTSH.txt
[2025-12-01T20:35:08.268119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:08.268151] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:08.268177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:08.268236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:08.326455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:08.327670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:08.327786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:08.327819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:08.453514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:08.453761] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:08.453819] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:08.453852] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:08.457739] [DEBUG] [FORECASTER] CTSH: Forecast T+1@11:T+2@11: DOWN (p=23.53%)
[2025-12-01T20:35:08.458073] [INFO ] [FORECASTER] Completed predict_future for CTSH
[2025-12-01T20:35:08.458219] [INFO ] [sig       ] CTSH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:08.625717] [INFO ] [LOCAL     ] Saved forecast: CTSH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CTSH.txt
[2025-12-01T20:35:08.625996] [INFO ] [sig       ] [870/3634] Completed CTSH in 0.4s | 2.97 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-01T20:35:08.626067] [INFO ] [sig       ] [871/3634] Forecasting CTVA...
[2025-12-01T20:35:08.626112] [INFO ] [sig       ] Generating forecast for: CTVA
[2025-12-01T20:35:08.626155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CTVA' from 'https://tdm.silogroup.org/data/derivative_storage/CTVA.csv'.
[2025-12-01T20:35:08.640380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CTVA'.
[2025-12-01T20:35:08.640989] [INFO ] [FORECASTER] Starting predict_future for CTVA
[2025-12-01T20:35:08.642106] [DEBUG] [LOCAL     ] No optimal features file found for CTVA: ./output/feature-sets/CTVA.txt
[2025-12-01T20:35:08.642163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:08.642196] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:08.642223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:08.642283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:08.709722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:08.711055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:08.711183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:08.711229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:08.864421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:08.864680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:08.864732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:08.864770] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:08.869560] [DEBUG] [FORECASTER] CTVA: Forecast T+1@11:T+2@11: UP (p=53.85%)
[2025-12-01T20:35:08.869966] [INFO ] [FORECASTER] Completed predict_future for CTVA
[2025-12-01T20:35:08.870146] [INFO ] [sig       ] CTVA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:09.026624] [INFO ] [LOCAL     ] Saved forecast: CTVA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CTVA.txt
[2025-12-01T20:35:09.026859] [INFO ] [sig       ] [871/3634] Completed CTVA in 0.4s | 2.97 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-01T20:35:09.026905] [INFO ] [sig       ] [872/3634] Forecasting CUBE...
[2025-12-01T20:35:09.026935] [INFO ] [sig       ] Generating forecast for: CUBE
[2025-12-01T20:35:09.026966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBE' from 'https://tdm.silogroup.org/data/derivative_storage/CUBE.csv'.
[2025-12-01T20:35:09.039873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBE'.
[2025-12-01T20:35:09.040340] [INFO ] [FORECASTER] Starting predict_future for CUBE
[2025-12-01T20:35:09.041219] [DEBUG] [LOCAL     ] No optimal features file found for CUBE: ./output/feature-sets/CUBE.txt
[2025-12-01T20:35:09.041270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:09.041301] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:09.041326] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:09.041381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:09.096546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:09.097730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:09.097839] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:09.097872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:09.216524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:09.216764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:09.216806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:09.216833] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:09.220708] [DEBUG] [FORECASTER] CUBE: Forecast T+1@11:T+2@11: UP (p=96.90%)
[2025-12-01T20:35:09.221034] [INFO ] [FORECASTER] Completed predict_future for CUBE
[2025-12-01T20:35:09.221199] [INFO ] [sig       ] CUBE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:09.364259] [INFO ] [LOCAL     ] Saved forecast: CUBE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CUBE.txt
[2025-12-01T20:35:09.364462] [INFO ] [sig       ] [872/3634] Completed CUBE in 0.3s | 2.97 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-01T20:35:09.364510] [INFO ] [sig       ] [873/3634] Forecasting CUBI...
[2025-12-01T20:35:09.364545] [INFO ] [sig       ] Generating forecast for: CUBI
[2025-12-01T20:35:09.364610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUBI' from 'https://tdm.silogroup.org/data/derivative_storage/CUBI.csv'.
[2025-12-01T20:35:09.377112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUBI'.
[2025-12-01T20:35:09.377537] [INFO ] [FORECASTER] Starting predict_future for CUBI
[2025-12-01T20:35:09.378421] [DEBUG] [LOCAL     ] No optimal features file found for CUBI: ./output/feature-sets/CUBI.txt
[2025-12-01T20:35:09.378477] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:09.378509] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:09.378538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:09.378631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:09.436543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:09.437784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:09.437889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:09.437922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:09.562504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:09.562687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:09.562727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:09.562754] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:09.566236] [DEBUG] [FORECASTER] CUBI: Forecast T+1@11:T+2@11: DOWN (p=7.43%)
[2025-12-01T20:35:09.566524] [INFO ] [FORECASTER] Completed predict_future for CUBI
[2025-12-01T20:35:09.566677] [INFO ] [sig       ] CUBI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:09.703309] [INFO ] [LOCAL     ] Saved forecast: CUBI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CUBI.txt
[2025-12-01T20:35:09.703421] [INFO ] [sig       ] [873/3634] Completed CUBI in 0.3s | 2.97 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-01T20:35:09.703457] [INFO ] [sig       ] [874/3634] Forecasting CUK...
[2025-12-01T20:35:09.703486] [INFO ] [sig       ] Generating forecast for: CUK
[2025-12-01T20:35:09.703515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUK' from 'https://tdm.silogroup.org/data/derivative_storage/CUK.csv'.
[2025-12-01T20:35:09.715979] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CUK'.
[2025-12-01T20:35:09.716374] [INFO ] [FORECASTER] Starting predict_future for CUK
[2025-12-01T20:35:09.717180] [DEBUG] [LOCAL     ] No optimal features file found for CUK: ./output/feature-sets/CUK.txt
[2025-12-01T20:35:09.717231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:09.717261] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:09.717285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:09.717339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:09.773109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:09.774048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:09.774132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:09.774163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:09.899031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:09.899199] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:09.899255] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:09.899283] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:09.902612] [DEBUG] [FORECASTER] CUK: Forecast T+1@11:T+2@11: DOWN (p=12.08%)
[2025-12-01T20:35:09.902885] [INFO ] [FORECASTER] Completed predict_future for CUK
[2025-12-01T20:35:09.903018] [INFO ] [sig       ] CUK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:10.041558] [INFO ] [LOCAL     ] Saved forecast: CUK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CUK.txt
[2025-12-01T20:35:10.041725] [INFO ] [sig       ] [874/3634] Completed CUK in 0.3s | 2.97 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-01T20:35:10.041765] [INFO ] [sig       ] [875/3634] Forecasting CULP...
[2025-12-01T20:35:10.041794] [INFO ] [sig       ] Generating forecast for: CULP
[2025-12-01T20:35:10.041823] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CULP' from 'https://tdm.silogroup.org/data/derivative_storage/CULP.csv'.
[2025-12-01T20:35:10.055212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CULP'.
[2025-12-01T20:35:10.055903] [INFO ] [FORECASTER] Starting predict_future for CULP
[2025-12-01T20:35:10.057108] [DEBUG] [LOCAL     ] No optimal features file found for CULP: ./output/feature-sets/CULP.txt
[2025-12-01T20:35:10.057184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:10.057219] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:10.057251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:10.057314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:10.116033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:10.117291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:10.117446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:10.117484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:10.226843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:10.227074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:10.227122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:10.227153] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:10.231492] [DEBUG] [FORECASTER] CULP: Forecast T+1@11:T+2@11: DOWN (p=10.59%)
[2025-12-01T20:35:10.231915] [INFO ] [FORECASTER] Completed predict_future for CULP
[2025-12-01T20:35:10.232084] [INFO ] [sig       ] CULP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:10.376524] [INFO ] [LOCAL     ] Saved forecast: CULP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CULP.txt
[2025-12-01T20:35:10.376773] [INFO ] [sig       ] [875/3634] Completed CULP in 0.3s | 2.97 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-01T20:35:10.376820] [INFO ] [sig       ] [876/3634] Forecasting CURI...
[2025-12-01T20:35:10.376854] [INFO ] [sig       ] Generating forecast for: CURI
[2025-12-01T20:35:10.376887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CURI' from 'https://tdm.silogroup.org/data/derivative_storage/CURI.csv'.
[2025-12-01T20:35:10.391378] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CURI'.
[2025-12-01T20:35:10.391773] [INFO ] [FORECASTER] Starting predict_future for CURI
[2025-12-01T20:35:10.392531] [DEBUG] [LOCAL     ] No optimal features file found for CURI: ./output/feature-sets/CURI.txt
[2025-12-01T20:35:10.392598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:10.392631] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:10.392656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:10.392711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:10.449514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:10.450468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:10.450597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:10.450632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:10.569757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:10.569920] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:10.569957] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:10.569984] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:10.573424] [DEBUG] [FORECASTER] CURI: Forecast T+1@11:T+2@11: DOWN (p=9.49%)
[2025-12-01T20:35:10.573720] [INFO ] [FORECASTER] Completed predict_future for CURI
[2025-12-01T20:35:10.573846] [INFO ] [sig       ] CURI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:10.713602] [INFO ] [LOCAL     ] Saved forecast: CURI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CURI.txt
[2025-12-01T20:35:10.713774] [INFO ] [sig       ] [876/3634] Completed CURI in 0.3s | 2.97 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-01T20:35:10.713814] [INFO ] [sig       ] [877/3634] Forecasting CUZ...
[2025-12-01T20:35:10.713849] [INFO ] [sig       ] Generating forecast for: CUZ
[2025-12-01T20:35:10.713883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CUZ' from 'https://tdm.silogroup.org/data/derivative_storage/CUZ.csv'.
[2025-12-01T20:35:10.725040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CUZ'.
[2025-12-01T20:35:10.725414] [INFO ] [FORECASTER] Starting predict_future for CUZ
[2025-12-01T20:35:10.726187] [DEBUG] [LOCAL     ] No optimal features file found for CUZ: ./output/feature-sets/CUZ.txt
[2025-12-01T20:35:10.726236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:10.726266] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:10.726291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:10.726346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:10.782234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:10.783090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:10.783174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:10.783205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:10.904778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:10.904930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:10.904968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:10.904996] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:10.908294] [DEBUG] [FORECASTER] CUZ: Forecast T+1@11:T+2@11: UP (p=99.50%)
[2025-12-01T20:35:10.908594] [INFO ] [FORECASTER] Completed predict_future for CUZ
[2025-12-01T20:35:10.908721] [INFO ] [sig       ] CUZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:11.045715] [INFO ] [LOCAL     ] Saved forecast: CUZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CUZ.txt
[2025-12-01T20:35:11.045820] [INFO ] [sig       ] [877/3634] Completed CUZ in 0.3s | 2.97 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-01T20:35:11.045856] [INFO ] [sig       ] [878/3634] Forecasting CVAC...
[2025-12-01T20:35:11.045884] [INFO ] [sig       ] Generating forecast for: CVAC
[2025-12-01T20:35:11.045913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVAC' from 'https://tdm.silogroup.org/data/derivative_storage/CVAC.csv'.
[2025-12-01T20:35:11.056861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVAC'.
[2025-12-01T20:35:11.057136] [INFO ] [FORECASTER] Starting predict_future for CVAC
[2025-12-01T20:35:11.057872] [DEBUG] [LOCAL     ] No optimal features file found for CVAC: ./output/feature-sets/CVAC.txt
[2025-12-01T20:35:11.057925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:11.057967] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:11.057994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:11.058048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:11.112957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:11.113527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:11.113621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:11.113652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:11.234441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:11.234550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:11.234603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:11.234631] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:11.237734] [DEBUG] [FORECASTER] CVAC: Forecast T+1@11:T+2@11: DOWN (p=48.79%)
[2025-12-01T20:35:11.237993] [INFO ] [FORECASTER] Completed predict_future for CVAC
[2025-12-01T20:35:11.238117] [INFO ] [sig       ] CVAC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:11.375521] [INFO ] [LOCAL     ] Saved forecast: CVAC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CVAC.txt
[2025-12-01T20:35:11.375672] [INFO ] [sig       ] [878/3634] Completed CVAC in 0.3s | 2.97 sym/s | Total: 4.9m | ETA: 15.5m
[2025-12-01T20:35:11.375710] [INFO ] [sig       ] [879/3634] Forecasting CVBF...
[2025-12-01T20:35:11.375739] [INFO ] [sig       ] Generating forecast for: CVBF
[2025-12-01T20:35:11.375767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVBF' from 'https://tdm.silogroup.org/data/derivative_storage/CVBF.csv'.
[2025-12-01T20:35:11.387375] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CVBF'.
[2025-12-01T20:35:11.387647] [INFO ] [FORECASTER] Starting predict_future for CVBF
[2025-12-01T20:35:11.388400] [DEBUG] [LOCAL     ] No optimal features file found for CVBF: ./output/feature-sets/CVBF.txt
[2025-12-01T20:35:11.388450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:11.388480] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:11.388505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:11.388559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:11.443373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:11.443959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:11.444034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:11.444064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:11.560978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:11.561095] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:11.561130] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:11.561156] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:11.564309] [DEBUG] [FORECASTER] CVBF: Forecast T+1@11:T+2@11: DOWN (p=3.11%)
[2025-12-01T20:35:11.564566] [INFO ] [FORECASTER] Completed predict_future for CVBF
[2025-12-01T20:35:11.564706] [INFO ] [sig       ] CVBF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:11.701992] [INFO ] [LOCAL     ] Saved forecast: CVBF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CVBF.txt
[2025-12-01T20:35:11.702103] [INFO ] [sig       ] [879/3634] Completed CVBF in 0.3s | 2.97 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-01T20:35:11.702149] [INFO ] [sig       ] [880/3634] Forecasting CVCO...
[2025-12-01T20:35:11.702176] [INFO ] [sig       ] Generating forecast for: CVCO
[2025-12-01T20:35:11.702204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVCO' from 'https://tdm.silogroup.org/data/derivative_storage/CVCO.csv'.
[2025-12-01T20:35:11.713327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVCO'.
[2025-12-01T20:35:11.713616] [INFO ] [FORECASTER] Starting predict_future for CVCO
[2025-12-01T20:35:11.714328] [DEBUG] [LOCAL     ] No optimal features file found for CVCO: ./output/feature-sets/CVCO.txt
[2025-12-01T20:35:11.714377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:11.714407] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:11.714433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:11.714486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:11.769309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:11.769898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:11.769970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:11.770001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:11.887161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:11.887280] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:11.887315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:11.887342] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:11.890597] [DEBUG] [FORECASTER] CVCO: Forecast T+1@11:T+2@11: UP (p=55.23%)
[2025-12-01T20:35:11.890862] [INFO ] [FORECASTER] Completed predict_future for CVCO
[2025-12-01T20:35:11.890990] [INFO ] [sig       ] CVCO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:12.033511] [INFO ] [LOCAL     ] Saved forecast: CVCO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CVCO.txt
[2025-12-01T20:35:12.033684] [INFO ] [sig       ] [880/3634] Completed CVCO in 0.3s | 2.97 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-01T20:35:12.033724] [INFO ] [sig       ] [881/3634] Forecasting CVE...
[2025-12-01T20:35:12.033754] [INFO ] [sig       ] Generating forecast for: CVE
[2025-12-01T20:35:12.033784] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVE' from 'https://tdm.silogroup.org/data/derivative_storage/CVE.csv'.
[2025-12-01T20:35:12.046513] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CVE'.
[2025-12-01T20:35:12.046827] [INFO ] [FORECASTER] Starting predict_future for CVE
[2025-12-01T20:35:12.047654] [DEBUG] [LOCAL     ] No optimal features file found for CVE: ./output/feature-sets/CVE.txt
[2025-12-01T20:35:12.047705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:12.047737] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:12.047761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:12.047816] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:12.104045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:12.104972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:12.105067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:12.105099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:12.230881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:12.231041] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:12.231079] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:12.231108] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:12.234529] [DEBUG] [FORECASTER] CVE: Forecast T+1@11:T+2@11: UP (p=63.91%)
[2025-12-01T20:35:12.234836] [INFO ] [FORECASTER] Completed predict_future for CVE
[2025-12-01T20:35:12.234968] [INFO ] [sig       ] CVE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:35:12.372245] [INFO ] [LOCAL     ] Saved forecast: CVE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CVE.txt
[2025-12-01T20:35:12.372402] [INFO ] [sig       ] [881/3634] Completed CVE in 0.3s | 2.97 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-01T20:35:12.372448] [INFO ] [sig       ] [882/3634] Forecasting CVEO...
[2025-12-01T20:35:12.372486] [INFO ] [sig       ] Generating forecast for: CVEO
[2025-12-01T20:35:12.372514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVEO' from 'https://tdm.silogroup.org/data/derivative_storage/CVEO.csv'.
[2025-12-01T20:35:12.384358] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVEO'.
[2025-12-01T20:35:12.384735] [INFO ] [FORECASTER] Starting predict_future for CVEO
[2025-12-01T20:35:12.385531] [DEBUG] [LOCAL     ] No optimal features file found for CVEO: ./output/feature-sets/CVEO.txt
[2025-12-01T20:35:12.385603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:12.385668] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:12.385696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:12.385752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:12.447612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:12.448651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:12.448743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:12.448776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:12.572245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:12.572412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:12.572450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:12.572478] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:12.575874] [DEBUG] [FORECASTER] CVEO: Forecast T+1@11:T+2@11: UP (p=83.41%)
[2025-12-01T20:35:12.576157] [INFO ] [FORECASTER] Completed predict_future for CVEO
[2025-12-01T20:35:12.576289] [INFO ] [sig       ] CVEO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:12.717860] [INFO ] [LOCAL     ] Saved forecast: CVEO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CVEO.txt
[2025-12-01T20:35:12.718036] [INFO ] [sig       ] [882/3634] Completed CVEO in 0.3s | 2.97 sym/s | Total: 4.9m | ETA: 15.4m
[2025-12-01T20:35:12.718094] [INFO ] [sig       ] [883/3634] Forecasting CVGI...
[2025-12-01T20:35:12.718128] [INFO ] [sig       ] Generating forecast for: CVGI
[2025-12-01T20:35:12.718158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVGI' from 'https://tdm.silogroup.org/data/derivative_storage/CVGI.csv'.
[2025-12-01T20:35:12.729709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVGI'.
[2025-12-01T20:35:12.730052] [INFO ] [FORECASTER] Starting predict_future for CVGI
[2025-12-01T20:35:12.730843] [DEBUG] [LOCAL     ] No optimal features file found for CVGI: ./output/feature-sets/CVGI.txt
[2025-12-01T20:35:12.730894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:12.730926] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:12.730953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:12.731009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:12.793141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:12.794019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:12.794117] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:12.794156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:12.919793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:12.919946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:12.919987] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:12.920014] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:12.923972] [DEBUG] [FORECASTER] CVGI: Forecast T+1@11:T+2@11: DOWN (p=18.12%)
[2025-12-01T20:35:12.924306] [INFO ] [FORECASTER] Completed predict_future for CVGI
[2025-12-01T20:35:12.924449] [INFO ] [sig       ] CVGI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:13.067782] [INFO ] [LOCAL     ] Saved forecast: CVGI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CVGI.txt
[2025-12-01T20:35:13.067924] [INFO ] [sig       ] [883/3634] Completed CVGI in 0.3s | 2.97 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-01T20:35:13.067965] [INFO ] [sig       ] [884/3634] Forecasting CVI...
[2025-12-01T20:35:13.067995] [INFO ] [sig       ] Generating forecast for: CVI
[2025-12-01T20:35:13.068026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVI' from 'https://tdm.silogroup.org/data/derivative_storage/CVI.csv'.
[2025-12-01T20:35:13.080212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVI'.
[2025-12-01T20:35:13.080547] [INFO ] [FORECASTER] Starting predict_future for CVI
[2025-12-01T20:35:13.081330] [DEBUG] [LOCAL     ] No optimal features file found for CVI: ./output/feature-sets/CVI.txt
[2025-12-01T20:35:13.081382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:13.081412] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:13.081438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:13.081514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:13.139295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:13.140072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:13.140171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:13.140214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:13.266849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:13.267018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:13.267060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:13.267088] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:13.270671] [DEBUG] [FORECASTER] CVI: Forecast T+1@11:T+2@11: DOWN (p=41.89%)
[2025-12-01T20:35:13.270946] [INFO ] [FORECASTER] Completed predict_future for CVI
[2025-12-01T20:35:13.271078] [INFO ] [sig       ] CVI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:13.417903] [INFO ] [LOCAL     ] Saved forecast: CVI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CVI.txt
[2025-12-01T20:35:13.418065] [INFO ] [sig       ] [884/3634] Completed CVI in 0.4s | 2.97 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-01T20:35:13.418106] [INFO ] [sig       ] [885/3634] Forecasting CVKD...
[2025-12-01T20:35:13.418136] [INFO ] [sig       ] Generating forecast for: CVKD
[2025-12-01T20:35:13.418164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVKD' from 'https://tdm.silogroup.org/data/derivative_storage/CVKD.csv'.
[2025-12-01T20:35:13.430392] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CVKD'.
[2025-12-01T20:35:13.430767] [INFO ] [FORECASTER] Starting predict_future for CVKD
[2025-12-01T20:35:13.431515] [DEBUG] [LOCAL     ] No optimal features file found for CVKD: ./output/feature-sets/CVKD.txt
[2025-12-01T20:35:13.431564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:13.431615] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:13.431640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:13.431694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:13.490752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:13.491609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:13.491693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:13.491726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:13.619212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:13.619368] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:13.619408] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:13.619488] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:13.622983] [DEBUG] [FORECASTER] CVKD: Forecast T+1@11:T+2@11: UP (p=76.86%)
[2025-12-01T20:35:13.623261] [INFO ] [FORECASTER] Completed predict_future for CVKD
[2025-12-01T20:35:13.623392] [INFO ] [sig       ] CVKD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:35:13.771132] [INFO ] [LOCAL     ] Saved forecast: CVKD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CVKD.txt
[2025-12-01T20:35:13.771287] [INFO ] [sig       ] [885/3634] Completed CVKD in 0.4s | 2.97 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-01T20:35:13.771330] [INFO ] [sig       ] [886/3634] Forecasting CVNA...
[2025-12-01T20:35:13.771362] [INFO ] [sig       ] Generating forecast for: CVNA
[2025-12-01T20:35:13.771393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVNA' from 'https://tdm.silogroup.org/data/derivative_storage/CVNA.csv'.
[2025-12-01T20:35:13.783997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVNA'.
[2025-12-01T20:35:13.784399] [INFO ] [FORECASTER] Starting predict_future for CVNA
[2025-12-01T20:35:13.785203] [DEBUG] [LOCAL     ] No optimal features file found for CVNA: ./output/feature-sets/CVNA.txt
[2025-12-01T20:35:13.785255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:13.785286] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:13.785312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:13.785367] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:13.842896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:13.843832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:13.843929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:13.843967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:13.962955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:13.963115] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:13.963154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:13.963181] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:13.966620] [DEBUG] [FORECASTER] CVNA: Forecast T+1@11:T+2@11: DOWN (p=1.53%)
[2025-12-01T20:35:13.966902] [INFO ] [FORECASTER] Completed predict_future for CVNA
[2025-12-01T20:35:13.967032] [INFO ] [sig       ] CVNA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:14.108367] [INFO ] [LOCAL     ] Saved forecast: CVNA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CVNA.txt
[2025-12-01T20:35:14.108528] [INFO ] [sig       ] [886/3634] Completed CVNA in 0.3s | 2.97 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-01T20:35:14.108568] [INFO ] [sig       ] [887/3634] Forecasting CVRX...
[2025-12-01T20:35:14.108620] [INFO ] [sig       ] Generating forecast for: CVRX
[2025-12-01T20:35:14.108649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVRX' from 'https://tdm.silogroup.org/data/derivative_storage/CVRX.csv'.
[2025-12-01T20:35:14.120191] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CVRX'.
[2025-12-01T20:35:14.120584] [INFO ] [FORECASTER] Starting predict_future for CVRX
[2025-12-01T20:35:14.121349] [DEBUG] [LOCAL     ] No optimal features file found for CVRX: ./output/feature-sets/CVRX.txt
[2025-12-01T20:35:14.121401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:14.121432] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:14.121458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:14.121513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:14.177527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:14.178444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:14.178532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:14.178599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:14.300029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:14.300192] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:14.300231] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:14.300260] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:14.303759] [DEBUG] [FORECASTER] CVRX: Forecast T+1@11:T+2@11: UP (p=99.47%)
[2025-12-01T20:35:14.304070] [INFO ] [FORECASTER] Completed predict_future for CVRX
[2025-12-01T20:35:14.304205] [INFO ] [sig       ] CVRX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:35:14.444519] [INFO ] [LOCAL     ] Saved forecast: CVRX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CVRX.txt
[2025-12-01T20:35:14.444678] [INFO ] [sig       ] [887/3634] Completed CVRX in 0.3s | 2.97 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-01T20:35:14.444718] [INFO ] [sig       ] [888/3634] Forecasting CVS...
[2025-12-01T20:35:14.444746] [INFO ] [sig       ] Generating forecast for: CVS
[2025-12-01T20:35:14.444776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVS' from 'https://tdm.silogroup.org/data/derivative_storage/CVS.csv'.
[2025-12-01T20:35:14.456327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVS'.
[2025-12-01T20:35:14.456727] [INFO ] [FORECASTER] Starting predict_future for CVS
[2025-12-01T20:35:14.457486] [DEBUG] [LOCAL     ] No optimal features file found for CVS: ./output/feature-sets/CVS.txt
[2025-12-01T20:35:14.457535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:14.457565] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:14.457611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:14.457667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:14.513467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:14.514361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:14.514444] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:14.514475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:14.640984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:14.641143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:14.641182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:14.641209] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:14.644591] [DEBUG] [FORECASTER] CVS: Forecast T+1@11:T+2@11: UP (p=89.99%)
[2025-12-01T20:35:14.644855] [INFO ] [FORECASTER] Completed predict_future for CVS
[2025-12-01T20:35:14.644982] [INFO ] [sig       ] CVS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:14.783068] [INFO ] [LOCAL     ] Saved forecast: CVS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CVS.txt
[2025-12-01T20:35:14.783206] [INFO ] [sig       ] [888/3634] Completed CVS in 0.3s | 2.97 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-01T20:35:14.783245] [INFO ] [sig       ] [889/3634] Forecasting CVX...
[2025-12-01T20:35:14.783274] [INFO ] [sig       ] Generating forecast for: CVX
[2025-12-01T20:35:14.783303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CVX' from 'https://tdm.silogroup.org/data/derivative_storage/CVX.csv'.
[2025-12-01T20:35:14.794980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CVX'.
[2025-12-01T20:35:14.795239] [INFO ] [FORECASTER] Starting predict_future for CVX
[2025-12-01T20:35:14.795999] [DEBUG] [LOCAL     ] No optimal features file found for CVX: ./output/feature-sets/CVX.txt
[2025-12-01T20:35:14.796049] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:14.796079] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:14.796103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:14.796169] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:14.851556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:14.852164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:14.852241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:14.852271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:14.973324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:14.973436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:14.973471] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:14.973497] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:14.976655] [DEBUG] [FORECASTER] CVX: Forecast T+1@11:T+2@11: DOWN (p=35.81%)
[2025-12-01T20:35:14.976914] [INFO ] [FORECASTER] Completed predict_future for CVX
[2025-12-01T20:35:14.977035] [INFO ] [sig       ] CVX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:15.116020] [INFO ] [LOCAL     ] Saved forecast: CVX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CVX.txt
[2025-12-01T20:35:15.116125] [INFO ] [sig       ] [889/3634] Completed CVX in 0.3s | 2.97 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-01T20:35:15.116161] [INFO ] [sig       ] [890/3634] Forecasting CWAN...
[2025-12-01T20:35:15.116189] [INFO ] [sig       ] Generating forecast for: CWAN
[2025-12-01T20:35:15.116217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWAN' from 'https://tdm.silogroup.org/data/derivative_storage/CWAN.csv'.
[2025-12-01T20:35:15.127398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWAN'.
[2025-12-01T20:35:15.127663] [INFO ] [FORECASTER] Starting predict_future for CWAN
[2025-12-01T20:35:15.128403] [DEBUG] [LOCAL     ] No optimal features file found for CWAN: ./output/feature-sets/CWAN.txt
[2025-12-01T20:35:15.128452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:15.128482] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:15.128507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:15.128561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:15.188292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:15.189326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:15.189413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:15.189445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:15.310604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:15.310767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:15.310806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:15.310832] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:15.314267] [DEBUG] [FORECASTER] CWAN: Forecast T+1@11:T+2@11: UP (p=75.12%)
[2025-12-01T20:35:15.314542] [INFO ] [FORECASTER] Completed predict_future for CWAN
[2025-12-01T20:35:15.314686] [INFO ] [sig       ] CWAN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:15.460344] [INFO ] [LOCAL     ] Saved forecast: CWAN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CWAN.txt
[2025-12-01T20:35:15.460497] [INFO ] [sig       ] [890/3634] Completed CWAN in 0.3s | 2.97 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-01T20:35:15.460538] [INFO ] [sig       ] [891/3634] Forecasting CWBC...
[2025-12-01T20:35:15.460586] [INFO ] [sig       ] Generating forecast for: CWBC
[2025-12-01T20:35:15.460620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWBC' from 'https://tdm.silogroup.org/data/derivative_storage/CWBC.csv'.
[2025-12-01T20:35:15.473098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWBC'.
[2025-12-01T20:35:15.473464] [INFO ] [FORECASTER] Starting predict_future for CWBC
[2025-12-01T20:35:15.474250] [DEBUG] [LOCAL     ] No optimal features file found for CWBC: ./output/feature-sets/CWBC.txt
[2025-12-01T20:35:15.474337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:15.474369] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:15.474395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:15.474450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:15.530258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:15.531133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:15.531220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:15.531253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:15.651900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:15.652048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:15.652084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:15.652111] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:15.655414] [DEBUG] [FORECASTER] CWBC: Forecast T+1@11:T+2@11: UP (p=95.73%)
[2025-12-01T20:35:15.655704] [INFO ] [FORECASTER] Completed predict_future for CWBC
[2025-12-01T20:35:15.655828] [INFO ] [sig       ] CWBC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:15.792067] [INFO ] [LOCAL     ] Saved forecast: CWBC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CWBC.txt
[2025-12-01T20:35:15.792207] [INFO ] [sig       ] [891/3634] Completed CWBC in 0.3s | 2.97 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-01T20:35:15.792244] [INFO ] [sig       ] [892/3634] Forecasting CWCO...
[2025-12-01T20:35:15.792273] [INFO ] [sig       ] Generating forecast for: CWCO
[2025-12-01T20:35:15.792301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWCO' from 'https://tdm.silogroup.org/data/derivative_storage/CWCO.csv'.
[2025-12-01T20:35:15.803199] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CWCO'.
[2025-12-01T20:35:15.803486] [INFO ] [FORECASTER] Starting predict_future for CWCO
[2025-12-01T20:35:15.804254] [DEBUG] [LOCAL     ] No optimal features file found for CWCO: ./output/feature-sets/CWCO.txt
[2025-12-01T20:35:15.804304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:15.804333] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:15.804360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:15.804415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:15.860032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:15.860781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:15.860887] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:15.860921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:15.978639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:15.978785] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:15.978823] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:15.978850] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:15.982110] [DEBUG] [FORECASTER] CWCO: Forecast T+1@11:T+2@11: UP (p=70.08%)
[2025-12-01T20:35:15.982374] [INFO ] [FORECASTER] Completed predict_future for CWCO
[2025-12-01T20:35:15.982499] [INFO ] [sig       ] CWCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:35:16.118608] [INFO ] [LOCAL     ] Saved forecast: CWCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CWCO.txt
[2025-12-01T20:35:16.118751] [INFO ] [sig       ] [892/3634] Completed CWCO in 0.3s | 2.97 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-01T20:35:16.118790] [INFO ] [sig       ] [893/3634] Forecasting CWD...
[2025-12-01T20:35:16.118820] [INFO ] [sig       ] Generating forecast for: CWD
[2025-12-01T20:35:16.118849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWD' from 'https://tdm.silogroup.org/data/derivative_storage/CWD.csv'.
[2025-12-01T20:35:16.130146] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CWD'.
[2025-12-01T20:35:16.130466] [INFO ] [FORECASTER] Starting predict_future for CWD
[2025-12-01T20:35:16.131304] [DEBUG] [LOCAL     ] No optimal features file found for CWD: ./output/feature-sets/CWD.txt
[2025-12-01T20:35:16.131356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:16.131390] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:16.131418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:16.131477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:16.189745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:16.190404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:16.190484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:16.190517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:16.298835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:16.298956] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:16.298994] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:16.299028] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:16.302287] [DEBUG] [FORECASTER] CWD: Forecast T+1@11:T+2@11: UP (p=75.60%)
[2025-12-01T20:35:16.302557] [INFO ] [FORECASTER] Completed predict_future for CWD
[2025-12-01T20:35:16.302703] [INFO ] [sig       ] CWD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:35:16.442542] [INFO ] [LOCAL     ] Saved forecast: CWD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/CWD.txt
[2025-12-01T20:35:16.442676] [INFO ] [sig       ] [893/3634] Completed CWD in 0.3s | 2.97 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-01T20:35:16.442714] [INFO ] [sig       ] [894/3634] Forecasting CWEN...
[2025-12-01T20:35:16.442742] [INFO ] [sig       ] Generating forecast for: CWEN
[2025-12-01T20:35:16.442769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWEN' from 'https://tdm.silogroup.org/data/derivative_storage/CWEN.csv'.
[2025-12-01T20:35:16.454119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWEN'.
[2025-12-01T20:35:16.454406] [INFO ] [FORECASTER] Starting predict_future for CWEN
[2025-12-01T20:35:16.455161] [DEBUG] [LOCAL     ] No optimal features file found for CWEN: ./output/feature-sets/CWEN.txt
[2025-12-01T20:35:16.455210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:16.455240] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:16.455265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:16.455318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:16.510840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:16.511435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:16.511510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:16.511540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:16.633505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:16.633678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:16.633720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:16.633746] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:16.637118] [DEBUG] [FORECASTER] CWEN: Forecast T+1@11:T+2@11: UP (p=97.40%)
[2025-12-01T20:35:16.637394] [INFO ] [FORECASTER] Completed predict_future for CWEN
[2025-12-01T20:35:16.637526] [INFO ] [sig       ] CWEN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:16.776982] [INFO ] [LOCAL     ] Saved forecast: CWEN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CWEN.txt
[2025-12-01T20:35:16.777125] [INFO ] [sig       ] [894/3634] Completed CWEN in 0.3s | 2.97 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-01T20:35:16.777163] [INFO ] [sig       ] [895/3634] Forecasting CWH...
[2025-12-01T20:35:16.777192] [INFO ] [sig       ] Generating forecast for: CWH
[2025-12-01T20:35:16.777221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWH' from 'https://tdm.silogroup.org/data/derivative_storage/CWH.csv'.
[2025-12-01T20:35:16.788885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CWH'.
[2025-12-01T20:35:16.789161] [INFO ] [FORECASTER] Starting predict_future for CWH
[2025-12-01T20:35:16.790017] [DEBUG] [LOCAL     ] No optimal features file found for CWH: ./output/feature-sets/CWH.txt
[2025-12-01T20:35:16.790068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:16.790100] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:16.790126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:16.790182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:16.846686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:16.847544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:16.847653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:16.847687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:16.968166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:16.968338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:16.968380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:16.968409] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:16.972262] [DEBUG] [FORECASTER] CWH: Forecast T+1@11:T+2@11: DOWN (p=39.01%)
[2025-12-01T20:35:16.972560] [INFO ] [FORECASTER] Completed predict_future for CWH
[2025-12-01T20:35:16.972716] [INFO ] [sig       ] CWH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:17.114315] [INFO ] [LOCAL     ] Saved forecast: CWH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CWH.txt
[2025-12-01T20:35:17.114484] [INFO ] [sig       ] [895/3634] Completed CWH in 0.3s | 2.97 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-01T20:35:17.114526] [INFO ] [sig       ] [896/3634] Forecasting CWK...
[2025-12-01T20:35:17.114554] [INFO ] [sig       ] Generating forecast for: CWK
[2025-12-01T20:35:17.114600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CWK' from 'https://tdm.silogroup.org/data/derivative_storage/CWK.csv'.
[2025-12-01T20:35:17.125948] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CWK'.
[2025-12-01T20:35:17.126218] [INFO ] [FORECASTER] Starting predict_future for CWK
[2025-12-01T20:35:17.126982] [DEBUG] [LOCAL     ] No optimal features file found for CWK: ./output/feature-sets/CWK.txt
[2025-12-01T20:35:17.127032] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:17.127063] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:17.127088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:17.127143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:17.184230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:17.185017] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:17.185098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:17.185132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:17.304631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:17.304787] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:17.304826] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:17.304853] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:17.308657] [DEBUG] [FORECASTER] CWK: Forecast T+1@11:T+2@11: DOWN (p=23.11%)
[2025-12-01T20:35:17.308997] [INFO ] [FORECASTER] Completed predict_future for CWK
[2025-12-01T20:35:17.309182] [INFO ] [sig       ] CWK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:17.472607] [INFO ] [LOCAL     ] Saved forecast: CWK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CWK.txt
[2025-12-01T20:35:17.472772] [INFO ] [sig       ] [896/3634] Completed CWK in 0.4s | 2.97 sym/s | Total: 5.0m | ETA: 15.4m
[2025-12-01T20:35:17.472812] [INFO ] [sig       ] [897/3634] Forecasting CXDO...
[2025-12-01T20:35:17.472842] [INFO ] [sig       ] Generating forecast for: CXDO
[2025-12-01T20:35:17.472899] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXDO' from 'https://tdm.silogroup.org/data/derivative_storage/CXDO.csv'.
[2025-12-01T20:35:17.484672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXDO'.
[2025-12-01T20:35:17.485013] [INFO ] [FORECASTER] Starting predict_future for CXDO
[2025-12-01T20:35:17.485818] [DEBUG] [LOCAL     ] No optimal features file found for CXDO: ./output/feature-sets/CXDO.txt
[2025-12-01T20:35:17.485869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:17.485900] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:17.485926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:17.485982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:17.542599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:17.543190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:17.543270] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:17.543301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:17.659228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:17.659338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:17.659373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:17.659399] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:17.662534] [DEBUG] [FORECASTER] CXDO: Forecast T+1@11:T+2@11: DOWN (p=23.20%)
[2025-12-01T20:35:17.662818] [INFO ] [FORECASTER] Completed predict_future for CXDO
[2025-12-01T20:35:17.662943] [INFO ] [sig       ] CXDO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:17.800973] [INFO ] [LOCAL     ] Saved forecast: CXDO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CXDO.txt
[2025-12-01T20:35:17.801100] [INFO ] [sig       ] [897/3634] Completed CXDO in 0.3s | 2.97 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-01T20:35:17.801145] [INFO ] [sig       ] [898/3634] Forecasting CXE...
[2025-12-01T20:35:17.801179] [INFO ] [sig       ] Generating forecast for: CXE
[2025-12-01T20:35:17.801207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXE' from 'https://tdm.silogroup.org/data/derivative_storage/CXE.csv'.
[2025-12-01T20:35:17.812842] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CXE'.
[2025-12-01T20:35:17.813158] [INFO ] [FORECASTER] Starting predict_future for CXE
[2025-12-01T20:35:17.813922] [DEBUG] [LOCAL     ] No optimal features file found for CXE: ./output/feature-sets/CXE.txt
[2025-12-01T20:35:17.813972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:17.814005] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:17.814036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:17.814102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:17.870324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:17.870947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:17.871026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:17.871057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:17.985010] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:17.985147] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:17.985200] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:17.985230] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:17.988539] [DEBUG] [FORECASTER] CXE: Forecast T+1@11:T+2@11: DOWN (p=42.38%)
[2025-12-01T20:35:17.988821] [INFO ] [FORECASTER] Completed predict_future for CXE
[2025-12-01T20:35:17.988945] [INFO ] [sig       ] CXE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:18.125766] [INFO ] [LOCAL     ] Saved forecast: CXE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CXE.txt
[2025-12-01T20:35:18.125898] [INFO ] [sig       ] [898/3634] Completed CXE in 0.3s | 2.97 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-01T20:35:18.125937] [INFO ] [sig       ] [899/3634] Forecasting CXSE...
[2025-12-01T20:35:18.125964] [INFO ] [sig       ] Generating forecast for: CXSE
[2025-12-01T20:35:18.125992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CXSE' from 'https://tdm.silogroup.org/data/derivative_storage/CXSE.csv'.
[2025-12-01T20:35:18.137357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CXSE'.
[2025-12-01T20:35:18.137716] [INFO ] [FORECASTER] Starting predict_future for CXSE
[2025-12-01T20:35:18.138534] [DEBUG] [LOCAL     ] No optimal features file found for CXSE: ./output/feature-sets/CXSE.txt
[2025-12-01T20:35:18.138604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:18.138666] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:18.138694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:18.138756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:18.194389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:18.195150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:18.195228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:18.195259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:18.303084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:18.303228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:18.303265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:18.303291] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:18.306542] [DEBUG] [FORECASTER] CXSE: Forecast T+1@11:T+2@11: UP (p=54.23%)
[2025-12-01T20:35:18.306827] [INFO ] [FORECASTER] Completed predict_future for CXSE
[2025-12-01T20:35:18.306956] [INFO ] [sig       ] CXSE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:18.451741] [INFO ] [LOCAL     ] Saved forecast: CXSE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CXSE.txt
[2025-12-01T20:35:18.451880] [INFO ] [sig       ] [899/3634] Completed CXSE in 0.3s | 2.97 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-01T20:35:18.451921] [INFO ] [sig       ] [900/3634] Forecasting CYD...
[2025-12-01T20:35:18.451949] [INFO ] [sig       ] Generating forecast for: CYD
[2025-12-01T20:35:18.451977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYD' from 'https://tdm.silogroup.org/data/derivative_storage/CYD.csv'.
[2025-12-01T20:35:18.463016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYD'.
[2025-12-01T20:35:18.463296] [INFO ] [FORECASTER] Starting predict_future for CYD
[2025-12-01T20:35:18.464075] [DEBUG] [LOCAL     ] No optimal features file found for CYD: ./output/feature-sets/CYD.txt
[2025-12-01T20:35:18.464136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:18.464172] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:18.464197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:18.464252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:18.519501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:18.520168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:18.520243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:18.520274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:18.636059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:18.636205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:18.636244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:18.636271] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:18.639665] [DEBUG] [FORECASTER] CYD: Forecast T+1@11:T+2@11: DOWN (p=47.68%)
[2025-12-01T20:35:18.639951] [INFO ] [FORECASTER] Completed predict_future for CYD
[2025-12-01T20:35:18.640103] [INFO ] [sig       ] CYD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:18.778215] [INFO ] [LOCAL     ] Saved forecast: CYD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CYD.txt
[2025-12-01T20:35:18.778332] [INFO ] [sig       ] [900/3634] Completed CYD in 0.3s | 2.97 sym/s | Total: 5.0m | ETA: 15.3m
[2025-12-01T20:35:18.778370] [INFO ] [sig       ] [901/3634] Forecasting CYH...
[2025-12-01T20:35:18.778399] [INFO ] [sig       ] Generating forecast for: CYH
[2025-12-01T20:35:18.778427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYH' from 'https://tdm.silogroup.org/data/derivative_storage/CYH.csv'.
[2025-12-01T20:35:18.789481] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYH'.
[2025-12-01T20:35:18.789799] [INFO ] [FORECASTER] Starting predict_future for CYH
[2025-12-01T20:35:18.790597] [DEBUG] [LOCAL     ] No optimal features file found for CYH: ./output/feature-sets/CYH.txt
[2025-12-01T20:35:18.790652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:18.790686] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:18.790713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:18.790770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:18.848670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:18.849342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:18.850629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:18.850667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:18.971915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:18.972051] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:18.972087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:18.972113] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:18.975309] [DEBUG] [FORECASTER] CYH: Forecast T+1@11:T+2@11: UP (p=80.81%)
[2025-12-01T20:35:18.975585] [INFO ] [FORECASTER] Completed predict_future for CYH
[2025-12-01T20:35:18.975708] [INFO ] [sig       ] CYH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:19.112984] [INFO ] [LOCAL     ] Saved forecast: CYH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CYH.txt
[2025-12-01T20:35:19.113102] [INFO ] [sig       ] [901/3634] Completed CYH in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-01T20:35:19.113139] [INFO ] [sig       ] [902/3634] Forecasting CYN...
[2025-12-01T20:35:19.113168] [INFO ] [sig       ] Generating forecast for: CYN
[2025-12-01T20:35:19.113196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYN' from 'https://tdm.silogroup.org/data/derivative_storage/CYN.csv'.
[2025-12-01T20:35:19.124449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYN'.
[2025-12-01T20:35:19.124778] [INFO ] [FORECASTER] Starting predict_future for CYN
[2025-12-01T20:35:19.125500] [DEBUG] [LOCAL     ] No optimal features file found for CYN: ./output/feature-sets/CYN.txt
[2025-12-01T20:35:19.125549] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:19.125609] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:19.125638] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:19.125693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:19.181650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:19.182283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:19.182359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:19.182390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:19.298656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:19.298803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:19.298840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:19.298867] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:19.302180] [DEBUG] [FORECASTER] CYN: Forecast T+1@11:T+2@11: DOWN (p=37.44%)
[2025-12-01T20:35:19.302445] [INFO ] [FORECASTER] Completed predict_future for CYN
[2025-12-01T20:35:19.302568] [INFO ] [sig       ] CYN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:19.440451] [INFO ] [LOCAL     ] Saved forecast: CYN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CYN.txt
[2025-12-01T20:35:19.440559] [INFO ] [sig       ] [902/3634] Completed CYN in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-01T20:35:19.440618] [INFO ] [sig       ] [903/3634] Forecasting CYRX...
[2025-12-01T20:35:19.440650] [INFO ] [sig       ] Generating forecast for: CYRX
[2025-12-01T20:35:19.440678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYRX' from 'https://tdm.silogroup.org/data/derivative_storage/CYRX.csv'.
[2025-12-01T20:35:19.451308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CYRX'.
[2025-12-01T20:35:19.451591] [INFO ] [FORECASTER] Starting predict_future for CYRX
[2025-12-01T20:35:19.452315] [DEBUG] [LOCAL     ] No optimal features file found for CYRX: ./output/feature-sets/CYRX.txt
[2025-12-01T20:35:19.452364] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:19.452394] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:19.452419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:19.452473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:19.508187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:19.508824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:19.508900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:19.508930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:19.631331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:19.631476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:19.631513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:19.631539] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:19.634826] [DEBUG] [FORECASTER] CYRX: Forecast T+1@11:T+2@11: DOWN (p=46.90%)
[2025-12-01T20:35:19.635091] [INFO ] [FORECASTER] Completed predict_future for CYRX
[2025-12-01T20:35:19.635214] [INFO ] [sig       ] CYRX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:19.773301] [INFO ] [LOCAL     ] Saved forecast: CYRX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CYRX.txt
[2025-12-01T20:35:19.773408] [INFO ] [sig       ] [903/3634] Completed CYRX in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-01T20:35:19.773444] [INFO ] [sig       ] [904/3634] Forecasting CYTK...
[2025-12-01T20:35:19.773472] [INFO ] [sig       ] Generating forecast for: CYTK
[2025-12-01T20:35:19.773500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CYTK' from 'https://tdm.silogroup.org/data/derivative_storage/CYTK.csv'.
[2025-12-01T20:35:19.784842] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'CYTK'.
[2025-12-01T20:35:19.785118] [INFO ] [FORECASTER] Starting predict_future for CYTK
[2025-12-01T20:35:19.785869] [DEBUG] [LOCAL     ] No optimal features file found for CYTK: ./output/feature-sets/CYTK.txt
[2025-12-01T20:35:19.785922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:19.785952] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:19.785977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:19.786031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:19.841358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:19.841964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:19.842037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:19.842074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:19.963148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:19.963258] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:19.963293] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:19.963318] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:19.966429] [DEBUG] [FORECASTER] CYTK: Forecast T+1@11:T+2@11: DOWN (p=26.05%)
[2025-12-01T20:35:19.966705] [INFO ] [FORECASTER] Completed predict_future for CYTK
[2025-12-01T20:35:19.966827] [INFO ] [sig       ] CYTK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:20.103890] [INFO ] [LOCAL     ] Saved forecast: CYTK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/CYTK.txt
[2025-12-01T20:35:20.104009] [INFO ] [sig       ] [904/3634] Completed CYTK in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-01T20:35:20.104045] [INFO ] [sig       ] [905/3634] Forecasting CZFS...
[2025-12-01T20:35:20.104073] [INFO ] [sig       ] Generating forecast for: CZFS
[2025-12-01T20:35:20.104101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZFS' from 'https://tdm.silogroup.org/data/derivative_storage/CZFS.csv'.
[2025-12-01T20:35:20.114736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZFS'.
[2025-12-01T20:35:20.115042] [INFO ] [FORECASTER] Starting predict_future for CZFS
[2025-12-01T20:35:20.115833] [DEBUG] [LOCAL     ] No optimal features file found for CZFS: ./output/feature-sets/CZFS.txt
[2025-12-01T20:35:20.115884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:20.115914] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:20.115939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:20.115993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:20.172559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:20.173346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:20.173429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:20.173460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:20.266436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:20.266609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:20.266648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:20.266675] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:20.270031] [DEBUG] [FORECASTER] CZFS: Forecast T+1@11:T+2@11: DOWN (p=40.09%)
[2025-12-01T20:35:20.270317] [INFO ] [FORECASTER] Completed predict_future for CZFS
[2025-12-01T20:35:20.270443] [INFO ] [sig       ] CZFS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:20.409042] [INFO ] [LOCAL     ] Saved forecast: CZFS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CZFS.txt
[2025-12-01T20:35:20.409211] [INFO ] [sig       ] [905/3634] Completed CZFS in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-01T20:35:20.409263] [INFO ] [sig       ] [906/3634] Forecasting CZNC...
[2025-12-01T20:35:20.409292] [INFO ] [sig       ] Generating forecast for: CZNC
[2025-12-01T20:35:20.409322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZNC' from 'https://tdm.silogroup.org/data/derivative_storage/CZNC.csv'.
[2025-12-01T20:35:20.421495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZNC'.
[2025-12-01T20:35:20.421844] [INFO ] [FORECASTER] Starting predict_future for CZNC
[2025-12-01T20:35:20.422706] [DEBUG] [LOCAL     ] No optimal features file found for CZNC: ./output/feature-sets/CZNC.txt
[2025-12-01T20:35:20.422757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:20.422789] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:20.422819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:20.422880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:20.480459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:20.481144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:20.481223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:20.481256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:20.599914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:20.600072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:20.600116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:20.600150] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:20.603450] [DEBUG] [FORECASTER] CZNC: Forecast T+1@11:T+2@11: DOWN (p=48.74%)
[2025-12-01T20:35:20.603733] [INFO ] [FORECASTER] Completed predict_future for CZNC
[2025-12-01T20:35:20.603857] [INFO ] [sig       ] CZNC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:20.742923] [INFO ] [LOCAL     ] Saved forecast: CZNC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/CZNC.txt
[2025-12-01T20:35:20.743057] [INFO ] [sig       ] [906/3634] Completed CZNC in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-01T20:35:20.743097] [INFO ] [sig       ] [907/3634] Forecasting CZWI...
[2025-12-01T20:35:20.743129] [INFO ] [sig       ] Generating forecast for: CZWI
[2025-12-01T20:35:20.743157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'CZWI' from 'https://tdm.silogroup.org/data/derivative_storage/CZWI.csv'.
[2025-12-01T20:35:20.755281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'CZWI'.
[2025-12-01T20:35:20.755643] [INFO ] [FORECASTER] Starting predict_future for CZWI
[2025-12-01T20:35:20.756507] [DEBUG] [LOCAL     ] No optimal features file found for CZWI: ./output/feature-sets/CZWI.txt
[2025-12-01T20:35:20.756557] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:20.756606] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:20.756634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:20.756689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:20.812956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:20.813682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:20.813767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:20.813797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:20.922933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:20.923085] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:20.923121] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:20.923147] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:20.926422] [DEBUG] [FORECASTER] CZWI: Forecast T+1@11:T+2@11: UP (p=79.74%)
[2025-12-01T20:35:20.926700] [INFO ] [FORECASTER] Completed predict_future for CZWI
[2025-12-01T20:35:20.926840] [INFO ] [sig       ] CZWI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:21.065849] [INFO ] [LOCAL     ] Saved forecast: CZWI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/CZWI.txt
[2025-12-01T20:35:21.065989] [INFO ] [sig       ] [907/3634] Completed CZWI in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-01T20:35:21.066028] [INFO ] [sig       ] [908/3634] Forecasting DAIO...
[2025-12-01T20:35:21.066057] [INFO ] [sig       ] Generating forecast for: DAIO
[2025-12-01T20:35:21.066087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAIO' from 'https://tdm.silogroup.org/data/derivative_storage/DAIO.csv'.
[2025-12-01T20:35:21.077474] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAIO'.
[2025-12-01T20:35:21.077825] [INFO ] [FORECASTER] Starting predict_future for DAIO
[2025-12-01T20:35:21.078765] [DEBUG] [LOCAL     ] No optimal features file found for DAIO: ./output/feature-sets/DAIO.txt
[2025-12-01T20:35:21.078815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:21.078846] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:21.078872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:21.078928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:21.136169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:21.136928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:21.137006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:21.137039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:21.242203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:21.242349] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:21.242385] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:21.242413] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:21.245725] [DEBUG] [FORECASTER] DAIO: Forecast T+1@11:T+2@11: UP (p=91.93%)
[2025-12-01T20:35:21.245987] [INFO ] [FORECASTER] Completed predict_future for DAIO
[2025-12-01T20:35:21.246113] [INFO ] [sig       ] DAIO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:21.384051] [INFO ] [LOCAL     ] Saved forecast: DAIO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DAIO.txt
[2025-12-01T20:35:21.384181] [INFO ] [sig       ] [908/3634] Completed DAIO in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-01T20:35:21.384219] [INFO ] [sig       ] [909/3634] Forecasting DAL...
[2025-12-01T20:35:21.384248] [INFO ] [sig       ] Generating forecast for: DAL
[2025-12-01T20:35:21.384277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAL' from 'https://tdm.silogroup.org/data/derivative_storage/DAL.csv'.
[2025-12-01T20:35:21.395919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAL'.
[2025-12-01T20:35:21.396257] [INFO ] [FORECASTER] Starting predict_future for DAL
[2025-12-01T20:35:21.397053] [DEBUG] [LOCAL     ] No optimal features file found for DAL: ./output/feature-sets/DAL.txt
[2025-12-01T20:35:21.397103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:21.397134] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:21.397161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:21.397216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:21.452445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:21.453348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:21.453464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:21.453496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:21.571741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:21.571894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:21.571932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:21.571976] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:21.575243] [DEBUG] [FORECASTER] DAL: Forecast T+1@11:T+2@11: DOWN (p=16.78%)
[2025-12-01T20:35:21.575503] [INFO ] [FORECASTER] Completed predict_future for DAL
[2025-12-01T20:35:21.575656] [INFO ] [sig       ] DAL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:21.714185] [INFO ] [LOCAL     ] Saved forecast: DAL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DAL.txt
[2025-12-01T20:35:21.714365] [INFO ] [sig       ] [909/3634] Completed DAL in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-01T20:35:21.714405] [INFO ] [sig       ] [910/3634] Forecasting DAN...
[2025-12-01T20:35:21.714435] [INFO ] [sig       ] Generating forecast for: DAN
[2025-12-01T20:35:21.714463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAN' from 'https://tdm.silogroup.org/data/derivative_storage/DAN.csv'.
[2025-12-01T20:35:21.727024] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DAN'.
[2025-12-01T20:35:21.727358] [INFO ] [FORECASTER] Starting predict_future for DAN
[2025-12-01T20:35:21.728157] [DEBUG] [LOCAL     ] No optimal features file found for DAN: ./output/feature-sets/DAN.txt
[2025-12-01T20:35:21.728207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:21.728237] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:21.728262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:21.728473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:21.784046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:21.784741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:21.784824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:21.784856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:21.908989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:21.909158] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:21.909202] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:21.909231] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:21.912699] [DEBUG] [FORECASTER] DAN: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-12-01T20:35:21.912967] [INFO ] [FORECASTER] Completed predict_future for DAN
[2025-12-01T20:35:21.913095] [INFO ] [sig       ] DAN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:22.051284] [INFO ] [LOCAL     ] Saved forecast: DAN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DAN.txt
[2025-12-01T20:35:22.051422] [INFO ] [sig       ] [910/3634] Completed DAN in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-01T20:35:22.051462] [INFO ] [sig       ] [911/3634] Forecasting DAO...
[2025-12-01T20:35:22.051490] [INFO ] [sig       ] Generating forecast for: DAO
[2025-12-01T20:35:22.051519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAO' from 'https://tdm.silogroup.org/data/derivative_storage/DAO.csv'.
[2025-12-01T20:35:22.063191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAO'.
[2025-12-01T20:35:22.063614] [INFO ] [FORECASTER] Starting predict_future for DAO
[2025-12-01T20:35:22.064388] [DEBUG] [LOCAL     ] No optimal features file found for DAO: ./output/feature-sets/DAO.txt
[2025-12-01T20:35:22.064438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:22.064468] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:22.064493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:22.064548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:22.121167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:22.122094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:22.122181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:22.122230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:22.243871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:22.244025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:22.244062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:22.244089] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:22.247415] [DEBUG] [FORECASTER] DAO: Forecast T+1@11:T+2@11: DOWN (p=20.08%)
[2025-12-01T20:35:22.247725] [INFO ] [FORECASTER] Completed predict_future for DAO
[2025-12-01T20:35:22.247859] [INFO ] [sig       ] DAO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:22.388952] [INFO ] [LOCAL     ] Saved forecast: DAO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DAO.txt
[2025-12-01T20:35:22.389104] [INFO ] [sig       ] [911/3634] Completed DAO in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-01T20:35:22.389143] [INFO ] [sig       ] [912/3634] Forecasting DAPP...
[2025-12-01T20:35:22.389173] [INFO ] [sig       ] Generating forecast for: DAPP
[2025-12-01T20:35:22.389202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAPP' from 'https://tdm.silogroup.org/data/derivative_storage/DAPP.csv'.
[2025-12-01T20:35:22.403217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAPP'.
[2025-12-01T20:35:22.403680] [INFO ] [FORECASTER] Starting predict_future for DAPP
[2025-12-01T20:35:22.404543] [DEBUG] [LOCAL     ] No optimal features file found for DAPP: ./output/feature-sets/DAPP.txt
[2025-12-01T20:35:22.404615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:22.404649] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:22.404676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:22.404732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:22.464999] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:22.465833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:22.465921] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:22.465955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:22.587949] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:22.588095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:22.588136] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:22.588164] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:22.591491] [DEBUG] [FORECASTER] DAPP: Forecast T+1@11:T+2@11: DOWN (p=15.75%)
[2025-12-01T20:35:22.591770] [INFO ] [FORECASTER] Completed predict_future for DAPP
[2025-12-01T20:35:22.591892] [INFO ] [sig       ] DAPP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:22.732560] [INFO ] [LOCAL     ] Saved forecast: DAPP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DAPP.txt
[2025-12-01T20:35:22.732730] [INFO ] [sig       ] [912/3634] Completed DAPP in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-01T20:35:22.732770] [INFO ] [sig       ] [913/3634] Forecasting DARE...
[2025-12-01T20:35:22.732801] [INFO ] [sig       ] Generating forecast for: DARE
[2025-12-01T20:35:22.732830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DARE' from 'https://tdm.silogroup.org/data/derivative_storage/DARE.csv'.
[2025-12-01T20:35:22.743903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DARE'.
[2025-12-01T20:35:22.744201] [INFO ] [FORECASTER] Starting predict_future for DARE
[2025-12-01T20:35:22.744995] [DEBUG] [LOCAL     ] No optimal features file found for DARE: ./output/feature-sets/DARE.txt
[2025-12-01T20:35:22.745046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:22.745077] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:22.745116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:22.745175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:22.803552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:22.804214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:22.804291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:22.804324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:22.920286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:22.920430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:22.920466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:22.920493] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:22.923775] [DEBUG] [FORECASTER] DARE: Forecast T+1@11:T+2@11: UP (p=69.18%)
[2025-12-01T20:35:22.924037] [INFO ] [FORECASTER] Completed predict_future for DARE
[2025-12-01T20:35:22.924159] [INFO ] [sig       ] DARE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:23.062509] [INFO ] [LOCAL     ] Saved forecast: DARE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DARE.txt
[2025-12-01T20:35:23.062656] [INFO ] [sig       ] [913/3634] Completed DARE in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.3m
[2025-12-01T20:35:23.062695] [INFO ] [sig       ] [914/3634] Forecasting DASH...
[2025-12-01T20:35:23.062724] [INFO ] [sig       ] Generating forecast for: DASH
[2025-12-01T20:35:23.062754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DASH' from 'https://tdm.silogroup.org/data/derivative_storage/DASH.csv'.
[2025-12-01T20:35:23.077245] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DASH'.
[2025-12-01T20:35:23.077527] [INFO ] [FORECASTER] Starting predict_future for DASH
[2025-12-01T20:35:23.078290] [DEBUG] [LOCAL     ] No optimal features file found for DASH: ./output/feature-sets/DASH.txt
[2025-12-01T20:35:23.078361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:23.078393] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:23.078419] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:23.078474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:23.133796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:23.134531] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:23.134638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:23.134672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:23.254474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:23.254627] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:23.254666] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:23.254693] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:23.257929] [DEBUG] [FORECASTER] DASH: Forecast T+1@11:T+2@11: DOWN (p=14.49%)
[2025-12-01T20:35:23.258214] [INFO ] [FORECASTER] Completed predict_future for DASH
[2025-12-01T20:35:23.258350] [INFO ] [sig       ] DASH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:23.396654] [INFO ] [LOCAL     ] Saved forecast: DASH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DASH.txt
[2025-12-01T20:35:23.396781] [INFO ] [sig       ] [914/3634] Completed DASH in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-01T20:35:23.396819] [INFO ] [sig       ] [915/3634] Forecasting DAVA...
[2025-12-01T20:35:23.396847] [INFO ] [sig       ] Generating forecast for: DAVA
[2025-12-01T20:35:23.396875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVA' from 'https://tdm.silogroup.org/data/derivative_storage/DAVA.csv'.
[2025-12-01T20:35:23.408101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVA'.
[2025-12-01T20:35:23.408423] [INFO ] [FORECASTER] Starting predict_future for DAVA
[2025-12-01T20:35:23.409194] [DEBUG] [LOCAL     ] No optimal features file found for DAVA: ./output/feature-sets/DAVA.txt
[2025-12-01T20:35:23.409243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:23.409274] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:23.409299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:23.409354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:23.465163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:23.465828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:23.465903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:23.465934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:23.586154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:23.586314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:23.586350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:23.586378] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:23.589782] [DEBUG] [FORECASTER] DAVA: Forecast T+1@11:T+2@11: DOWN (p=21.96%)
[2025-12-01T20:35:23.590087] [INFO ] [FORECASTER] Completed predict_future for DAVA
[2025-12-01T20:35:23.590218] [INFO ] [sig       ] DAVA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:23.777342] [INFO ] [LOCAL     ] Saved forecast: DAVA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DAVA.txt
[2025-12-01T20:35:23.777474] [INFO ] [sig       ] [915/3634] Completed DAVA in 0.4s | 2.97 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-01T20:35:23.777512] [INFO ] [sig       ] [916/3634] Forecasting DAVE...
[2025-12-01T20:35:23.777540] [INFO ] [sig       ] Generating forecast for: DAVE
[2025-12-01T20:35:23.777568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAVE' from 'https://tdm.silogroup.org/data/derivative_storage/DAVE.csv'.
[2025-12-01T20:35:23.789064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAVE'.
[2025-12-01T20:35:23.789326] [INFO ] [FORECASTER] Starting predict_future for DAVE
[2025-12-01T20:35:23.790086] [DEBUG] [LOCAL     ] No optimal features file found for DAVE: ./output/feature-sets/DAVE.txt
[2025-12-01T20:35:23.790136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:23.790192] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:23.790219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:23.790274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:23.846448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:23.847124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:23.847215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:23.847253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:23.970115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:23.970287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:23.970332] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:23.970361] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:23.973852] [DEBUG] [FORECASTER] DAVE: Forecast T+1@11:T+2@11: DOWN (p=12.96%)
[2025-12-01T20:35:23.974153] [INFO ] [FORECASTER] Completed predict_future for DAVE
[2025-12-01T20:35:23.974325] [INFO ] [sig       ] DAVE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:24.117163] [INFO ] [LOCAL     ] Saved forecast: DAVE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DAVE.txt
[2025-12-01T20:35:24.117311] [INFO ] [sig       ] [916/3634] Completed DAVE in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-01T20:35:24.117352] [INFO ] [sig       ] [917/3634] Forecasting DAWN...
[2025-12-01T20:35:24.117381] [INFO ] [sig       ] Generating forecast for: DAWN
[2025-12-01T20:35:24.117417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DAWN' from 'https://tdm.silogroup.org/data/derivative_storage/DAWN.csv'.
[2025-12-01T20:35:24.129849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DAWN'.
[2025-12-01T20:35:24.130251] [INFO ] [FORECASTER] Starting predict_future for DAWN
[2025-12-01T20:35:24.131125] [DEBUG] [LOCAL     ] No optimal features file found for DAWN: ./output/feature-sets/DAWN.txt
[2025-12-01T20:35:24.131180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:24.131214] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:24.131240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:24.131295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:24.189293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:24.190257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:24.190358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:24.190391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:24.309649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:24.309810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:24.309850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:24.309878] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:24.313291] [DEBUG] [FORECASTER] DAWN: Forecast T+1@11:T+2@11: DOWN (p=24.00%)
[2025-12-01T20:35:24.313564] [INFO ] [FORECASTER] Completed predict_future for DAWN
[2025-12-01T20:35:24.313711] [INFO ] [sig       ] DAWN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:24.454541] [INFO ] [LOCAL     ] Saved forecast: DAWN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DAWN.txt
[2025-12-01T20:35:24.454729] [INFO ] [sig       ] [917/3634] Completed DAWN in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-01T20:35:24.454770] [INFO ] [sig       ] [918/3634] Forecasting DB...
[2025-12-01T20:35:24.454797] [INFO ] [sig       ] Generating forecast for: DB
[2025-12-01T20:35:24.454825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DB' from 'https://tdm.silogroup.org/data/derivative_storage/DB.csv'.
[2025-12-01T20:35:24.466119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DB'.
[2025-12-01T20:35:24.466431] [INFO ] [FORECASTER] Starting predict_future for DB
[2025-12-01T20:35:24.467213] [DEBUG] [LOCAL     ] No optimal features file found for DB: ./output/feature-sets/DB.txt
[2025-12-01T20:35:24.467263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:24.467293] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:24.467318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:24.467372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:24.525184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:24.525857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:24.525940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:24.525972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:24.651499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:24.651698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:24.651746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:24.651775] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:24.655254] [DEBUG] [FORECASTER] DB: Forecast T+1@11:T+2@11: UP (p=99.58%)
[2025-12-01T20:35:24.655529] [INFO ] [FORECASTER] Completed predict_future for DB
[2025-12-01T20:35:24.655680] [INFO ] [sig       ] DB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:24.795924] [INFO ] [LOCAL     ] Saved forecast: DB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DB.txt
[2025-12-01T20:35:24.796083] [INFO ] [sig       ] [918/3634] Completed DB in 0.3s | 2.97 sym/s | Total: 5.1m | ETA: 15.2m
[2025-12-01T20:35:24.796122] [INFO ] [sig       ] [919/3634] Forecasting DBI...
[2025-12-01T20:35:24.796150] [INFO ] [sig       ] Generating forecast for: DBI
[2025-12-01T20:35:24.796182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBI' from 'https://tdm.silogroup.org/data/derivative_storage/DBI.csv'.
[2025-12-01T20:35:24.808335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBI'.
[2025-12-01T20:35:24.808776] [INFO ] [FORECASTER] Starting predict_future for DBI
[2025-12-01T20:35:24.809563] [DEBUG] [LOCAL     ] No optimal features file found for DBI: ./output/feature-sets/DBI.txt
[2025-12-01T20:35:24.809643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:24.809677] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:24.809703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:24.809760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:24.867669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:24.868561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:24.868668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:24.868702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:24.988488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:24.988664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:24.988705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:24.988732] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:24.993211] [DEBUG] [FORECASTER] DBI: Forecast T+1@11:T+2@11: UP (p=56.19%)
[2025-12-01T20:35:24.993526] [INFO ] [FORECASTER] Completed predict_future for DBI
[2025-12-01T20:35:24.993700] [INFO ] [sig       ] DBI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:25.135772] [INFO ] [LOCAL     ] Saved forecast: DBI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DBI.txt
[2025-12-01T20:35:25.135926] [INFO ] [sig       ] [919/3634] Completed DBI in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-01T20:35:25.135966] [INFO ] [sig       ] [920/3634] Forecasting DBL...
[2025-12-01T20:35:25.135994] [INFO ] [sig       ] Generating forecast for: DBL
[2025-12-01T20:35:25.136023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBL' from 'https://tdm.silogroup.org/data/derivative_storage/DBL.csv'.
[2025-12-01T20:35:25.148456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBL'.
[2025-12-01T20:35:25.148822] [INFO ] [FORECASTER] Starting predict_future for DBL
[2025-12-01T20:35:25.149590] [DEBUG] [LOCAL     ] No optimal features file found for DBL: ./output/feature-sets/DBL.txt
[2025-12-01T20:35:25.149640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:25.149671] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:25.149697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:25.149751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:25.208600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:25.209293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:25.209379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:25.209411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:25.328131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:25.328274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:25.328326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:25.328354] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:25.331648] [DEBUG] [FORECASTER] DBL: Forecast T+1@11:T+2@11: DOWN (p=18.50%)
[2025-12-01T20:35:25.331911] [INFO ] [FORECASTER] Completed predict_future for DBL
[2025-12-01T20:35:25.332032] [INFO ] [sig       ] DBL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:25.471445] [INFO ] [LOCAL     ] Saved forecast: DBL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DBL.txt
[2025-12-01T20:35:25.471597] [INFO ] [sig       ] [920/3634] Completed DBL in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-01T20:35:25.471636] [INFO ] [sig       ] [921/3634] Forecasting DBRG...
[2025-12-01T20:35:25.471665] [INFO ] [sig       ] Generating forecast for: DBRG
[2025-12-01T20:35:25.471694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBRG' from 'https://tdm.silogroup.org/data/derivative_storage/DBRG.csv'.
[2025-12-01T20:35:25.484081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBRG'.
[2025-12-01T20:35:25.484426] [INFO ] [FORECASTER] Starting predict_future for DBRG
[2025-12-01T20:35:25.485239] [DEBUG] [LOCAL     ] No optimal features file found for DBRG: ./output/feature-sets/DBRG.txt
[2025-12-01T20:35:25.485290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:25.485321] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:25.485347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:25.485402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:25.542309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:25.543000] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:25.543082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:25.543114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:25.661941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:25.662055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:25.662094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:25.662131] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:25.665326] [DEBUG] [FORECASTER] DBRG: Forecast T+1@11:T+2@11: DOWN (p=12.84%)
[2025-12-01T20:35:25.665606] [INFO ] [FORECASTER] Completed predict_future for DBRG
[2025-12-01T20:35:25.665734] [INFO ] [sig       ] DBRG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:25.803218] [INFO ] [LOCAL     ] Saved forecast: DBRG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DBRG.txt
[2025-12-01T20:35:25.803323] [INFO ] [sig       ] [921/3634] Completed DBRG in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-01T20:35:25.803359] [INFO ] [sig       ] [922/3634] Forecasting DBX...
[2025-12-01T20:35:25.803386] [INFO ] [sig       ] Generating forecast for: DBX
[2025-12-01T20:35:25.803413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DBX' from 'https://tdm.silogroup.org/data/derivative_storage/DBX.csv'.
[2025-12-01T20:35:25.815475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DBX'.
[2025-12-01T20:35:25.815852] [INFO ] [FORECASTER] Starting predict_future for DBX
[2025-12-01T20:35:25.816700] [DEBUG] [LOCAL     ] No optimal features file found for DBX: ./output/feature-sets/DBX.txt
[2025-12-01T20:35:25.816750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:25.816780] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:25.816805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:25.816861] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:25.873225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:25.874106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:25.874189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:25.874232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:25.993032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:25.993209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:25.993249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:25.993276] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:25.996659] [DEBUG] [FORECASTER] DBX: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2025-12-01T20:35:25.996932] [INFO ] [FORECASTER] Completed predict_future for DBX
[2025-12-01T20:35:25.997058] [INFO ] [sig       ] DBX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:26.139060] [INFO ] [LOCAL     ] Saved forecast: DBX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DBX.txt
[2025-12-01T20:35:26.139205] [INFO ] [sig       ] [922/3634] Completed DBX in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-01T20:35:26.139264] [INFO ] [sig       ] [923/3634] Forecasting DCBO...
[2025-12-01T20:35:26.139300] [INFO ] [sig       ] Generating forecast for: DCBO
[2025-12-01T20:35:26.139335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCBO' from 'https://tdm.silogroup.org/data/derivative_storage/DCBO.csv'.
[2025-12-01T20:35:26.150484] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DCBO'.
[2025-12-01T20:35:26.150819] [INFO ] [FORECASTER] Starting predict_future for DCBO
[2025-12-01T20:35:26.151622] [DEBUG] [LOCAL     ] No optimal features file found for DCBO: ./output/feature-sets/DCBO.txt
[2025-12-01T20:35:26.151671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:26.151702] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:26.151728] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:26.151783] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:26.209051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:26.209736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:26.209816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:26.209848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:26.333285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:26.333434] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:26.333473] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:26.333500] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:26.336909] [DEBUG] [FORECASTER] DCBO: Forecast T+1@11:T+2@11: DOWN (p=27.60%)
[2025-12-01T20:35:26.337179] [INFO ] [FORECASTER] Completed predict_future for DCBO
[2025-12-01T20:35:26.337312] [INFO ] [sig       ] DCBO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:26.477168] [INFO ] [LOCAL     ] Saved forecast: DCBO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DCBO.txt
[2025-12-01T20:35:26.477316] [INFO ] [sig       ] [923/3634] Completed DCBO in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-01T20:35:26.477362] [INFO ] [sig       ] [924/3634] Forecasting DCI...
[2025-12-01T20:35:26.477391] [INFO ] [sig       ] Generating forecast for: DCI
[2025-12-01T20:35:26.477447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCI' from 'https://tdm.silogroup.org/data/derivative_storage/DCI.csv'.
[2025-12-01T20:35:26.488408] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCI'.
[2025-12-01T20:35:26.488697] [INFO ] [FORECASTER] Starting predict_future for DCI
[2025-12-01T20:35:26.489491] [DEBUG] [LOCAL     ] No optimal features file found for DCI: ./output/feature-sets/DCI.txt
[2025-12-01T20:35:26.489542] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:26.489607] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:26.489643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:26.489706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:26.548387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:26.549039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:26.549118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:26.549151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:26.670354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:26.670504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:26.670542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:26.670589] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:26.673985] [DEBUG] [FORECASTER] DCI: Forecast T+1@11:T+2@11: DOWN (p=9.10%)
[2025-12-01T20:35:26.674257] [INFO ] [FORECASTER] Completed predict_future for DCI
[2025-12-01T20:35:26.674384] [INFO ] [sig       ] DCI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:26.817111] [INFO ] [LOCAL     ] Saved forecast: DCI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DCI.txt
[2025-12-01T20:35:26.817238] [INFO ] [sig       ] [924/3634] Completed DCI in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-01T20:35:26.817275] [INFO ] [sig       ] [925/3634] Forecasting DCO...
[2025-12-01T20:35:26.817304] [INFO ] [sig       ] Generating forecast for: DCO
[2025-12-01T20:35:26.817332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCO' from 'https://tdm.silogroup.org/data/derivative_storage/DCO.csv'.
[2025-12-01T20:35:26.828154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCO'.
[2025-12-01T20:35:26.828439] [INFO ] [FORECASTER] Starting predict_future for DCO
[2025-12-01T20:35:26.829218] [DEBUG] [LOCAL     ] No optimal features file found for DCO: ./output/feature-sets/DCO.txt
[2025-12-01T20:35:26.829267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:26.829297] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:26.829323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:26.829378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:26.885912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:26.886594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:26.886673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:26.886706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:27.001447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:27.001606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:27.001646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:27.001675] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:27.005081] [DEBUG] [FORECASTER] DCO: Forecast T+1@11:T+2@11: UP (p=85.28%)
[2025-12-01T20:35:27.005349] [INFO ] [FORECASTER] Completed predict_future for DCO
[2025-12-01T20:35:27.005471] [INFO ] [sig       ] DCO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:27.145785] [INFO ] [LOCAL     ] Saved forecast: DCO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DCO.txt
[2025-12-01T20:35:27.145917] [INFO ] [sig       ] [925/3634] Completed DCO in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-01T20:35:27.145954] [INFO ] [sig       ] [926/3634] Forecasting DCOM...
[2025-12-01T20:35:27.145982] [INFO ] [sig       ] Generating forecast for: DCOM
[2025-12-01T20:35:27.146010] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCOM' from 'https://tdm.silogroup.org/data/derivative_storage/DCOM.csv'.
[2025-12-01T20:35:27.157143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCOM'.
[2025-12-01T20:35:27.157415] [INFO ] [FORECASTER] Starting predict_future for DCOM
[2025-12-01T20:35:27.158178] [DEBUG] [LOCAL     ] No optimal features file found for DCOM: ./output/feature-sets/DCOM.txt
[2025-12-01T20:35:27.158261] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:27.158294] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:27.158346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:27.158409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:27.215556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:27.216247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:27.216366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:27.216401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:27.337848] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:27.337993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:27.338030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:27.338058] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:27.341375] [DEBUG] [FORECASTER] DCOM: Forecast T+1@11:T+2@11: DOWN (p=14.80%)
[2025-12-01T20:35:27.341658] [INFO ] [FORECASTER] Completed predict_future for DCOM
[2025-12-01T20:35:27.341782] [INFO ] [sig       ] DCOM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:27.484597] [INFO ] [LOCAL     ] Saved forecast: DCOM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DCOM.txt
[2025-12-01T20:35:27.484733] [INFO ] [sig       ] [926/3634] Completed DCOM in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-01T20:35:27.484774] [INFO ] [sig       ] [927/3634] Forecasting DCTH...
[2025-12-01T20:35:27.484803] [INFO ] [sig       ] Generating forecast for: DCTH
[2025-12-01T20:35:27.484831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DCTH' from 'https://tdm.silogroup.org/data/derivative_storage/DCTH.csv'.
[2025-12-01T20:35:27.495785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DCTH'.
[2025-12-01T20:35:27.496049] [INFO ] [FORECASTER] Starting predict_future for DCTH
[2025-12-01T20:35:27.496813] [DEBUG] [LOCAL     ] No optimal features file found for DCTH: ./output/feature-sets/DCTH.txt
[2025-12-01T20:35:27.496862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:27.496893] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:27.496918] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:27.496972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:27.553397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:27.554045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:27.554122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:27.554154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:27.674055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:27.674200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:27.674243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:27.674277] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:27.677531] [DEBUG] [FORECASTER] DCTH: Forecast T+1@11:T+2@11: DOWN (p=7.41%)
[2025-12-01T20:35:27.677808] [INFO ] [FORECASTER] Completed predict_future for DCTH
[2025-12-01T20:35:27.677931] [INFO ] [sig       ] DCTH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:27.816775] [INFO ] [LOCAL     ] Saved forecast: DCTH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DCTH.txt
[2025-12-01T20:35:27.816898] [INFO ] [sig       ] [927/3634] Completed DCTH in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-01T20:35:27.816935] [INFO ] [sig       ] [928/3634] Forecasting DD...
[2025-12-01T20:35:27.816963] [INFO ] [sig       ] Generating forecast for: DD
[2025-12-01T20:35:27.816991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DD' from 'https://tdm.silogroup.org/data/derivative_storage/DD.csv'.
[2025-12-01T20:35:27.829257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DD'.
[2025-12-01T20:35:27.829693] [INFO ] [FORECASTER] Starting predict_future for DD
[2025-12-01T20:35:27.830485] [DEBUG] [LOCAL     ] No optimal features file found for DD: ./output/feature-sets/DD.txt
[2025-12-01T20:35:27.830536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:27.830566] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:27.830615] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:27.830672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:27.887411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:27.888356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:27.888450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:27.888484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:28.014610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:28.014761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:28.014797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:28.014824] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:28.018177] [DEBUG] [FORECASTER] DD: Forecast T+1@11:T+2@11: UP (p=55.18%)
[2025-12-01T20:35:28.018500] [INFO ] [FORECASTER] Completed predict_future for DD
[2025-12-01T20:35:28.018657] [INFO ] [sig       ] DD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:28.165139] [INFO ] [LOCAL     ] Saved forecast: DD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DD.txt
[2025-12-01T20:35:28.165306] [INFO ] [sig       ] [928/3634] Completed DD in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-01T20:35:28.165344] [INFO ] [sig       ] [929/3634] Forecasting DDD...
[2025-12-01T20:35:28.165372] [INFO ] [sig       ] Generating forecast for: DDD
[2025-12-01T20:35:28.165402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDD' from 'https://tdm.silogroup.org/data/derivative_storage/DDD.csv'.
[2025-12-01T20:35:28.177346] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDD'.
[2025-12-01T20:35:28.177689] [INFO ] [FORECASTER] Starting predict_future for DDD
[2025-12-01T20:35:28.178492] [DEBUG] [LOCAL     ] No optimal features file found for DDD: ./output/feature-sets/DDD.txt
[2025-12-01T20:35:28.178543] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:28.178593] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:28.178621] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:28.178683] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:28.235444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:28.236335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:28.236421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:28.236454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:28.357343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:28.357491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:28.357529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:28.357556] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:28.360860] [DEBUG] [FORECASTER] DDD: Forecast T+1@11:T+2@11: UP (p=66.16%)
[2025-12-01T20:35:28.361129] [INFO ] [FORECASTER] Completed predict_future for DDD
[2025-12-01T20:35:28.361255] [INFO ] [sig       ] DDD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:28.498077] [INFO ] [LOCAL     ] Saved forecast: DDD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DDD.txt
[2025-12-01T20:35:28.498218] [INFO ] [sig       ] [929/3634] Completed DDD in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-01T20:35:28.498266] [INFO ] [sig       ] [930/3634] Forecasting DDI...
[2025-12-01T20:35:28.498297] [INFO ] [sig       ] Generating forecast for: DDI
[2025-12-01T20:35:28.498355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDI' from 'https://tdm.silogroup.org/data/derivative_storage/DDI.csv'.
[2025-12-01T20:35:28.510029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDI'.
[2025-12-01T20:35:28.510333] [INFO ] [FORECASTER] Starting predict_future for DDI
[2025-12-01T20:35:28.511112] [DEBUG] [LOCAL     ] No optimal features file found for DDI: ./output/feature-sets/DDI.txt
[2025-12-01T20:35:28.511162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:28.511193] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:28.511219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:28.511273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:28.567946] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:28.568597] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:28.568675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:28.568707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:28.688177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:28.688395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:28.688473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:28.688511] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:28.691862] [DEBUG] [FORECASTER] DDI: Forecast T+1@11:T+2@11: DOWN (p=43.34%)
[2025-12-01T20:35:28.692129] [INFO ] [FORECASTER] Completed predict_future for DDI
[2025-12-01T20:35:28.692261] [INFO ] [sig       ] DDI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:28.832889] [INFO ] [LOCAL     ] Saved forecast: DDI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DDI.txt
[2025-12-01T20:35:28.833038] [INFO ] [sig       ] [930/3634] Completed DDI in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-01T20:35:28.833080] [INFO ] [sig       ] [931/3634] Forecasting DDL...
[2025-12-01T20:35:28.833108] [INFO ] [sig       ] Generating forecast for: DDL
[2025-12-01T20:35:28.833138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDL' from 'https://tdm.silogroup.org/data/derivative_storage/DDL.csv'.
[2025-12-01T20:35:28.844485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDL'.
[2025-12-01T20:35:28.844826] [INFO ] [FORECASTER] Starting predict_future for DDL
[2025-12-01T20:35:28.845589] [DEBUG] [LOCAL     ] No optimal features file found for DDL: ./output/feature-sets/DDL.txt
[2025-12-01T20:35:28.845640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:28.845670] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:28.845695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:28.845750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:28.901188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:28.901958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:28.902038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:28.902069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:29.020335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:29.020486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:29.020524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:29.020551] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:29.023859] [DEBUG] [FORECASTER] DDL: Forecast T+1@11:T+2@11: DOWN (p=9.65%)
[2025-12-01T20:35:29.024125] [INFO ] [FORECASTER] Completed predict_future for DDL
[2025-12-01T20:35:29.024269] [INFO ] [sig       ] DDL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:29.161838] [INFO ] [LOCAL     ] Saved forecast: DDL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DDL.txt
[2025-12-01T20:35:29.161984] [INFO ] [sig       ] [931/3634] Completed DDL in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.2m
[2025-12-01T20:35:29.162024] [INFO ] [sig       ] [932/3634] Forecasting DDOG...
[2025-12-01T20:35:29.162052] [INFO ] [sig       ] Generating forecast for: DDOG
[2025-12-01T20:35:29.162081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDOG' from 'https://tdm.silogroup.org/data/derivative_storage/DDOG.csv'.
[2025-12-01T20:35:29.173472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDOG'.
[2025-12-01T20:35:29.173830] [INFO ] [FORECASTER] Starting predict_future for DDOG
[2025-12-01T20:35:29.174599] [DEBUG] [LOCAL     ] No optimal features file found for DDOG: ./output/feature-sets/DDOG.txt
[2025-12-01T20:35:29.174648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:29.174679] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:29.174704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:29.174759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:29.230139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:29.230959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:29.231040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:29.231072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:29.356763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:29.356919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:29.356958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:29.356986] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:29.360432] [DEBUG] [FORECASTER] DDOG: Forecast T+1@11:T+2@11: UP (p=55.12%)
[2025-12-01T20:35:29.360721] [INFO ] [FORECASTER] Completed predict_future for DDOG
[2025-12-01T20:35:29.360846] [INFO ] [sig       ] DDOG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:29.499983] [INFO ] [LOCAL     ] Saved forecast: DDOG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DDOG.txt
[2025-12-01T20:35:29.500117] [INFO ] [sig       ] [932/3634] Completed DDOG in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-01T20:35:29.500156] [INFO ] [sig       ] [933/3634] Forecasting DDS...
[2025-12-01T20:35:29.500183] [INFO ] [sig       ] Generating forecast for: DDS
[2025-12-01T20:35:29.500211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DDS' from 'https://tdm.silogroup.org/data/derivative_storage/DDS.csv'.
[2025-12-01T20:35:29.511263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DDS'.
[2025-12-01T20:35:29.511540] [INFO ] [FORECASTER] Starting predict_future for DDS
[2025-12-01T20:35:29.512297] [DEBUG] [LOCAL     ] No optimal features file found for DDS: ./output/feature-sets/DDS.txt
[2025-12-01T20:35:29.512346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:29.512403] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:29.512430] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:29.512485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:29.569196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:29.569895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:29.569976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:29.570007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:29.686739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:29.686892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:29.686932] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:29.686976] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:29.690439] [DEBUG] [FORECASTER] DDS: Forecast T+1@11:T+2@11: DOWN (p=2.09%)
[2025-12-01T20:35:29.690784] [INFO ] [FORECASTER] Completed predict_future for DDS
[2025-12-01T20:35:29.690920] [INFO ] [sig       ] DDS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:29.834201] [INFO ] [LOCAL     ] Saved forecast: DDS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DDS.txt
[2025-12-01T20:35:29.834327] [INFO ] [sig       ] [933/3634] Completed DDS in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-01T20:35:29.834365] [INFO ] [sig       ] [934/3634] Forecasting DE...
[2025-12-01T20:35:29.834393] [INFO ] [sig       ] Generating forecast for: DE
[2025-12-01T20:35:29.834421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DE' from 'https://tdm.silogroup.org/data/derivative_storage/DE.csv'.
[2025-12-01T20:35:29.845697] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DE'.
[2025-12-01T20:35:29.845978] [INFO ] [FORECASTER] Starting predict_future for DE
[2025-12-01T20:35:29.846735] [DEBUG] [LOCAL     ] No optimal features file found for DE: ./output/feature-sets/DE.txt
[2025-12-01T20:35:29.846785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:29.846815] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:29.846840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:29.846895] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:29.903635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:29.904291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:29.904368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:29.904401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:30.025279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:30.025418] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:30.025456] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:30.025482] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:30.028728] [DEBUG] [FORECASTER] DE: Forecast T+1@11:T+2@11: UP (p=70.87%)
[2025-12-01T20:35:30.028998] [INFO ] [FORECASTER] Completed predict_future for DE
[2025-12-01T20:35:30.029119] [INFO ] [sig       ] DE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:35:30.167081] [INFO ] [LOCAL     ] Saved forecast: DE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DE.txt
[2025-12-01T20:35:30.167208] [INFO ] [sig       ] [934/3634] Completed DE in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-01T20:35:30.167246] [INFO ] [sig       ] [935/3634] Forecasting DEA...
[2025-12-01T20:35:30.167274] [INFO ] [sig       ] Generating forecast for: DEA
[2025-12-01T20:35:30.167302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEA' from 'https://tdm.silogroup.org/data/derivative_storage/DEA.csv'.
[2025-12-01T20:35:30.178462] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DEA'.
[2025-12-01T20:35:30.178802] [INFO ] [FORECASTER] Starting predict_future for DEA
[2025-12-01T20:35:30.179567] [DEBUG] [LOCAL     ] No optimal features file found for DEA: ./output/feature-sets/DEA.txt
[2025-12-01T20:35:30.179644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:30.179676] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:30.179702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:30.179758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:30.236535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:30.237168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:30.237247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:30.237292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:30.358724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:30.358891] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:30.358934] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:30.358963] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:30.362355] [DEBUG] [FORECASTER] DEA: Forecast T+1@11:T+2@11: DOWN (p=48.08%)
[2025-12-01T20:35:30.362634] [INFO ] [FORECASTER] Completed predict_future for DEA
[2025-12-01T20:35:30.362757] [INFO ] [sig       ] DEA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:30.505190] [INFO ] [LOCAL     ] Saved forecast: DEA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DEA.txt
[2025-12-01T20:35:30.505330] [INFO ] [sig       ] [935/3634] Completed DEA in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-01T20:35:30.505373] [INFO ] [sig       ] [936/3634] Forecasting DECK...
[2025-12-01T20:35:30.505403] [INFO ] [sig       ] Generating forecast for: DECK
[2025-12-01T20:35:30.505434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DECK' from 'https://tdm.silogroup.org/data/derivative_storage/DECK.csv'.
[2025-12-01T20:35:30.516791] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DECK'.
[2025-12-01T20:35:30.517199] [INFO ] [FORECASTER] Starting predict_future for DECK
[2025-12-01T20:35:30.518036] [DEBUG] [LOCAL     ] No optimal features file found for DECK: ./output/feature-sets/DECK.txt
[2025-12-01T20:35:30.518087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:30.518117] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:30.518142] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:30.518197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:30.576302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:30.577213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:30.577306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:30.577340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:30.699340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:30.699505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:30.699544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:30.699605] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:30.703159] [DEBUG] [FORECASTER] DECK: Forecast T+1@11:T+2@11: DOWN (p=11.59%)
[2025-12-01T20:35:30.703465] [INFO ] [FORECASTER] Completed predict_future for DECK
[2025-12-01T20:35:30.703621] [INFO ] [sig       ] DECK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:30.843407] [INFO ] [LOCAL     ] Saved forecast: DECK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DECK.txt
[2025-12-01T20:35:30.843540] [INFO ] [sig       ] [936/3634] Completed DECK in 0.3s | 2.97 sym/s | Total: 5.2m | ETA: 15.1m
[2025-12-01T20:35:30.843593] [INFO ] [sig       ] [937/3634] Forecasting DEI...
[2025-12-01T20:35:30.843625] [INFO ] [sig       ] Generating forecast for: DEI
[2025-12-01T20:35:30.843655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEI' from 'https://tdm.silogroup.org/data/derivative_storage/DEI.csv'.
[2025-12-01T20:35:30.855184] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DEI'.
[2025-12-01T20:35:30.855467] [INFO ] [FORECASTER] Starting predict_future for DEI
[2025-12-01T20:35:30.856248] [DEBUG] [LOCAL     ] No optimal features file found for DEI: ./output/feature-sets/DEI.txt
[2025-12-01T20:35:30.856299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:30.856331] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:30.856369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:30.856426] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:30.913962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:30.914611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:30.914688] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:30.914721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:31.040098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:31.040243] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:31.040280] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:31.040307] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:31.043645] [DEBUG] [FORECASTER] DEI: Forecast T+1@11:T+2@11: DOWN (p=36.25%)
[2025-12-01T20:35:31.043909] [INFO ] [FORECASTER] Completed predict_future for DEI
[2025-12-01T20:35:31.044033] [INFO ] [sig       ] DEI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:31.181520] [INFO ] [LOCAL     ] Saved forecast: DEI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DEI.txt
[2025-12-01T20:35:31.181679] [INFO ] [sig       ] [937/3634] Completed DEI in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-01T20:35:31.181731] [INFO ] [sig       ] [938/3634] Forecasting DELL...
[2025-12-01T20:35:31.181764] [INFO ] [sig       ] Generating forecast for: DELL
[2025-12-01T20:35:31.181792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DELL' from 'https://tdm.silogroup.org/data/derivative_storage/DELL.csv'.
[2025-12-01T20:35:31.193031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DELL'.
[2025-12-01T20:35:31.193327] [INFO ] [FORECASTER] Starting predict_future for DELL
[2025-12-01T20:35:31.194118] [DEBUG] [LOCAL     ] No optimal features file found for DELL: ./output/feature-sets/DELL.txt
[2025-12-01T20:35:31.194169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:31.194201] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:31.194228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:31.194284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:31.251763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:31.252380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:31.252456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:31.252487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:31.369442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:31.369597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:31.369637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:31.369666] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:31.373000] [DEBUG] [FORECASTER] DELL: Forecast T+1@11:T+2@11: DOWN (p=11.51%)
[2025-12-01T20:35:31.373263] [INFO ] [FORECASTER] Completed predict_future for DELL
[2025-12-01T20:35:31.373385] [INFO ] [sig       ] DELL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:31.510585] [INFO ] [LOCAL     ] Saved forecast: DELL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DELL.txt
[2025-12-01T20:35:31.510711] [INFO ] [sig       ] [938/3634] Completed DELL in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-01T20:35:31.510749] [INFO ] [sig       ] [939/3634] Forecasting DENN...
[2025-12-01T20:35:31.510776] [INFO ] [sig       ] Generating forecast for: DENN
[2025-12-01T20:35:31.510805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DENN' from 'https://tdm.silogroup.org/data/derivative_storage/DENN.csv'.
[2025-12-01T20:35:31.524961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DENN'.
[2025-12-01T20:35:31.525464] [INFO ] [FORECASTER] Starting predict_future for DENN
[2025-12-01T20:35:31.526430] [DEBUG] [LOCAL     ] No optimal features file found for DENN: ./output/feature-sets/DENN.txt
[2025-12-01T20:35:31.526482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:31.526514] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:31.526540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:31.526629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:31.584236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:31.585389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:31.585488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:31.585522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:31.707668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:31.707871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:31.707913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:31.707940] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:31.711800] [DEBUG] [FORECASTER] DENN: Forecast T+1@11:T+2@11: UP (p=68.20%)
[2025-12-01T20:35:31.712101] [INFO ] [FORECASTER] Completed predict_future for DENN
[2025-12-01T20:35:31.712246] [INFO ] [sig       ] DENN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:31.854818] [INFO ] [LOCAL     ] Saved forecast: DENN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DENN.txt
[2025-12-01T20:35:31.854999] [INFO ] [sig       ] [939/3634] Completed DENN in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-01T20:35:31.855041] [INFO ] [sig       ] [940/3634] Forecasting DEO...
[2025-12-01T20:35:31.855069] [INFO ] [sig       ] Generating forecast for: DEO
[2025-12-01T20:35:31.855099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DEO' from 'https://tdm.silogroup.org/data/derivative_storage/DEO.csv'.
[2025-12-01T20:35:31.867202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DEO'.
[2025-12-01T20:35:31.867593] [INFO ] [FORECASTER] Starting predict_future for DEO
[2025-12-01T20:35:31.868408] [DEBUG] [LOCAL     ] No optimal features file found for DEO: ./output/feature-sets/DEO.txt
[2025-12-01T20:35:31.868468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:31.868502] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:31.868526] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:31.868606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:31.925621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:31.926541] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:31.926645] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:31.926677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:32.044595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:32.044744] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:32.044781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:32.044808] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:32.048151] [DEBUG] [FORECASTER] DEO: Forecast T+1@11:T+2@11: UP (p=78.44%)
[2025-12-01T20:35:32.051457] [INFO ] [FORECASTER] Completed predict_future for DEO
[2025-12-01T20:35:32.051655] [INFO ] [sig       ] DEO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:32.188644] [INFO ] [LOCAL     ] Saved forecast: DEO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DEO.txt
[2025-12-01T20:35:32.188775] [INFO ] [sig       ] [940/3634] Completed DEO in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-01T20:35:32.188814] [INFO ] [sig       ] [941/3634] Forecasting DERM...
[2025-12-01T20:35:32.188842] [INFO ] [sig       ] Generating forecast for: DERM
[2025-12-01T20:35:32.188877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DERM' from 'https://tdm.silogroup.org/data/derivative_storage/DERM.csv'.
[2025-12-01T20:35:32.199547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DERM'.
[2025-12-01T20:35:32.199838] [INFO ] [FORECASTER] Starting predict_future for DERM
[2025-12-01T20:35:32.200626] [DEBUG] [LOCAL     ] No optimal features file found for DERM: ./output/feature-sets/DERM.txt
[2025-12-01T20:35:32.200679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:32.200710] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:32.200735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:32.200789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:32.256202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:32.256847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:32.256926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:32.256958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:32.374918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:32.375075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:32.375113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:32.375140] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:32.378485] [DEBUG] [FORECASTER] DERM: Forecast T+1@11:T+2@11: UP (p=64.32%)
[2025-12-01T20:35:32.378762] [INFO ] [FORECASTER] Completed predict_future for DERM
[2025-12-01T20:35:32.378891] [INFO ] [sig       ] DERM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:32.516557] [INFO ] [LOCAL     ] Saved forecast: DERM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DERM.txt
[2025-12-01T20:35:32.516707] [INFO ] [sig       ] [941/3634] Completed DERM in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-01T20:35:32.516746] [INFO ] [sig       ] [942/3634] Forecasting DFGP...
[2025-12-01T20:35:32.516774] [INFO ] [sig       ] Generating forecast for: DFGP
[2025-12-01T20:35:32.516802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGP' from 'https://tdm.silogroup.org/data/derivative_storage/DFGP.csv'.
[2025-12-01T20:35:32.527830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGP'.
[2025-12-01T20:35:32.528108] [INFO ] [FORECASTER] Starting predict_future for DFGP
[2025-12-01T20:35:32.528944] [DEBUG] [LOCAL     ] No optimal features file found for DFGP: ./output/feature-sets/DFGP.txt
[2025-12-01T20:35:32.528996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:32.529027] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:32.529053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:32.529109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:32.586536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:32.587208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:32.587286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:32.587318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:32.708958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:32.709108] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:32.709145] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:32.709172] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:32.712527] [DEBUG] [FORECASTER] DFGP: Forecast T+1@11:T+2@11: DOWN (p=29.91%)
[2025-12-01T20:35:32.712805] [INFO ] [FORECASTER] Completed predict_future for DFGP
[2025-12-01T20:35:32.712929] [INFO ] [sig       ] DFGP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:32.851500] [INFO ] [LOCAL     ] Saved forecast: DFGP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DFGP.txt
[2025-12-01T20:35:32.851649] [INFO ] [sig       ] [942/3634] Completed DFGP in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-01T20:35:32.851696] [INFO ] [sig       ] [943/3634] Forecasting DFGX...
[2025-12-01T20:35:32.851725] [INFO ] [sig       ] Generating forecast for: DFGX
[2025-12-01T20:35:32.851753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFGX' from 'https://tdm.silogroup.org/data/derivative_storage/DFGX.csv'.
[2025-12-01T20:35:32.862769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFGX'.
[2025-12-01T20:35:32.863024] [INFO ] [FORECASTER] Starting predict_future for DFGX
[2025-12-01T20:35:32.863784] [DEBUG] [LOCAL     ] No optimal features file found for DFGX: ./output/feature-sets/DFGX.txt
[2025-12-01T20:35:32.863833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:32.863862] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:32.863889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:32.863948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:32.919197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:32.919830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:32.919931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:32.919967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:33.045671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:33.045824] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:33.045861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:33.045888] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:33.049167] [DEBUG] [FORECASTER] DFGX: Forecast T+1@11:T+2@11: DOWN (p=3.19%)
[2025-12-01T20:35:33.049432] [INFO ] [FORECASTER] Completed predict_future for DFGX
[2025-12-01T20:35:33.049558] [INFO ] [sig       ] DFGX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:33.186740] [INFO ] [LOCAL     ] Saved forecast: DFGX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DFGX.txt
[2025-12-01T20:35:33.186862] [INFO ] [sig       ] [943/3634] Completed DFGX in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-01T20:35:33.186900] [INFO ] [sig       ] [944/3634] Forecasting DFH...
[2025-12-01T20:35:33.186928] [INFO ] [sig       ] Generating forecast for: DFH
[2025-12-01T20:35:33.186956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFH' from 'https://tdm.silogroup.org/data/derivative_storage/DFH.csv'.
[2025-12-01T20:35:33.197949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFH'.
[2025-12-01T20:35:33.198211] [INFO ] [FORECASTER] Starting predict_future for DFH
[2025-12-01T20:35:33.198996] [DEBUG] [LOCAL     ] No optimal features file found for DFH: ./output/feature-sets/DFH.txt
[2025-12-01T20:35:33.199045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:33.199075] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:33.199100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:33.199155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:33.254850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:33.255449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:33.255523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:33.255554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:33.377645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:33.377815] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:33.377858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:33.377886] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:33.381295] [DEBUG] [FORECASTER] DFH: Forecast T+1@11:T+2@11: DOWN (p=29.11%)
[2025-12-01T20:35:33.381558] [INFO ] [FORECASTER] Completed predict_future for DFH
[2025-12-01T20:35:33.381711] [INFO ] [sig       ] DFH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:33.520924] [INFO ] [LOCAL     ] Saved forecast: DFH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DFH.txt
[2025-12-01T20:35:33.521081] [INFO ] [sig       ] [944/3634] Completed DFH in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-01T20:35:33.521122] [INFO ] [sig       ] [945/3634] Forecasting DFIN...
[2025-12-01T20:35:33.521151] [INFO ] [sig       ] Generating forecast for: DFIN
[2025-12-01T20:35:33.521179] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFIN' from 'https://tdm.silogroup.org/data/derivative_storage/DFIN.csv'.
[2025-12-01T20:35:33.531307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFIN'.
[2025-12-01T20:35:33.531611] [INFO ] [FORECASTER] Starting predict_future for DFIN
[2025-12-01T20:35:33.532359] [DEBUG] [LOCAL     ] No optimal features file found for DFIN: ./output/feature-sets/DFIN.txt
[2025-12-01T20:35:33.532413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:33.532443] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:33.532468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:33.532528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:33.588546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:33.589177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:33.589254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:33.589285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:33.707449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:33.707598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:33.707636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:33.707663] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:33.710918] [DEBUG] [FORECASTER] DFIN: Forecast T+1@11:T+2@11: DOWN (p=27.07%)
[2025-12-01T20:35:33.711179] [INFO ] [FORECASTER] Completed predict_future for DFIN
[2025-12-01T20:35:33.711302] [INFO ] [sig       ] DFIN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:33.850672] [INFO ] [LOCAL     ] Saved forecast: DFIN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DFIN.txt
[2025-12-01T20:35:33.850781] [INFO ] [sig       ] [945/3634] Completed DFIN in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-01T20:35:33.850817] [INFO ] [sig       ] [946/3634] Forecasting DFP...
[2025-12-01T20:35:33.850845] [INFO ] [sig       ] Generating forecast for: DFP
[2025-12-01T20:35:33.850874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DFP' from 'https://tdm.silogroup.org/data/derivative_storage/DFP.csv'.
[2025-12-01T20:35:33.862123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DFP'.
[2025-12-01T20:35:33.862383] [INFO ] [FORECASTER] Starting predict_future for DFP
[2025-12-01T20:35:33.863139] [DEBUG] [LOCAL     ] No optimal features file found for DFP: ./output/feature-sets/DFP.txt
[2025-12-01T20:35:33.863188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:33.863219] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:33.863244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:33.863299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:33.918728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:33.919302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:33.919378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:33.919408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:34.041393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:34.041594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:34.041634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:34.041667] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:34.044953] [DEBUG] [FORECASTER] DFP: Forecast T+1@11:T+2@11: DOWN (p=21.88%)
[2025-12-01T20:35:34.045229] [INFO ] [FORECASTER] Completed predict_future for DFP
[2025-12-01T20:35:34.045362] [INFO ] [sig       ] DFP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:34.183427] [INFO ] [LOCAL     ] Saved forecast: DFP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DFP.txt
[2025-12-01T20:35:34.183603] [INFO ] [sig       ] [946/3634] Completed DFP in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-01T20:35:34.183644] [INFO ] [sig       ] [947/3634] Forecasting DG...
[2025-12-01T20:35:34.183673] [INFO ] [sig       ] Generating forecast for: DG
[2025-12-01T20:35:34.183707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DG' from 'https://tdm.silogroup.org/data/derivative_storage/DG.csv'.
[2025-12-01T20:35:34.194636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DG'.
[2025-12-01T20:35:34.194902] [INFO ] [FORECASTER] Starting predict_future for DG
[2025-12-01T20:35:34.195676] [DEBUG] [LOCAL     ] No optimal features file found for DG: ./output/feature-sets/DG.txt
[2025-12-01T20:35:34.195725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:34.195755] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:34.195781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:34.195836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:34.252205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:34.252819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:34.252896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:34.252926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:34.372232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:34.372350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:34.372385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:34.372412] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:34.375643] [DEBUG] [FORECASTER] DG: Forecast T+1@11:T+2@11: DOWN (p=47.36%)
[2025-12-01T20:35:34.375906] [INFO ] [FORECASTER] Completed predict_future for DG
[2025-12-01T20:35:34.376044] [INFO ] [sig       ] DG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:34.514946] [INFO ] [LOCAL     ] Saved forecast: DG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DG.txt
[2025-12-01T20:35:34.515049] [INFO ] [sig       ] [947/3634] Completed DG in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-01T20:35:34.515085] [INFO ] [sig       ] [948/3634] Forecasting DGCB...
[2025-12-01T20:35:34.515114] [INFO ] [sig       ] Generating forecast for: DGCB
[2025-12-01T20:35:34.515142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGCB' from 'https://tdm.silogroup.org/data/derivative_storage/DGCB.csv'.
[2025-12-01T20:35:34.526221] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DGCB'.
[2025-12-01T20:35:34.526502] [INFO ] [FORECASTER] Starting predict_future for DGCB
[2025-12-01T20:35:34.527256] [DEBUG] [LOCAL     ] No optimal features file found for DGCB: ./output/feature-sets/DGCB.txt
[2025-12-01T20:35:34.527305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:34.527335] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:34.527360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:34.527414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:34.583053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:34.583663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:34.583739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:34.583769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:34.706588] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:34.706740] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:34.706779] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:34.706807] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:34.710149] [DEBUG] [FORECASTER] DGCB: Forecast T+1@11:T+2@11: DOWN (p=39.74%)
[2025-12-01T20:35:34.710434] [INFO ] [FORECASTER] Completed predict_future for DGCB
[2025-12-01T20:35:34.710609] [INFO ] [sig       ] DGCB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:34.850286] [INFO ] [LOCAL     ] Saved forecast: DGCB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DGCB.txt
[2025-12-01T20:35:34.850397] [INFO ] [sig       ] [948/3634] Completed DGCB in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-01T20:35:34.850437] [INFO ] [sig       ] [949/3634] Forecasting DGICA...
[2025-12-01T20:35:34.850466] [INFO ] [sig       ] Generating forecast for: DGICA
[2025-12-01T20:35:34.850495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGICA' from 'https://tdm.silogroup.org/data/derivative_storage/DGICA.csv'.
[2025-12-01T20:35:34.861726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGICA'.
[2025-12-01T20:35:34.862012] [INFO ] [FORECASTER] Starting predict_future for DGICA
[2025-12-01T20:35:34.862792] [DEBUG] [LOCAL     ] No optimal features file found for DGICA: ./output/feature-sets/DGICA.txt
[2025-12-01T20:35:34.862842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:34.862872] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:34.862898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:34.862953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:34.918715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:34.919289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:34.919364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:34.919394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:35.036734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:35.036846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:35.036881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:35.036908] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:35.040056] [DEBUG] [FORECASTER] DGICA: Forecast T+1@11:T+2@11: DOWN (p=20.62%)
[2025-12-01T20:35:35.040313] [INFO ] [FORECASTER] Completed predict_future for DGICA
[2025-12-01T20:35:35.040436] [INFO ] [sig       ] DGICA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:35.176777] [INFO ] [LOCAL     ] Saved forecast: DGICA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DGICA.txt
[2025-12-01T20:35:35.176890] [INFO ] [sig       ] [949/3634] Completed DGICA in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.1m
[2025-12-01T20:35:35.176926] [INFO ] [sig       ] [950/3634] Forecasting DGII...
[2025-12-01T20:35:35.176953] [INFO ] [sig       ] Generating forecast for: DGII
[2025-12-01T20:35:35.176981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGII' from 'https://tdm.silogroup.org/data/derivative_storage/DGII.csv'.
[2025-12-01T20:35:35.187885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGII'.
[2025-12-01T20:35:35.188141] [INFO ] [FORECASTER] Starting predict_future for DGII
[2025-12-01T20:35:35.188982] [DEBUG] [LOCAL     ] No optimal features file found for DGII: ./output/feature-sets/DGII.txt
[2025-12-01T20:35:35.189042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:35.189100] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:35.189127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:35.189183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:35.246791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:35.247395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:35.247473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:35.247505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:35.368758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:35.368883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:35.368921] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:35.368950] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:35.372259] [DEBUG] [FORECASTER] DGII: Forecast T+1@11:T+2@11: UP (p=54.44%)
[2025-12-01T20:35:35.372535] [INFO ] [FORECASTER] Completed predict_future for DGII
[2025-12-01T20:35:35.372682] [INFO ] [sig       ] DGII: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:35.511950] [INFO ] [LOCAL     ] Saved forecast: DGII	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DGII.txt
[2025-12-01T20:35:35.512059] [INFO ] [sig       ] [950/3634] Completed DGII in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-01T20:35:35.512095] [INFO ] [sig       ] [951/3634] Forecasting DGLY...
[2025-12-01T20:35:35.512124] [INFO ] [sig       ] Generating forecast for: DGLY
[2025-12-01T20:35:35.512153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGLY' from 'https://tdm.silogroup.org/data/derivative_storage/DGLY.csv'.
[2025-12-01T20:35:35.523731] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGLY'.
[2025-12-01T20:35:35.523993] [INFO ] [FORECASTER] Starting predict_future for DGLY
[2025-12-01T20:35:35.524756] [DEBUG] [LOCAL     ] No optimal features file found for DGLY: ./output/feature-sets/DGLY.txt
[2025-12-01T20:35:35.524806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:35.524836] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:35.524862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:35.524916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:35.583940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:35.584852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:35.584932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:35.584962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:35.696256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:35.696371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:35.696415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:35.696447] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:35.699693] [DEBUG] [FORECASTER] DGLY: Forecast T+1@11:T+2@11: DOWN (p=0.59%)
[2025-12-01T20:35:35.699954] [INFO ] [FORECASTER] Completed predict_future for DGLY
[2025-12-01T20:35:35.700077] [INFO ] [sig       ] DGLY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:35.838639] [INFO ] [LOCAL     ] Saved forecast: DGLY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DGLY.txt
[2025-12-01T20:35:35.838766] [INFO ] [sig       ] [951/3634] Completed DGLY in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-01T20:35:35.838805] [INFO ] [sig       ] [952/3634] Forecasting DGRE...
[2025-12-01T20:35:35.838834] [INFO ] [sig       ] Generating forecast for: DGRE
[2025-12-01T20:35:35.838862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRE' from 'https://tdm.silogroup.org/data/derivative_storage/DGRE.csv'.
[2025-12-01T20:35:35.849812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRE'.
[2025-12-01T20:35:35.850108] [INFO ] [FORECASTER] Starting predict_future for DGRE
[2025-12-01T20:35:35.850873] [DEBUG] [LOCAL     ] No optimal features file found for DGRE: ./output/feature-sets/DGRE.txt
[2025-12-01T20:35:35.850923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:35.850954] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:35.850980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:35.851035] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:35.906437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:35.907034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:35.907110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:35.907141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:36.015170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:36.015321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:36.015356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:36.015382] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:36.018704] [DEBUG] [FORECASTER] DGRE: Forecast T+1@11:T+2@11: UP (p=78.12%)
[2025-12-01T20:35:36.018965] [INFO ] [FORECASTER] Completed predict_future for DGRE
[2025-12-01T20:35:36.019093] [INFO ] [sig       ] DGRE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:36.156604] [INFO ] [LOCAL     ] Saved forecast: DGRE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DGRE.txt
[2025-12-01T20:35:36.156727] [INFO ] [sig       ] [952/3634] Completed DGRE in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-01T20:35:36.156763] [INFO ] [sig       ] [953/3634] Forecasting DGRS...
[2025-12-01T20:35:36.156792] [INFO ] [sig       ] Generating forecast for: DGRS
[2025-12-01T20:35:36.156821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGRS' from 'https://tdm.silogroup.org/data/derivative_storage/DGRS.csv'.
[2025-12-01T20:35:36.168613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGRS'.
[2025-12-01T20:35:36.168882] [INFO ] [FORECASTER] Starting predict_future for DGRS
[2025-12-01T20:35:36.169684] [DEBUG] [LOCAL     ] No optimal features file found for DGRS: ./output/feature-sets/DGRS.txt
[2025-12-01T20:35:36.169734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:36.169765] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:36.169790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:36.169844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:36.225223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:36.226032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:36.226116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:36.226147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:36.345184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:36.345347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:36.345385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:36.345448] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:36.348922] [DEBUG] [FORECASTER] DGRS: Forecast T+1@11:T+2@11: UP (p=91.33%)
[2025-12-01T20:35:36.349195] [INFO ] [FORECASTER] Completed predict_future for DGRS
[2025-12-01T20:35:36.349324] [INFO ] [sig       ] DGRS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:36.486871] [INFO ] [LOCAL     ] Saved forecast: DGRS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DGRS.txt
[2025-12-01T20:35:36.487015] [INFO ] [sig       ] [953/3634] Completed DGRS in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-01T20:35:36.487060] [INFO ] [sig       ] [954/3634] Forecasting DGX...
[2025-12-01T20:35:36.487090] [INFO ] [sig       ] Generating forecast for: DGX
[2025-12-01T20:35:36.487120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DGX' from 'https://tdm.silogroup.org/data/derivative_storage/DGX.csv'.
[2025-12-01T20:35:36.498506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DGX'.
[2025-12-01T20:35:36.498791] [INFO ] [FORECASTER] Starting predict_future for DGX
[2025-12-01T20:35:36.499529] [DEBUG] [LOCAL     ] No optimal features file found for DGX: ./output/feature-sets/DGX.txt
[2025-12-01T20:35:36.499595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:36.499628] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:36.499654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:36.499708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:36.555665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:36.556429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:36.556507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:36.556538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:36.677050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:36.677201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:36.677238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:36.677264] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:36.680553] [DEBUG] [FORECASTER] DGX: Forecast T+1@11:T+2@11: UP (p=88.17%)
[2025-12-01T20:35:36.680834] [INFO ] [FORECASTER] Completed predict_future for DGX
[2025-12-01T20:35:36.680957] [INFO ] [sig       ] DGX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:36.817935] [INFO ] [LOCAL     ] Saved forecast: DGX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DGX.txt
[2025-12-01T20:35:36.818062] [INFO ] [sig       ] [954/3634] Completed DGX in 0.3s | 2.97 sym/s | Total: 5.3m | ETA: 15.0m
[2025-12-01T20:35:36.818099] [INFO ] [sig       ] [955/3634] Forecasting DH...
[2025-12-01T20:35:36.818127] [INFO ] [sig       ] Generating forecast for: DH
[2025-12-01T20:35:36.818155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DH' from 'https://tdm.silogroup.org/data/derivative_storage/DH.csv'.
[2025-12-01T20:35:36.828673] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DH'.
[2025-12-01T20:35:36.828938] [INFO ] [FORECASTER] Starting predict_future for DH
[2025-12-01T20:35:36.829688] [DEBUG] [LOCAL     ] No optimal features file found for DH: ./output/feature-sets/DH.txt
[2025-12-01T20:35:36.829737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:36.829767] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:36.829792] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:36.829846] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:36.888451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:36.889361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:36.889458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:36.889497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:37.010406] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:37.010559] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:37.010611] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:37.010641] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:37.013886] [DEBUG] [FORECASTER] DH: Forecast T+1@11:T+2@11: DOWN (p=14.11%)
[2025-12-01T20:35:37.014146] [INFO ] [FORECASTER] Completed predict_future for DH
[2025-12-01T20:35:37.014296] [INFO ] [sig       ] DH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:37.152104] [INFO ] [LOCAL     ] Saved forecast: DH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DH.txt
[2025-12-01T20:35:37.152229] [INFO ] [sig       ] [955/3634] Completed DH in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-01T20:35:37.152267] [INFO ] [sig       ] [956/3634] Forecasting DHC...
[2025-12-01T20:35:37.152295] [INFO ] [sig       ] Generating forecast for: DHC
[2025-12-01T20:35:37.152324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHC' from 'https://tdm.silogroup.org/data/derivative_storage/DHC.csv'.
[2025-12-01T20:35:37.163064] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DHC'.
[2025-12-01T20:35:37.163343] [INFO ] [FORECASTER] Starting predict_future for DHC
[2025-12-01T20:35:37.164100] [DEBUG] [LOCAL     ] No optimal features file found for DHC: ./output/feature-sets/DHC.txt
[2025-12-01T20:35:37.164149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:37.164180] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:37.164205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:37.164259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:37.219756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:37.220319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:37.220395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:37.220429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:37.339383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:37.339496] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:37.339537] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:37.339589] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:37.342721] [DEBUG] [FORECASTER] DHC: Forecast T+1@11:T+2@11: DOWN (p=5.87%)
[2025-12-01T20:35:37.342977] [INFO ] [FORECASTER] Completed predict_future for DHC
[2025-12-01T20:35:37.343100] [INFO ] [sig       ] DHC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:37.480804] [INFO ] [LOCAL     ] Saved forecast: DHC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DHC.txt
[2025-12-01T20:35:37.480912] [INFO ] [sig       ] [956/3634] Completed DHC in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-01T20:35:37.480949] [INFO ] [sig       ] [957/3634] Forecasting DHF...
[2025-12-01T20:35:37.480977] [INFO ] [sig       ] Generating forecast for: DHF
[2025-12-01T20:35:37.481005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHF' from 'https://tdm.silogroup.org/data/derivative_storage/DHF.csv'.
[2025-12-01T20:35:37.491752] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DHF'.
[2025-12-01T20:35:37.492036] [INFO ] [FORECASTER] Starting predict_future for DHF
[2025-12-01T20:35:37.492784] [DEBUG] [LOCAL     ] No optimal features file found for DHF: ./output/feature-sets/DHF.txt
[2025-12-01T20:35:37.492833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:37.492863] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:37.492889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:37.492943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:37.552012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:37.552756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:37.552840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:37.552872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:37.668087] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:37.668182] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:37.668216] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:37.668267] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:37.671379] [DEBUG] [FORECASTER] DHF: Forecast T+1@11:T+2@11: DOWN (p=37.16%)
[2025-12-01T20:35:37.671662] [INFO ] [FORECASTER] Completed predict_future for DHF
[2025-12-01T20:35:37.671785] [INFO ] [sig       ] DHF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:37.810420] [INFO ] [LOCAL     ] Saved forecast: DHF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DHF.txt
[2025-12-01T20:35:37.810620] [INFO ] [sig       ] [957/3634] Completed DHF in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-01T20:35:37.810689] [INFO ] [sig       ] [958/3634] Forecasting DHI...
[2025-12-01T20:35:37.810727] [INFO ] [sig       ] Generating forecast for: DHI
[2025-12-01T20:35:37.810757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHI' from 'https://tdm.silogroup.org/data/derivative_storage/DHI.csv'.
[2025-12-01T20:35:37.822425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHI'.
[2025-12-01T20:35:37.822762] [INFO ] [FORECASTER] Starting predict_future for DHI
[2025-12-01T20:35:37.823521] [DEBUG] [LOCAL     ] No optimal features file found for DHI: ./output/feature-sets/DHI.txt
[2025-12-01T20:35:37.823594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:37.823633] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:37.823660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:37.823718] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:37.880720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:37.881287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:37.881363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:37.881394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:38.004032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:38.004149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:38.004184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:38.004210] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:38.007358] [DEBUG] [FORECASTER] DHI: Forecast T+1@11:T+2@11: DOWN (p=4.21%)
[2025-12-01T20:35:38.007637] [INFO ] [FORECASTER] Completed predict_future for DHI
[2025-12-01T20:35:38.007760] [INFO ] [sig       ] DHI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:38.144312] [INFO ] [LOCAL     ] Saved forecast: DHI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DHI.txt
[2025-12-01T20:35:38.144415] [INFO ] [sig       ] [958/3634] Completed DHI in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-01T20:35:38.144452] [INFO ] [sig       ] [959/3634] Forecasting DHIL...
[2025-12-01T20:35:38.144479] [INFO ] [sig       ] Generating forecast for: DHIL
[2025-12-01T20:35:38.144512] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHIL' from 'https://tdm.silogroup.org/data/derivative_storage/DHIL.csv'.
[2025-12-01T20:35:38.156016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DHIL'.
[2025-12-01T20:35:38.156366] [INFO ] [FORECASTER] Starting predict_future for DHIL
[2025-12-01T20:35:38.157193] [DEBUG] [LOCAL     ] No optimal features file found for DHIL: ./output/feature-sets/DHIL.txt
[2025-12-01T20:35:38.157245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:38.157276] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:38.157302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:38.157358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:38.213847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:38.214450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:38.214539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:38.214588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:38.324134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:38.324229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:38.324263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:38.324289] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:38.327375] [DEBUG] [FORECASTER] DHIL: Forecast T+1@11:T+2@11: UP (p=86.40%)
[2025-12-01T20:35:38.327682] [INFO ] [FORECASTER] Completed predict_future for DHIL
[2025-12-01T20:35:38.327805] [INFO ] [sig       ] DHIL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:38.464434] [INFO ] [LOCAL     ] Saved forecast: DHIL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DHIL.txt
[2025-12-01T20:35:38.464541] [INFO ] [sig       ] [959/3634] Completed DHIL in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-01T20:35:38.464594] [INFO ] [sig       ] [960/3634] Forecasting DHX...
[2025-12-01T20:35:38.464625] [INFO ] [sig       ] Generating forecast for: DHX
[2025-12-01T20:35:38.464654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DHX' from 'https://tdm.silogroup.org/data/derivative_storage/DHX.csv'.
[2025-12-01T20:35:38.476117] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DHX'.
[2025-12-01T20:35:38.476387] [INFO ] [FORECASTER] Starting predict_future for DHX
[2025-12-01T20:35:38.477173] [DEBUG] [LOCAL     ] No optimal features file found for DHX: ./output/feature-sets/DHX.txt
[2025-12-01T20:35:38.477224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:38.477255] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:38.477282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:38.477338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:38.533709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:38.534315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:38.534420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:38.534453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:38.649727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:38.649841] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:38.649877] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:38.649903] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:38.653094] [DEBUG] [FORECASTER] DHX: Forecast T+1@11:T+2@11: DOWN (p=10.28%)
[2025-12-01T20:35:38.653350] [INFO ] [FORECASTER] Completed predict_future for DHX
[2025-12-01T20:35:38.653475] [INFO ] [sig       ] DHX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:38.794517] [INFO ] [LOCAL     ] Saved forecast: DHX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DHX.txt
[2025-12-01T20:35:38.794690] [INFO ] [sig       ] [960/3634] Completed DHX in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-01T20:35:38.794730] [INFO ] [sig       ] [961/3634] Forecasting DIBS...
[2025-12-01T20:35:38.794760] [INFO ] [sig       ] Generating forecast for: DIBS
[2025-12-01T20:35:38.794790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIBS' from 'https://tdm.silogroup.org/data/derivative_storage/DIBS.csv'.
[2025-12-01T20:35:38.805689] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIBS'.
[2025-12-01T20:35:38.805963] [INFO ] [FORECASTER] Starting predict_future for DIBS
[2025-12-01T20:35:38.806723] [DEBUG] [LOCAL     ] No optimal features file found for DIBS: ./output/feature-sets/DIBS.txt
[2025-12-01T20:35:38.806958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:38.806988] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:38.807023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:38.807080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:38.862631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:38.863236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:38.863311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:38.863342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:38.983419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:38.983561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:38.983625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:38.983659] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:38.986881] [DEBUG] [FORECASTER] DIBS: Forecast T+1@11:T+2@11: UP (p=76.02%)
[2025-12-01T20:35:38.987141] [INFO ] [FORECASTER] Completed predict_future for DIBS
[2025-12-01T20:35:38.987264] [INFO ] [sig       ] DIBS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:39.125840] [INFO ] [LOCAL     ] Saved forecast: DIBS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DIBS.txt
[2025-12-01T20:35:39.125969] [INFO ] [sig       ] [961/3634] Completed DIBS in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-01T20:35:39.126007] [INFO ] [sig       ] [962/3634] Forecasting DIN...
[2025-12-01T20:35:39.126036] [INFO ] [sig       ] Generating forecast for: DIN
[2025-12-01T20:35:39.126065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIN' from 'https://tdm.silogroup.org/data/derivative_storage/DIN.csv'.
[2025-12-01T20:35:39.137381] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIN'.
[2025-12-01T20:35:39.137702] [INFO ] [FORECASTER] Starting predict_future for DIN
[2025-12-01T20:35:39.138495] [DEBUG] [LOCAL     ] No optimal features file found for DIN: ./output/feature-sets/DIN.txt
[2025-12-01T20:35:39.138554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:39.138614] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:39.138647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:39.138708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:39.195264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:39.195893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:39.195970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:39.196002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:39.315546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:39.315717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:39.315757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:39.315784] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:39.319096] [DEBUG] [FORECASTER] DIN: Forecast T+1@11:T+2@11: UP (p=65.71%)
[2025-12-01T20:35:39.319364] [INFO ] [FORECASTER] Completed predict_future for DIN
[2025-12-01T20:35:39.319492] [INFO ] [sig       ] DIN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:39.458922] [INFO ] [LOCAL     ] Saved forecast: DIN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DIN.txt
[2025-12-01T20:35:39.459050] [INFO ] [sig       ] [962/3634] Completed DIN in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-01T20:35:39.459088] [INFO ] [sig       ] [963/3634] Forecasting DINO...
[2025-12-01T20:35:39.459116] [INFO ] [sig       ] Generating forecast for: DINO
[2025-12-01T20:35:39.459143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DINO' from 'https://tdm.silogroup.org/data/derivative_storage/DINO.csv'.
[2025-12-01T20:35:39.471183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DINO'.
[2025-12-01T20:35:39.471501] [INFO ] [FORECASTER] Starting predict_future for DINO
[2025-12-01T20:35:39.472302] [DEBUG] [LOCAL     ] No optimal features file found for DINO: ./output/feature-sets/DINO.txt
[2025-12-01T20:35:39.472351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:39.472382] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:39.472407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:39.472462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:39.536322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:39.537170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:39.537255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:39.537286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:39.659215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:39.659366] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:39.659405] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:39.659433] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:39.662781] [DEBUG] [FORECASTER] DINO: Forecast T+1@11:T+2@11: UP (p=61.21%)
[2025-12-01T20:35:39.663050] [INFO ] [FORECASTER] Completed predict_future for DINO
[2025-12-01T20:35:39.663172] [INFO ] [sig       ] DINO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:39.801141] [INFO ] [LOCAL     ] Saved forecast: DINO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DINO.txt
[2025-12-01T20:35:39.801306] [INFO ] [sig       ] [963/3634] Completed DINO in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-01T20:35:39.801344] [INFO ] [sig       ] [964/3634] Forecasting DIOD...
[2025-12-01T20:35:39.801374] [INFO ] [sig       ] Generating forecast for: DIOD
[2025-12-01T20:35:39.801403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIOD' from 'https://tdm.silogroup.org/data/derivative_storage/DIOD.csv'.
[2025-12-01T20:35:39.812551] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DIOD'.
[2025-12-01T20:35:39.812834] [INFO ] [FORECASTER] Starting predict_future for DIOD
[2025-12-01T20:35:39.813640] [DEBUG] [LOCAL     ] No optimal features file found for DIOD: ./output/feature-sets/DIOD.txt
[2025-12-01T20:35:39.813696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:39.813727] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:39.813751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:39.813806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:39.869469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:39.870114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:39.870191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:39.870222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:39.990119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:39.990275] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:39.990313] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:39.990340] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:39.993702] [DEBUG] [FORECASTER] DIOD: Forecast T+1@11:T+2@11: DOWN (p=14.71%)
[2025-12-01T20:35:39.993972] [INFO ] [FORECASTER] Completed predict_future for DIOD
[2025-12-01T20:35:39.994099] [INFO ] [sig       ] DIOD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:40.132554] [INFO ] [LOCAL     ] Saved forecast: DIOD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DIOD.txt
[2025-12-01T20:35:40.132692] [INFO ] [sig       ] [964/3634] Completed DIOD in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-01T20:35:40.132729] [INFO ] [sig       ] [965/3634] Forecasting DIS...
[2025-12-01T20:35:40.132758] [INFO ] [sig       ] Generating forecast for: DIS
[2025-12-01T20:35:40.132794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DIS' from 'https://tdm.silogroup.org/data/derivative_storage/DIS.csv'.
[2025-12-01T20:35:40.143502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DIS'.
[2025-12-01T20:35:40.143780] [INFO ] [FORECASTER] Starting predict_future for DIS
[2025-12-01T20:35:40.144512] [DEBUG] [LOCAL     ] No optimal features file found for DIS: ./output/feature-sets/DIS.txt
[2025-12-01T20:35:40.144560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:40.144610] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:40.144637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:40.144691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:40.200049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:40.200884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:40.200964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:40.200996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:40.320609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:40.320768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:40.320807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:40.320833] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:40.324085] [DEBUG] [FORECASTER] DIS: Forecast T+1@11:T+2@11: UP (p=86.56%)
[2025-12-01T20:35:40.324347] [INFO ] [FORECASTER] Completed predict_future for DIS
[2025-12-01T20:35:40.324469] [INFO ] [sig       ] DIS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:40.462814] [INFO ] [LOCAL     ] Saved forecast: DIS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DIS.txt
[2025-12-01T20:35:40.462950] [INFO ] [sig       ] [965/3634] Completed DIS in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-01T20:35:40.462988] [INFO ] [sig       ] [966/3634] Forecasting DJCO...
[2025-12-01T20:35:40.463030] [INFO ] [sig       ] Generating forecast for: DJCO
[2025-12-01T20:35:40.463063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DJCO' from 'https://tdm.silogroup.org/data/derivative_storage/DJCO.csv'.
[2025-12-01T20:35:40.474697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DJCO'.
[2025-12-01T20:35:40.475013] [INFO ] [FORECASTER] Starting predict_future for DJCO
[2025-12-01T20:35:40.475783] [DEBUG] [LOCAL     ] No optimal features file found for DJCO: ./output/feature-sets/DJCO.txt
[2025-12-01T20:35:40.475833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:40.475864] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:40.475889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:40.475944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:40.533213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:40.533885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:40.533964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:40.533994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:40.649444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:40.649624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:40.649671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:40.649704] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:40.653224] [DEBUG] [FORECASTER] DJCO: Forecast T+1@11:T+2@11: UP (p=56.88%)
[2025-12-01T20:35:40.653501] [INFO ] [FORECASTER] Completed predict_future for DJCO
[2025-12-01T20:35:40.653653] [INFO ] [sig       ] DJCO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:40.795283] [INFO ] [LOCAL     ] Saved forecast: DJCO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DJCO.txt
[2025-12-01T20:35:40.795427] [INFO ] [sig       ] [966/3634] Completed DJCO in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 15.0m
[2025-12-01T20:35:40.795466] [INFO ] [sig       ] [967/3634] Forecasting DK...
[2025-12-01T20:35:40.795495] [INFO ] [sig       ] Generating forecast for: DK
[2025-12-01T20:35:40.795523] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DK' from 'https://tdm.silogroup.org/data/derivative_storage/DK.csv'.
[2025-12-01T20:35:40.806609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DK'.
[2025-12-01T20:35:40.806882] [INFO ] [FORECASTER] Starting predict_future for DK
[2025-12-01T20:35:40.807662] [DEBUG] [LOCAL     ] No optimal features file found for DK: ./output/feature-sets/DK.txt
[2025-12-01T20:35:40.807710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:40.807779] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:40.807806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:40.807860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:40.864245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:40.864870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:40.864949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:40.864979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:40.983499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:40.983643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:40.983681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:40.983708] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:40.986877] [DEBUG] [FORECASTER] DK: Forecast T+1@11:T+2@11: DOWN (p=7.70%)
[2025-12-01T20:35:40.987138] [INFO ] [FORECASTER] Completed predict_future for DK
[2025-12-01T20:35:40.987259] [INFO ] [sig       ] DK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:41.124160] [INFO ] [LOCAL     ] Saved forecast: DK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DK.txt
[2025-12-01T20:35:41.124277] [INFO ] [sig       ] [967/3634] Completed DK in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-01T20:35:41.124314] [INFO ] [sig       ] [968/3634] Forecasting DKL...
[2025-12-01T20:35:41.124343] [INFO ] [sig       ] Generating forecast for: DKL
[2025-12-01T20:35:41.124373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKL' from 'https://tdm.silogroup.org/data/derivative_storage/DKL.csv'.
[2025-12-01T20:35:41.135416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKL'.
[2025-12-01T20:35:41.135706] [INFO ] [FORECASTER] Starting predict_future for DKL
[2025-12-01T20:35:41.136437] [DEBUG] [LOCAL     ] No optimal features file found for DKL: ./output/feature-sets/DKL.txt
[2025-12-01T20:35:41.136485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:41.136515] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:41.136541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:41.136616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:41.192290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:41.192883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:41.192958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:41.192989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:41.307674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:41.307827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:41.307864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:41.307890] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:41.311227] [DEBUG] [FORECASTER] DKL: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-12-01T20:35:41.311497] [INFO ] [FORECASTER] Completed predict_future for DKL
[2025-12-01T20:35:41.311644] [INFO ] [sig       ] DKL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:41.450214] [INFO ] [LOCAL     ] Saved forecast: DKL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DKL.txt
[2025-12-01T20:35:41.450390] [INFO ] [sig       ] [968/3634] Completed DKL in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-01T20:35:41.450431] [INFO ] [sig       ] [969/3634] Forecasting DKNG...
[2025-12-01T20:35:41.450459] [INFO ] [sig       ] Generating forecast for: DKNG
[2025-12-01T20:35:41.450487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKNG' from 'https://tdm.silogroup.org/data/derivative_storage/DKNG.csv'.
[2025-12-01T20:35:41.462624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKNG'.
[2025-12-01T20:35:41.463056] [INFO ] [FORECASTER] Starting predict_future for DKNG
[2025-12-01T20:35:41.463857] [DEBUG] [LOCAL     ] No optimal features file found for DKNG: ./output/feature-sets/DKNG.txt
[2025-12-01T20:35:41.463907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:41.463938] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:41.463964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:41.464018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:41.520082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:41.520756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:41.520832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:41.520862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:41.636683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:41.636807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:41.636841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:41.636867] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:41.640116] [DEBUG] [FORECASTER] DKNG: Forecast T+1@11:T+2@11: UP (p=87.15%)
[2025-12-01T20:35:41.640375] [INFO ] [FORECASTER] Completed predict_future for DKNG
[2025-12-01T20:35:41.640500] [INFO ] [sig       ] DKNG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:41.780008] [INFO ] [LOCAL     ] Saved forecast: DKNG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DKNG.txt
[2025-12-01T20:35:41.780119] [INFO ] [sig       ] [969/3634] Completed DKNG in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-01T20:35:41.780156] [INFO ] [sig       ] [970/3634] Forecasting DKS...
[2025-12-01T20:35:41.780185] [INFO ] [sig       ] Generating forecast for: DKS
[2025-12-01T20:35:41.780213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DKS' from 'https://tdm.silogroup.org/data/derivative_storage/DKS.csv'.
[2025-12-01T20:35:41.791844] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DKS'.
[2025-12-01T20:35:41.792096] [INFO ] [FORECASTER] Starting predict_future for DKS
[2025-12-01T20:35:41.792841] [DEBUG] [LOCAL     ] No optimal features file found for DKS: ./output/feature-sets/DKS.txt
[2025-12-01T20:35:41.792889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:41.792918] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:41.792942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:41.792996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:41.850708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:41.851322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:41.851401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:41.851431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:41.972133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:41.972302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:41.972340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:41.972367] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:41.975699] [DEBUG] [FORECASTER] DKS: Forecast T+1@11:T+2@11: UP (p=55.95%)
[2025-12-01T20:35:41.975960] [INFO ] [FORECASTER] Completed predict_future for DKS
[2025-12-01T20:35:41.976084] [INFO ] [sig       ] DKS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:42.116538] [INFO ] [LOCAL     ] Saved forecast: DKS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DKS.txt
[2025-12-01T20:35:42.116672] [INFO ] [sig       ] [970/3634] Completed DKS in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-01T20:35:42.116709] [INFO ] [sig       ] [971/3634] Forecasting DLB...
[2025-12-01T20:35:42.116738] [INFO ] [sig       ] Generating forecast for: DLB
[2025-12-01T20:35:42.116767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLB' from 'https://tdm.silogroup.org/data/derivative_storage/DLB.csv'.
[2025-12-01T20:35:42.127848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLB'.
[2025-12-01T20:35:42.128104] [INFO ] [FORECASTER] Starting predict_future for DLB
[2025-12-01T20:35:42.128871] [DEBUG] [LOCAL     ] No optimal features file found for DLB: ./output/feature-sets/DLB.txt
[2025-12-01T20:35:42.128920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:42.128950] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:42.128976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:42.129029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:42.185072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:42.185704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:42.185782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:42.185815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:42.306207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:42.306343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:42.306379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:42.306406] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:42.309717] [DEBUG] [FORECASTER] DLB: Forecast T+1@11:T+2@11: UP (p=95.86%)
[2025-12-01T20:35:42.309981] [INFO ] [FORECASTER] Completed predict_future for DLB
[2025-12-01T20:35:42.310104] [INFO ] [sig       ] DLB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:42.449712] [INFO ] [LOCAL     ] Saved forecast: DLB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DLB.txt
[2025-12-01T20:35:42.449860] [INFO ] [sig       ] [971/3634] Completed DLB in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-01T20:35:42.449901] [INFO ] [sig       ] [972/3634] Forecasting DLHC...
[2025-12-01T20:35:42.449931] [INFO ] [sig       ] Generating forecast for: DLHC
[2025-12-01T20:35:42.449961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLHC' from 'https://tdm.silogroup.org/data/derivative_storage/DLHC.csv'.
[2025-12-01T20:35:42.462019] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DLHC'.
[2025-12-01T20:35:42.462419] [INFO ] [FORECASTER] Starting predict_future for DLHC
[2025-12-01T20:35:42.463219] [DEBUG] [LOCAL     ] No optimal features file found for DLHC: ./output/feature-sets/DLHC.txt
[2025-12-01T20:35:42.463273] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:42.463303] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:42.463328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:42.463383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:42.521524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:42.522427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:42.522519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:42.522552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:42.643499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:42.643674] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:42.643713] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:42.643739] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:42.647146] [DEBUG] [FORECASTER] DLHC: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-01T20:35:42.647476] [INFO ] [FORECASTER] Completed predict_future for DLHC
[2025-12-01T20:35:42.647638] [INFO ] [sig       ] DLHC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:42.790971] [INFO ] [LOCAL     ] Saved forecast: DLHC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DLHC.txt
[2025-12-01T20:35:42.791099] [INFO ] [sig       ] [972/3634] Completed DLHC in 0.3s | 2.97 sym/s | Total: 5.4m | ETA: 14.9m
[2025-12-01T20:35:42.791136] [INFO ] [sig       ] [973/3634] Forecasting DLNG...
[2025-12-01T20:35:42.791163] [INFO ] [sig       ] Generating forecast for: DLNG
[2025-12-01T20:35:42.791191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLNG' from 'https://tdm.silogroup.org/data/derivative_storage/DLNG.csv'.
[2025-12-01T20:35:42.802359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLNG'.
[2025-12-01T20:35:42.802677] [INFO ] [FORECASTER] Starting predict_future for DLNG
[2025-12-01T20:35:42.803408] [DEBUG] [LOCAL     ] No optimal features file found for DLNG: ./output/feature-sets/DLNG.txt
[2025-12-01T20:35:42.803457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:42.803486] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:42.803512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:42.803566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:42.860740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:42.861339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:42.861417] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:42.861450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:42.982021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:42.982171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:42.982208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:42.982237] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:42.985616] [DEBUG] [FORECASTER] DLNG: Forecast T+1@11:T+2@11: DOWN (p=38.29%)
[2025-12-01T20:35:42.985885] [INFO ] [FORECASTER] Completed predict_future for DLNG
[2025-12-01T20:35:42.986012] [INFO ] [sig       ] DLNG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:43.124457] [INFO ] [LOCAL     ] Saved forecast: DLNG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DLNG.txt
[2025-12-01T20:35:43.124589] [INFO ] [sig       ] [973/3634] Completed DLNG in 0.3s | 2.97 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-01T20:35:43.124629] [INFO ] [sig       ] [974/3634] Forecasting DLO...
[2025-12-01T20:35:43.124657] [INFO ] [sig       ] Generating forecast for: DLO
[2025-12-01T20:35:43.124686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLO' from 'https://tdm.silogroup.org/data/derivative_storage/DLO.csv'.
[2025-12-01T20:35:43.136021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLO'.
[2025-12-01T20:35:43.136289] [INFO ] [FORECASTER] Starting predict_future for DLO
[2025-12-01T20:35:43.137064] [DEBUG] [LOCAL     ] No optimal features file found for DLO: ./output/feature-sets/DLO.txt
[2025-12-01T20:35:43.137126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:43.137158] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:43.137185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:43.137241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:43.194798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:43.195408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:43.195484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:43.195516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:43.313898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:43.314036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:43.314072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:43.314099] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:43.317401] [DEBUG] [FORECASTER] DLO: Forecast T+1@11:T+2@11: DOWN (p=2.56%)
[2025-12-01T20:35:43.317683] [INFO ] [FORECASTER] Completed predict_future for DLO
[2025-12-01T20:35:43.317808] [INFO ] [sig       ] DLO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:43.455730] [INFO ] [LOCAL     ] Saved forecast: DLO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DLO.txt
[2025-12-01T20:35:43.455878] [INFO ] [sig       ] [974/3634] Completed DLO in 0.3s | 2.97 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-01T20:35:43.455917] [INFO ] [sig       ] [975/3634] Forecasting DLPN...
[2025-12-01T20:35:43.455947] [INFO ] [sig       ] Generating forecast for: DLPN
[2025-12-01T20:35:43.455977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLPN' from 'https://tdm.silogroup.org/data/derivative_storage/DLPN.csv'.
[2025-12-01T20:35:43.467321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLPN'.
[2025-12-01T20:35:43.467622] [INFO ] [FORECASTER] Starting predict_future for DLPN
[2025-12-01T20:35:43.468382] [DEBUG] [LOCAL     ] No optimal features file found for DLPN: ./output/feature-sets/DLPN.txt
[2025-12-01T20:35:43.468435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:43.468465] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:43.468490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:43.468545] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:43.524386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:43.524993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:43.525066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:43.525097] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:43.629621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:43.629742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:43.629776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:43.629802] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:43.632958] [DEBUG] [FORECASTER] DLPN: Forecast T+1@11:T+2@11: DOWN (p=15.34%)
[2025-12-01T20:35:43.633215] [INFO ] [FORECASTER] Completed predict_future for DLPN
[2025-12-01T20:35:43.633336] [INFO ] [sig       ] DLPN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:43.772323] [INFO ] [LOCAL     ] Saved forecast: DLPN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DLPN.txt
[2025-12-01T20:35:43.772446] [INFO ] [sig       ] [975/3634] Completed DLPN in 0.3s | 2.97 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-01T20:35:43.772483] [INFO ] [sig       ] [976/3634] Forecasting DLTH...
[2025-12-01T20:35:43.772512] [INFO ] [sig       ] Generating forecast for: DLTH
[2025-12-01T20:35:43.772539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLTH' from 'https://tdm.silogroup.org/data/derivative_storage/DLTH.csv'.
[2025-12-01T20:35:43.784658] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DLTH'.
[2025-12-01T20:35:43.785032] [INFO ] [FORECASTER] Starting predict_future for DLTH
[2025-12-01T20:35:43.785848] [DEBUG] [LOCAL     ] No optimal features file found for DLTH: ./output/feature-sets/DLTH.txt
[2025-12-01T20:35:43.785900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:43.785940] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:43.785971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:43.786028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:43.843731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:43.844509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:43.844610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:43.844645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:43.972227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:43.972382] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:43.972421] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:43.972448] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:43.976717] [DEBUG] [FORECASTER] DLTH: Forecast T+1@11:T+2@11: UP (p=65.05%)
[2025-12-01T20:35:43.977006] [INFO ] [FORECASTER] Completed predict_future for DLTH
[2025-12-01T20:35:43.977171] [INFO ] [sig       ] DLTH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:35:44.120794] [INFO ] [LOCAL     ] Saved forecast: DLTH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DLTH.txt
[2025-12-01T20:35:44.120960] [INFO ] [sig       ] [976/3634] Completed DLTH in 0.3s | 2.97 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-01T20:35:44.121021] [INFO ] [sig       ] [977/3634] Forecasting DLX...
[2025-12-01T20:35:44.121061] [INFO ] [sig       ] Generating forecast for: DLX
[2025-12-01T20:35:44.121106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLX' from 'https://tdm.silogroup.org/data/derivative_storage/DLX.csv'.
[2025-12-01T20:35:44.133224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DLX'.
[2025-12-01T20:35:44.133531] [INFO ] [FORECASTER] Starting predict_future for DLX
[2025-12-01T20:35:44.134317] [DEBUG] [LOCAL     ] No optimal features file found for DLX: ./output/feature-sets/DLX.txt
[2025-12-01T20:35:44.134368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:44.134398] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:44.134424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:44.134481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:44.190006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:44.190604] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:44.190724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:44.190762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:44.310563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:44.310741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:44.310780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:44.310807] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:44.314132] [DEBUG] [FORECASTER] DLX: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-12-01T20:35:44.314395] [INFO ] [FORECASTER] Completed predict_future for DLX
[2025-12-01T20:35:44.314517] [INFO ] [sig       ] DLX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:44.452994] [INFO ] [LOCAL     ] Saved forecast: DLX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DLX.txt
[2025-12-01T20:35:44.453156] [INFO ] [sig       ] [977/3634] Completed DLX in 0.3s | 2.97 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-01T20:35:44.453203] [INFO ] [sig       ] [978/3634] Forecasting DLY...
[2025-12-01T20:35:44.453232] [INFO ] [sig       ] Generating forecast for: DLY
[2025-12-01T20:35:44.453259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DLY' from 'https://tdm.silogroup.org/data/derivative_storage/DLY.csv'.
[2025-12-01T20:35:44.464903] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DLY'.
[2025-12-01T20:35:44.465283] [INFO ] [FORECASTER] Starting predict_future for DLY
[2025-12-01T20:35:44.466051] [DEBUG] [LOCAL     ] No optimal features file found for DLY: ./output/feature-sets/DLY.txt
[2025-12-01T20:35:44.466102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:44.466132] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:44.466158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:44.466213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:44.525216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:44.526044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:44.526127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:44.526159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:44.643640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:44.643788] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:44.643826] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:44.643853] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:44.647100] [DEBUG] [FORECASTER] DLY: Forecast T+1@11:T+2@11: DOWN (p=22.70%)
[2025-12-01T20:35:44.647360] [INFO ] [FORECASTER] Completed predict_future for DLY
[2025-12-01T20:35:44.647485] [INFO ] [sig       ] DLY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:44.788022] [INFO ] [LOCAL     ] Saved forecast: DLY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DLY.txt
[2025-12-01T20:35:44.788150] [INFO ] [sig       ] [978/3634] Completed DLY in 0.3s | 2.97 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-01T20:35:44.788189] [INFO ] [sig       ] [979/3634] Forecasting DMAC...
[2025-12-01T20:35:44.788216] [INFO ] [sig       ] Generating forecast for: DMAC
[2025-12-01T20:35:44.788244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMAC' from 'https://tdm.silogroup.org/data/derivative_storage/DMAC.csv'.
[2025-12-01T20:35:44.799310] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMAC'.
[2025-12-01T20:35:44.799683] [INFO ] [FORECASTER] Starting predict_future for DMAC
[2025-12-01T20:35:44.800482] [DEBUG] [LOCAL     ] No optimal features file found for DMAC: ./output/feature-sets/DMAC.txt
[2025-12-01T20:35:44.800533] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:44.800562] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:44.800618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:44.800678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:44.855630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:44.856508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:44.856612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:44.856646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:44.973777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:44.973920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:44.973957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:44.973983] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:44.977207] [DEBUG] [FORECASTER] DMAC: Forecast T+1@11:T+2@11: DOWN (p=24.74%)
[2025-12-01T20:35:44.977471] [INFO ] [FORECASTER] Completed predict_future for DMAC
[2025-12-01T20:35:44.977633] [INFO ] [sig       ] DMAC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:45.113835] [INFO ] [LOCAL     ] Saved forecast: DMAC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DMAC.txt
[2025-12-01T20:35:45.113967] [INFO ] [sig       ] [979/3634] Completed DMAC in 0.3s | 2.97 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-01T20:35:45.114005] [INFO ] [sig       ] [980/3634] Forecasting DMB...
[2025-12-01T20:35:45.114032] [INFO ] [sig       ] Generating forecast for: DMB
[2025-12-01T20:35:45.114060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMB' from 'https://tdm.silogroup.org/data/derivative_storage/DMB.csv'.
[2025-12-01T20:35:45.125988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMB'.
[2025-12-01T20:35:45.126342] [INFO ] [FORECASTER] Starting predict_future for DMB
[2025-12-01T20:35:45.127143] [DEBUG] [LOCAL     ] No optimal features file found for DMB: ./output/feature-sets/DMB.txt
[2025-12-01T20:35:45.127195] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:45.127229] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:45.127256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:45.127314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:45.185171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:45.186015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:45.186102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:45.186134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:45.312110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:45.312260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:45.312297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:45.312328] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:45.315805] [DEBUG] [FORECASTER] DMB: Forecast T+1@11:T+2@11: DOWN (p=19.65%)
[2025-12-01T20:35:45.316076] [INFO ] [FORECASTER] Completed predict_future for DMB
[2025-12-01T20:35:45.316204] [INFO ] [sig       ] DMB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:45.462561] [INFO ] [LOCAL     ] Saved forecast: DMB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DMB.txt
[2025-12-01T20:35:45.462762] [INFO ] [sig       ] [980/3634] Completed DMB in 0.3s | 2.97 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-01T20:35:45.462811] [INFO ] [sig       ] [981/3634] Forecasting DMLP...
[2025-12-01T20:35:45.462843] [INFO ] [sig       ] Generating forecast for: DMLP
[2025-12-01T20:35:45.462873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMLP' from 'https://tdm.silogroup.org/data/derivative_storage/DMLP.csv'.
[2025-12-01T20:35:45.474387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMLP'.
[2025-12-01T20:35:45.474708] [INFO ] [FORECASTER] Starting predict_future for DMLP
[2025-12-01T20:35:45.475485] [DEBUG] [LOCAL     ] No optimal features file found for DMLP: ./output/feature-sets/DMLP.txt
[2025-12-01T20:35:45.475536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:45.475569] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:45.475617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:45.475675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:45.534294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:45.535077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:45.535158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:45.535191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:45.659603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:45.659732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:45.659786] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:45.659816] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:45.663175] [DEBUG] [FORECASTER] DMLP: Forecast T+1@11:T+2@11: DOWN (p=39.58%)
[2025-12-01T20:35:45.663444] [INFO ] [FORECASTER] Completed predict_future for DMLP
[2025-12-01T20:35:45.663589] [INFO ] [sig       ] DMLP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:45.809122] [INFO ] [LOCAL     ] Saved forecast: DMLP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DMLP.txt
[2025-12-01T20:35:45.809253] [INFO ] [sig       ] [981/3634] Completed DMLP in 0.3s | 2.97 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-01T20:35:45.809293] [INFO ] [sig       ] [982/3634] Forecasting DMO...
[2025-12-01T20:35:45.809324] [INFO ] [sig       ] Generating forecast for: DMO
[2025-12-01T20:35:45.809354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMO' from 'https://tdm.silogroup.org/data/derivative_storage/DMO.csv'.
[2025-12-01T20:35:45.820906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMO'.
[2025-12-01T20:35:45.821212] [INFO ] [FORECASTER] Starting predict_future for DMO
[2025-12-01T20:35:45.822108] [DEBUG] [LOCAL     ] No optimal features file found for DMO: ./output/feature-sets/DMO.txt
[2025-12-01T20:35:45.822160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:45.822191] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:45.822218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:45.822275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:45.880123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:45.880797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:45.880879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:45.880910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:46.001192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:46.001341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:46.001380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:46.001408] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:46.004965] [DEBUG] [FORECASTER] DMO: Forecast T+1@11:T+2@11: DOWN (p=6.28%)
[2025-12-01T20:35:46.005250] [INFO ] [FORECASTER] Completed predict_future for DMO
[2025-12-01T20:35:46.005380] [INFO ] [sig       ] DMO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:46.149190] [INFO ] [LOCAL     ] Saved forecast: DMO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DMO.txt
[2025-12-01T20:35:46.149352] [INFO ] [sig       ] [982/3634] Completed DMO in 0.3s | 2.97 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-01T20:35:46.149392] [INFO ] [sig       ] [983/3634] Forecasting DMRC...
[2025-12-01T20:35:46.149423] [INFO ] [sig       ] Generating forecast for: DMRC
[2025-12-01T20:35:46.149454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMRC' from 'https://tdm.silogroup.org/data/derivative_storage/DMRC.csv'.
[2025-12-01T20:35:46.161446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMRC'.
[2025-12-01T20:35:46.161860] [INFO ] [FORECASTER] Starting predict_future for DMRC
[2025-12-01T20:35:46.162731] [DEBUG] [LOCAL     ] No optimal features file found for DMRC: ./output/feature-sets/DMRC.txt
[2025-12-01T20:35:46.162784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:46.162816] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:46.162842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:46.162898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:46.224820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:46.225995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:46.226132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:46.226184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:46.380484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:46.380666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:46.380730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:46.380772] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:46.384544] [DEBUG] [FORECASTER] DMRC: Forecast T+1@11:T+2@11: UP (p=65.08%)
[2025-12-01T20:35:46.384950] [INFO ] [FORECASTER] Completed predict_future for DMRC
[2025-12-01T20:35:46.385110] [INFO ] [sig       ] DMRC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:46.540011] [INFO ] [LOCAL     ] Saved forecast: DMRC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DMRC.txt
[2025-12-01T20:35:46.540170] [INFO ] [sig       ] [983/3634] Completed DMRC in 0.4s | 2.97 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-01T20:35:46.540209] [INFO ] [sig       ] [984/3634] Forecasting DMXF...
[2025-12-01T20:35:46.540239] [INFO ] [sig       ] Generating forecast for: DMXF
[2025-12-01T20:35:46.540267] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DMXF' from 'https://tdm.silogroup.org/data/derivative_storage/DMXF.csv'.
[2025-12-01T20:35:46.552081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DMXF'.
[2025-12-01T20:35:46.552482] [INFO ] [FORECASTER] Starting predict_future for DMXF
[2025-12-01T20:35:46.553407] [DEBUG] [LOCAL     ] No optimal features file found for DMXF: ./output/feature-sets/DMXF.txt
[2025-12-01T20:35:46.553465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:46.553529] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:46.553556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:46.553632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:46.610423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:46.611422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:46.611514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:46.611546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:46.736457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:46.736643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:46.736689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:46.736718] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:46.740880] [DEBUG] [FORECASTER] DMXF: Forecast T+1@11:T+2@11: DOWN (p=14.36%)
[2025-12-01T20:35:46.741289] [INFO ] [FORECASTER] Completed predict_future for DMXF
[2025-12-01T20:35:46.741476] [INFO ] [sig       ] DMXF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:46.928286] [INFO ] [LOCAL     ] Saved forecast: DMXF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DMXF.txt
[2025-12-01T20:35:46.928540] [INFO ] [sig       ] [984/3634] Completed DMXF in 0.4s | 2.97 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-01T20:35:46.928622] [INFO ] [sig       ] [985/3634] Forecasting DNA...
[2025-12-01T20:35:46.928667] [INFO ] [sig       ] Generating forecast for: DNA
[2025-12-01T20:35:46.928711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNA' from 'https://tdm.silogroup.org/data/derivative_storage/DNA.csv'.
[2025-12-01T20:35:46.941446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNA'.
[2025-12-01T20:35:46.941868] [INFO ] [FORECASTER] Starting predict_future for DNA
[2025-12-01T20:35:46.942704] [DEBUG] [LOCAL     ] No optimal features file found for DNA: ./output/feature-sets/DNA.txt
[2025-12-01T20:35:46.942756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:46.942802] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:46.942830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:46.942886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:47.022490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:47.023658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:47.023774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:47.023828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:47.167590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:47.167749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:47.167788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:47.167816] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:47.171397] [DEBUG] [FORECASTER] DNA: Forecast T+1@11:T+2@11: DOWN (p=29.15%)
[2025-12-01T20:35:47.171710] [INFO ] [FORECASTER] Completed predict_future for DNA
[2025-12-01T20:35:47.171851] [INFO ] [sig       ] DNA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:47.315057] [INFO ] [LOCAL     ] Saved forecast: DNA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DNA.txt
[2025-12-01T20:35:47.315222] [INFO ] [sig       ] [985/3634] Completed DNA in 0.4s | 2.97 sym/s | Total: 5.5m | ETA: 14.9m
[2025-12-01T20:35:47.315264] [INFO ] [sig       ] [986/3634] Forecasting DNLI...
[2025-12-01T20:35:47.315292] [INFO ] [sig       ] Generating forecast for: DNLI
[2025-12-01T20:35:47.315320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNLI' from 'https://tdm.silogroup.org/data/derivative_storage/DNLI.csv'.
[2025-12-01T20:35:47.327550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNLI'.
[2025-12-01T20:35:47.327985] [INFO ] [FORECASTER] Starting predict_future for DNLI
[2025-12-01T20:35:47.331688] [DEBUG] [LOCAL     ] No optimal features file found for DNLI: ./output/feature-sets/DNLI.txt
[2025-12-01T20:35:47.331752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:47.331787] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:47.331815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:47.331874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:47.403712] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:47.404804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:47.404904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:47.404951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:47.560679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:47.560827] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:47.560864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:47.560892] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:47.564251] [DEBUG] [FORECASTER] DNLI: Forecast T+1@11:T+2@11: DOWN (p=30.61%)
[2025-12-01T20:35:47.564539] [INFO ] [FORECASTER] Completed predict_future for DNLI
[2025-12-01T20:35:47.564696] [INFO ] [sig       ] DNLI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:47.723385] [INFO ] [LOCAL     ] Saved forecast: DNLI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DNLI.txt
[2025-12-01T20:35:47.723554] [INFO ] [sig       ] [986/3634] Completed DNLI in 0.4s | 2.97 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-01T20:35:47.723617] [INFO ] [sig       ] [987/3634] Forecasting DNP...
[2025-12-01T20:35:47.723648] [INFO ] [sig       ] Generating forecast for: DNP
[2025-12-01T20:35:47.723678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNP' from 'https://tdm.silogroup.org/data/derivative_storage/DNP.csv'.
[2025-12-01T20:35:47.736234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DNP'.
[2025-12-01T20:35:47.736654] [INFO ] [FORECASTER] Starting predict_future for DNP
[2025-12-01T20:35:47.737433] [DEBUG] [LOCAL     ] No optimal features file found for DNP: ./output/feature-sets/DNP.txt
[2025-12-01T20:35:47.737482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:47.737512] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:47.737536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:47.737607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:47.794313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:47.795217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:47.795304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:47.795336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:47.919016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:47.919165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:47.919204] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:47.919267] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:47.922624] [DEBUG] [FORECASTER] DNP: Forecast T+1@11:T+2@11: UP (p=60.50%)
[2025-12-01T20:35:47.922890] [INFO ] [FORECASTER] Completed predict_future for DNP
[2025-12-01T20:35:47.923016] [INFO ] [sig       ] DNP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:48.070724] [INFO ] [LOCAL     ] Saved forecast: DNP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DNP.txt
[2025-12-01T20:35:48.070854] [INFO ] [sig       ] [987/3634] Completed DNP in 0.3s | 2.97 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-01T20:35:48.070892] [INFO ] [sig       ] [988/3634] Forecasting DNTH...
[2025-12-01T20:35:48.070921] [INFO ] [sig       ] Generating forecast for: DNTH
[2025-12-01T20:35:48.070949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DNTH' from 'https://tdm.silogroup.org/data/derivative_storage/DNTH.csv'.
[2025-12-01T20:35:48.081737] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DNTH'.
[2025-12-01T20:35:48.082210] [INFO ] [FORECASTER] Starting predict_future for DNTH
[2025-12-01T20:35:48.083179] [DEBUG] [LOCAL     ] No optimal features file found for DNTH: ./output/feature-sets/DNTH.txt
[2025-12-01T20:35:48.083231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:48.083263] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:48.083289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:48.083344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:48.139515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:48.140253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:48.140333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:48.140365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:48.261234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:48.261375] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:48.261412] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:48.261440] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:48.264685] [DEBUG] [FORECASTER] DNTH: Forecast T+1@11:T+2@11: DOWN (p=46.15%)
[2025-12-01T20:35:48.264945] [INFO ] [FORECASTER] Completed predict_future for DNTH
[2025-12-01T20:35:48.265068] [INFO ] [sig       ] DNTH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:48.402713] [INFO ] [LOCAL     ] Saved forecast: DNTH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DNTH.txt
[2025-12-01T20:35:48.402841] [INFO ] [sig       ] [988/3634] Completed DNTH in 0.3s | 2.97 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-01T20:35:48.402880] [INFO ] [sig       ] [989/3634] Forecasting DOCN...
[2025-12-01T20:35:48.402914] [INFO ] [sig       ] Generating forecast for: DOCN
[2025-12-01T20:35:48.402944] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCN' from 'https://tdm.silogroup.org/data/derivative_storage/DOCN.csv'.
[2025-12-01T20:35:48.414036] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCN'.
[2025-12-01T20:35:48.414307] [INFO ] [FORECASTER] Starting predict_future for DOCN
[2025-12-01T20:35:48.415058] [DEBUG] [LOCAL     ] No optimal features file found for DOCN: ./output/feature-sets/DOCN.txt
[2025-12-01T20:35:48.415120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:48.415150] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:48.415176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:48.415231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:48.471699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:48.472294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:48.472371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:48.472404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:48.592758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:48.592899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:48.592934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:48.592962] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:48.596193] [DEBUG] [FORECASTER] DOCN: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-12-01T20:35:48.596460] [INFO ] [FORECASTER] Completed predict_future for DOCN
[2025-12-01T20:35:48.596599] [INFO ] [sig       ] DOCN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:48.734868] [INFO ] [LOCAL     ] Saved forecast: DOCN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DOCN.txt
[2025-12-01T20:35:48.735013] [INFO ] [sig       ] [989/3634] Completed DOCN in 0.3s | 2.97 sym/s | Total: 5.5m | ETA: 14.8m
[2025-12-01T20:35:48.735055] [INFO ] [sig       ] [990/3634] Forecasting DOCS...
[2025-12-01T20:35:48.735093] [INFO ] [sig       ] Generating forecast for: DOCS
[2025-12-01T20:35:48.735122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOCS' from 'https://tdm.silogroup.org/data/derivative_storage/DOCS.csv'.
[2025-12-01T20:35:48.746684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOCS'.
[2025-12-01T20:35:48.747069] [INFO ] [FORECASTER] Starting predict_future for DOCS
[2025-12-01T20:35:48.747849] [DEBUG] [LOCAL     ] No optimal features file found for DOCS: ./output/feature-sets/DOCS.txt
[2025-12-01T20:35:48.747900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:48.747930] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:48.747954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:48.748007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:48.803414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:48.804134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:48.804215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:48.804246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:48.924587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:48.924729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:48.924770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:48.924796] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:48.928023] [DEBUG] [FORECASTER] DOCS: Forecast T+1@11:T+2@11: DOWN (p=25.17%)
[2025-12-01T20:35:48.928288] [INFO ] [FORECASTER] Completed predict_future for DOCS
[2025-12-01T20:35:48.928450] [INFO ] [sig       ] DOCS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:49.066155] [INFO ] [LOCAL     ] Saved forecast: DOCS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DOCS.txt
[2025-12-01T20:35:49.066309] [INFO ] [sig       ] [990/3634] Completed DOCS in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-01T20:35:49.066349] [INFO ] [sig       ] [991/3634] Forecasting DOGZ...
[2025-12-01T20:35:49.066378] [INFO ] [sig       ] Generating forecast for: DOGZ
[2025-12-01T20:35:49.066406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOGZ' from 'https://tdm.silogroup.org/data/derivative_storage/DOGZ.csv'.
[2025-12-01T20:35:49.077613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOGZ'.
[2025-12-01T20:35:49.078008] [INFO ] [FORECASTER] Starting predict_future for DOGZ
[2025-12-01T20:35:49.078923] [DEBUG] [LOCAL     ] No optimal features file found for DOGZ: ./output/feature-sets/DOGZ.txt
[2025-12-01T20:35:49.078974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:49.079007] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:49.079033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:49.079087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:49.136331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:49.137235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:49.137323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:49.137356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:49.262674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:49.262821] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:49.262858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:49.262885] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:49.266115] [DEBUG] [FORECASTER] DOGZ: Forecast T+1@11:T+2@11: UP (p=65.40%)
[2025-12-01T20:35:49.266377] [INFO ] [FORECASTER] Completed predict_future for DOGZ
[2025-12-01T20:35:49.266500] [INFO ] [sig       ] DOGZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:49.406519] [INFO ] [LOCAL     ] Saved forecast: DOGZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DOGZ.txt
[2025-12-01T20:35:49.406664] [INFO ] [sig       ] [991/3634] Completed DOGZ in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-01T20:35:49.406703] [INFO ] [sig       ] [992/3634] Forecasting DOLE...
[2025-12-01T20:35:49.406732] [INFO ] [sig       ] Generating forecast for: DOLE
[2025-12-01T20:35:49.406760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOLE' from 'https://tdm.silogroup.org/data/derivative_storage/DOLE.csv'.
[2025-12-01T20:35:49.418355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOLE'.
[2025-12-01T20:35:49.418662] [INFO ] [FORECASTER] Starting predict_future for DOLE
[2025-12-01T20:35:49.419400] [DEBUG] [LOCAL     ] No optimal features file found for DOLE: ./output/feature-sets/DOLE.txt
[2025-12-01T20:35:49.419448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:49.419479] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:49.419504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:49.419558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:49.475552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:49.476220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:49.476296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:49.476327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:49.600244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:49.600385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:49.600423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:49.600468] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:49.603858] [DEBUG] [FORECASTER] DOLE: Forecast T+1@11:T+2@11: DOWN (p=17.46%)
[2025-12-01T20:35:49.604130] [INFO ] [FORECASTER] Completed predict_future for DOLE
[2025-12-01T20:35:49.604258] [INFO ] [sig       ] DOLE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:49.751729] [INFO ] [LOCAL     ] Saved forecast: DOLE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DOLE.txt
[2025-12-01T20:35:49.751921] [INFO ] [sig       ] [992/3634] Completed DOLE in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-01T20:35:49.751979] [INFO ] [sig       ] [993/3634] Forecasting DOMO...
[2025-12-01T20:35:49.752022] [INFO ] [sig       ] Generating forecast for: DOMO
[2025-12-01T20:35:49.752064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOMO' from 'https://tdm.silogroup.org/data/derivative_storage/DOMO.csv'.
[2025-12-01T20:35:49.763975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOMO'.
[2025-12-01T20:35:49.764376] [INFO ] [FORECASTER] Starting predict_future for DOMO
[2025-12-01T20:35:49.765381] [DEBUG] [LOCAL     ] No optimal features file found for DOMO: ./output/feature-sets/DOMO.txt
[2025-12-01T20:35:49.765444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:49.765486] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:49.765522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:49.765620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:49.828097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:49.828993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:49.829075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:49.829106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:49.949592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:49.949740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:49.949777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:49.949804] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:49.953064] [DEBUG] [FORECASTER] DOMO: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-01T20:35:49.953326] [INFO ] [FORECASTER] Completed predict_future for DOMO
[2025-12-01T20:35:49.953450] [INFO ] [sig       ] DOMO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:50.098212] [INFO ] [LOCAL     ] Saved forecast: DOMO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DOMO.txt
[2025-12-01T20:35:50.101207] [INFO ] [sig       ] [993/3634] Completed DOMO in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-01T20:35:50.101275] [INFO ] [sig       ] [994/3634] Forecasting DOOO...
[2025-12-01T20:35:50.101308] [INFO ] [sig       ] Generating forecast for: DOOO
[2025-12-01T20:35:50.101338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOOO' from 'https://tdm.silogroup.org/data/derivative_storage/DOOO.csv'.
[2025-12-01T20:35:50.112127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOOO'.
[2025-12-01T20:35:50.112465] [INFO ] [FORECASTER] Starting predict_future for DOOO
[2025-12-01T20:35:50.113238] [DEBUG] [LOCAL     ] No optimal features file found for DOOO: ./output/feature-sets/DOOO.txt
[2025-12-01T20:35:50.113287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:50.113318] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:50.113345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:50.113405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:50.168762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:50.169620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:50.169730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:50.169780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:50.289741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:50.289885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:50.289923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:50.289950] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:50.293170] [DEBUG] [FORECASTER] DOOO: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-12-01T20:35:50.293429] [INFO ] [FORECASTER] Completed predict_future for DOOO
[2025-12-01T20:35:50.293552] [INFO ] [sig       ] DOOO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:50.438853] [INFO ] [LOCAL     ] Saved forecast: DOOO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DOOO.txt
[2025-12-01T20:35:50.438998] [INFO ] [sig       ] [994/3634] Completed DOOO in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-01T20:35:50.439037] [INFO ] [sig       ] [995/3634] Forecasting DORM...
[2025-12-01T20:35:50.439065] [INFO ] [sig       ] Generating forecast for: DORM
[2025-12-01T20:35:50.439092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DORM' from 'https://tdm.silogroup.org/data/derivative_storage/DORM.csv'.
[2025-12-01T20:35:50.450247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DORM'.
[2025-12-01T20:35:50.450539] [INFO ] [FORECASTER] Starting predict_future for DORM
[2025-12-01T20:35:50.451321] [DEBUG] [LOCAL     ] No optimal features file found for DORM: ./output/feature-sets/DORM.txt
[2025-12-01T20:35:50.451371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:50.451401] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:50.451427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:50.451482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:50.509309] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:50.510029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:50.510107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:50.510140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:50.632931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:50.633070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:50.633111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:50.633142] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:50.636481] [DEBUG] [FORECASTER] DORM: Forecast T+1@11:T+2@11: UP (p=72.88%)
[2025-12-01T20:35:50.636776] [INFO ] [FORECASTER] Completed predict_future for DORM
[2025-12-01T20:35:50.636906] [INFO ] [sig       ] DORM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:50.779316] [INFO ] [LOCAL     ] Saved forecast: DORM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DORM.txt
[2025-12-01T20:35:50.779477] [INFO ] [sig       ] [995/3634] Completed DORM in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-01T20:35:50.779514] [INFO ] [sig       ] [996/3634] Forecasting DOUG...
[2025-12-01T20:35:50.779545] [INFO ] [sig       ] Generating forecast for: DOUG
[2025-12-01T20:35:50.779593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOUG' from 'https://tdm.silogroup.org/data/derivative_storage/DOUG.csv'.
[2025-12-01T20:35:50.791081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DOUG'.
[2025-12-01T20:35:50.791392] [INFO ] [FORECASTER] Starting predict_future for DOUG
[2025-12-01T20:35:50.792170] [DEBUG] [LOCAL     ] No optimal features file found for DOUG: ./output/feature-sets/DOUG.txt
[2025-12-01T20:35:50.792221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:50.792252] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:50.792279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:50.792347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:50.848885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:50.849759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:50.849840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:50.849875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:50.973783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:50.973931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:50.973970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:50.974001] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:50.977359] [DEBUG] [FORECASTER] DOUG: Forecast T+1@11:T+2@11: DOWN (p=41.33%)
[2025-12-01T20:35:50.977650] [INFO ] [FORECASTER] Completed predict_future for DOUG
[2025-12-01T20:35:50.977783] [INFO ] [sig       ] DOUG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:51.119502] [INFO ] [LOCAL     ] Saved forecast: DOUG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DOUG.txt
[2025-12-01T20:35:51.119668] [INFO ] [sig       ] [996/3634] Completed DOUG in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-01T20:35:51.119714] [INFO ] [sig       ] [997/3634] Forecasting DOX...
[2025-12-01T20:35:51.119748] [INFO ] [sig       ] Generating forecast for: DOX
[2025-12-01T20:35:51.119780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DOX' from 'https://tdm.silogroup.org/data/derivative_storage/DOX.csv'.
[2025-12-01T20:35:51.130824] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DOX'.
[2025-12-01T20:35:51.131141] [INFO ] [FORECASTER] Starting predict_future for DOX
[2025-12-01T20:35:51.131919] [DEBUG] [LOCAL     ] No optimal features file found for DOX: ./output/feature-sets/DOX.txt
[2025-12-01T20:35:51.131972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:51.132006] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:51.132036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:51.132098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:51.188149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:51.188990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:51.189075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:51.189108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:51.311625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:51.311776] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:51.311815] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:51.311848] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:51.315248] [DEBUG] [FORECASTER] DOX: Forecast T+1@11:T+2@11: UP (p=98.22%)
[2025-12-01T20:35:51.315520] [INFO ] [FORECASTER] Completed predict_future for DOX
[2025-12-01T20:35:51.315665] [INFO ] [sig       ] DOX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:35:51.457090] [INFO ] [LOCAL     ] Saved forecast: DOX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DOX.txt
[2025-12-01T20:35:51.457301] [INFO ] [sig       ] [997/3634] Completed DOX in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-01T20:35:51.457347] [INFO ] [sig       ] [998/3634] Forecasting DPG...
[2025-12-01T20:35:51.457375] [INFO ] [sig       ] Generating forecast for: DPG
[2025-12-01T20:35:51.457403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPG' from 'https://tdm.silogroup.org/data/derivative_storage/DPG.csv'.
[2025-12-01T20:35:51.469604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPG'.
[2025-12-01T20:35:51.469979] [INFO ] [FORECASTER] Starting predict_future for DPG
[2025-12-01T20:35:51.470763] [DEBUG] [LOCAL     ] No optimal features file found for DPG: ./output/feature-sets/DPG.txt
[2025-12-01T20:35:51.470831] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:51.470866] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:51.470894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:51.470952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:51.527459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:51.528231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:51.528334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:51.528369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:51.648450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:51.648557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:51.648615] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:51.648647] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:51.652046] [DEBUG] [FORECASTER] DPG: Forecast T+1@11:T+2@11: UP (p=70.42%)
[2025-12-01T20:35:51.652320] [INFO ] [FORECASTER] Completed predict_future for DPG
[2025-12-01T20:35:51.652452] [INFO ] [sig       ] DPG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:51.795248] [INFO ] [LOCAL     ] Saved forecast: DPG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DPG.txt
[2025-12-01T20:35:51.795403] [INFO ] [sig       ] [998/3634] Completed DPG in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-01T20:35:51.795442] [INFO ] [sig       ] [999/3634] Forecasting DPRO...
[2025-12-01T20:35:51.795471] [INFO ] [sig       ] Generating forecast for: DPRO
[2025-12-01T20:35:51.795501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPRO' from 'https://tdm.silogroup.org/data/derivative_storage/DPRO.csv'.
[2025-12-01T20:35:51.811549] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DPRO'.
[2025-12-01T20:35:51.812040] [INFO ] [FORECASTER] Starting predict_future for DPRO
[2025-12-01T20:35:51.813085] [DEBUG] [LOCAL     ] No optimal features file found for DPRO: ./output/feature-sets/DPRO.txt
[2025-12-01T20:35:51.813152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:51.813193] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:51.813229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:51.813309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:51.875787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:51.876535] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:51.876632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:51.876665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:51.992316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:51.992482] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:51.992519] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:51.992546] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:51.996275] [DEBUG] [FORECASTER] DPRO: Forecast T+1@11:T+2@11: UP (p=90.49%)
[2025-12-01T20:35:51.996686] [INFO ] [FORECASTER] Completed predict_future for DPRO
[2025-12-01T20:35:51.996839] [INFO ] [sig       ] DPRO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:35:52.137762] [INFO ] [LOCAL     ] Saved forecast: DPRO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DPRO.txt
[2025-12-01T20:35:52.137915] [INFO ] [sig       ] [999/3634] Completed DPRO in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-01T20:35:52.137976] [INFO ] [sig       ] [1000/3634] Forecasting DPZ...
[2025-12-01T20:35:52.138008] [INFO ] [sig       ] Generating forecast for: DPZ
[2025-12-01T20:35:52.138037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DPZ' from 'https://tdm.silogroup.org/data/derivative_storage/DPZ.csv'.
[2025-12-01T20:35:52.149487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DPZ'.
[2025-12-01T20:35:52.149865] [INFO ] [FORECASTER] Starting predict_future for DPZ
[2025-12-01T20:35:52.150630] [DEBUG] [LOCAL     ] No optimal features file found for DPZ: ./output/feature-sets/DPZ.txt
[2025-12-01T20:35:52.150679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:52.150710] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:52.150735] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:52.150789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:52.204998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:52.205795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:52.205875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:52.205907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:52.329424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:52.329589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:52.329628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:52.329656] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:52.332916] [DEBUG] [FORECASTER] DPZ: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-01T20:35:52.333180] [INFO ] [FORECASTER] Completed predict_future for DPZ
[2025-12-01T20:35:52.333303] [INFO ] [sig       ] DPZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:52.472282] [INFO ] [LOCAL     ] Saved forecast: DPZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DPZ.txt
[2025-12-01T20:35:52.472427] [INFO ] [sig       ] [1000/3634] Completed DPZ in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-01T20:35:52.472466] [INFO ] [sig       ] [1001/3634] Forecasting DQ...
[2025-12-01T20:35:52.472495] [INFO ] [sig       ] Generating forecast for: DQ
[2025-12-01T20:35:52.472524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DQ' from 'https://tdm.silogroup.org/data/derivative_storage/DQ.csv'.
[2025-12-01T20:35:52.484390] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DQ'.
[2025-12-01T20:35:52.484702] [INFO ] [FORECASTER] Starting predict_future for DQ
[2025-12-01T20:35:52.485443] [DEBUG] [LOCAL     ] No optimal features file found for DQ: ./output/feature-sets/DQ.txt
[2025-12-01T20:35:52.485492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:52.485549] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:52.485592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:52.485662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:52.542138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:52.542840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:52.542924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:52.542958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:52.663622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:52.663757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:52.663795] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:52.663828] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:52.667154] [DEBUG] [FORECASTER] DQ: Forecast T+1@11:T+2@11: UP (p=92.65%)
[2025-12-01T20:35:52.667413] [INFO ] [FORECASTER] Completed predict_future for DQ
[2025-12-01T20:35:52.667535] [INFO ] [sig       ] DQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:52.805681] [INFO ] [LOCAL     ] Saved forecast: DQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DQ.txt
[2025-12-01T20:35:52.805815] [INFO ] [sig       ] [1001/3634] Completed DQ in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-01T20:35:52.805854] [INFO ] [sig       ] [1002/3634] Forecasting DRD...
[2025-12-01T20:35:52.805881] [INFO ] [sig       ] Generating forecast for: DRD
[2025-12-01T20:35:52.805909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRD' from 'https://tdm.silogroup.org/data/derivative_storage/DRD.csv'.
[2025-12-01T20:35:52.816626] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DRD'.
[2025-12-01T20:35:52.816983] [INFO ] [FORECASTER] Starting predict_future for DRD
[2025-12-01T20:35:52.817745] [DEBUG] [LOCAL     ] No optimal features file found for DRD: ./output/feature-sets/DRD.txt
[2025-12-01T20:35:52.817793] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:52.817823] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:52.817848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:52.817901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:52.872845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:52.873703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:52.873783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:52.873814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:52.988904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:52.989033] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:52.989069] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:52.989097] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:52.992248] [DEBUG] [FORECASTER] DRD: Forecast T+1@11:T+2@11: DOWN (p=43.87%)
[2025-12-01T20:35:52.992516] [INFO ] [FORECASTER] Completed predict_future for DRD
[2025-12-01T20:35:52.992654] [INFO ] [sig       ] DRD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:53.131170] [INFO ] [LOCAL     ] Saved forecast: DRD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DRD.txt
[2025-12-01T20:35:53.131311] [INFO ] [sig       ] [1002/3634] Completed DRD in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-01T20:35:53.131350] [INFO ] [sig       ] [1003/3634] Forecasting DRH...
[2025-12-01T20:35:53.131378] [INFO ] [sig       ] Generating forecast for: DRH
[2025-12-01T20:35:53.131415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRH' from 'https://tdm.silogroup.org/data/derivative_storage/DRH.csv'.
[2025-12-01T20:35:53.142389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRH'.
[2025-12-01T20:35:53.142685] [INFO ] [FORECASTER] Starting predict_future for DRH
[2025-12-01T20:35:53.143404] [DEBUG] [LOCAL     ] No optimal features file found for DRH: ./output/feature-sets/DRH.txt
[2025-12-01T20:35:53.143452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:53.143483] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:53.143508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:53.143562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:53.201613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:53.202246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:53.202335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:53.202368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:53.321040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:53.321179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:53.321214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:53.321242] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:53.324468] [DEBUG] [FORECASTER] DRH: Forecast T+1@11:T+2@11: DOWN (p=46.70%)
[2025-12-01T20:35:53.324758] [INFO ] [FORECASTER] Completed predict_future for DRH
[2025-12-01T20:35:53.324884] [INFO ] [sig       ] DRH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:53.462101] [INFO ] [LOCAL     ] Saved forecast: DRH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DRH.txt
[2025-12-01T20:35:53.462225] [INFO ] [sig       ] [1003/3634] Completed DRH in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.8m
[2025-12-01T20:35:53.462264] [INFO ] [sig       ] [1004/3634] Forecasting DRI...
[2025-12-01T20:35:53.462292] [INFO ] [sig       ] Generating forecast for: DRI
[2025-12-01T20:35:53.462321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRI' from 'https://tdm.silogroup.org/data/derivative_storage/DRI.csv'.
[2025-12-01T20:35:53.474485] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRI'.
[2025-12-01T20:35:53.474849] [INFO ] [FORECASTER] Starting predict_future for DRI
[2025-12-01T20:35:53.475655] [DEBUG] [LOCAL     ] No optimal features file found for DRI: ./output/feature-sets/DRI.txt
[2025-12-01T20:35:53.475707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:53.475738] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:53.475763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:53.475821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:53.532852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:53.533592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:53.533679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:53.533712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:53.659275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:53.659436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:53.659475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:53.659504] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:53.662950] [DEBUG] [FORECASTER] DRI: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-12-01T20:35:53.663216] [INFO ] [FORECASTER] Completed predict_future for DRI
[2025-12-01T20:35:53.663348] [INFO ] [sig       ] DRI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:53.800063] [INFO ] [LOCAL     ] Saved forecast: DRI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DRI.txt
[2025-12-01T20:35:53.800195] [INFO ] [sig       ] [1004/3634] Completed DRI in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-01T20:35:53.800234] [INFO ] [sig       ] [1005/3634] Forecasting DRIO...
[2025-12-01T20:35:53.800261] [INFO ] [sig       ] Generating forecast for: DRIO
[2025-12-01T20:35:53.800290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRIO' from 'https://tdm.silogroup.org/data/derivative_storage/DRIO.csv'.
[2025-12-01T20:35:53.812100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRIO'.
[2025-12-01T20:35:53.812440] [INFO ] [FORECASTER] Starting predict_future for DRIO
[2025-12-01T20:35:53.813191] [DEBUG] [LOCAL     ] No optimal features file found for DRIO: ./output/feature-sets/DRIO.txt
[2025-12-01T20:35:53.813239] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:53.813270] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:53.813295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:53.813349] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:53.867516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:53.868169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:53.868246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:53.868276] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:53.983071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:53.983217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:53.983271] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:53.983299] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:53.986508] [DEBUG] [FORECASTER] DRIO: Forecast T+1@11:T+2@11: DOWN (p=49.47%)
[2025-12-01T20:35:53.986783] [INFO ] [FORECASTER] Completed predict_future for DRIO
[2025-12-01T20:35:53.986903] [INFO ] [sig       ] DRIO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:54.125000] [INFO ] [LOCAL     ] Saved forecast: DRIO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DRIO.txt
[2025-12-01T20:35:54.125110] [INFO ] [sig       ] [1005/3634] Completed DRIO in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-01T20:35:54.125147] [INFO ] [sig       ] [1006/3634] Forecasting DRLL...
[2025-12-01T20:35:54.125174] [INFO ] [sig       ] Generating forecast for: DRLL
[2025-12-01T20:35:54.125203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRLL' from 'https://tdm.silogroup.org/data/derivative_storage/DRLL.csv'.
[2025-12-01T20:35:54.136252] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DRLL'.
[2025-12-01T20:35:54.136498] [INFO ] [FORECASTER] Starting predict_future for DRLL
[2025-12-01T20:35:54.137236] [DEBUG] [LOCAL     ] No optimal features file found for DRLL: ./output/feature-sets/DRLL.txt
[2025-12-01T20:35:54.137284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:54.137314] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:54.137339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:54.137393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:54.193199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:54.193789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:54.193867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:54.193899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:54.309502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:54.309613] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:54.309648] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:54.309673] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:54.312694] [DEBUG] [FORECASTER] DRLL: Forecast T+1@11:T+2@11: UP (p=90.93%)
[2025-12-01T20:35:54.312944] [INFO ] [FORECASTER] Completed predict_future for DRLL
[2025-12-01T20:35:54.313067] [INFO ] [sig       ] DRLL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:35:54.449168] [INFO ] [LOCAL     ] Saved forecast: DRLL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DRLL.txt
[2025-12-01T20:35:54.449281] [INFO ] [sig       ] [1006/3634] Completed DRLL in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-01T20:35:54.449317] [INFO ] [sig       ] [1007/3634] Forecasting DRMA...
[2025-12-01T20:35:54.449345] [INFO ] [sig       ] Generating forecast for: DRMA
[2025-12-01T20:35:54.449373] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRMA' from 'https://tdm.silogroup.org/data/derivative_storage/DRMA.csv'.
[2025-12-01T20:35:54.461131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRMA'.
[2025-12-01T20:35:54.461480] [INFO ] [FORECASTER] Starting predict_future for DRMA
[2025-12-01T20:35:54.462283] [DEBUG] [LOCAL     ] No optimal features file found for DRMA: ./output/feature-sets/DRMA.txt
[2025-12-01T20:35:54.462332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:54.462362] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:54.462387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:54.462446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:54.517121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:54.517775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:54.517853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:54.517884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:54.635989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:54.636154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:54.636191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:54.636217] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:54.639660] [DEBUG] [FORECASTER] DRMA: Forecast T+1@11:T+2@11: DOWN (p=10.25%)
[2025-12-01T20:35:54.639952] [INFO ] [FORECASTER] Completed predict_future for DRMA
[2025-12-01T20:35:54.640082] [INFO ] [sig       ] DRMA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:54.777791] [INFO ] [LOCAL     ] Saved forecast: DRMA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DRMA.txt
[2025-12-01T20:35:54.777935] [INFO ] [sig       ] [1007/3634] Completed DRMA in 0.3s | 2.97 sym/s | Total: 5.6m | ETA: 14.7m
[2025-12-01T20:35:54.777974] [INFO ] [sig       ] [1008/3634] Forecasting DRS...
[2025-12-01T20:35:54.778002] [INFO ] [sig       ] Generating forecast for: DRS
[2025-12-01T20:35:54.778030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRS' from 'https://tdm.silogroup.org/data/derivative_storage/DRS.csv'.
[2025-12-01T20:35:54.789827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRS'.
[2025-12-01T20:35:54.790233] [INFO ] [FORECASTER] Starting predict_future for DRS
[2025-12-01T20:35:54.791061] [DEBUG] [LOCAL     ] No optimal features file found for DRS: ./output/feature-sets/DRS.txt
[2025-12-01T20:35:54.791112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:54.791144] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:54.791170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:54.791226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:54.848867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:54.849800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:54.849882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:54.849914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:54.966056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:54.966205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:54.966243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:54.966270] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:54.969518] [DEBUG] [FORECASTER] DRS: Forecast T+1@11:T+2@11: DOWN (p=31.15%)
[2025-12-01T20:35:54.969794] [INFO ] [FORECASTER] Completed predict_future for DRS
[2025-12-01T20:35:54.969916] [INFO ] [sig       ] DRS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:55.109973] [INFO ] [LOCAL     ] Saved forecast: DRS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DRS.txt
[2025-12-01T20:35:55.110136] [INFO ] [sig       ] [1008/3634] Completed DRS in 0.3s | 2.97 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-01T20:35:55.110180] [INFO ] [sig       ] [1009/3634] Forecasting DRTS...
[2025-12-01T20:35:55.110211] [INFO ] [sig       ] Generating forecast for: DRTS
[2025-12-01T20:35:55.110240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRTS' from 'https://tdm.silogroup.org/data/derivative_storage/DRTS.csv'.
[2025-12-01T20:35:55.122016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRTS'.
[2025-12-01T20:35:55.122414] [INFO ] [FORECASTER] Starting predict_future for DRTS
[2025-12-01T20:35:55.123183] [DEBUG] [LOCAL     ] No optimal features file found for DRTS: ./output/feature-sets/DRTS.txt
[2025-12-01T20:35:55.123233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:55.123276] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:55.123302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:55.123356] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:55.178256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:55.179194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:55.179278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:55.179310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:55.293747] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:55.293899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:55.293939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:55.293967] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:55.297217] [DEBUG] [FORECASTER] DRTS: Forecast T+1@11:T+2@11: UP (p=51.84%)
[2025-12-01T20:35:55.297475] [INFO ] [FORECASTER] Completed predict_future for DRTS
[2025-12-01T20:35:55.297612] [INFO ] [sig       ] DRTS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:55.436061] [INFO ] [LOCAL     ] Saved forecast: DRTS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DRTS.txt
[2025-12-01T20:35:55.436213] [INFO ] [sig       ] [1009/3634] Completed DRTS in 0.3s | 2.97 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-01T20:35:55.436255] [INFO ] [sig       ] [1010/3634] Forecasting DRUG...
[2025-12-01T20:35:55.436283] [INFO ] [sig       ] Generating forecast for: DRUG
[2025-12-01T20:35:55.436312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRUG' from 'https://tdm.silogroup.org/data/derivative_storage/DRUG.csv'.
[2025-12-01T20:35:55.448790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRUG'.
[2025-12-01T20:35:55.449201] [INFO ] [FORECASTER] Starting predict_future for DRUG
[2025-12-01T20:35:55.450007] [DEBUG] [LOCAL     ] No optimal features file found for DRUG: ./output/feature-sets/DRUG.txt
[2025-12-01T20:35:55.450060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:55.450092] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:55.450118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:55.450174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:55.507460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:55.508333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:55.508419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:55.508450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:55.631838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:55.631982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:55.632018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:55.632045] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:55.635265] [DEBUG] [FORECASTER] DRUG: Forecast T+1@11:T+2@11: DOWN (p=21.75%)
[2025-12-01T20:35:55.635522] [INFO ] [FORECASTER] Completed predict_future for DRUG
[2025-12-01T20:35:55.635665] [INFO ] [sig       ] DRUG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:55.775630] [INFO ] [LOCAL     ] Saved forecast: DRUG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DRUG.txt
[2025-12-01T20:35:55.775801] [INFO ] [sig       ] [1010/3634] Completed DRUG in 0.3s | 2.97 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-01T20:35:55.775842] [INFO ] [sig       ] [1011/3634] Forecasting DRVN...
[2025-12-01T20:35:55.775873] [INFO ] [sig       ] Generating forecast for: DRVN
[2025-12-01T20:35:55.775907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DRVN' from 'https://tdm.silogroup.org/data/derivative_storage/DRVN.csv'.
[2025-12-01T20:35:55.787835] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DRVN'.
[2025-12-01T20:35:55.788244] [INFO ] [FORECASTER] Starting predict_future for DRVN
[2025-12-01T20:35:55.789041] [DEBUG] [LOCAL     ] No optimal features file found for DRVN: ./output/feature-sets/DRVN.txt
[2025-12-01T20:35:55.789091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:55.789121] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:55.789147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:55.789202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:55.844034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:55.844923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:55.845037] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:55.845070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:55.961737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:55.961890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:55.961928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:55.961955] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:55.965248] [DEBUG] [FORECASTER] DRVN: Forecast T+1@11:T+2@11: UP (p=71.91%)
[2025-12-01T20:35:55.965527] [INFO ] [FORECASTER] Completed predict_future for DRVN
[2025-12-01T20:35:55.965674] [INFO ] [sig       ] DRVN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:56.104565] [INFO ] [LOCAL     ] Saved forecast: DRVN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DRVN.txt
[2025-12-01T20:35:56.104738] [INFO ] [sig       ] [1011/3634] Completed DRVN in 0.3s | 2.97 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-01T20:35:56.104779] [INFO ] [sig       ] [1012/3634] Forecasting DSGN...
[2025-12-01T20:35:56.104808] [INFO ] [sig       ] Generating forecast for: DSGN
[2025-12-01T20:35:56.104837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGN' from 'https://tdm.silogroup.org/data/derivative_storage/DSGN.csv'.
[2025-12-01T20:35:56.115749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGN'.
[2025-12-01T20:35:56.116007] [INFO ] [FORECASTER] Starting predict_future for DSGN
[2025-12-01T20:35:56.116743] [DEBUG] [LOCAL     ] No optimal features file found for DSGN: ./output/feature-sets/DSGN.txt
[2025-12-01T20:35:56.116791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:56.116822] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:56.116847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:56.116902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:56.172049] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:56.172902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:56.172984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:56.173015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:56.292289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:56.292440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:56.292478] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:56.292505] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:56.295776] [DEBUG] [FORECASTER] DSGN: Forecast T+1@11:T+2@11: DOWN (p=9.66%)
[2025-12-01T20:35:56.296055] [INFO ] [FORECASTER] Completed predict_future for DSGN
[2025-12-01T20:35:56.296176] [INFO ] [sig       ] DSGN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:56.434330] [INFO ] [LOCAL     ] Saved forecast: DSGN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DSGN.txt
[2025-12-01T20:35:56.434482] [INFO ] [sig       ] [1012/3634] Completed DSGN in 0.3s | 2.97 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-01T20:35:56.434526] [INFO ] [sig       ] [1013/3634] Forecasting DSGX...
[2025-12-01T20:35:56.434557] [INFO ] [sig       ] Generating forecast for: DSGX
[2025-12-01T20:35:56.434608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSGX' from 'https://tdm.silogroup.org/data/derivative_storage/DSGX.csv'.
[2025-12-01T20:35:56.446888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSGX'.
[2025-12-01T20:35:56.447296] [INFO ] [FORECASTER] Starting predict_future for DSGX
[2025-12-01T20:35:56.448200] [DEBUG] [LOCAL     ] No optimal features file found for DSGX: ./output/feature-sets/DSGX.txt
[2025-12-01T20:35:56.448267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:56.448360] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:56.448406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:56.448493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:56.508895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:56.509815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:56.509910] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:56.509948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:56.626713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:56.626868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:56.626906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:56.626933] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:56.630311] [DEBUG] [FORECASTER] DSGX: Forecast T+1@11:T+2@11: UP (p=81.36%)
[2025-12-01T20:35:56.630612] [INFO ] [FORECASTER] Completed predict_future for DSGX
[2025-12-01T20:35:56.630746] [INFO ] [sig       ] DSGX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:56.769676] [INFO ] [LOCAL     ] Saved forecast: DSGX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DSGX.txt
[2025-12-01T20:35:56.769822] [INFO ] [sig       ] [1013/3634] Completed DSGX in 0.3s | 2.97 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-01T20:35:56.769862] [INFO ] [sig       ] [1014/3634] Forecasting DSL...
[2025-12-01T20:35:56.769890] [INFO ] [sig       ] Generating forecast for: DSL
[2025-12-01T20:35:56.769918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSL' from 'https://tdm.silogroup.org/data/derivative_storage/DSL.csv'.
[2025-12-01T20:35:56.781020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSL'.
[2025-12-01T20:35:56.781315] [INFO ] [FORECASTER] Starting predict_future for DSL
[2025-12-01T20:35:56.782080] [DEBUG] [LOCAL     ] No optimal features file found for DSL: ./output/feature-sets/DSL.txt
[2025-12-01T20:35:56.782129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:56.782160] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:56.782185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:56.782239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:56.837418] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:56.838340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:56.838424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:56.838455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:56.956072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:56.956219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:56.956255] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:56.956283] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:56.959508] [DEBUG] [FORECASTER] DSL: Forecast T+1@11:T+2@11: DOWN (p=0.68%)
[2025-12-01T20:35:56.959788] [INFO ] [FORECASTER] Completed predict_future for DSL
[2025-12-01T20:35:56.959928] [INFO ] [sig       ] DSL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:57.099496] [INFO ] [LOCAL     ] Saved forecast: DSL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DSL.txt
[2025-12-01T20:35:57.099708] [INFO ] [sig       ] [1014/3634] Completed DSL in 0.3s | 2.97 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-01T20:35:57.099749] [INFO ] [sig       ] [1015/3634] Forecasting DSM...
[2025-12-01T20:35:57.099781] [INFO ] [sig       ] Generating forecast for: DSM
[2025-12-01T20:35:57.099810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSM' from 'https://tdm.silogroup.org/data/derivative_storage/DSM.csv'.
[2025-12-01T20:35:57.111687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSM'.
[2025-12-01T20:35:57.112094] [INFO ] [FORECASTER] Starting predict_future for DSM
[2025-12-01T20:35:57.112915] [DEBUG] [LOCAL     ] No optimal features file found for DSM: ./output/feature-sets/DSM.txt
[2025-12-01T20:35:57.112982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:57.113016] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:57.113043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:57.113100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:57.171830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:57.172708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:57.172791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:57.172824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:57.297736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:57.297911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:57.297970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:57.298006] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:57.301651] [DEBUG] [FORECASTER] DSM: Forecast T+1@11:T+2@11: UP (p=55.11%)
[2025-12-01T20:35:57.302023] [INFO ] [FORECASTER] Completed predict_future for DSM
[2025-12-01T20:35:57.302185] [INFO ] [sig       ] DSM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:57.449190] [INFO ] [LOCAL     ] Saved forecast: DSM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DSM.txt
[2025-12-01T20:35:57.449346] [INFO ] [sig       ] [1015/3634] Completed DSM in 0.3s | 2.97 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-01T20:35:57.449385] [INFO ] [sig       ] [1016/3634] Forecasting DSP...
[2025-12-01T20:35:57.449413] [INFO ] [sig       ] Generating forecast for: DSP
[2025-12-01T20:35:57.449443] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSP' from 'https://tdm.silogroup.org/data/derivative_storage/DSP.csv'.
[2025-12-01T20:35:57.461068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DSP'.
[2025-12-01T20:35:57.461439] [INFO ] [FORECASTER] Starting predict_future for DSP
[2025-12-01T20:35:57.462235] [DEBUG] [LOCAL     ] No optimal features file found for DSP: ./output/feature-sets/DSP.txt
[2025-12-01T20:35:57.462286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:57.462316] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:57.462342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:57.462398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:57.518086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:57.518979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:57.519073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:57.519104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:57.646975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:57.647154] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:57.647202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:57.647249] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:57.650685] [DEBUG] [FORECASTER] DSP: Forecast T+1@11:T+2@11: DOWN (p=40.15%)
[2025-12-01T20:35:57.650964] [INFO ] [FORECASTER] Completed predict_future for DSP
[2025-12-01T20:35:57.651092] [INFO ] [sig       ] DSP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:57.793267] [INFO ] [LOCAL     ] Saved forecast: DSP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DSP.txt
[2025-12-01T20:35:57.793416] [INFO ] [sig       ] [1016/3634] Completed DSP in 0.3s | 2.97 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-01T20:35:57.793454] [INFO ] [sig       ] [1017/3634] Forecasting DSX...
[2025-12-01T20:35:57.793482] [INFO ] [sig       ] Generating forecast for: DSX
[2025-12-01T20:35:57.793511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DSX' from 'https://tdm.silogroup.org/data/derivative_storage/DSX.csv'.
[2025-12-01T20:35:57.805444] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DSX'.
[2025-12-01T20:35:57.805835] [INFO ] [FORECASTER] Starting predict_future for DSX
[2025-12-01T20:35:57.806611] [DEBUG] [LOCAL     ] No optimal features file found for DSX: ./output/feature-sets/DSX.txt
[2025-12-01T20:35:57.806661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:57.806691] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:57.806716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:57.806770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:57.862196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:57.863080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:57.863162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:57.863193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:57.982257] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:57.982404] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:57.982441] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:57.982470] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:57.985722] [DEBUG] [FORECASTER] DSX: Forecast T+1@11:T+2@11: UP (p=76.32%)
[2025-12-01T20:35:57.985987] [INFO ] [FORECASTER] Completed predict_future for DSX
[2025-12-01T20:35:57.986107] [INFO ] [sig       ] DSX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:35:58.125279] [INFO ] [LOCAL     ] Saved forecast: DSX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DSX.txt
[2025-12-01T20:35:58.125438] [INFO ] [sig       ] [1017/3634] Completed DSX in 0.3s | 2.97 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-01T20:35:58.125477] [INFO ] [sig       ] [1018/3634] Forecasting DTB...
[2025-12-01T20:35:58.125506] [INFO ] [sig       ] Generating forecast for: DTB
[2025-12-01T20:35:58.125535] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTB' from 'https://tdm.silogroup.org/data/derivative_storage/DTB.csv'.
[2025-12-01T20:35:58.137304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTB'.
[2025-12-01T20:35:58.137718] [INFO ] [FORECASTER] Starting predict_future for DTB
[2025-12-01T20:35:58.138550] [DEBUG] [LOCAL     ] No optimal features file found for DTB: ./output/feature-sets/DTB.txt
[2025-12-01T20:35:58.138623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:58.138683] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:58.138711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:58.138766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:58.193540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:58.194382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:58.194463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:58.194512] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:58.307739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:58.307887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:58.307923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:58.307950] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:58.311195] [DEBUG] [FORECASTER] DTB: Forecast T+1@11:T+2@11: DOWN (p=1.58%)
[2025-12-01T20:35:58.311462] [INFO ] [FORECASTER] Completed predict_future for DTB
[2025-12-01T20:35:58.311601] [INFO ] [sig       ] DTB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:58.450035] [INFO ] [LOCAL     ] Saved forecast: DTB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DTB.txt
[2025-12-01T20:35:58.450164] [INFO ] [sig       ] [1018/3634] Completed DTB in 0.3s | 2.97 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-01T20:35:58.450203] [INFO ] [sig       ] [1019/3634] Forecasting DTE...
[2025-12-01T20:35:58.450230] [INFO ] [sig       ] Generating forecast for: DTE
[2025-12-01T20:35:58.450258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTE' from 'https://tdm.silogroup.org/data/derivative_storage/DTE.csv'.
[2025-12-01T20:35:58.461345] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DTE'.
[2025-12-01T20:35:58.461645] [INFO ] [FORECASTER] Starting predict_future for DTE
[2025-12-01T20:35:58.462398] [DEBUG] [LOCAL     ] No optimal features file found for DTE: ./output/feature-sets/DTE.txt
[2025-12-01T20:35:58.462446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:58.462476] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:58.462501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:58.462555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:58.516596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:58.517353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:58.517431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:58.517462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:58.633284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:58.633435] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:35:58.633471] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:58.633498] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:58.636769] [DEBUG] [FORECASTER] DTE: Forecast T+1@11:T+2@11: DOWN (p=45.54%)
[2025-12-01T20:35:58.637036] [INFO ] [FORECASTER] Completed predict_future for DTE
[2025-12-01T20:35:58.637161] [INFO ] [sig       ] DTE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:35:58.775549] [INFO ] [LOCAL     ] Saved forecast: DTE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/DTE.txt
[2025-12-01T20:35:58.775706] [INFO ] [sig       ] [1019/3634] Completed DTE in 0.3s | 2.97 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-01T20:35:58.775743] [INFO ] [sig       ] [1020/3634] Forecasting DTG...
[2025-12-01T20:35:58.775777] [INFO ] [sig       ] Generating forecast for: DTG
[2025-12-01T20:35:58.775805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTG' from 'https://tdm.silogroup.org/data/derivative_storage/DTG.csv'.
[2025-12-01T20:35:58.786704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTG'.
[2025-12-01T20:35:58.787017] [INFO ] [FORECASTER] Starting predict_future for DTG
[2025-12-01T20:35:58.787774] [DEBUG] [LOCAL     ] No optimal features file found for DTG: ./output/feature-sets/DTG.txt
[2025-12-01T20:35:58.787823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:58.787853] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:58.787890] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:58.787945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:58.843337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:58.844089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:58.844167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:58.844199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:58.959998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:58.960140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:58.960178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:58.960204] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:58.963494] [DEBUG] [FORECASTER] DTG: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2025-12-01T20:35:58.963779] [INFO ] [FORECASTER] Completed predict_future for DTG
[2025-12-01T20:35:58.963903] [INFO ] [sig       ] DTG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:59.101262] [INFO ] [LOCAL     ] Saved forecast: DTG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DTG.txt
[2025-12-01T20:35:59.101408] [INFO ] [sig       ] [1020/3634] Completed DTG in 0.3s | 2.97 sym/s | Total: 5.7m | ETA: 14.7m
[2025-12-01T20:35:59.101448] [INFO ] [sig       ] [1021/3634] Forecasting DTIL...
[2025-12-01T20:35:59.101477] [INFO ] [sig       ] Generating forecast for: DTIL
[2025-12-01T20:35:59.101507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTIL' from 'https://tdm.silogroup.org/data/derivative_storage/DTIL.csv'.
[2025-12-01T20:35:59.112127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTIL'.
[2025-12-01T20:35:59.112413] [INFO ] [FORECASTER] Starting predict_future for DTIL
[2025-12-01T20:35:59.113162] [DEBUG] [LOCAL     ] No optimal features file found for DTIL: ./output/feature-sets/DTIL.txt
[2025-12-01T20:35:59.113213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:59.113243] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:59.113269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:59.113323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:59.169683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:59.170497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:59.170600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:59.170635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:59.288375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:59.288526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:59.288564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:59.288645] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:59.292069] [DEBUG] [FORECASTER] DTIL: Forecast T+1@11:T+2@11: UP (p=56.50%)
[2025-12-01T20:35:59.292359] [INFO ] [FORECASTER] Completed predict_future for DTIL
[2025-12-01T20:35:59.292497] [INFO ] [sig       ] DTIL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:35:59.438947] [INFO ] [LOCAL     ] Saved forecast: DTIL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DTIL.txt
[2025-12-01T20:35:59.439112] [INFO ] [sig       ] [1021/3634] Completed DTIL in 0.3s | 2.97 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-01T20:35:59.439155] [INFO ] [sig       ] [1022/3634] Forecasting DTM...
[2025-12-01T20:35:59.439184] [INFO ] [sig       ] Generating forecast for: DTM
[2025-12-01T20:35:59.439212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTM' from 'https://tdm.silogroup.org/data/derivative_storage/DTM.csv'.
[2025-12-01T20:35:59.450341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTM'.
[2025-12-01T20:35:59.450678] [INFO ] [FORECASTER] Starting predict_future for DTM
[2025-12-01T20:35:59.451496] [DEBUG] [LOCAL     ] No optimal features file found for DTM: ./output/feature-sets/DTM.txt
[2025-12-01T20:35:59.451547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:59.451595] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:59.451624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:59.451680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:59.507800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:59.508653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:59.508734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:59.508766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:59.633130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:59.633274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:59.633311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:59.633338] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:59.636743] [DEBUG] [FORECASTER] DTM: Forecast T+1@11:T+2@11: DOWN (p=41.77%)
[2025-12-01T20:35:59.637015] [INFO ] [FORECASTER] Completed predict_future for DTM
[2025-12-01T20:35:59.637141] [INFO ] [sig       ] DTM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:35:59.776760] [INFO ] [LOCAL     ] Saved forecast: DTM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DTM.txt
[2025-12-01T20:35:59.776913] [INFO ] [sig       ] [1022/3634] Completed DTM in 0.3s | 2.97 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-01T20:35:59.776952] [INFO ] [sig       ] [1023/3634] Forecasting DTSS...
[2025-12-01T20:35:59.776981] [INFO ] [sig       ] Generating forecast for: DTSS
[2025-12-01T20:35:59.777009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DTSS' from 'https://tdm.silogroup.org/data/derivative_storage/DTSS.csv'.
[2025-12-01T20:35:59.788674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DTSS'.
[2025-12-01T20:35:59.789045] [INFO ] [FORECASTER] Starting predict_future for DTSS
[2025-12-01T20:35:59.789938] [DEBUG] [LOCAL     ] No optimal features file found for DTSS: ./output/feature-sets/DTSS.txt
[2025-12-01T20:35:59.790001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:35:59.790032] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:35:59.790056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:35:59.790112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:35:59.848188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:35:59.849119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:35:59.849206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:35:59.849237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:35:59.961462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:35:59.961632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:35:59.961671] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:35:59.961699] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:35:59.965053] [DEBUG] [FORECASTER] DTSS: Forecast T+1@11:T+2@11: UP (p=74.80%)
[2025-12-01T20:35:59.965322] [INFO ] [FORECASTER] Completed predict_future for DTSS
[2025-12-01T20:35:59.965448] [INFO ] [sig       ] DTSS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:00.108632] [INFO ] [LOCAL     ] Saved forecast: DTSS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DTSS.txt
[2025-12-01T20:36:00.108788] [INFO ] [sig       ] [1023/3634] Completed DTSS in 0.3s | 2.97 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-01T20:36:00.108825] [INFO ] [sig       ] [1024/3634] Forecasting DUK...
[2025-12-01T20:36:00.108854] [INFO ] [sig       ] Generating forecast for: DUK
[2025-12-01T20:36:00.108890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUK' from 'https://tdm.silogroup.org/data/derivative_storage/DUK.csv'.
[2025-12-01T20:36:00.121480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUK'.
[2025-12-01T20:36:00.121868] [INFO ] [FORECASTER] Starting predict_future for DUK
[2025-12-01T20:36:00.122725] [DEBUG] [LOCAL     ] No optimal features file found for DUK: ./output/feature-sets/DUK.txt
[2025-12-01T20:36:00.122787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:00.122834] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:00.122873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:00.122933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:00.182728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:00.183783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:00.183867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:00.183900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:00.306302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:00.306458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:00.306498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:00.306527] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:00.310383] [DEBUG] [FORECASTER] DUK: Forecast T+1@11:T+2@11: UP (p=91.20%)
[2025-12-01T20:36:00.310678] [INFO ] [FORECASTER] Completed predict_future for DUK
[2025-12-01T20:36:00.310810] [INFO ] [sig       ] DUK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:00.462226] [INFO ] [LOCAL     ] Saved forecast: DUK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DUK.txt
[2025-12-01T20:36:00.462387] [INFO ] [sig       ] [1024/3634] Completed DUK in 0.4s | 2.97 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-01T20:36:00.462429] [INFO ] [sig       ] [1025/3634] Forecasting DUKB...
[2025-12-01T20:36:00.462460] [INFO ] [sig       ] Generating forecast for: DUKB
[2025-12-01T20:36:00.462489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUKB' from 'https://tdm.silogroup.org/data/derivative_storage/DUKB.csv'.
[2025-12-01T20:36:00.474001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUKB'.
[2025-12-01T20:36:00.474385] [INFO ] [FORECASTER] Starting predict_future for DUKB
[2025-12-01T20:36:00.475174] [DEBUG] [LOCAL     ] No optimal features file found for DUKB: ./output/feature-sets/DUKB.txt
[2025-12-01T20:36:00.475225] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:00.475257] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:00.475282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:00.475339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:00.535136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:00.535938] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:00.536021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:00.536056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:00.662738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:00.662909] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:00.662955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:00.662983] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:00.666435] [DEBUG] [FORECASTER] DUKB: Forecast T+1@11:T+2@11: DOWN (p=32.15%)
[2025-12-01T20:36:00.666729] [INFO ] [FORECASTER] Completed predict_future for DUKB
[2025-12-01T20:36:00.666859] [INFO ] [sig       ] DUKB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:00.815335] [INFO ] [LOCAL     ] Saved forecast: DUKB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DUKB.txt
[2025-12-01T20:36:00.815478] [INFO ] [sig       ] [1025/3634] Completed DUKB in 0.4s | 2.97 sym/s | Total: 5.7m | ETA: 14.6m
[2025-12-01T20:36:00.815519] [INFO ] [sig       ] [1026/3634] Forecasting DUOL...
[2025-12-01T20:36:00.815548] [INFO ] [sig       ] Generating forecast for: DUOL
[2025-12-01T20:36:00.815595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DUOL' from 'https://tdm.silogroup.org/data/derivative_storage/DUOL.csv'.
[2025-12-01T20:36:00.827470] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DUOL'.
[2025-12-01T20:36:00.827867] [INFO ] [FORECASTER] Starting predict_future for DUOL
[2025-12-01T20:36:00.828700] [DEBUG] [LOCAL     ] No optimal features file found for DUOL: ./output/feature-sets/DUOL.txt
[2025-12-01T20:36:00.828751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:00.828782] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:00.828808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:00.828863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:00.886251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:00.887061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:00.887144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:00.887176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:01.010512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:01.010684] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:01.010726] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:01.010754] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:01.014234] [DEBUG] [FORECASTER] DUOL: Forecast T+1@11:T+2@11: DOWN (p=23.17%)
[2025-12-01T20:36:01.014551] [INFO ] [FORECASTER] Completed predict_future for DUOL
[2025-12-01T20:36:01.014709] [INFO ] [sig       ] DUOL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:01.155049] [INFO ] [LOCAL     ] Saved forecast: DUOL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DUOL.txt
[2025-12-01T20:36:01.155201] [INFO ] [sig       ] [1026/3634] Completed DUOL in 0.3s | 2.97 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-01T20:36:01.155239] [INFO ] [sig       ] [1027/3634] Forecasting DVA...
[2025-12-01T20:36:01.155268] [INFO ] [sig       ] Generating forecast for: DVA
[2025-12-01T20:36:01.155297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVA' from 'https://tdm.silogroup.org/data/derivative_storage/DVA.csv'.
[2025-12-01T20:36:01.166360] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVA'.
[2025-12-01T20:36:01.166649] [INFO ] [FORECASTER] Starting predict_future for DVA
[2025-12-01T20:36:01.167391] [DEBUG] [LOCAL     ] No optimal features file found for DVA: ./output/feature-sets/DVA.txt
[2025-12-01T20:36:01.167441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:01.167472] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:01.167500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:01.167555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:01.224651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:01.225488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:01.225593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:01.225630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:01.347194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:01.347344] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:01.347381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:01.347408] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:01.354003] [DEBUG] [FORECASTER] DVA: Forecast T+1@11:T+2@11: UP (p=75.77%)
[2025-12-01T20:36:01.354307] [INFO ] [FORECASTER] Completed predict_future for DVA
[2025-12-01T20:36:01.354448] [INFO ] [sig       ] DVA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:01.502284] [INFO ] [LOCAL     ] Saved forecast: DVA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DVA.txt
[2025-12-01T20:36:01.502435] [INFO ] [sig       ] [1027/3634] Completed DVA in 0.3s | 2.97 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-01T20:36:01.502475] [INFO ] [sig       ] [1028/3634] Forecasting DVAX...
[2025-12-01T20:36:01.502504] [INFO ] [sig       ] Generating forecast for: DVAX
[2025-12-01T20:36:01.502533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVAX' from 'https://tdm.silogroup.org/data/derivative_storage/DVAX.csv'.
[2025-12-01T20:36:01.515747] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DVAX'.
[2025-12-01T20:36:01.516117] [INFO ] [FORECASTER] Starting predict_future for DVAX
[2025-12-01T20:36:01.516896] [DEBUG] [LOCAL     ] No optimal features file found for DVAX: ./output/feature-sets/DVAX.txt
[2025-12-01T20:36:01.516947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:01.516978] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:01.517008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:01.517075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:01.573991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:01.574852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:01.574968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:01.575002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:01.700501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:01.700668] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:01.700708] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:01.700735] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:01.704013] [DEBUG] [FORECASTER] DVAX: Forecast T+1@11:T+2@11: UP (p=72.36%)
[2025-12-01T20:36:01.704276] [INFO ] [FORECASTER] Completed predict_future for DVAX
[2025-12-01T20:36:01.704397] [INFO ] [sig       ] DVAX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:01.844592] [INFO ] [LOCAL     ] Saved forecast: DVAX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DVAX.txt
[2025-12-01T20:36:01.844747] [INFO ] [sig       ] [1028/3634] Completed DVAX in 0.3s | 2.97 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-01T20:36:01.844786] [INFO ] [sig       ] [1029/3634] Forecasting DVN...
[2025-12-01T20:36:01.844815] [INFO ] [sig       ] Generating forecast for: DVN
[2025-12-01T20:36:01.844844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVN' from 'https://tdm.silogroup.org/data/derivative_storage/DVN.csv'.
[2025-12-01T20:36:01.856216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVN'.
[2025-12-01T20:36:01.856560] [INFO ] [FORECASTER] Starting predict_future for DVN
[2025-12-01T20:36:01.857312] [DEBUG] [LOCAL     ] No optimal features file found for DVN: ./output/feature-sets/DVN.txt
[2025-12-01T20:36:01.857361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:01.857392] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:01.857418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:01.857473] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:01.913356] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:01.914196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:01.914279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:01.914311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:02.053100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:02.053285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:02.053330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:02.053360] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:02.056794] [DEBUG] [FORECASTER] DVN: Forecast T+1@11:T+2@11: DOWN (p=40.47%)
[2025-12-01T20:36:02.057090] [INFO ] [FORECASTER] Completed predict_future for DVN
[2025-12-01T20:36:02.057222] [INFO ] [sig       ] DVN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:02.195968] [INFO ] [LOCAL     ] Saved forecast: DVN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DVN.txt
[2025-12-01T20:36:02.196124] [INFO ] [sig       ] [1029/3634] Completed DVN in 0.4s | 2.97 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-01T20:36:02.196165] [INFO ] [sig       ] [1030/3634] Forecasting DVY...
[2025-12-01T20:36:02.196194] [INFO ] [sig       ] Generating forecast for: DVY
[2025-12-01T20:36:02.196222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DVY' from 'https://tdm.silogroup.org/data/derivative_storage/DVY.csv'.
[2025-12-01T20:36:02.208225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DVY'.
[2025-12-01T20:36:02.208671] [INFO ] [FORECASTER] Starting predict_future for DVY
[2025-12-01T20:36:02.209453] [DEBUG] [LOCAL     ] No optimal features file found for DVY: ./output/feature-sets/DVY.txt
[2025-12-01T20:36:02.209504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:02.209535] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:02.209560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:02.209634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:02.265395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:02.266279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:02.266369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:02.266403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:02.387991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:02.388150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:02.388188] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:02.388215] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:02.391640] [DEBUG] [FORECASTER] DVY: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-01T20:36:02.391917] [INFO ] [FORECASTER] Completed predict_future for DVY
[2025-12-01T20:36:02.392056] [INFO ] [sig       ] DVY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:02.534168] [INFO ] [LOCAL     ] Saved forecast: DVY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DVY.txt
[2025-12-01T20:36:02.534320] [INFO ] [sig       ] [1030/3634] Completed DVY in 0.3s | 2.97 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-01T20:36:02.534361] [INFO ] [sig       ] [1031/3634] Forecasting DWAS...
[2025-12-01T20:36:02.534390] [INFO ] [sig       ] Generating forecast for: DWAS
[2025-12-01T20:36:02.534418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWAS' from 'https://tdm.silogroup.org/data/derivative_storage/DWAS.csv'.
[2025-12-01T20:36:02.546506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWAS'.
[2025-12-01T20:36:02.546904] [INFO ] [FORECASTER] Starting predict_future for DWAS
[2025-12-01T20:36:02.547675] [DEBUG] [LOCAL     ] No optimal features file found for DWAS: ./output/feature-sets/DWAS.txt
[2025-12-01T20:36:02.547725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:02.547755] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:02.547780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:02.547835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:02.602407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:02.603229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:02.603307] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:02.603338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:02.719623] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:02.719769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:02.719807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:02.719835] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:02.723067] [DEBUG] [FORECASTER] DWAS: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-12-01T20:36:02.723332] [INFO ] [FORECASTER] Completed predict_future for DWAS
[2025-12-01T20:36:02.723461] [INFO ] [sig       ] DWAS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:02.872453] [INFO ] [LOCAL     ] Saved forecast: DWAS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/DWAS.txt
[2025-12-01T20:36:02.872632] [INFO ] [sig       ] [1031/3634] Completed DWAS in 0.3s | 2.97 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-01T20:36:02.872674] [INFO ] [sig       ] [1032/3634] Forecasting DWSH...
[2025-12-01T20:36:02.872705] [INFO ] [sig       ] Generating forecast for: DWSH
[2025-12-01T20:36:02.872735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DWSH' from 'https://tdm.silogroup.org/data/derivative_storage/DWSH.csv'.
[2025-12-01T20:36:02.883614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DWSH'.
[2025-12-01T20:36:02.883936] [INFO ] [FORECASTER] Starting predict_future for DWSH
[2025-12-01T20:36:02.884832] [DEBUG] [LOCAL     ] No optimal features file found for DWSH: ./output/feature-sets/DWSH.txt
[2025-12-01T20:36:02.884884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:02.884917] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:02.884944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:02.885001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:02.942478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:02.943309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:02.943393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:02.943427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:03.048858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:03.049013] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:03.049052] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:03.049082] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:03.052382] [DEBUG] [FORECASTER] DWSH: Forecast T+1@11:T+2@11: UP (p=57.57%)
[2025-12-01T20:36:03.052671] [INFO ] [FORECASTER] Completed predict_future for DWSH
[2025-12-01T20:36:03.052796] [INFO ] [sig       ] DWSH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:03.193697] [INFO ] [LOCAL     ] Saved forecast: DWSH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DWSH.txt
[2025-12-01T20:36:03.193860] [INFO ] [sig       ] [1032/3634] Completed DWSH in 0.3s | 2.97 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-01T20:36:03.193902] [INFO ] [sig       ] [1033/3634] Forecasting DX...
[2025-12-01T20:36:03.193931] [INFO ] [sig       ] Generating forecast for: DX
[2025-12-01T20:36:03.193961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DX' from 'https://tdm.silogroup.org/data/derivative_storage/DX.csv'.
[2025-12-01T20:36:03.204675] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'DX'.
[2025-12-01T20:36:03.204982] [INFO ] [FORECASTER] Starting predict_future for DX
[2025-12-01T20:36:03.205828] [DEBUG] [LOCAL     ] No optimal features file found for DX: ./output/feature-sets/DX.txt
[2025-12-01T20:36:03.205893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:03.205924] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:03.205949] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:03.206003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:03.262017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:03.263020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:03.263103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:03.263138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:03.386238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:03.386386] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:03.386423] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:03.386450] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:03.389916] [DEBUG] [FORECASTER] DX: Forecast T+1@11:T+2@11: UP (p=99.11%)
[2025-12-01T20:36:03.390182] [INFO ] [FORECASTER] Completed predict_future for DX
[2025-12-01T20:36:03.390304] [INFO ] [sig       ] DX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:03.528253] [INFO ] [LOCAL     ] Saved forecast: DX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/DX.txt
[2025-12-01T20:36:03.528428] [INFO ] [sig       ] [1033/3634] Completed DX in 0.3s | 2.97 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-01T20:36:03.528466] [INFO ] [sig       ] [1034/3634] Forecasting DXC...
[2025-12-01T20:36:03.528496] [INFO ] [sig       ] Generating forecast for: DXC
[2025-12-01T20:36:03.528524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXC' from 'https://tdm.silogroup.org/data/derivative_storage/DXC.csv'.
[2025-12-01T20:36:03.539740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXC'.
[2025-12-01T20:36:03.540023] [INFO ] [FORECASTER] Starting predict_future for DXC
[2025-12-01T20:36:03.540778] [DEBUG] [LOCAL     ] No optimal features file found for DXC: ./output/feature-sets/DXC.txt
[2025-12-01T20:36:03.540827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:03.540857] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:03.540883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:03.540937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:03.596033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:03.596848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:03.596928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:03.596959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:03.714001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:03.714150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:03.714186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:03.714214] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:03.717449] [DEBUG] [FORECASTER] DXC: Forecast T+1@11:T+2@11: UP (p=80.30%)
[2025-12-01T20:36:03.717755] [INFO ] [FORECASTER] Completed predict_future for DXC
[2025-12-01T20:36:03.717883] [INFO ] [sig       ] DXC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:03.854342] [INFO ] [LOCAL     ] Saved forecast: DXC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DXC.txt
[2025-12-01T20:36:03.854506] [INFO ] [sig       ] [1034/3634] Completed DXC in 0.3s | 2.97 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-01T20:36:03.854543] [INFO ] [sig       ] [1035/3634] Forecasting DXCM...
[2025-12-01T20:36:03.854592] [INFO ] [sig       ] Generating forecast for: DXCM
[2025-12-01T20:36:03.854626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXCM' from 'https://tdm.silogroup.org/data/derivative_storage/DXCM.csv'.
[2025-12-01T20:36:03.866239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXCM'.
[2025-12-01T20:36:03.866567] [INFO ] [FORECASTER] Starting predict_future for DXCM
[2025-12-01T20:36:03.867322] [DEBUG] [LOCAL     ] No optimal features file found for DXCM: ./output/feature-sets/DXCM.txt
[2025-12-01T20:36:03.867372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:03.867430] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:03.867458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:03.867513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:03.922190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:03.922911] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:03.922989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:03.923020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:04.041693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:04.041842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:04.041879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:04.041906] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:04.045165] [DEBUG] [FORECASTER] DXCM: Forecast T+1@11:T+2@11: UP (p=92.77%)
[2025-12-01T20:36:04.045430] [INFO ] [FORECASTER] Completed predict_future for DXCM
[2025-12-01T20:36:04.045555] [INFO ] [sig       ] DXCM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:04.183671] [INFO ] [LOCAL     ] Saved forecast: DXCM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DXCM.txt
[2025-12-01T20:36:04.183840] [INFO ] [sig       ] [1035/3634] Completed DXCM in 0.3s | 2.97 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-01T20:36:04.183882] [INFO ] [sig       ] [1036/3634] Forecasting DXPE...
[2025-12-01T20:36:04.183912] [INFO ] [sig       ] Generating forecast for: DXPE
[2025-12-01T20:36:04.183940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DXPE' from 'https://tdm.silogroup.org/data/derivative_storage/DXPE.csv'.
[2025-12-01T20:36:04.195667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DXPE'.
[2025-12-01T20:36:04.196042] [INFO ] [FORECASTER] Starting predict_future for DXPE
[2025-12-01T20:36:04.196848] [DEBUG] [LOCAL     ] No optimal features file found for DXPE: ./output/feature-sets/DXPE.txt
[2025-12-01T20:36:04.196901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:04.196939] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:04.196967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:04.197023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:04.252750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:04.253606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:04.253687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:04.253718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:04.368991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:04.369092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:04.369131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:04.369156] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:04.372189] [DEBUG] [FORECASTER] DXPE: Forecast T+1@11:T+2@11: UP (p=50.99%)
[2025-12-01T20:36:04.372635] [INFO ] [FORECASTER] Completed predict_future for DXPE
[2025-12-01T20:36:04.372758] [INFO ] [sig       ] DXPE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:04.509755] [INFO ] [LOCAL     ] Saved forecast: DXPE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DXPE.txt
[2025-12-01T20:36:04.509858] [INFO ] [sig       ] [1036/3634] Completed DXPE in 0.3s | 2.97 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-01T20:36:04.509901] [INFO ] [sig       ] [1037/3634] Forecasting DY...
[2025-12-01T20:36:04.509929] [INFO ] [sig       ] Generating forecast for: DY
[2025-12-01T20:36:04.509958] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DY' from 'https://tdm.silogroup.org/data/derivative_storage/DY.csv'.
[2025-12-01T20:36:04.521064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DY'.
[2025-12-01T20:36:04.521315] [INFO ] [FORECASTER] Starting predict_future for DY
[2025-12-01T20:36:04.522051] [DEBUG] [LOCAL     ] No optimal features file found for DY: ./output/feature-sets/DY.txt
[2025-12-01T20:36:04.522100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:04.522130] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:04.522156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:04.522210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:04.576825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:04.577389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:04.577464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:04.577494] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:04.694971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:04.695068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:04.695101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:04.695127] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:04.698112] [DEBUG] [FORECASTER] DY: Forecast T+1@11:T+2@11: UP (p=55.04%)
[2025-12-01T20:36:04.698393] [INFO ] [FORECASTER] Completed predict_future for DY
[2025-12-01T20:36:04.698513] [INFO ] [sig       ] DY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:04.838656] [INFO ] [LOCAL     ] Saved forecast: DY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DY.txt
[2025-12-01T20:36:04.838769] [INFO ] [sig       ] [1037/3634] Completed DY in 0.3s | 2.97 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-01T20:36:04.838806] [INFO ] [sig       ] [1038/3634] Forecasting DYN...
[2025-12-01T20:36:04.838834] [INFO ] [sig       ] Generating forecast for: DYN
[2025-12-01T20:36:04.838863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'DYN' from 'https://tdm.silogroup.org/data/derivative_storage/DYN.csv'.
[2025-12-01T20:36:04.850964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'DYN'.
[2025-12-01T20:36:04.851300] [INFO ] [FORECASTER] Starting predict_future for DYN
[2025-12-01T20:36:04.852088] [DEBUG] [LOCAL     ] No optimal features file found for DYN: ./output/feature-sets/DYN.txt
[2025-12-01T20:36:04.852137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:04.852167] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:04.852192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:04.852251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:04.907082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:04.907756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:04.907836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:04.907867] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:05.029744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:05.029896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:05.029934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:05.029960] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:05.033589] [DEBUG] [FORECASTER] DYN: Forecast T+1@11:T+2@11: UP (p=94.58%)
[2025-12-01T20:36:05.033907] [INFO ] [FORECASTER] Completed predict_future for DYN
[2025-12-01T20:36:05.034055] [INFO ] [sig       ] DYN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:05.174198] [INFO ] [LOCAL     ] Saved forecast: DYN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/DYN.txt
[2025-12-01T20:36:05.174349] [INFO ] [sig       ] [1038/3634] Completed DYN in 0.3s | 2.97 sym/s | Total: 5.8m | ETA: 14.6m
[2025-12-01T20:36:05.174387] [INFO ] [sig       ] [1039/3634] Forecasting E...
[2025-12-01T20:36:05.174416] [INFO ] [sig       ] Generating forecast for: E
[2025-12-01T20:36:05.174444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'E' from 'https://tdm.silogroup.org/data/derivative_storage/E.csv'.
[2025-12-01T20:36:05.185887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'E'.
[2025-12-01T20:36:05.186267] [INFO ] [FORECASTER] Starting predict_future for E
[2025-12-01T20:36:05.187096] [DEBUG] [LOCAL     ] No optimal features file found for E: ./output/feature-sets/E.txt
[2025-12-01T20:36:05.187151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:05.187184] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:05.187212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:05.187268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:05.245061] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:05.245925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:05.246007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:05.246040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:05.366823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:05.366978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:05.367027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:05.367063] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:05.370452] [DEBUG] [FORECASTER] E: Forecast T+1@11:T+2@11: DOWN (p=13.83%)
[2025-12-01T20:36:05.370751] [INFO ] [FORECASTER] Completed predict_future for E
[2025-12-01T20:36:05.370885] [INFO ] [sig       ] E: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:05.517211] [INFO ] [LOCAL     ] Saved forecast: E	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/E.txt
[2025-12-01T20:36:05.517362] [INFO ] [sig       ] [1039/3634] Completed E in 0.3s | 2.97 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-01T20:36:05.517399] [INFO ] [sig       ] [1040/3634] Forecasting EA...
[2025-12-01T20:36:05.517429] [INFO ] [sig       ] Generating forecast for: EA
[2025-12-01T20:36:05.517457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EA' from 'https://tdm.silogroup.org/data/derivative_storage/EA.csv'.
[2025-12-01T20:36:05.529309] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EA'.
[2025-12-01T20:36:05.529708] [INFO ] [FORECASTER] Starting predict_future for EA
[2025-12-01T20:36:05.530511] [DEBUG] [LOCAL     ] No optimal features file found for EA: ./output/feature-sets/EA.txt
[2025-12-01T20:36:05.530563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:05.530621] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:05.530650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:05.530706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:05.588177] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:05.589091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:05.589175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:05.589207] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:05.713103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:05.713255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:05.713292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:05.713336] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:05.716646] [DEBUG] [FORECASTER] EA: Forecast T+1@11:T+2@11: UP (p=78.29%)
[2025-12-01T20:36:05.716929] [INFO ] [FORECASTER] Completed predict_future for EA
[2025-12-01T20:36:05.717055] [INFO ] [sig       ] EA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:05.859698] [INFO ] [LOCAL     ] Saved forecast: EA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EA.txt
[2025-12-01T20:36:05.859827] [INFO ] [sig       ] [1040/3634] Completed EA in 0.3s | 2.97 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-01T20:36:05.859864] [INFO ] [sig       ] [1041/3634] Forecasting EAF...
[2025-12-01T20:36:05.859892] [INFO ] [sig       ] Generating forecast for: EAF
[2025-12-01T20:36:05.859920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAF' from 'https://tdm.silogroup.org/data/derivative_storage/EAF.csv'.
[2025-12-01T20:36:05.871060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAF'.
[2025-12-01T20:36:05.871323] [INFO ] [FORECASTER] Starting predict_future for EAF
[2025-12-01T20:36:05.872080] [DEBUG] [LOCAL     ] No optimal features file found for EAF: ./output/feature-sets/EAF.txt
[2025-12-01T20:36:05.872129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:05.872159] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:05.872184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:05.872237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:05.927185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:05.927921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:05.928001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:05.928035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:06.047094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:06.047241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:06.047278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:06.047304] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:06.050622] [DEBUG] [FORECASTER] EAF: Forecast T+1@11:T+2@11: DOWN (p=46.57%)
[2025-12-01T20:36:06.050891] [INFO ] [FORECASTER] Completed predict_future for EAF
[2025-12-01T20:36:06.051020] [INFO ] [sig       ] EAF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:06.193605] [INFO ] [LOCAL     ] Saved forecast: EAF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EAF.txt
[2025-12-01T20:36:06.193734] [INFO ] [sig       ] [1041/3634] Completed EAF in 0.3s | 2.97 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-01T20:36:06.193773] [INFO ] [sig       ] [1042/3634] Forecasting EAI...
[2025-12-01T20:36:06.193801] [INFO ] [sig       ] Generating forecast for: EAI
[2025-12-01T20:36:06.193829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EAI' from 'https://tdm.silogroup.org/data/derivative_storage/EAI.csv'.
[2025-12-01T20:36:06.207551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EAI'.
[2025-12-01T20:36:06.207917] [INFO ] [FORECASTER] Starting predict_future for EAI
[2025-12-01T20:36:06.208708] [DEBUG] [LOCAL     ] No optimal features file found for EAI: ./output/feature-sets/EAI.txt
[2025-12-01T20:36:06.208758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:06.208788] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:06.208813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:06.208867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:06.268172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:06.269079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:06.269167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:06.269218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:06.387883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:06.388028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:06.388065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:06.388093] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:06.391448] [DEBUG] [FORECASTER] EAI: Forecast T+1@11:T+2@11: DOWN (p=40.57%)
[2025-12-01T20:36:06.391734] [INFO ] [FORECASTER] Completed predict_future for EAI
[2025-12-01T20:36:06.391861] [INFO ] [sig       ] EAI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:06.550914] [INFO ] [LOCAL     ] Saved forecast: EAI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EAI.txt
[2025-12-01T20:36:06.551041] [INFO ] [sig       ] [1042/3634] Completed EAI in 0.4s | 2.97 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-01T20:36:06.551080] [INFO ] [sig       ] [1043/3634] Forecasting EARN...
[2025-12-01T20:36:06.551110] [INFO ] [sig       ] Generating forecast for: EARN
[2025-12-01T20:36:06.551139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EARN' from 'https://tdm.silogroup.org/data/derivative_storage/EARN.csv'.
[2025-12-01T20:36:06.562043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EARN'.
[2025-12-01T20:36:06.562312] [INFO ] [FORECASTER] Starting predict_future for EARN
[2025-12-01T20:36:06.563053] [DEBUG] [LOCAL     ] No optimal features file found for EARN: ./output/feature-sets/EARN.txt
[2025-12-01T20:36:06.563103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:06.563134] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:06.563160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:06.563215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:06.618384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:06.619030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:06.619106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:06.619137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:06.742410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:06.742556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:06.742616] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:06.742644] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:06.746002] [DEBUG] [FORECASTER] EARN: Forecast T+1@11:T+2@11: UP (p=53.29%)
[2025-12-01T20:36:06.746273] [INFO ] [FORECASTER] Completed predict_future for EARN
[2025-12-01T20:36:06.746399] [INFO ] [sig       ] EARN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:06.891345] [INFO ] [LOCAL     ] Saved forecast: EARN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EARN.txt
[2025-12-01T20:36:06.891481] [INFO ] [sig       ] [1043/3634] Completed EARN in 0.3s | 2.97 sym/s | Total: 5.8m | ETA: 14.5m
[2025-12-01T20:36:06.891520] [INFO ] [sig       ] [1044/3634] Forecasting EB...
[2025-12-01T20:36:06.891547] [INFO ] [sig       ] Generating forecast for: EB
[2025-12-01T20:36:06.891593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EB' from 'https://tdm.silogroup.org/data/derivative_storage/EB.csv'.
[2025-12-01T20:36:06.902566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EB'.
[2025-12-01T20:36:06.902847] [INFO ] [FORECASTER] Starting predict_future for EB
[2025-12-01T20:36:06.903600] [DEBUG] [LOCAL     ] No optimal features file found for EB: ./output/feature-sets/EB.txt
[2025-12-01T20:36:06.903665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:06.903695] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:06.903721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:06.903805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:06.960788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:06.963991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:06.964076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:06.964108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:07.085305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:07.085463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:07.085500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:07.085527] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:07.088919] [DEBUG] [FORECASTER] EB: Forecast T+1@11:T+2@11: UP (p=82.31%)
[2025-12-01T20:36:07.089244] [INFO ] [FORECASTER] Completed predict_future for EB
[2025-12-01T20:36:07.089382] [INFO ] [sig       ] EB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:07.232470] [INFO ] [LOCAL     ] Saved forecast: EB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EB.txt
[2025-12-01T20:36:07.232620] [INFO ] [sig       ] [1044/3634] Completed EB in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-01T20:36:07.232661] [INFO ] [sig       ] [1045/3634] Forecasting EBAY...
[2025-12-01T20:36:07.232690] [INFO ] [sig       ] Generating forecast for: EBAY
[2025-12-01T20:36:07.232720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBAY' from 'https://tdm.silogroup.org/data/derivative_storage/EBAY.csv'.
[2025-12-01T20:36:07.247375] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EBAY'.
[2025-12-01T20:36:07.247832] [INFO ] [FORECASTER] Starting predict_future for EBAY
[2025-12-01T20:36:07.248945] [DEBUG] [LOCAL     ] No optimal features file found for EBAY: ./output/feature-sets/EBAY.txt
[2025-12-01T20:36:07.249008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:07.249055] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:07.249096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:07.249182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:07.313956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:07.314737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:07.314817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:07.314848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:07.435608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:07.435754] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:07.435793] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:07.435821] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:07.439125] [DEBUG] [FORECASTER] EBAY: Forecast T+1@11:T+2@11: DOWN (p=6.25%)
[2025-12-01T20:36:07.439392] [INFO ] [FORECASTER] Completed predict_future for EBAY
[2025-12-01T20:36:07.439516] [INFO ] [sig       ] EBAY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:36:07.581118] [INFO ] [LOCAL     ] Saved forecast: EBAY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EBAY.txt
[2025-12-01T20:36:07.581269] [INFO ] [sig       ] [1045/3634] Completed EBAY in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-01T20:36:07.581310] [INFO ] [sig       ] [1046/3634] Forecasting EBC...
[2025-12-01T20:36:07.581341] [INFO ] [sig       ] Generating forecast for: EBC
[2025-12-01T20:36:07.581372] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBC' from 'https://tdm.silogroup.org/data/derivative_storage/EBC.csv'.
[2025-12-01T20:36:07.593335] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBC'.
[2025-12-01T20:36:07.593680] [INFO ] [FORECASTER] Starting predict_future for EBC
[2025-12-01T20:36:07.594423] [DEBUG] [LOCAL     ] No optimal features file found for EBC: ./output/feature-sets/EBC.txt
[2025-12-01T20:36:07.594485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:07.594517] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:07.594542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:07.594617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:07.648879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:07.649504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:07.649597] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:07.649630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:07.769338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:07.769489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:07.769525] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:07.769553] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:07.772790] [DEBUG] [FORECASTER] EBC: Forecast T+1@11:T+2@11: UP (p=56.86%)
[2025-12-01T20:36:07.773045] [INFO ] [FORECASTER] Completed predict_future for EBC
[2025-12-01T20:36:07.773166] [INFO ] [sig       ] EBC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:07.953996] [INFO ] [LOCAL     ] Saved forecast: EBC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EBC.txt
[2025-12-01T20:36:07.954145] [INFO ] [sig       ] [1046/3634] Completed EBC in 0.4s | 2.97 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-01T20:36:07.954184] [INFO ] [sig       ] [1047/3634] Forecasting EBF...
[2025-12-01T20:36:07.954216] [INFO ] [sig       ] Generating forecast for: EBF
[2025-12-01T20:36:07.954245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBF' from 'https://tdm.silogroup.org/data/derivative_storage/EBF.csv'.
[2025-12-01T20:36:07.965649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBF'.
[2025-12-01T20:36:07.965981] [INFO ] [FORECASTER] Starting predict_future for EBF
[2025-12-01T20:36:07.966732] [DEBUG] [LOCAL     ] No optimal features file found for EBF: ./output/feature-sets/EBF.txt
[2025-12-01T20:36:07.966781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:07.966811] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:07.966836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:07.966890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:08.022168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:08.023013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:08.023092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:08.023124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:08.138829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:08.138985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:08.139022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:08.139049] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:08.142257] [DEBUG] [FORECASTER] EBF: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-01T20:36:08.142521] [INFO ] [FORECASTER] Completed predict_future for EBF
[2025-12-01T20:36:08.142665] [INFO ] [sig       ] EBF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:08.279962] [INFO ] [LOCAL     ] Saved forecast: EBF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EBF.txt
[2025-12-01T20:36:08.280092] [INFO ] [sig       ] [1047/3634] Completed EBF in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-01T20:36:08.280128] [INFO ] [sig       ] [1048/3634] Forecasting EBON...
[2025-12-01T20:36:08.280157] [INFO ] [sig       ] Generating forecast for: EBON
[2025-12-01T20:36:08.280185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBON' from 'https://tdm.silogroup.org/data/derivative_storage/EBON.csv'.
[2025-12-01T20:36:08.292166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBON'.
[2025-12-01T20:36:08.292540] [INFO ] [FORECASTER] Starting predict_future for EBON
[2025-12-01T20:36:08.293390] [DEBUG] [LOCAL     ] No optimal features file found for EBON: ./output/feature-sets/EBON.txt
[2025-12-01T20:36:08.293443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:08.293474] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:08.293501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:08.293557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:08.352443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:08.353288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:08.353372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:08.353404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:08.457592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:08.457746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:08.457784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:08.457814] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:08.461197] [DEBUG] [FORECASTER] EBON: Forecast T+1@11:T+2@11: UP (p=85.90%)
[2025-12-01T20:36:08.461479] [INFO ] [FORECASTER] Completed predict_future for EBON
[2025-12-01T20:36:08.461625] [INFO ] [sig       ] EBON: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:08.609137] [INFO ] [LOCAL     ] Saved forecast: EBON	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EBON.txt
[2025-12-01T20:36:08.609313] [INFO ] [sig       ] [1048/3634] Completed EBON in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-01T20:36:08.609388] [INFO ] [sig       ] [1049/3634] Forecasting EBS...
[2025-12-01T20:36:08.609421] [INFO ] [sig       ] Generating forecast for: EBS
[2025-12-01T20:36:08.609452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EBS' from 'https://tdm.silogroup.org/data/derivative_storage/EBS.csv'.
[2025-12-01T20:36:08.621610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EBS'.
[2025-12-01T20:36:08.622002] [INFO ] [FORECASTER] Starting predict_future for EBS
[2025-12-01T20:36:08.622766] [DEBUG] [LOCAL     ] No optimal features file found for EBS: ./output/feature-sets/EBS.txt
[2025-12-01T20:36:08.622816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:08.622846] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:08.622870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:08.622925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:08.677498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:08.678228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:08.678322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:08.678354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:08.794757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:08.794912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:08.794950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:08.794978] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:08.798266] [DEBUG] [FORECASTER] EBS: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2025-12-01T20:36:08.798614] [INFO ] [FORECASTER] Completed predict_future for EBS
[2025-12-01T20:36:08.798744] [INFO ] [sig       ] EBS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:08.933937] [INFO ] [LOCAL     ] Saved forecast: EBS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EBS.txt
[2025-12-01T20:36:08.934073] [INFO ] [sig       ] [1049/3634] Completed EBS in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-01T20:36:08.934110] [INFO ] [sig       ] [1050/3634] Forecasting EC...
[2025-12-01T20:36:08.934138] [INFO ] [sig       ] Generating forecast for: EC
[2025-12-01T20:36:08.934166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EC' from 'https://tdm.silogroup.org/data/derivative_storage/EC.csv'.
[2025-12-01T20:36:08.945769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EC'.
[2025-12-01T20:36:08.946050] [INFO ] [FORECASTER] Starting predict_future for EC
[2025-12-01T20:36:08.946785] [DEBUG] [LOCAL     ] No optimal features file found for EC: ./output/feature-sets/EC.txt
[2025-12-01T20:36:08.946834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:08.946863] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:08.946888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:08.946943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:09.001269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:09.002115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:09.002194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:09.002225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:09.129496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:09.129661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:09.129702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:09.129730] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:09.133451] [DEBUG] [FORECASTER] EC: Forecast T+1@11:T+2@11: DOWN (p=11.74%)
[2025-12-01T20:36:09.133803] [INFO ] [FORECASTER] Completed predict_future for EC
[2025-12-01T20:36:09.133960] [INFO ] [sig       ] EC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:09.274975] [INFO ] [LOCAL     ] Saved forecast: EC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EC.txt
[2025-12-01T20:36:09.275109] [INFO ] [sig       ] [1050/3634] Completed EC in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-01T20:36:09.275147] [INFO ] [sig       ] [1051/3634] Forecasting ECC...
[2025-12-01T20:36:09.275176] [INFO ] [sig       ] Generating forecast for: ECC
[2025-12-01T20:36:09.275204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECC' from 'https://tdm.silogroup.org/data/derivative_storage/ECC.csv'.
[2025-12-01T20:36:09.286709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECC'.
[2025-12-01T20:36:09.287030] [INFO ] [FORECASTER] Starting predict_future for ECC
[2025-12-01T20:36:09.287815] [DEBUG] [LOCAL     ] No optimal features file found for ECC: ./output/feature-sets/ECC.txt
[2025-12-01T20:36:09.287865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:09.287895] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:09.287920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:09.287974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:09.343406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:09.344046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:09.344124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:09.344154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:09.459936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:09.460083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:09.460120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:09.460146] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:09.463365] [DEBUG] [FORECASTER] ECC: Forecast T+1@11:T+2@11: UP (p=77.33%)
[2025-12-01T20:36:09.463656] [INFO ] [FORECASTER] Completed predict_future for ECC
[2025-12-01T20:36:09.463775] [INFO ] [sig       ] ECC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:09.599377] [INFO ] [LOCAL     ] Saved forecast: ECC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ECC.txt
[2025-12-01T20:36:09.599501] [INFO ] [sig       ] [1051/3634] Completed ECC in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-01T20:36:09.599537] [INFO ] [sig       ] [1052/3634] Forecasting ECL...
[2025-12-01T20:36:09.599564] [INFO ] [sig       ] Generating forecast for: ECL
[2025-12-01T20:36:09.599612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECL' from 'https://tdm.silogroup.org/data/derivative_storage/ECL.csv'.
[2025-12-01T20:36:09.612746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECL'.
[2025-12-01T20:36:09.613323] [INFO ] [FORECASTER] Starting predict_future for ECL
[2025-12-01T20:36:09.614275] [DEBUG] [LOCAL     ] No optimal features file found for ECL: ./output/feature-sets/ECL.txt
[2025-12-01T20:36:09.614330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:09.614363] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:09.614388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:09.614489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:09.672294] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:09.673489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:09.673609] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:09.673646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:09.795507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:09.795637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:09.795679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:09.795709] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:09.799280] [DEBUG] [FORECASTER] ECL: Forecast T+1@11:T+2@11: UP (p=61.85%)
[2025-12-01T20:36:09.799565] [INFO ] [FORECASTER] Completed predict_future for ECL
[2025-12-01T20:36:09.799714] [INFO ] [sig       ] ECL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:09.944859] [INFO ] [LOCAL     ] Saved forecast: ECL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ECL.txt
[2025-12-01T20:36:09.945010] [INFO ] [sig       ] [1052/3634] Completed ECL in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-01T20:36:09.945048] [INFO ] [sig       ] [1053/3634] Forecasting ECPG...
[2025-12-01T20:36:09.945078] [INFO ] [sig       ] Generating forecast for: ECPG
[2025-12-01T20:36:09.945108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECPG' from 'https://tdm.silogroup.org/data/derivative_storage/ECPG.csv'.
[2025-12-01T20:36:09.956612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECPG'.
[2025-12-01T20:36:09.957002] [INFO ] [FORECASTER] Starting predict_future for ECPG
[2025-12-01T20:36:09.957989] [DEBUG] [LOCAL     ] No optimal features file found for ECPG: ./output/feature-sets/ECPG.txt
[2025-12-01T20:36:09.958050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:09.958090] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:09.958123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:09.958195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:10.017895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:10.018794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:10.018879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:10.018911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:10.132328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:10.132481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:10.132535] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:10.132564] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:10.135830] [DEBUG] [FORECASTER] ECPG: Forecast T+1@11:T+2@11: UP (p=72.66%)
[2025-12-01T20:36:10.136088] [INFO ] [FORECASTER] Completed predict_future for ECPG
[2025-12-01T20:36:10.136207] [INFO ] [sig       ] ECPG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:10.272198] [INFO ] [LOCAL     ] Saved forecast: ECPG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ECPG.txt
[2025-12-01T20:36:10.272337] [INFO ] [sig       ] [1053/3634] Completed ECPG in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-01T20:36:10.272375] [INFO ] [sig       ] [1054/3634] Forecasting ECX...
[2025-12-01T20:36:10.272406] [INFO ] [sig       ] Generating forecast for: ECX
[2025-12-01T20:36:10.272434] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ECX' from 'https://tdm.silogroup.org/data/derivative_storage/ECX.csv'.
[2025-12-01T20:36:10.285809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ECX'.
[2025-12-01T20:36:10.286107] [INFO ] [FORECASTER] Starting predict_future for ECX
[2025-12-01T20:36:10.286866] [DEBUG] [LOCAL     ] No optimal features file found for ECX: ./output/feature-sets/ECX.txt
[2025-12-01T20:36:10.286916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:10.286946] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:10.286971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:10.287027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:10.341699] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:10.342364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:10.342442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:10.342474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:10.459810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:10.459957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:10.459995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:10.460023] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:10.463246] [DEBUG] [FORECASTER] ECX: Forecast T+1@11:T+2@11: DOWN (p=10.03%)
[2025-12-01T20:36:10.463505] [INFO ] [FORECASTER] Completed predict_future for ECX
[2025-12-01T20:36:10.463642] [INFO ] [sig       ] ECX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:10.600246] [INFO ] [LOCAL     ] Saved forecast: ECX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ECX.txt
[2025-12-01T20:36:10.600399] [INFO ] [sig       ] [1054/3634] Completed ECX in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-01T20:36:10.600436] [INFO ] [sig       ] [1055/3634] Forecasting ED...
[2025-12-01T20:36:10.600464] [INFO ] [sig       ] Generating forecast for: ED
[2025-12-01T20:36:10.600492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ED' from 'https://tdm.silogroup.org/data/derivative_storage/ED.csv'.
[2025-12-01T20:36:10.611700] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ED'.
[2025-12-01T20:36:10.612009] [INFO ] [FORECASTER] Starting predict_future for ED
[2025-12-01T20:36:10.612850] [DEBUG] [LOCAL     ] No optimal features file found for ED: ./output/feature-sets/ED.txt
[2025-12-01T20:36:10.612900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:10.612931] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:10.612957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:10.613011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:10.672483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:10.673375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:10.673462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:10.673507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:10.799888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:10.800042] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:10.800089] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:10.800117] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:10.803550] [DEBUG] [FORECASTER] ED: Forecast T+1@11:T+2@11: DOWN (p=27.40%)
[2025-12-01T20:36:10.803866] [INFO ] [FORECASTER] Completed predict_future for ED
[2025-12-01T20:36:10.803992] [INFO ] [sig       ] ED: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:36:10.947071] [INFO ] [LOCAL     ] Saved forecast: ED	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ED.txt
[2025-12-01T20:36:10.947210] [INFO ] [sig       ] [1055/3634] Completed ED in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-01T20:36:10.947249] [INFO ] [sig       ] [1056/3634] Forecasting EDAP...
[2025-12-01T20:36:10.947277] [INFO ] [sig       ] Generating forecast for: EDAP
[2025-12-01T20:36:10.947305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDAP' from 'https://tdm.silogroup.org/data/derivative_storage/EDAP.csv'.
[2025-12-01T20:36:10.958607] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EDAP'.
[2025-12-01T20:36:10.958953] [INFO ] [FORECASTER] Starting predict_future for EDAP
[2025-12-01T20:36:10.959784] [DEBUG] [LOCAL     ] No optimal features file found for EDAP: ./output/feature-sets/EDAP.txt
[2025-12-01T20:36:10.959844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:10.959883] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:10.959908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:10.959962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:11.018181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:11.019023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:11.019111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:11.019145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:11.140651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:11.140800] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:11.140838] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:11.140866] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:11.144470] [DEBUG] [FORECASTER] EDAP: Forecast T+1@11:T+2@11: UP (p=84.29%)
[2025-12-01T20:36:11.144769] [INFO ] [FORECASTER] Completed predict_future for EDAP
[2025-12-01T20:36:11.144895] [INFO ] [sig       ] EDAP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:11.287525] [INFO ] [LOCAL     ] Saved forecast: EDAP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EDAP.txt
[2025-12-01T20:36:11.287730] [INFO ] [sig       ] [1056/3634] Completed EDAP in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-01T20:36:11.287796] [INFO ] [sig       ] [1057/3634] Forecasting EDBL...
[2025-12-01T20:36:11.287831] [INFO ] [sig       ] Generating forecast for: EDBL
[2025-12-01T20:36:11.287890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDBL' from 'https://tdm.silogroup.org/data/derivative_storage/EDBL.csv'.
[2025-12-01T20:36:11.298874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDBL'.
[2025-12-01T20:36:11.299173] [INFO ] [FORECASTER] Starting predict_future for EDBL
[2025-12-01T20:36:11.299951] [DEBUG] [LOCAL     ] No optimal features file found for EDBL: ./output/feature-sets/EDBL.txt
[2025-12-01T20:36:11.300000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:11.300042] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:11.300070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:11.300125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:11.359000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:11.359745] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:11.359824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:11.359856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:11.481986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:11.482138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:11.482177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:11.482205] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:11.485534] [DEBUG] [FORECASTER] EDBL: Forecast T+1@11:T+2@11: DOWN (p=23.70%)
[2025-12-01T20:36:11.485838] [INFO ] [FORECASTER] Completed predict_future for EDBL
[2025-12-01T20:36:11.485970] [INFO ] [sig       ] EDBL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:11.633510] [INFO ] [LOCAL     ] Saved forecast: EDBL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EDBL.txt
[2025-12-01T20:36:11.633668] [INFO ] [sig       ] [1057/3634] Completed EDBL in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.5m
[2025-12-01T20:36:11.633710] [INFO ] [sig       ] [1058/3634] Forecasting EDD...
[2025-12-01T20:36:11.633740] [INFO ] [sig       ] Generating forecast for: EDD
[2025-12-01T20:36:11.633777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDD' from 'https://tdm.silogroup.org/data/derivative_storage/EDD.csv'.
[2025-12-01T20:36:11.645030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDD'.
[2025-12-01T20:36:11.645374] [INFO ] [FORECASTER] Starting predict_future for EDD
[2025-12-01T20:36:11.646174] [DEBUG] [LOCAL     ] No optimal features file found for EDD: ./output/feature-sets/EDD.txt
[2025-12-01T20:36:11.646224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:11.646255] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:11.646283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:11.646338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:11.703843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:11.704634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:11.704716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:11.704747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:11.823826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:11.823975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:11.824013] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:11.824040] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:11.827269] [DEBUG] [FORECASTER] EDD: Forecast T+1@11:T+2@11: UP (p=71.93%)
[2025-12-01T20:36:11.827531] [INFO ] [FORECASTER] Completed predict_future for EDD
[2025-12-01T20:36:11.827670] [INFO ] [sig       ] EDD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:11.964120] [INFO ] [LOCAL     ] Saved forecast: EDD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EDD.txt
[2025-12-01T20:36:11.964254] [INFO ] [sig       ] [1058/3634] Completed EDD in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-01T20:36:11.964292] [INFO ] [sig       ] [1059/3634] Forecasting EDF...
[2025-12-01T20:36:11.964325] [INFO ] [sig       ] Generating forecast for: EDF
[2025-12-01T20:36:11.964354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDF' from 'https://tdm.silogroup.org/data/derivative_storage/EDF.csv'.
[2025-12-01T20:36:11.978725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EDF'.
[2025-12-01T20:36:11.979382] [INFO ] [FORECASTER] Starting predict_future for EDF
[2025-12-01T20:36:11.980460] [DEBUG] [LOCAL     ] No optimal features file found for EDF: ./output/feature-sets/EDF.txt
[2025-12-01T20:36:11.980521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:11.980561] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:11.980616] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:11.980693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:12.050740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:12.051649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:12.051734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:12.051765] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:12.165904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:12.166064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:12.166102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:12.166129] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:12.169427] [DEBUG] [FORECASTER] EDF: Forecast T+1@11:T+2@11: UP (p=99.25%)
[2025-12-01T20:36:12.169734] [INFO ] [FORECASTER] Completed predict_future for EDF
[2025-12-01T20:36:12.169862] [INFO ] [sig       ] EDF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:12.307012] [INFO ] [LOCAL     ] Saved forecast: EDF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EDF.txt
[2025-12-01T20:36:12.307163] [INFO ] [sig       ] [1059/3634] Completed EDF in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-01T20:36:12.307200] [INFO ] [sig       ] [1060/3634] Forecasting EDN...
[2025-12-01T20:36:12.307229] [INFO ] [sig       ] Generating forecast for: EDN
[2025-12-01T20:36:12.307259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EDN' from 'https://tdm.silogroup.org/data/derivative_storage/EDN.csv'.
[2025-12-01T20:36:12.318125] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EDN'.
[2025-12-01T20:36:12.318402] [INFO ] [FORECASTER] Starting predict_future for EDN
[2025-12-01T20:36:12.319154] [DEBUG] [LOCAL     ] No optimal features file found for EDN: ./output/feature-sets/EDN.txt
[2025-12-01T20:36:12.319203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:12.319232] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:12.319258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:12.319312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:12.374292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:12.375217] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:12.375300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:12.375333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:12.495237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:12.495385] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:12.495426] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:12.495454] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:12.498768] [DEBUG] [FORECASTER] EDN: Forecast T+1@11:T+2@11: UP (p=57.50%)
[2025-12-01T20:36:12.499034] [INFO ] [FORECASTER] Completed predict_future for EDN
[2025-12-01T20:36:12.499156] [INFO ] [sig       ] EDN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:12.638820] [INFO ] [LOCAL     ] Saved forecast: EDN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EDN.txt
[2025-12-01T20:36:12.638940] [INFO ] [sig       ] [1060/3634] Completed EDN in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-01T20:36:12.638974] [INFO ] [sig       ] [1061/3634] Forecasting EE...
[2025-12-01T20:36:12.639008] [INFO ] [sig       ] Generating forecast for: EE
[2025-12-01T20:36:12.639038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EE' from 'https://tdm.silogroup.org/data/derivative_storage/EE.csv'.
[2025-12-01T20:36:12.650028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EE'.
[2025-12-01T20:36:12.650274] [INFO ] [FORECASTER] Starting predict_future for EE
[2025-12-01T20:36:12.651020] [DEBUG] [LOCAL     ] No optimal features file found for EE: ./output/feature-sets/EE.txt
[2025-12-01T20:36:12.651068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:12.651099] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:12.651123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:12.651178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:12.706640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:12.707216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:12.707293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:12.707324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:12.821698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:12.821838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:12.821875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:12.821904] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:12.825063] [DEBUG] [FORECASTER] EE: Forecast T+1@11:T+2@11: UP (p=95.94%)
[2025-12-01T20:36:12.825316] [INFO ] [FORECASTER] Completed predict_future for EE
[2025-12-01T20:36:12.825435] [INFO ] [sig       ] EE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:12.963058] [INFO ] [LOCAL     ] Saved forecast: EE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EE.txt
[2025-12-01T20:36:12.963188] [INFO ] [sig       ] [1061/3634] Completed EE in 0.3s | 2.97 sym/s | Total: 5.9m | ETA: 14.4m
[2025-12-01T20:36:12.963224] [INFO ] [sig       ] [1062/3634] Forecasting EEMA...
[2025-12-01T20:36:12.963252] [INFO ] [sig       ] Generating forecast for: EEMA
[2025-12-01T20:36:12.963280] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEMA' from 'https://tdm.silogroup.org/data/derivative_storage/EEMA.csv'.
[2025-12-01T20:36:12.975881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEMA'.
[2025-12-01T20:36:12.976263] [INFO ] [FORECASTER] Starting predict_future for EEMA
[2025-12-01T20:36:12.977056] [DEBUG] [LOCAL     ] No optimal features file found for EEMA: ./output/feature-sets/EEMA.txt
[2025-12-01T20:36:12.977106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:12.977135] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:12.977161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:12.977216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:13.032951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:13.033704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:13.033785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:13.033817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:13.151476] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:13.151648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:13.151688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:13.151717] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:13.155068] [DEBUG] [FORECASTER] EEMA: Forecast T+1@11:T+2@11: UP (p=61.95%)
[2025-12-01T20:36:13.155334] [INFO ] [FORECASTER] Completed predict_future for EEMA
[2025-12-01T20:36:13.155454] [INFO ] [sig       ] EEMA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:13.310410] [INFO ] [LOCAL     ] Saved forecast: EEMA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EEMA.txt
[2025-12-01T20:36:13.310539] [INFO ] [sig       ] [1062/3634] Completed EEMA in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-01T20:36:13.310592] [INFO ] [sig       ] [1063/3634] Forecasting EEX...
[2025-12-01T20:36:13.310624] [INFO ] [sig       ] Generating forecast for: EEX
[2025-12-01T20:36:13.310653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EEX' from 'https://tdm.silogroup.org/data/derivative_storage/EEX.csv'.
[2025-12-01T20:36:13.322771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EEX'.
[2025-12-01T20:36:13.323099] [INFO ] [FORECASTER] Starting predict_future for EEX
[2025-12-01T20:36:13.323864] [DEBUG] [LOCAL     ] No optimal features file found for EEX: ./output/feature-sets/EEX.txt
[2025-12-01T20:36:13.323913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:13.323945] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:13.323970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:13.324026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:13.385682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:13.386362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:13.386452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:13.386485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:13.505811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:13.505954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:13.505990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:13.506018] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:13.509248] [DEBUG] [FORECASTER] EEX: Forecast T+1@11:T+2@11: DOWN (p=19.18%)
[2025-12-01T20:36:13.509541] [INFO ] [FORECASTER] Completed predict_future for EEX
[2025-12-01T20:36:13.509686] [INFO ] [sig       ] EEX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:13.652297] [INFO ] [LOCAL     ] Saved forecast: EEX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EEX.txt
[2025-12-01T20:36:13.652427] [INFO ] [sig       ] [1063/3634] Completed EEX in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-01T20:36:13.652464] [INFO ] [sig       ] [1064/3634] Forecasting EFC...
[2025-12-01T20:36:13.652492] [INFO ] [sig       ] Generating forecast for: EFC
[2025-12-01T20:36:13.652520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFC' from 'https://tdm.silogroup.org/data/derivative_storage/EFC.csv'.
[2025-12-01T20:36:13.664874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFC'.
[2025-12-01T20:36:13.665162] [INFO ] [FORECASTER] Starting predict_future for EFC
[2025-12-01T20:36:13.665918] [DEBUG] [LOCAL     ] No optimal features file found for EFC: ./output/feature-sets/EFC.txt
[2025-12-01T20:36:13.665967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:13.665996] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:13.666022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:13.666077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:13.722180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:13.722776] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:13.722851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:13.722880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:13.838151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:13.838327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:13.838367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:13.838413] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:13.841709] [DEBUG] [FORECASTER] EFC: Forecast T+1@11:T+2@11: UP (p=82.11%)
[2025-12-01T20:36:13.841968] [INFO ] [FORECASTER] Completed predict_future for EFC
[2025-12-01T20:36:13.842087] [INFO ] [sig       ] EFC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:13.979059] [INFO ] [LOCAL     ] Saved forecast: EFC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EFC.txt
[2025-12-01T20:36:13.979185] [INFO ] [sig       ] [1064/3634] Completed EFC in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-01T20:36:13.979221] [INFO ] [sig       ] [1065/3634] Forecasting EFSC...
[2025-12-01T20:36:13.979248] [INFO ] [sig       ] Generating forecast for: EFSC
[2025-12-01T20:36:13.979276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFSC' from 'https://tdm.silogroup.org/data/derivative_storage/EFSC.csv'.
[2025-12-01T20:36:13.991227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFSC'.
[2025-12-01T20:36:13.991527] [INFO ] [FORECASTER] Starting predict_future for EFSC
[2025-12-01T20:36:13.992311] [DEBUG] [LOCAL     ] No optimal features file found for EFSC: ./output/feature-sets/EFSC.txt
[2025-12-01T20:36:13.992362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:13.992392] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:13.992417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:13.992478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:14.050086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:14.050894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:14.050975] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:14.051008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:14.171413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:14.171584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:14.171625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:14.171652] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:14.174896] [DEBUG] [FORECASTER] EFSC: Forecast T+1@11:T+2@11: UP (p=83.97%)
[2025-12-01T20:36:14.175168] [INFO ] [FORECASTER] Completed predict_future for EFSC
[2025-12-01T20:36:14.175293] [INFO ] [sig       ] EFSC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:14.317143] [INFO ] [LOCAL     ] Saved forecast: EFSC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EFSC.txt
[2025-12-01T20:36:14.317283] [INFO ] [sig       ] [1065/3634] Completed EFSC in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-01T20:36:14.317375] [INFO ] [sig       ] [1066/3634] Forecasting EFX...
[2025-12-01T20:36:14.317423] [INFO ] [sig       ] Generating forecast for: EFX
[2025-12-01T20:36:14.317464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EFX' from 'https://tdm.silogroup.org/data/derivative_storage/EFX.csv'.
[2025-12-01T20:36:14.329096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EFX'.
[2025-12-01T20:36:14.329469] [INFO ] [FORECASTER] Starting predict_future for EFX
[2025-12-01T20:36:14.330251] [DEBUG] [LOCAL     ] No optimal features file found for EFX: ./output/feature-sets/EFX.txt
[2025-12-01T20:36:14.330301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:14.330333] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:14.330359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:14.330414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:14.386181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:14.387057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:14.387142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:14.387176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:14.506684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:14.506834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:14.506873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:14.506899] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:14.510232] [DEBUG] [FORECASTER] EFX: Forecast T+1@11:T+2@11: DOWN (p=29.76%)
[2025-12-01T20:36:14.510494] [INFO ] [FORECASTER] Completed predict_future for EFX
[2025-12-01T20:36:14.510631] [INFO ] [sig       ] EFX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:14.651083] [INFO ] [LOCAL     ] Saved forecast: EFX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EFX.txt
[2025-12-01T20:36:14.651212] [INFO ] [sig       ] [1066/3634] Completed EFX in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-01T20:36:14.651257] [INFO ] [sig       ] [1067/3634] Forecasting EG...
[2025-12-01T20:36:14.651287] [INFO ] [sig       ] Generating forecast for: EG
[2025-12-01T20:36:14.651316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EG' from 'https://tdm.silogroup.org/data/derivative_storage/EG.csv'.
[2025-12-01T20:36:14.662274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EG'.
[2025-12-01T20:36:14.662613] [INFO ] [FORECASTER] Starting predict_future for EG
[2025-12-01T20:36:14.663369] [DEBUG] [LOCAL     ] No optimal features file found for EG: ./output/feature-sets/EG.txt
[2025-12-01T20:36:14.663420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:14.663450] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:14.663476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:14.663532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:14.717824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:14.718620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:14.718703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:14.718734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:14.836596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:14.836743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:14.836780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:14.836808] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:14.840078] [DEBUG] [FORECASTER] EG: Forecast T+1@11:T+2@11: DOWN (p=31.35%)
[2025-12-01T20:36:14.840350] [INFO ] [FORECASTER] Completed predict_future for EG
[2025-12-01T20:36:14.840477] [INFO ] [sig       ] EG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:14.976410] [INFO ] [LOCAL     ] Saved forecast: EG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EG.txt
[2025-12-01T20:36:14.976537] [INFO ] [sig       ] [1067/3634] Completed EG in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-01T20:36:14.976591] [INFO ] [sig       ] [1068/3634] Forecasting EGAN...
[2025-12-01T20:36:14.976623] [INFO ] [sig       ] Generating forecast for: EGAN
[2025-12-01T20:36:14.976651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGAN' from 'https://tdm.silogroup.org/data/derivative_storage/EGAN.csv'.
[2025-12-01T20:36:14.988061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGAN'.
[2025-12-01T20:36:14.988410] [INFO ] [FORECASTER] Starting predict_future for EGAN
[2025-12-01T20:36:14.989175] [DEBUG] [LOCAL     ] No optimal features file found for EGAN: ./output/feature-sets/EGAN.txt
[2025-12-01T20:36:14.989224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:14.989253] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:14.989278] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:14.989331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:15.043599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:15.044192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:15.044266] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:15.044297] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:15.158936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:15.159031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:15.159065] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:15.159091] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:15.162100] [DEBUG] [FORECASTER] EGAN: Forecast T+1@11:T+2@11: UP (p=89.26%)
[2025-12-01T20:36:15.162352] [INFO ] [FORECASTER] Completed predict_future for EGAN
[2025-12-01T20:36:15.162470] [INFO ] [sig       ] EGAN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:15.299487] [INFO ] [LOCAL     ] Saved forecast: EGAN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EGAN.txt
[2025-12-01T20:36:15.299605] [INFO ] [sig       ] [1068/3634] Completed EGAN in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-01T20:36:15.299642] [INFO ] [sig       ] [1069/3634] Forecasting EGBN...
[2025-12-01T20:36:15.299671] [INFO ] [sig       ] Generating forecast for: EGBN
[2025-12-01T20:36:15.299699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGBN' from 'https://tdm.silogroup.org/data/derivative_storage/EGBN.csv'.
[2025-12-01T20:36:15.310622] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EGBN'.
[2025-12-01T20:36:15.310873] [INFO ] [FORECASTER] Starting predict_future for EGBN
[2025-12-01T20:36:15.311612] [DEBUG] [LOCAL     ] No optimal features file found for EGBN: ./output/feature-sets/EGBN.txt
[2025-12-01T20:36:15.311667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:15.311696] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:15.311748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:15.311805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:15.366478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:15.367061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:15.367134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:15.367165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:15.484279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:15.484374] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:15.484407] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:15.484434] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:15.487432] [DEBUG] [FORECASTER] EGBN: Forecast T+1@11:T+2@11: UP (p=98.43%)
[2025-12-01T20:36:15.487703] [INFO ] [FORECASTER] Completed predict_future for EGBN
[2025-12-01T20:36:15.487823] [INFO ] [sig       ] EGBN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:15.624747] [INFO ] [LOCAL     ] Saved forecast: EGBN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EGBN.txt
[2025-12-01T20:36:15.624850] [INFO ] [sig       ] [1069/3634] Completed EGBN in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-01T20:36:15.624886] [INFO ] [sig       ] [1070/3634] Forecasting EGP...
[2025-12-01T20:36:15.624943] [INFO ] [sig       ] Generating forecast for: EGP
[2025-12-01T20:36:15.624972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGP' from 'https://tdm.silogroup.org/data/derivative_storage/EGP.csv'.
[2025-12-01T20:36:15.635697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGP'.
[2025-12-01T20:36:15.635945] [INFO ] [FORECASTER] Starting predict_future for EGP
[2025-12-01T20:36:15.636690] [DEBUG] [LOCAL     ] No optimal features file found for EGP: ./output/feature-sets/EGP.txt
[2025-12-01T20:36:15.636749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:15.636781] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:15.636808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:15.636862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:15.691825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:15.692382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:15.692457] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:15.692487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:15.810553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:15.810663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:15.810699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:15.810728] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:15.813949] [DEBUG] [FORECASTER] EGP: Forecast T+1@11:T+2@11: UP (p=82.44%)
[2025-12-01T20:36:15.814205] [INFO ] [FORECASTER] Completed predict_future for EGP
[2025-12-01T20:36:15.814321] [INFO ] [sig       ] EGP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:15.950326] [INFO ] [LOCAL     ] Saved forecast: EGP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EGP.txt
[2025-12-01T20:36:15.950428] [INFO ] [sig       ] [1070/3634] Completed EGP in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-01T20:36:15.950463] [INFO ] [sig       ] [1071/3634] Forecasting EGY...
[2025-12-01T20:36:15.950491] [INFO ] [sig       ] Generating forecast for: EGY
[2025-12-01T20:36:15.950519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EGY' from 'https://tdm.silogroup.org/data/derivative_storage/EGY.csv'.
[2025-12-01T20:36:15.961533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EGY'.
[2025-12-01T20:36:15.961828] [INFO ] [FORECASTER] Starting predict_future for EGY
[2025-12-01T20:36:15.962603] [DEBUG] [LOCAL     ] No optimal features file found for EGY: ./output/feature-sets/EGY.txt
[2025-12-01T20:36:15.962655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:15.962688] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:15.962716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:15.962773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:16.019091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:16.019672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:16.019747] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:16.019778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:16.131239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:16.131329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:16.131363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:16.131389] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:16.134378] [DEBUG] [FORECASTER] EGY: Forecast T+1@11:T+2@11: DOWN (p=29.26%)
[2025-12-01T20:36:16.134646] [INFO ] [FORECASTER] Completed predict_future for EGY
[2025-12-01T20:36:16.134762] [INFO ] [sig       ] EGY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:16.277352] [INFO ] [LOCAL     ] Saved forecast: EGY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EGY.txt
[2025-12-01T20:36:16.277453] [INFO ] [sig       ] [1071/3634] Completed EGY in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-01T20:36:16.277488] [INFO ] [sig       ] [1072/3634] Forecasting EH...
[2025-12-01T20:36:16.277515] [INFO ] [sig       ] Generating forecast for: EH
[2025-12-01T20:36:16.277543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EH' from 'https://tdm.silogroup.org/data/derivative_storage/EH.csv'.
[2025-12-01T20:36:16.288670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EH'.
[2025-12-01T20:36:16.288941] [INFO ] [FORECASTER] Starting predict_future for EH
[2025-12-01T20:36:16.289702] [DEBUG] [LOCAL     ] No optimal features file found for EH: ./output/feature-sets/EH.txt
[2025-12-01T20:36:16.289751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:16.289782] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:16.289807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:16.289862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:16.346806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:16.347371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:16.347447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:16.347479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:16.463942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:16.464029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:16.464061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:16.464087] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:16.467037] [DEBUG] [FORECASTER] EH: Forecast T+1@11:T+2@11: UP (p=53.81%)
[2025-12-01T20:36:16.467389] [INFO ] [FORECASTER] Completed predict_future for EH
[2025-12-01T20:36:16.467540] [INFO ] [sig       ] EH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:16.604532] [INFO ] [LOCAL     ] Saved forecast: EH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EH.txt
[2025-12-01T20:36:16.604650] [INFO ] [sig       ] [1072/3634] Completed EH in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-01T20:36:16.604687] [INFO ] [sig       ] [1073/3634] Forecasting EHAB...
[2025-12-01T20:36:16.604714] [INFO ] [sig       ] Generating forecast for: EHAB
[2025-12-01T20:36:16.604742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHAB' from 'https://tdm.silogroup.org/data/derivative_storage/EHAB.csv'.
[2025-12-01T20:36:16.615483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHAB'.
[2025-12-01T20:36:16.615784] [INFO ] [FORECASTER] Starting predict_future for EHAB
[2025-12-01T20:36:16.616530] [DEBUG] [LOCAL     ] No optimal features file found for EHAB: ./output/feature-sets/EHAB.txt
[2025-12-01T20:36:16.616608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:16.616648] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:16.616675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:16.616733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:16.673855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:16.674425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:16.674502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:16.674533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:16.794812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:16.794910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:16.794944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:16.794971] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:16.798001] [DEBUG] [FORECASTER] EHAB: Forecast T+1@11:T+2@11: DOWN (p=21.27%)
[2025-12-01T20:36:16.798262] [INFO ] [FORECASTER] Completed predict_future for EHAB
[2025-12-01T20:36:16.798401] [INFO ] [sig       ] EHAB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:16.940365] [INFO ] [LOCAL     ] Saved forecast: EHAB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EHAB.txt
[2025-12-01T20:36:16.940468] [INFO ] [sig       ] [1073/3634] Completed EHAB in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-01T20:36:16.940510] [INFO ] [sig       ] [1074/3634] Forecasting EHC...
[2025-12-01T20:36:16.940538] [INFO ] [sig       ] Generating forecast for: EHC
[2025-12-01T20:36:16.940566] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHC' from 'https://tdm.silogroup.org/data/derivative_storage/EHC.csv'.
[2025-12-01T20:36:16.951782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHC'.
[2025-12-01T20:36:16.952048] [INFO ] [FORECASTER] Starting predict_future for EHC
[2025-12-01T20:36:16.952807] [DEBUG] [LOCAL     ] No optimal features file found for EHC: ./output/feature-sets/EHC.txt
[2025-12-01T20:36:16.952856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:16.952887] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:16.952912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:16.952967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:17.012140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:17.012808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:17.012889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:17.012921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:17.129660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:17.129807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:17.129842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:17.129870] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:17.133210] [DEBUG] [FORECASTER] EHC: Forecast T+1@11:T+2@11: DOWN (p=21.57%)
[2025-12-01T20:36:17.133475] [INFO ] [FORECASTER] Completed predict_future for EHC
[2025-12-01T20:36:17.133615] [INFO ] [sig       ] EHC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:17.278437] [INFO ] [LOCAL     ] Saved forecast: EHC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EHC.txt
[2025-12-01T20:36:17.278542] [INFO ] [sig       ] [1074/3634] Completed EHC in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.4m
[2025-12-01T20:36:17.278593] [INFO ] [sig       ] [1075/3634] Forecasting EHI...
[2025-12-01T20:36:17.278623] [INFO ] [sig       ] Generating forecast for: EHI
[2025-12-01T20:36:17.278651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHI' from 'https://tdm.silogroup.org/data/derivative_storage/EHI.csv'.
[2025-12-01T20:36:17.289425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHI'.
[2025-12-01T20:36:17.289719] [INFO ] [FORECASTER] Starting predict_future for EHI
[2025-12-01T20:36:17.290458] [DEBUG] [LOCAL     ] No optimal features file found for EHI: ./output/feature-sets/EHI.txt
[2025-12-01T20:36:17.290508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:17.290538] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:17.290565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:17.290656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:17.348503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:17.349095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:17.349170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:17.349200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:17.464634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:17.464743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:17.464776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:17.464802] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:17.467865] [DEBUG] [FORECASTER] EHI: Forecast T+1@11:T+2@11: UP (p=56.81%)
[2025-12-01T20:36:17.468119] [INFO ] [FORECASTER] Completed predict_future for EHI
[2025-12-01T20:36:17.468250] [INFO ] [sig       ] EHI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:17.606944] [INFO ] [LOCAL     ] Saved forecast: EHI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EHI.txt
[2025-12-01T20:36:17.607049] [INFO ] [sig       ] [1075/3634] Completed EHI in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-01T20:36:17.607084] [INFO ] [sig       ] [1076/3634] Forecasting EHTH...
[2025-12-01T20:36:17.607112] [INFO ] [sig       ] Generating forecast for: EHTH
[2025-12-01T20:36:17.607140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EHTH' from 'https://tdm.silogroup.org/data/derivative_storage/EHTH.csv'.
[2025-12-01T20:36:17.618096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EHTH'.
[2025-12-01T20:36:17.618450] [INFO ] [FORECASTER] Starting predict_future for EHTH
[2025-12-01T20:36:17.619240] [DEBUG] [LOCAL     ] No optimal features file found for EHTH: ./output/feature-sets/EHTH.txt
[2025-12-01T20:36:17.619291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:17.619322] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:17.619349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:17.619404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:17.677311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:17.677908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:17.677984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:17.678015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:17.793611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:17.793717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:17.793751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:17.793778] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:17.796830] [DEBUG] [FORECASTER] EHTH: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-12-01T20:36:17.797081] [INFO ] [FORECASTER] Completed predict_future for EHTH
[2025-12-01T20:36:17.797200] [INFO ] [sig       ] EHTH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:17.936545] [INFO ] [LOCAL     ] Saved forecast: EHTH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EHTH.txt
[2025-12-01T20:36:17.936672] [INFO ] [sig       ] [1076/3634] Completed EHTH in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-01T20:36:17.936709] [INFO ] [sig       ] [1077/3634] Forecasting EIC...
[2025-12-01T20:36:17.936737] [INFO ] [sig       ] Generating forecast for: EIC
[2025-12-01T20:36:17.936765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIC' from 'https://tdm.silogroup.org/data/derivative_storage/EIC.csv'.
[2025-12-01T20:36:17.947947] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EIC'.
[2025-12-01T20:36:17.948220] [INFO ] [FORECASTER] Starting predict_future for EIC
[2025-12-01T20:36:17.949021] [DEBUG] [LOCAL     ] No optimal features file found for EIC: ./output/feature-sets/EIC.txt
[2025-12-01T20:36:17.949071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:17.949103] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:17.949129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:17.949185] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:18.006500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:18.007115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:18.007192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:18.007223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:18.120627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:18.120780] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:18.120835] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:18.120863] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:18.124100] [DEBUG] [FORECASTER] EIC: Forecast T+1@11:T+2@11: DOWN (p=31.45%)
[2025-12-01T20:36:18.124362] [INFO ] [FORECASTER] Completed predict_future for EIC
[2025-12-01T20:36:18.124483] [INFO ] [sig       ] EIC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:36:18.271407] [INFO ] [LOCAL     ] Saved forecast: EIC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EIC.txt
[2025-12-01T20:36:18.271534] [INFO ] [sig       ] [1077/3634] Completed EIC in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-01T20:36:18.271592] [INFO ] [sig       ] [1078/3634] Forecasting EIG...
[2025-12-01T20:36:18.271642] [INFO ] [sig       ] Generating forecast for: EIG
[2025-12-01T20:36:18.271672] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIG' from 'https://tdm.silogroup.org/data/derivative_storage/EIG.csv'.
[2025-12-01T20:36:18.282551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIG'.
[2025-12-01T20:36:18.282847] [INFO ] [FORECASTER] Starting predict_future for EIG
[2025-12-01T20:36:18.283610] [DEBUG] [LOCAL     ] No optimal features file found for EIG: ./output/feature-sets/EIG.txt
[2025-12-01T20:36:18.283660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:18.283691] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:18.283716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:18.283772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:18.341349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:18.341969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:18.342045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:18.342076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:18.454681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:18.454781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:18.454814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:18.454840] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:18.457855] [DEBUG] [FORECASTER] EIG: Forecast T+1@11:T+2@11: DOWN (p=16.52%)
[2025-12-01T20:36:18.458105] [INFO ] [FORECASTER] Completed predict_future for EIG
[2025-12-01T20:36:18.458221] [INFO ] [sig       ] EIG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:18.597006] [INFO ] [LOCAL     ] Saved forecast: EIG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EIG.txt
[2025-12-01T20:36:18.597111] [INFO ] [sig       ] [1078/3634] Completed EIG in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-01T20:36:18.597147] [INFO ] [sig       ] [1079/3634] Forecasting EIX...
[2025-12-01T20:36:18.597174] [INFO ] [sig       ] Generating forecast for: EIX
[2025-12-01T20:36:18.597202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EIX' from 'https://tdm.silogroup.org/data/derivative_storage/EIX.csv'.
[2025-12-01T20:36:18.608169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EIX'.
[2025-12-01T20:36:18.608483] [INFO ] [FORECASTER] Starting predict_future for EIX
[2025-12-01T20:36:18.609263] [DEBUG] [LOCAL     ] No optimal features file found for EIX: ./output/feature-sets/EIX.txt
[2025-12-01T20:36:18.609315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:18.609346] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:18.609372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:18.609430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:18.664983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:18.665554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:18.665654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:18.665685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:18.781021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:18.781142] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:18.781178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:18.781206] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:18.784443] [DEBUG] [FORECASTER] EIX: Forecast T+1@11:T+2@11: UP (p=74.91%)
[2025-12-01T20:36:18.784727] [INFO ] [FORECASTER] Completed predict_future for EIX
[2025-12-01T20:36:18.784849] [INFO ] [sig       ] EIX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:18.930834] [INFO ] [LOCAL     ] Saved forecast: EIX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EIX.txt
[2025-12-01T20:36:18.931847] [INFO ] [sig       ] [1079/3634] Completed EIX in 0.3s | 2.97 sym/s | Total: 6.0m | ETA: 14.3m
[2025-12-01T20:36:18.931891] [INFO ] [sig       ] [1080/3634] Forecasting EKSO...
[2025-12-01T20:36:18.931919] [INFO ] [sig       ] Generating forecast for: EKSO
[2025-12-01T20:36:18.931948] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EKSO' from 'https://tdm.silogroup.org/data/derivative_storage/EKSO.csv'.
[2025-12-01T20:36:18.942497] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EKSO'.
[2025-12-01T20:36:18.942816] [INFO ] [FORECASTER] Starting predict_future for EKSO
[2025-12-01T20:36:18.943537] [DEBUG] [LOCAL     ] No optimal features file found for EKSO: ./output/feature-sets/EKSO.txt
[2025-12-01T20:36:18.943601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:18.943633] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:18.943659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:18.943714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:18.998611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:18.999173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:18.999246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:18.999277] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:19.114401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:19.114512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:19.114547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:19.114590] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:19.117662] [DEBUG] [FORECASTER] EKSO: Forecast T+1@11:T+2@11: UP (p=66.62%)
[2025-12-01T20:36:19.117913] [INFO ] [FORECASTER] Completed predict_future for EKSO
[2025-12-01T20:36:19.118029] [INFO ] [sig       ] EKSO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:19.255763] [INFO ] [LOCAL     ] Saved forecast: EKSO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EKSO.txt
[2025-12-01T20:36:19.255910] [INFO ] [sig       ] [1080/3634] Completed EKSO in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-01T20:36:19.255949] [INFO ] [sig       ] [1081/3634] Forecasting EL...
[2025-12-01T20:36:19.255977] [INFO ] [sig       ] Generating forecast for: EL
[2025-12-01T20:36:19.256006] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EL' from 'https://tdm.silogroup.org/data/derivative_storage/EL.csv'.
[2025-12-01T20:36:19.266717] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EL'.
[2025-12-01T20:36:19.266977] [INFO ] [FORECASTER] Starting predict_future for EL
[2025-12-01T20:36:19.267728] [DEBUG] [LOCAL     ] No optimal features file found for EL: ./output/feature-sets/EL.txt
[2025-12-01T20:36:19.267778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:19.267818] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:19.267845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:19.267899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:19.322695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:19.323253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:19.323326] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:19.323356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:19.445172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:19.445302] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:19.445344] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:19.445370] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:19.448549] [DEBUG] [FORECASTER] EL: Forecast T+1@11:T+2@11: DOWN (p=40.75%)
[2025-12-01T20:36:19.448827] [INFO ] [FORECASTER] Completed predict_future for EL
[2025-12-01T20:36:19.448952] [INFO ] [sig       ] EL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:36:19.586108] [INFO ] [LOCAL     ] Saved forecast: EL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EL.txt
[2025-12-01T20:36:19.586214] [INFO ] [sig       ] [1081/3634] Completed EL in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-01T20:36:19.586250] [INFO ] [sig       ] [1082/3634] Forecasting ELAB...
[2025-12-01T20:36:19.586278] [INFO ] [sig       ] Generating forecast for: ELAB
[2025-12-01T20:36:19.586306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAB' from 'https://tdm.silogroup.org/data/derivative_storage/ELAB.csv'.
[2025-12-01T20:36:19.597198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAB'.
[2025-12-01T20:36:19.597478] [INFO ] [FORECASTER] Starting predict_future for ELAB
[2025-12-01T20:36:19.598251] [DEBUG] [LOCAL     ] No optimal features file found for ELAB: ./output/feature-sets/ELAB.txt
[2025-12-01T20:36:19.598302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:19.598363] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:19.598389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:19.598447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:19.655227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:19.655827] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:19.655904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:19.655935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:19.774394] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:19.774545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:19.774599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:19.774628] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:19.777888] [DEBUG] [FORECASTER] ELAB: Forecast T+1@11:T+2@11: UP (p=77.22%)
[2025-12-01T20:36:19.778168] [INFO ] [FORECASTER] Completed predict_future for ELAB
[2025-12-01T20:36:19.778295] [INFO ] [sig       ] ELAB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:19.923300] [INFO ] [LOCAL     ] Saved forecast: ELAB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ELAB.txt
[2025-12-01T20:36:19.923437] [INFO ] [sig       ] [1082/3634] Completed ELAB in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-01T20:36:19.923519] [INFO ] [sig       ] [1083/3634] Forecasting ELAN...
[2025-12-01T20:36:19.923560] [INFO ] [sig       ] Generating forecast for: ELAN
[2025-12-01T20:36:19.923624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELAN' from 'https://tdm.silogroup.org/data/derivative_storage/ELAN.csv'.
[2025-12-01T20:36:19.935001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELAN'.
[2025-12-01T20:36:19.935297] [INFO ] [FORECASTER] Starting predict_future for ELAN
[2025-12-01T20:36:19.936075] [DEBUG] [LOCAL     ] No optimal features file found for ELAN: ./output/feature-sets/ELAN.txt
[2025-12-01T20:36:19.936123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:19.936154] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:19.936180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:19.936236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:19.994185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:19.995024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:19.995106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:19.995138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:20.118812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:20.118955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:20.118992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:20.119019] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:20.122219] [DEBUG] [FORECASTER] ELAN: Forecast T+1@11:T+2@11: DOWN (p=22.64%)
[2025-12-01T20:36:20.122474] [INFO ] [FORECASTER] Completed predict_future for ELAN
[2025-12-01T20:36:20.122606] [INFO ] [sig       ] ELAN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:20.265870] [INFO ] [LOCAL     ] Saved forecast: ELAN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ELAN.txt
[2025-12-01T20:36:20.266022] [INFO ] [sig       ] [1083/3634] Completed ELAN in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-01T20:36:20.266062] [INFO ] [sig       ] [1084/3634] Forecasting ELC...
[2025-12-01T20:36:20.266090] [INFO ] [sig       ] Generating forecast for: ELC
[2025-12-01T20:36:20.266118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELC' from 'https://tdm.silogroup.org/data/derivative_storage/ELC.csv'.
[2025-12-01T20:36:20.277560] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELC'.
[2025-12-01T20:36:20.277965] [INFO ] [FORECASTER] Starting predict_future for ELC
[2025-12-01T20:36:20.278741] [DEBUG] [LOCAL     ] No optimal features file found for ELC: ./output/feature-sets/ELC.txt
[2025-12-01T20:36:20.278790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:20.278819] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:20.278844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:20.278899] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:20.335183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:20.336086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:20.336179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:20.336212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:20.451600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:20.451780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:20.451824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:20.451853] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:20.455283] [DEBUG] [FORECASTER] ELC: Forecast T+1@11:T+2@11: DOWN (p=32.66%)
[2025-12-01T20:36:20.455555] [INFO ] [FORECASTER] Completed predict_future for ELC
[2025-12-01T20:36:20.455697] [INFO ] [sig       ] ELC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:20.604270] [INFO ] [LOCAL     ] Saved forecast: ELC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ELC.txt
[2025-12-01T20:36:20.604421] [INFO ] [sig       ] [1084/3634] Completed ELC in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-01T20:36:20.604469] [INFO ] [sig       ] [1085/3634] Forecasting ELDN...
[2025-12-01T20:36:20.604513] [INFO ] [sig       ] Generating forecast for: ELDN
[2025-12-01T20:36:20.604549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELDN' from 'https://tdm.silogroup.org/data/derivative_storage/ELDN.csv'.
[2025-12-01T20:36:20.615824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELDN'.
[2025-12-01T20:36:20.616162] [INFO ] [FORECASTER] Starting predict_future for ELDN
[2025-12-01T20:36:20.616967] [DEBUG] [LOCAL     ] No optimal features file found for ELDN: ./output/feature-sets/ELDN.txt
[2025-12-01T20:36:20.617020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:20.617050] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:20.617077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:20.617131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:20.674799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:20.675618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:20.675699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:20.675730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:20.790415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:20.790592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:20.790640] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:20.790672] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:20.793920] [DEBUG] [FORECASTER] ELDN: Forecast T+1@11:T+2@11: UP (p=99.52%)
[2025-12-01T20:36:20.794183] [INFO ] [FORECASTER] Completed predict_future for ELDN
[2025-12-01T20:36:20.794302] [INFO ] [sig       ] ELDN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:20.932510] [INFO ] [LOCAL     ] Saved forecast: ELDN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ELDN.txt
[2025-12-01T20:36:20.932656] [INFO ] [sig       ] [1085/3634] Completed ELDN in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-01T20:36:20.932700] [INFO ] [sig       ] [1086/3634] Forecasting ELF...
[2025-12-01T20:36:20.932729] [INFO ] [sig       ] Generating forecast for: ELF
[2025-12-01T20:36:20.932760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELF' from 'https://tdm.silogroup.org/data/derivative_storage/ELF.csv'.
[2025-12-01T20:36:20.944070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELF'.
[2025-12-01T20:36:20.944471] [INFO ] [FORECASTER] Starting predict_future for ELF
[2025-12-01T20:36:20.945266] [DEBUG] [LOCAL     ] No optimal features file found for ELF: ./output/feature-sets/ELF.txt
[2025-12-01T20:36:20.945316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:20.945347] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:20.945410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:20.945491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:21.003316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:21.004147] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:21.004227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:21.004260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:21.122761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:21.122907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:21.122945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:21.122972] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:21.126283] [DEBUG] [FORECASTER] ELF: Forecast T+1@11:T+2@11: UP (p=99.75%)
[2025-12-01T20:36:21.126543] [INFO ] [FORECASTER] Completed predict_future for ELF
[2025-12-01T20:36:21.126682] [INFO ] [sig       ] ELF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:21.269751] [INFO ] [LOCAL     ] Saved forecast: ELF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ELF.txt
[2025-12-01T20:36:21.269863] [INFO ] [sig       ] [1086/3634] Completed ELF in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-01T20:36:21.269899] [INFO ] [sig       ] [1087/3634] Forecasting ELME...
[2025-12-01T20:36:21.269927] [INFO ] [sig       ] Generating forecast for: ELME
[2025-12-01T20:36:21.269954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELME' from 'https://tdm.silogroup.org/data/derivative_storage/ELME.csv'.
[2025-12-01T20:36:21.281319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELME'.
[2025-12-01T20:36:21.281627] [INFO ] [FORECASTER] Starting predict_future for ELME
[2025-12-01T20:36:21.282377] [DEBUG] [LOCAL     ] No optimal features file found for ELME: ./output/feature-sets/ELME.txt
[2025-12-01T20:36:21.282425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:21.282455] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:21.282481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:21.282537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:21.339375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:21.339975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:21.340054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:21.340085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:21.453352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:21.453497] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:21.453533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:21.453560] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:21.456761] [DEBUG] [FORECASTER] ELME: Forecast T+1@11:T+2@11: UP (p=69.82%)
[2025-12-01T20:36:21.457022] [INFO ] [FORECASTER] Completed predict_future for ELME
[2025-12-01T20:36:21.457140] [INFO ] [sig       ] ELME: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:21.595516] [INFO ] [LOCAL     ] Saved forecast: ELME	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ELME.txt
[2025-12-01T20:36:21.595651] [INFO ] [sig       ] [1087/3634] Completed ELME in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-01T20:36:21.595690] [INFO ] [sig       ] [1088/3634] Forecasting ELP...
[2025-12-01T20:36:21.595718] [INFO ] [sig       ] Generating forecast for: ELP
[2025-12-01T20:36:21.595745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELP' from 'https://tdm.silogroup.org/data/derivative_storage/ELP.csv'.
[2025-12-01T20:36:21.606848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELP'.
[2025-12-01T20:36:21.607120] [INFO ] [FORECASTER] Starting predict_future for ELP
[2025-12-01T20:36:21.607899] [DEBUG] [LOCAL     ] No optimal features file found for ELP: ./output/feature-sets/ELP.txt
[2025-12-01T20:36:21.607949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:21.607979] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:21.608007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:21.608063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:21.664844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:21.665422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:21.665498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:21.665531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:21.781500] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:21.781625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:21.781661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:21.781703] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:21.784779] [DEBUG] [FORECASTER] ELP: Forecast T+1@11:T+2@11: DOWN (p=21.53%)
[2025-12-01T20:36:21.785031] [INFO ] [FORECASTER] Completed predict_future for ELP
[2025-12-01T20:36:21.785168] [INFO ] [sig       ] ELP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:21.925043] [INFO ] [LOCAL     ] Saved forecast: ELP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ELP.txt
[2025-12-01T20:36:21.925191] [INFO ] [sig       ] [1088/3634] Completed ELP in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-01T20:36:21.925230] [INFO ] [sig       ] [1089/3634] Forecasting ELS...
[2025-12-01T20:36:21.925257] [INFO ] [sig       ] Generating forecast for: ELS
[2025-12-01T20:36:21.925292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELS' from 'https://tdm.silogroup.org/data/derivative_storage/ELS.csv'.
[2025-12-01T20:36:21.935868] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ELS'.
[2025-12-01T20:36:21.936159] [INFO ] [FORECASTER] Starting predict_future for ELS
[2025-12-01T20:36:21.936942] [DEBUG] [LOCAL     ] No optimal features file found for ELS: ./output/feature-sets/ELS.txt
[2025-12-01T20:36:21.936990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:21.937019] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:21.937044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:21.937097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:21.994682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:21.995428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:21.995513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:21.995545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:22.108763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:22.108924] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:22.108963] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:22.108990] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:22.112518] [DEBUG] [FORECASTER] ELS: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2025-12-01T20:36:22.112823] [INFO ] [FORECASTER] Completed predict_future for ELS
[2025-12-01T20:36:22.112949] [INFO ] [sig       ] ELS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:36:22.257481] [INFO ] [LOCAL     ] Saved forecast: ELS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ELS.txt
[2025-12-01T20:36:22.257654] [INFO ] [sig       ] [1089/3634] Completed ELS in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-01T20:36:22.257696] [INFO ] [sig       ] [1090/3634] Forecasting ELTX...
[2025-12-01T20:36:22.257754] [INFO ] [sig       ] Generating forecast for: ELTX
[2025-12-01T20:36:22.257783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELTX' from 'https://tdm.silogroup.org/data/derivative_storage/ELTX.csv'.
[2025-12-01T20:36:22.269722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELTX'.
[2025-12-01T20:36:22.270066] [INFO ] [FORECASTER] Starting predict_future for ELTX
[2025-12-01T20:36:22.270962] [DEBUG] [LOCAL     ] No optimal features file found for ELTX: ./output/feature-sets/ELTX.txt
[2025-12-01T20:36:22.271012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:22.271043] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:22.271069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:22.271124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:22.330350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:22.331213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:22.331293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:22.331327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:22.451118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:22.451274] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:22.451312] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:22.451339] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:22.454904] [DEBUG] [FORECASTER] ELTX: Forecast T+1@11:T+2@11: DOWN (p=6.96%)
[2025-12-01T20:36:22.455194] [INFO ] [FORECASTER] Completed predict_future for ELTX
[2025-12-01T20:36:22.455328] [INFO ] [sig       ] ELTX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:22.604674] [INFO ] [LOCAL     ] Saved forecast: ELTX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ELTX.txt
[2025-12-01T20:36:22.604853] [INFO ] [sig       ] [1090/3634] Completed ELTX in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-01T20:36:22.604907] [INFO ] [sig       ] [1091/3634] Forecasting ELVA...
[2025-12-01T20:36:22.604938] [INFO ] [sig       ] Generating forecast for: ELVA
[2025-12-01T20:36:22.604968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVA' from 'https://tdm.silogroup.org/data/derivative_storage/ELVA.csv'.
[2025-12-01T20:36:22.617279] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVA'.
[2025-12-01T20:36:22.617667] [INFO ] [FORECASTER] Starting predict_future for ELVA
[2025-12-01T20:36:22.618463] [DEBUG] [LOCAL     ] No optimal features file found for ELVA: ./output/feature-sets/ELVA.txt
[2025-12-01T20:36:22.618517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:22.618550] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:22.618607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:22.618668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:22.678326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:22.679164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:22.679242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:22.679274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:22.796005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:22.796157] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:22.796194] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:22.796221] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:22.799673] [DEBUG] [FORECASTER] ELVA: Forecast T+1@11:T+2@11: DOWN (p=10.82%)
[2025-12-01T20:36:22.799951] [INFO ] [FORECASTER] Completed predict_future for ELVA
[2025-12-01T20:36:22.800078] [INFO ] [sig       ] ELVA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:22.945534] [INFO ] [LOCAL     ] Saved forecast: ELVA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ELVA.txt
[2025-12-01T20:36:22.945717] [INFO ] [sig       ] [1091/3634] Completed ELVA in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.3m
[2025-12-01T20:36:22.945756] [INFO ] [sig       ] [1092/3634] Forecasting ELVN...
[2025-12-01T20:36:22.945784] [INFO ] [sig       ] Generating forecast for: ELVN
[2025-12-01T20:36:22.945813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELVN' from 'https://tdm.silogroup.org/data/derivative_storage/ELVN.csv'.
[2025-12-01T20:36:22.956711] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ELVN'.
[2025-12-01T20:36:22.956980] [INFO ] [FORECASTER] Starting predict_future for ELVN
[2025-12-01T20:36:22.957754] [DEBUG] [LOCAL     ] No optimal features file found for ELVN: ./output/feature-sets/ELVN.txt
[2025-12-01T20:36:22.957802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:22.957831] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:22.957855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:22.957918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:23.012321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:23.012912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:23.012986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:23.013017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:23.126910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:23.127031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:23.127066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:23.127092] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:23.130270] [DEBUG] [FORECASTER] ELVN: Forecast T+1@11:T+2@11: UP (p=94.13%)
[2025-12-01T20:36:23.130527] [INFO ] [FORECASTER] Completed predict_future for ELVN
[2025-12-01T20:36:23.130663] [INFO ] [sig       ] ELVN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:23.269554] [INFO ] [LOCAL     ] Saved forecast: ELVN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ELVN.txt
[2025-12-01T20:36:23.269687] [INFO ] [sig       ] [1092/3634] Completed ELVN in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-01T20:36:23.269724] [INFO ] [sig       ] [1093/3634] Forecasting ELWS...
[2025-12-01T20:36:23.269751] [INFO ] [sig       ] Generating forecast for: ELWS
[2025-12-01T20:36:23.269779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ELWS' from 'https://tdm.silogroup.org/data/derivative_storage/ELWS.csv'.
[2025-12-01T20:36:23.280650] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ELWS'.
[2025-12-01T20:36:23.280955] [INFO ] [FORECASTER] Starting predict_future for ELWS
[2025-12-01T20:36:23.281713] [DEBUG] [LOCAL     ] No optimal features file found for ELWS: ./output/feature-sets/ELWS.txt
[2025-12-01T20:36:23.281761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:23.281791] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:23.281816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:23.281871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:23.336150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:23.336755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:23.336843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:23.336888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:23.443104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:23.443204] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:23.443237] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:23.443264] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:23.446296] [DEBUG] [FORECASTER] ELWS: Forecast T+1@11:T+2@11: UP (p=70.20%)
[2025-12-01T20:36:23.446547] [INFO ] [FORECASTER] Completed predict_future for ELWS
[2025-12-01T20:36:23.446682] [INFO ] [sig       ] ELWS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:23.582327] [INFO ] [LOCAL     ] Saved forecast: ELWS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ELWS.txt
[2025-12-01T20:36:23.582482] [INFO ] [sig       ] [1093/3634] Completed ELWS in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-01T20:36:23.582522] [INFO ] [sig       ] [1094/3634] Forecasting EM...
[2025-12-01T20:36:23.582550] [INFO ] [sig       ] Generating forecast for: EM
[2025-12-01T20:36:23.582600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EM' from 'https://tdm.silogroup.org/data/derivative_storage/EM.csv'.
[2025-12-01T20:36:23.594367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EM'.
[2025-12-01T20:36:23.594765] [INFO ] [FORECASTER] Starting predict_future for EM
[2025-12-01T20:36:23.595556] [DEBUG] [LOCAL     ] No optimal features file found for EM: ./output/feature-sets/EM.txt
[2025-12-01T20:36:23.595645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:23.595680] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:23.595706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:23.595761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:23.652600] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:23.653448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:23.653532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:23.653564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:23.766381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:23.766524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:23.766560] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:23.766605] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:23.769858] [DEBUG] [FORECASTER] EM: Forecast T+1@11:T+2@11: DOWN (p=38.88%)
[2025-12-01T20:36:23.770111] [INFO ] [FORECASTER] Completed predict_future for EM
[2025-12-01T20:36:23.770232] [INFO ] [sig       ] EM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:23.907590] [INFO ] [LOCAL     ] Saved forecast: EM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EM.txt
[2025-12-01T20:36:23.907697] [INFO ] [sig       ] [1094/3634] Completed EM in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-01T20:36:23.907732] [INFO ] [sig       ] [1095/3634] Forecasting EMB...
[2025-12-01T20:36:23.907759] [INFO ] [sig       ] Generating forecast for: EMB
[2025-12-01T20:36:23.907787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMB' from 'https://tdm.silogroup.org/data/derivative_storage/EMB.csv'.
[2025-12-01T20:36:23.918943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMB'.
[2025-12-01T20:36:23.919226] [INFO ] [FORECASTER] Starting predict_future for EMB
[2025-12-01T20:36:23.920026] [DEBUG] [LOCAL     ] No optimal features file found for EMB: ./output/feature-sets/EMB.txt
[2025-12-01T20:36:23.920076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:23.920107] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:23.920132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:23.920187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:23.977240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:23.977850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:23.977925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:23.977957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:24.096490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:24.096631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:24.096668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:24.096694] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:24.099849] [DEBUG] [FORECASTER] EMB: Forecast T+1@11:T+2@11: UP (p=76.89%)
[2025-12-01T20:36:24.100102] [INFO ] [FORECASTER] Completed predict_future for EMB
[2025-12-01T20:36:24.100218] [INFO ] [sig       ] EMB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:24.237511] [INFO ] [LOCAL     ] Saved forecast: EMB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EMB.txt
[2025-12-01T20:36:24.237634] [INFO ] [sig       ] [1095/3634] Completed EMB in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-01T20:36:24.237672] [INFO ] [sig       ] [1096/3634] Forecasting EMBC...
[2025-12-01T20:36:24.237701] [INFO ] [sig       ] Generating forecast for: EMBC
[2025-12-01T20:36:24.237730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMBC' from 'https://tdm.silogroup.org/data/derivative_storage/EMBC.csv'.
[2025-12-01T20:36:24.249130] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMBC'.
[2025-12-01T20:36:24.249412] [INFO ] [FORECASTER] Starting predict_future for EMBC
[2025-12-01T20:36:24.250206] [DEBUG] [LOCAL     ] No optimal features file found for EMBC: ./output/feature-sets/EMBC.txt
[2025-12-01T20:36:24.250256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:24.250286] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:24.250314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:24.250369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:24.307155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:24.307783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:24.307884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:24.307918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:24.427860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:24.427991] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:24.428028] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:24.428055] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:24.431253] [DEBUG] [FORECASTER] EMBC: Forecast T+1@11:T+2@11: DOWN (p=34.91%)
[2025-12-01T20:36:24.431508] [INFO ] [FORECASTER] Completed predict_future for EMBC
[2025-12-01T20:36:24.431669] [INFO ] [sig       ] EMBC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:24.568779] [INFO ] [LOCAL     ] Saved forecast: EMBC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EMBC.txt
[2025-12-01T20:36:24.568892] [INFO ] [sig       ] [1096/3634] Completed EMBC in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-01T20:36:24.568927] [INFO ] [sig       ] [1097/3634] Forecasting EMD...
[2025-12-01T20:36:24.568956] [INFO ] [sig       ] Generating forecast for: EMD
[2025-12-01T20:36:24.568984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMD' from 'https://tdm.silogroup.org/data/derivative_storage/EMD.csv'.
[2025-12-01T20:36:24.579874] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EMD'.
[2025-12-01T20:36:24.580145] [INFO ] [FORECASTER] Starting predict_future for EMD
[2025-12-01T20:36:24.580943] [DEBUG] [LOCAL     ] No optimal features file found for EMD: ./output/feature-sets/EMD.txt
[2025-12-01T20:36:24.580995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:24.581027] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:24.581054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:24.581112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:24.638386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:24.638996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:24.639072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:24.639104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:24.757226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:24.757386] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:24.757433] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:24.757465] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:24.760826] [DEBUG] [FORECASTER] EMD: Forecast T+1@11:T+2@11: UP (p=80.74%)
[2025-12-01T20:36:24.761091] [INFO ] [FORECASTER] Completed predict_future for EMD
[2025-12-01T20:36:24.761214] [INFO ] [sig       ] EMD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:24.904932] [INFO ] [LOCAL     ] Saved forecast: EMD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EMD.txt
[2025-12-01T20:36:24.905058] [INFO ] [sig       ] [1097/3634] Completed EMD in 0.3s | 2.97 sym/s | Total: 6.1m | ETA: 14.2m
[2025-12-01T20:36:24.905096] [INFO ] [sig       ] [1098/3634] Forecasting EMF...
[2025-12-01T20:36:24.905124] [INFO ] [sig       ] Generating forecast for: EMF
[2025-12-01T20:36:24.905152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMF' from 'https://tdm.silogroup.org/data/derivative_storage/EMF.csv'.
[2025-12-01T20:36:24.916256] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMF'.
[2025-12-01T20:36:24.916560] [INFO ] [FORECASTER] Starting predict_future for EMF
[2025-12-01T20:36:24.917367] [DEBUG] [LOCAL     ] No optimal features file found for EMF: ./output/feature-sets/EMF.txt
[2025-12-01T20:36:24.917417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:24.917449] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:24.917475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:24.917530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:24.974460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:24.975061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:24.975136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:24.975168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:25.082570] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:25.082700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:25.082735] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:25.082762] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:25.085833] [DEBUG] [FORECASTER] EMF: Forecast T+1@11:T+2@11: DOWN (p=44.07%)
[2025-12-01T20:36:25.086088] [INFO ] [FORECASTER] Completed predict_future for EMF
[2025-12-01T20:36:25.086208] [INFO ] [sig       ] EMF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:25.224544] [INFO ] [LOCAL     ] Saved forecast: EMF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EMF.txt
[2025-12-01T20:36:25.224666] [INFO ] [sig       ] [1098/3634] Completed EMF in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-01T20:36:25.224703] [INFO ] [sig       ] [1099/3634] Forecasting EML...
[2025-12-01T20:36:25.224731] [INFO ] [sig       ] Generating forecast for: EML
[2025-12-01T20:36:25.224759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EML' from 'https://tdm.silogroup.org/data/derivative_storage/EML.csv'.
[2025-12-01T20:36:25.235636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EML'.
[2025-12-01T20:36:25.235931] [INFO ] [FORECASTER] Starting predict_future for EML
[2025-12-01T20:36:25.236707] [DEBUG] [LOCAL     ] No optimal features file found for EML: ./output/feature-sets/EML.txt
[2025-12-01T20:36:25.236756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:25.236789] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:25.236815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:25.236875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:25.294091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:25.294699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:25.294773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:25.294804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:25.397201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:25.397308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:25.397342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:25.397370] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:25.401142] [DEBUG] [FORECASTER] EML: Forecast T+1@11:T+2@11: UP (p=83.66%)
[2025-12-01T20:36:25.401416] [INFO ] [FORECASTER] Completed predict_future for EML
[2025-12-01T20:36:25.401533] [INFO ] [sig       ] EML: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:25.542681] [INFO ] [LOCAL     ] Saved forecast: EML	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EML.txt
[2025-12-01T20:36:25.542817] [INFO ] [sig       ] [1099/3634] Completed EML in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-01T20:36:25.542855] [INFO ] [sig       ] [1100/3634] Forecasting EMN...
[2025-12-01T20:36:25.542883] [INFO ] [sig       ] Generating forecast for: EMN
[2025-12-01T20:36:25.542919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMN' from 'https://tdm.silogroup.org/data/derivative_storage/EMN.csv'.
[2025-12-01T20:36:25.553511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMN'.
[2025-12-01T20:36:25.553809] [INFO ] [FORECASTER] Starting predict_future for EMN
[2025-12-01T20:36:25.554551] [DEBUG] [LOCAL     ] No optimal features file found for EMN: ./output/feature-sets/EMN.txt
[2025-12-01T20:36:25.554625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:25.554662] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:25.554688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:25.554744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:25.610925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:25.611483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:25.611558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:25.611606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:25.726506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:25.726634] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:25.726670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:25.726697] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:25.729858] [DEBUG] [FORECASTER] EMN: Forecast T+1@11:T+2@11: DOWN (p=28.41%)
[2025-12-01T20:36:25.730111] [INFO ] [FORECASTER] Completed predict_future for EMN
[2025-12-01T20:36:25.730230] [INFO ] [sig       ] EMN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:25.868394] [INFO ] [LOCAL     ] Saved forecast: EMN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EMN.txt
[2025-12-01T20:36:25.868544] [INFO ] [sig       ] [1100/3634] Completed EMN in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-01T20:36:25.868601] [INFO ] [sig       ] [1101/3634] Forecasting EMO...
[2025-12-01T20:36:25.868631] [INFO ] [sig       ] Generating forecast for: EMO
[2025-12-01T20:36:25.868661] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMO' from 'https://tdm.silogroup.org/data/derivative_storage/EMO.csv'.
[2025-12-01T20:36:25.880108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMO'.
[2025-12-01T20:36:25.880387] [INFO ] [FORECASTER] Starting predict_future for EMO
[2025-12-01T20:36:25.881159] [DEBUG] [LOCAL     ] No optimal features file found for EMO: ./output/feature-sets/EMO.txt
[2025-12-01T20:36:25.881208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:25.881239] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:25.881265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:25.881319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:25.938526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:25.939127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:25.939203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:25.939234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:26.050633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:26.050752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:26.050804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:26.050832] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:26.053945] [DEBUG] [FORECASTER] EMO: Forecast T+1@11:T+2@11: DOWN (p=3.69%)
[2025-12-01T20:36:26.054199] [INFO ] [FORECASTER] Completed predict_future for EMO
[2025-12-01T20:36:26.054316] [INFO ] [sig       ] EMO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:26.191810] [INFO ] [LOCAL     ] Saved forecast: EMO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EMO.txt
[2025-12-01T20:36:26.191912] [INFO ] [sig       ] [1101/3634] Completed EMO in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-01T20:36:26.191949] [INFO ] [sig       ] [1102/3634] Forecasting EMXC...
[2025-12-01T20:36:26.191977] [INFO ] [sig       ] Generating forecast for: EMXC
[2025-12-01T20:36:26.192004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EMXC' from 'https://tdm.silogroup.org/data/derivative_storage/EMXC.csv'.
[2025-12-01T20:36:26.203170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EMXC'.
[2025-12-01T20:36:26.203433] [INFO ] [FORECASTER] Starting predict_future for EMXC
[2025-12-01T20:36:26.204191] [DEBUG] [LOCAL     ] No optimal features file found for EMXC: ./output/feature-sets/EMXC.txt
[2025-12-01T20:36:26.204241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:26.204272] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:26.204298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:26.204354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:26.261071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:26.261687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:26.261763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:26.261795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:26.383090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:26.383241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:26.383279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:26.383306] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:26.386509] [DEBUG] [FORECASTER] EMXC: Forecast T+1@11:T+2@11: UP (p=84.31%)
[2025-12-01T20:36:26.386784] [INFO ] [FORECASTER] Completed predict_future for EMXC
[2025-12-01T20:36:26.386902] [INFO ] [sig       ] EMXC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:26.523528] [INFO ] [LOCAL     ] Saved forecast: EMXC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EMXC.txt
[2025-12-01T20:36:26.523646] [INFO ] [sig       ] [1102/3634] Completed EMXC in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-01T20:36:26.523682] [INFO ] [sig       ] [1103/3634] Forecasting ENB...
[2025-12-01T20:36:26.523709] [INFO ] [sig       ] Generating forecast for: ENB
[2025-12-01T20:36:26.523737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENB' from 'https://tdm.silogroup.org/data/derivative_storage/ENB.csv'.
[2025-12-01T20:36:26.535033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENB'.
[2025-12-01T20:36:26.535322] [INFO ] [FORECASTER] Starting predict_future for ENB
[2025-12-01T20:36:26.536068] [DEBUG] [LOCAL     ] No optimal features file found for ENB: ./output/feature-sets/ENB.txt
[2025-12-01T20:36:26.536117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:26.536173] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:26.536200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:26.536255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:26.592866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:26.593470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:26.593544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:26.593593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:26.715263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:26.715373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:26.715408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:26.715443] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:26.718509] [DEBUG] [FORECASTER] ENB: Forecast T+1@11:T+2@11: UP (p=87.74%)
[2025-12-01T20:36:26.718780] [INFO ] [FORECASTER] Completed predict_future for ENB
[2025-12-01T20:36:26.718901] [INFO ] [sig       ] ENB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:26.856350] [INFO ] [LOCAL     ] Saved forecast: ENB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ENB.txt
[2025-12-01T20:36:26.856455] [INFO ] [sig       ] [1103/3634] Completed ENB in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-01T20:36:26.856492] [INFO ] [sig       ] [1104/3634] Forecasting ENGN...
[2025-12-01T20:36:26.856518] [INFO ] [sig       ] Generating forecast for: ENGN
[2025-12-01T20:36:26.856546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENGN' from 'https://tdm.silogroup.org/data/derivative_storage/ENGN.csv'.
[2025-12-01T20:36:26.867830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENGN'.
[2025-12-01T20:36:26.868124] [INFO ] [FORECASTER] Starting predict_future for ENGN
[2025-12-01T20:36:26.868889] [DEBUG] [LOCAL     ] No optimal features file found for ENGN: ./output/feature-sets/ENGN.txt
[2025-12-01T20:36:26.868937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:26.868966] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:26.868991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:26.869044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:26.924262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:26.925102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:26.925183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:26.925215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:27.047020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:27.047164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:27.047201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:27.047228] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:27.050463] [DEBUG] [FORECASTER] ENGN: Forecast T+1@11:T+2@11: DOWN (p=32.37%)
[2025-12-01T20:36:27.050740] [INFO ] [FORECASTER] Completed predict_future for ENGN
[2025-12-01T20:36:27.050860] [INFO ] [sig       ] ENGN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:27.189015] [INFO ] [LOCAL     ] Saved forecast: ENGN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ENGN.txt
[2025-12-01T20:36:27.189124] [INFO ] [sig       ] [1104/3634] Completed ENGN in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-01T20:36:27.189160] [INFO ] [sig       ] [1105/3634] Forecasting ENIC...
[2025-12-01T20:36:27.189188] [INFO ] [sig       ] Generating forecast for: ENIC
[2025-12-01T20:36:27.189216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENIC' from 'https://tdm.silogroup.org/data/derivative_storage/ENIC.csv'.
[2025-12-01T20:36:27.200256] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ENIC'.
[2025-12-01T20:36:27.200516] [INFO ] [FORECASTER] Starting predict_future for ENIC
[2025-12-01T20:36:27.201287] [DEBUG] [LOCAL     ] No optimal features file found for ENIC: ./output/feature-sets/ENIC.txt
[2025-12-01T20:36:27.201336] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:27.201377] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:27.201405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:27.201459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:27.256950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:27.257510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:27.257599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:27.257633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:27.374391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:27.374496] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:27.374528] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:27.374555] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:27.377622] [DEBUG] [FORECASTER] ENIC: Forecast T+1@11:T+2@11: DOWN (p=12.40%)
[2025-12-01T20:36:27.377880] [INFO ] [FORECASTER] Completed predict_future for ENIC
[2025-12-01T20:36:27.378000] [INFO ] [sig       ] ENIC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:36:27.516084] [INFO ] [LOCAL     ] Saved forecast: ENIC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ENIC.txt
[2025-12-01T20:36:27.516194] [INFO ] [sig       ] [1105/3634] Completed ENIC in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-01T20:36:27.516230] [INFO ] [sig       ] [1106/3634] Forecasting ENPH...
[2025-12-01T20:36:27.516257] [INFO ] [sig       ] Generating forecast for: ENPH
[2025-12-01T20:36:27.516286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENPH' from 'https://tdm.silogroup.org/data/derivative_storage/ENPH.csv'.
[2025-12-01T20:36:27.527096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENPH'.
[2025-12-01T20:36:27.527365] [INFO ] [FORECASTER] Starting predict_future for ENPH
[2025-12-01T20:36:27.528144] [DEBUG] [LOCAL     ] No optimal features file found for ENPH: ./output/feature-sets/ENPH.txt
[2025-12-01T20:36:27.528194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:27.528225] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:27.528250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:27.528341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:27.583870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:27.584471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:27.584545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:27.584593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:27.699528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:27.699661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:27.699703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:27.699768] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:27.704010] [DEBUG] [FORECASTER] ENPH: Forecast T+1@11:T+2@11: UP (p=90.43%)
[2025-12-01T20:36:27.704279] [INFO ] [FORECASTER] Completed predict_future for ENPH
[2025-12-01T20:36:27.704407] [INFO ] [sig       ] ENPH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:27.850385] [INFO ] [LOCAL     ] Saved forecast: ENPH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ENPH.txt
[2025-12-01T20:36:27.850497] [INFO ] [sig       ] [1106/3634] Completed ENPH in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-01T20:36:27.850534] [INFO ] [sig       ] [1107/3634] Forecasting ENS...
[2025-12-01T20:36:27.850563] [INFO ] [sig       ] Generating forecast for: ENS
[2025-12-01T20:36:27.850610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENS' from 'https://tdm.silogroup.org/data/derivative_storage/ENS.csv'.
[2025-12-01T20:36:27.861675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENS'.
[2025-12-01T20:36:27.861994] [INFO ] [FORECASTER] Starting predict_future for ENS
[2025-12-01T20:36:27.862761] [DEBUG] [LOCAL     ] No optimal features file found for ENS: ./output/feature-sets/ENS.txt
[2025-12-01T20:36:27.862810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:27.862840] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:27.862866] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:27.862920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:27.918476] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:27.919211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:27.919287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:27.919318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:28.034296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:28.034442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:28.034480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:28.034507] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:28.037788] [DEBUG] [FORECASTER] ENS: Forecast T+1@11:T+2@11: UP (p=94.19%)
[2025-12-01T20:36:28.038053] [INFO ] [FORECASTER] Completed predict_future for ENS
[2025-12-01T20:36:28.038172] [INFO ] [sig       ] ENS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:28.174644] [INFO ] [LOCAL     ] Saved forecast: ENS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ENS.txt
[2025-12-01T20:36:28.174769] [INFO ] [sig       ] [1107/3634] Completed ENS in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-01T20:36:28.174806] [INFO ] [sig       ] [1108/3634] Forecasting ENSC...
[2025-12-01T20:36:28.174834] [INFO ] [sig       ] Generating forecast for: ENSC
[2025-12-01T20:36:28.174862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSC' from 'https://tdm.silogroup.org/data/derivative_storage/ENSC.csv'.
[2025-12-01T20:36:28.185890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSC'.
[2025-12-01T20:36:28.186215] [INFO ] [FORECASTER] Starting predict_future for ENSC
[2025-12-01T20:36:28.186971] [DEBUG] [LOCAL     ] No optimal features file found for ENSC: ./output/feature-sets/ENSC.txt
[2025-12-01T20:36:28.187020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:28.187049] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:28.187075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:28.187130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:28.242198] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:28.242803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:28.242875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:28.242905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:28.361325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:28.361447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:28.361482] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:28.361508] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:28.364751] [DEBUG] [FORECASTER] ENSC: Forecast T+1@11:T+2@11: UP (p=62.50%)
[2025-12-01T20:36:28.365150] [INFO ] [FORECASTER] Completed predict_future for ENSC
[2025-12-01T20:36:28.365270] [INFO ] [sig       ] ENSC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:28.503085] [INFO ] [LOCAL     ] Saved forecast: ENSC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ENSC.txt
[2025-12-01T20:36:28.503193] [INFO ] [sig       ] [1108/3634] Completed ENSC in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.2m
[2025-12-01T20:36:28.503228] [INFO ] [sig       ] [1109/3634] Forecasting ENSG...
[2025-12-01T20:36:28.503263] [INFO ] [sig       ] Generating forecast for: ENSG
[2025-12-01T20:36:28.503292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENSG' from 'https://tdm.silogroup.org/data/derivative_storage/ENSG.csv'.
[2025-12-01T20:36:28.514280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENSG'.
[2025-12-01T20:36:28.514547] [INFO ] [FORECASTER] Starting predict_future for ENSG
[2025-12-01T20:36:28.515284] [DEBUG] [LOCAL     ] No optimal features file found for ENSG: ./output/feature-sets/ENSG.txt
[2025-12-01T20:36:28.515333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:28.515362] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:28.515387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:28.515441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:28.570606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:28.571215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:28.571290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:28.571322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:28.689461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:28.689592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:28.689629] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:28.689657] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:28.692759] [DEBUG] [FORECASTER] ENSG: Forecast T+1@11:T+2@11: DOWN (p=20.64%)
[2025-12-01T20:36:28.693015] [INFO ] [FORECASTER] Completed predict_future for ENSG
[2025-12-01T20:36:28.693133] [INFO ] [sig       ] ENSG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:28.830396] [INFO ] [LOCAL     ] Saved forecast: ENSG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ENSG.txt
[2025-12-01T20:36:28.830503] [INFO ] [sig       ] [1109/3634] Completed ENSG in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-01T20:36:28.830539] [INFO ] [sig       ] [1110/3634] Forecasting ENTA...
[2025-12-01T20:36:28.830567] [INFO ] [sig       ] Generating forecast for: ENTA
[2025-12-01T20:36:28.830614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTA' from 'https://tdm.silogroup.org/data/derivative_storage/ENTA.csv'.
[2025-12-01T20:36:28.841537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTA'.
[2025-12-01T20:36:28.841820] [INFO ] [FORECASTER] Starting predict_future for ENTA
[2025-12-01T20:36:28.842593] [DEBUG] [LOCAL     ] No optimal features file found for ENTA: ./output/feature-sets/ENTA.txt
[2025-12-01T20:36:28.842646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:28.842677] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:28.842706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:28.842760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:28.898494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:28.899109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:28.899183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:28.899213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:29.015216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:29.015327] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:29.015361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:29.015387] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:29.018563] [DEBUG] [FORECASTER] ENTA: Forecast T+1@11:T+2@11: DOWN (p=35.85%)
[2025-12-01T20:36:29.018834] [INFO ] [FORECASTER] Completed predict_future for ENTA
[2025-12-01T20:36:29.018951] [INFO ] [sig       ] ENTA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:29.183006] [INFO ] [LOCAL     ] Saved forecast: ENTA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ENTA.txt
[2025-12-01T20:36:29.183152] [INFO ] [sig       ] [1110/3634] Completed ENTA in 0.4s | 2.97 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-01T20:36:29.183192] [INFO ] [sig       ] [1111/3634] Forecasting ENTG...
[2025-12-01T20:36:29.183220] [INFO ] [sig       ] Generating forecast for: ENTG
[2025-12-01T20:36:29.183248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTG' from 'https://tdm.silogroup.org/data/derivative_storage/ENTG.csv'.
[2025-12-01T20:36:29.194490] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ENTG'.
[2025-12-01T20:36:29.194885] [INFO ] [FORECASTER] Starting predict_future for ENTG
[2025-12-01T20:36:29.195682] [DEBUG] [LOCAL     ] No optimal features file found for ENTG: ./output/feature-sets/ENTG.txt
[2025-12-01T20:36:29.195736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:29.195766] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:29.195791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:29.195847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:29.251751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:29.252362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:29.252440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:29.252471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:29.369670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:29.369788] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:29.369822] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:29.369849] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:29.372975] [DEBUG] [FORECASTER] ENTG: Forecast T+1@11:T+2@11: UP (p=87.66%)
[2025-12-01T20:36:29.373228] [INFO ] [FORECASTER] Completed predict_future for ENTG
[2025-12-01T20:36:29.373345] [INFO ] [sig       ] ENTG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:29.510064] [INFO ] [LOCAL     ] Saved forecast: ENTG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ENTG.txt
[2025-12-01T20:36:29.510173] [INFO ] [sig       ] [1111/3634] Completed ENTG in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-01T20:36:29.510209] [INFO ] [sig       ] [1112/3634] Forecasting ENTX...
[2025-12-01T20:36:29.510236] [INFO ] [sig       ] Generating forecast for: ENTX
[2025-12-01T20:36:29.510264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENTX' from 'https://tdm.silogroup.org/data/derivative_storage/ENTX.csv'.
[2025-12-01T20:36:29.521193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENTX'.
[2025-12-01T20:36:29.521485] [INFO ] [FORECASTER] Starting predict_future for ENTX
[2025-12-01T20:36:29.522237] [DEBUG] [LOCAL     ] No optimal features file found for ENTX: ./output/feature-sets/ENTX.txt
[2025-12-01T20:36:29.522287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:29.522318] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:29.522343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:29.522397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:29.578537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:29.579149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:29.579227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:29.579258] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:29.692988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:29.693138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:29.693176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:29.693220] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:29.696474] [DEBUG] [FORECASTER] ENTX: Forecast T+1@11:T+2@11: DOWN (p=20.13%)
[2025-12-01T20:36:29.696789] [INFO ] [FORECASTER] Completed predict_future for ENTX
[2025-12-01T20:36:29.696939] [INFO ] [sig       ] ENTX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:29.835126] [INFO ] [LOCAL     ] Saved forecast: ENTX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ENTX.txt
[2025-12-01T20:36:29.835233] [INFO ] [sig       ] [1112/3634] Completed ENTX in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-01T20:36:29.835268] [INFO ] [sig       ] [1113/3634] Forecasting ENVA...
[2025-12-01T20:36:29.835296] [INFO ] [sig       ] Generating forecast for: ENVA
[2025-12-01T20:36:29.835323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVA' from 'https://tdm.silogroup.org/data/derivative_storage/ENVA.csv'.
[2025-12-01T20:36:29.846352] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVA'.
[2025-12-01T20:36:29.846641] [INFO ] [FORECASTER] Starting predict_future for ENVA
[2025-12-01T20:36:29.847398] [DEBUG] [LOCAL     ] No optimal features file found for ENVA: ./output/feature-sets/ENVA.txt
[2025-12-01T20:36:29.847447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:29.847476] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:29.847502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:29.847556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:29.905448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:29.906084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:29.906200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:29.906234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:30.027269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:30.027389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:30.027424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:30.027451] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:30.030613] [DEBUG] [FORECASTER] ENVA: Forecast T+1@11:T+2@11: UP (p=64.24%)
[2025-12-01T20:36:30.030866] [INFO ] [FORECASTER] Completed predict_future for ENVA
[2025-12-01T20:36:30.030983] [INFO ] [sig       ] ENVA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:30.173738] [INFO ] [LOCAL     ] Saved forecast: ENVA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ENVA.txt
[2025-12-01T20:36:30.173854] [INFO ] [sig       ] [1113/3634] Completed ENVA in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-01T20:36:30.173890] [INFO ] [sig       ] [1114/3634] Forecasting ENVB...
[2025-12-01T20:36:30.173919] [INFO ] [sig       ] Generating forecast for: ENVB
[2025-12-01T20:36:30.173947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVB' from 'https://tdm.silogroup.org/data/derivative_storage/ENVB.csv'.
[2025-12-01T20:36:30.184408] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ENVB'.
[2025-12-01T20:36:30.184716] [INFO ] [FORECASTER] Starting predict_future for ENVB
[2025-12-01T20:36:30.185432] [DEBUG] [LOCAL     ] No optimal features file found for ENVB: ./output/feature-sets/ENVB.txt
[2025-12-01T20:36:30.185481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:30.185511] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:30.185536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:30.185613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:30.241695] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:30.242318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:30.242407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:30.242440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:30.357119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:30.357257] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:30.357294] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:30.357321] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:30.360551] [DEBUG] [FORECASTER] ENVB: Forecast T+1@11:T+2@11: UP (p=95.19%)
[2025-12-01T20:36:30.360824] [INFO ] [FORECASTER] Completed predict_future for ENVB
[2025-12-01T20:36:30.360942] [INFO ] [sig       ] ENVB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:30.498843] [INFO ] [LOCAL     ] Saved forecast: ENVB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ENVB.txt
[2025-12-01T20:36:30.498954] [INFO ] [sig       ] [1114/3634] Completed ENVB in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-01T20:36:30.498990] [INFO ] [sig       ] [1115/3634] Forecasting ENVX...
[2025-12-01T20:36:30.499018] [INFO ] [sig       ] Generating forecast for: ENVX
[2025-12-01T20:36:30.499045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ENVX' from 'https://tdm.silogroup.org/data/derivative_storage/ENVX.csv'.
[2025-12-01T20:36:30.509774] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ENVX'.
[2025-12-01T20:36:30.510063] [INFO ] [FORECASTER] Starting predict_future for ENVX
[2025-12-01T20:36:30.510869] [DEBUG] [LOCAL     ] No optimal features file found for ENVX: ./output/feature-sets/ENVX.txt
[2025-12-01T20:36:30.510921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:30.510952] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:30.510977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:30.511032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:30.567644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:30.568225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:30.568302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:30.568356] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:30.691753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:30.691866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:30.691901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:30.691928] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:30.695169] [DEBUG] [FORECASTER] ENVX: Forecast T+1@11:T+2@11: DOWN (p=49.83%)
[2025-12-01T20:36:30.695428] [INFO ] [FORECASTER] Completed predict_future for ENVX
[2025-12-01T20:36:30.695554] [INFO ] [sig       ] ENVX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:30.841096] [INFO ] [LOCAL     ] Saved forecast: ENVX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ENVX.txt
[2025-12-01T20:36:30.841203] [INFO ] [sig       ] [1115/3634] Completed ENVX in 0.3s | 2.97 sym/s | Total: 6.2m | ETA: 14.1m
[2025-12-01T20:36:30.841240] [INFO ] [sig       ] [1116/3634] Forecasting EOD...
[2025-12-01T20:36:30.841269] [INFO ] [sig       ] Generating forecast for: EOD
[2025-12-01T20:36:30.841297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOD' from 'https://tdm.silogroup.org/data/derivative_storage/EOD.csv'.
[2025-12-01T20:36:30.852237] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EOD'.
[2025-12-01T20:36:30.852532] [INFO ] [FORECASTER] Starting predict_future for EOD
[2025-12-01T20:36:30.853290] [DEBUG] [LOCAL     ] No optimal features file found for EOD: ./output/feature-sets/EOD.txt
[2025-12-01T20:36:30.853339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:30.853369] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:30.853405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:30.853460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:30.908653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:30.909378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:30.909453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:30.909484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:31.026533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:31.026664] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:31.026700] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:31.026729] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:31.029848] [DEBUG] [FORECASTER] EOD: Forecast T+1@11:T+2@11: DOWN (p=38.09%)
[2025-12-01T20:36:31.030100] [INFO ] [FORECASTER] Completed predict_future for EOD
[2025-12-01T20:36:31.030218] [INFO ] [sig       ] EOD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:36:31.166678] [INFO ] [LOCAL     ] Saved forecast: EOD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EOD.txt
[2025-12-01T20:36:31.166823] [INFO ] [sig       ] [1116/3634] Completed EOD in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-01T20:36:31.166861] [INFO ] [sig       ] [1117/3634] Forecasting EOG...
[2025-12-01T20:36:31.166891] [INFO ] [sig       ] Generating forecast for: EOG
[2025-12-01T20:36:31.166919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOG' from 'https://tdm.silogroup.org/data/derivative_storage/EOG.csv'.
[2025-12-01T20:36:31.177507] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EOG'.
[2025-12-01T20:36:31.177793] [INFO ] [FORECASTER] Starting predict_future for EOG
[2025-12-01T20:36:31.178543] [DEBUG] [LOCAL     ] No optimal features file found for EOG: ./output/feature-sets/EOG.txt
[2025-12-01T20:36:31.178609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:31.178644] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:31.178670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:31.178725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:31.233792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:31.234361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:31.234434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:31.234464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:31.350615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:31.350765] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:31.350802] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:31.350829] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:31.354048] [DEBUG] [FORECASTER] EOG: Forecast T+1@11:T+2@11: UP (p=99.33%)
[2025-12-01T20:36:31.354308] [INFO ] [FORECASTER] Completed predict_future for EOG
[2025-12-01T20:36:31.354430] [INFO ] [sig       ] EOG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:31.493535] [INFO ] [LOCAL     ] Saved forecast: EOG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EOG.txt
[2025-12-01T20:36:31.493673] [INFO ] [sig       ] [1117/3634] Completed EOG in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-01T20:36:31.493711] [INFO ] [sig       ] [1118/3634] Forecasting EOI...
[2025-12-01T20:36:31.493739] [INFO ] [sig       ] Generating forecast for: EOI
[2025-12-01T20:36:31.493771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOI' from 'https://tdm.silogroup.org/data/derivative_storage/EOI.csv'.
[2025-12-01T20:36:31.504484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOI'.
[2025-12-01T20:36:31.504772] [INFO ] [FORECASTER] Starting predict_future for EOI
[2025-12-01T20:36:31.505497] [DEBUG] [LOCAL     ] No optimal features file found for EOI: ./output/feature-sets/EOI.txt
[2025-12-01T20:36:31.505546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:31.505595] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:31.505624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:31.505679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:31.561717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:31.562320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:31.562393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:31.562424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:31.679560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:31.679692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:31.679728] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:31.679758] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:31.682824] [DEBUG] [FORECASTER] EOI: Forecast T+1@11:T+2@11: DOWN (p=12.40%)
[2025-12-01T20:36:31.683077] [INFO ] [FORECASTER] Completed predict_future for EOI
[2025-12-01T20:36:31.683193] [INFO ] [sig       ] EOI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:31.823111] [INFO ] [LOCAL     ] Saved forecast: EOI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EOI.txt
[2025-12-01T20:36:31.823217] [INFO ] [sig       ] [1118/3634] Completed EOI in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-01T20:36:31.823252] [INFO ] [sig       ] [1119/3634] Forecasting EOLS...
[2025-12-01T20:36:31.823280] [INFO ] [sig       ] Generating forecast for: EOLS
[2025-12-01T20:36:31.823307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOLS' from 'https://tdm.silogroup.org/data/derivative_storage/EOLS.csv'.
[2025-12-01T20:36:31.834215] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EOLS'.
[2025-12-01T20:36:31.834482] [INFO ] [FORECASTER] Starting predict_future for EOLS
[2025-12-01T20:36:31.835207] [DEBUG] [LOCAL     ] No optimal features file found for EOLS: ./output/feature-sets/EOLS.txt
[2025-12-01T20:36:31.835256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:31.835287] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:31.835311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:31.835364] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:31.890833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:31.891418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:31.891491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:31.891521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:32.009765] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:32.009875] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:32.009909] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:32.009937] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:32.012998] [DEBUG] [FORECASTER] EOLS: Forecast T+1@11:T+2@11: DOWN (p=12.21%)
[2025-12-01T20:36:32.013248] [INFO ] [FORECASTER] Completed predict_future for EOLS
[2025-12-01T20:36:32.013364] [INFO ] [sig       ] EOLS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:36:32.151001] [INFO ] [LOCAL     ] Saved forecast: EOLS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EOLS.txt
[2025-12-01T20:36:32.151122] [INFO ] [sig       ] [1119/3634] Completed EOLS in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-01T20:36:32.151160] [INFO ] [sig       ] [1120/3634] Forecasting EOS...
[2025-12-01T20:36:32.151187] [INFO ] [sig       ] Generating forecast for: EOS
[2025-12-01T20:36:32.151223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOS' from 'https://tdm.silogroup.org/data/derivative_storage/EOS.csv'.
[2025-12-01T20:36:32.161887] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOS'.
[2025-12-01T20:36:32.162161] [INFO ] [FORECASTER] Starting predict_future for EOS
[2025-12-01T20:36:32.162909] [DEBUG] [LOCAL     ] No optimal features file found for EOS: ./output/feature-sets/EOS.txt
[2025-12-01T20:36:32.162958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:32.163015] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:32.163043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:32.163097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:32.218725] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:32.219335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:32.219409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:32.219440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:32.339598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:32.339726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:32.339768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:32.339799] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:32.343009] [DEBUG] [FORECASTER] EOS: Forecast T+1@11:T+2@11: UP (p=96.56%)
[2025-12-01T20:36:32.343262] [INFO ] [FORECASTER] Completed predict_future for EOS
[2025-12-01T20:36:32.343380] [INFO ] [sig       ] EOS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:32.484870] [INFO ] [LOCAL     ] Saved forecast: EOS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EOS.txt
[2025-12-01T20:36:32.485018] [INFO ] [sig       ] [1120/3634] Completed EOS in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-01T20:36:32.485056] [INFO ] [sig       ] [1121/3634] Forecasting EOSE...
[2025-12-01T20:36:32.485086] [INFO ] [sig       ] Generating forecast for: EOSE
[2025-12-01T20:36:32.485115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EOSE' from 'https://tdm.silogroup.org/data/derivative_storage/EOSE.csv'.
[2025-12-01T20:36:32.497071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EOSE'.
[2025-12-01T20:36:32.497417] [INFO ] [FORECASTER] Starting predict_future for EOSE
[2025-12-01T20:36:32.498170] [DEBUG] [LOCAL     ] No optimal features file found for EOSE: ./output/feature-sets/EOSE.txt
[2025-12-01T20:36:32.498220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:32.498249] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:32.498273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:32.498353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:32.554116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:32.554939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:32.555019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:32.555050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:32.672214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:32.672353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:32.672390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:32.672416] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:32.675606] [DEBUG] [FORECASTER] EOSE: Forecast T+1@11:T+2@11: DOWN (p=38.10%)
[2025-12-01T20:36:32.675863] [INFO ] [FORECASTER] Completed predict_future for EOSE
[2025-12-01T20:36:32.675981] [INFO ] [sig       ] EOSE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:32.814209] [INFO ] [LOCAL     ] Saved forecast: EOSE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EOSE.txt
[2025-12-01T20:36:32.814320] [INFO ] [sig       ] [1121/3634] Completed EOSE in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-01T20:36:32.814355] [INFO ] [sig       ] [1122/3634] Forecasting EPAC...
[2025-12-01T20:36:32.814384] [INFO ] [sig       ] Generating forecast for: EPAC
[2025-12-01T20:36:32.814411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAC' from 'https://tdm.silogroup.org/data/derivative_storage/EPAC.csv'.
[2025-12-01T20:36:32.825266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAC'.
[2025-12-01T20:36:32.825520] [INFO ] [FORECASTER] Starting predict_future for EPAC
[2025-12-01T20:36:32.826240] [DEBUG] [LOCAL     ] No optimal features file found for EPAC: ./output/feature-sets/EPAC.txt
[2025-12-01T20:36:32.826288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:32.826318] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:32.826343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:32.826396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:32.882258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:32.882854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:32.882938] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:32.882969] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:32.998664] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:32.998785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:32.998820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:32.998846] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:33.001969] [DEBUG] [FORECASTER] EPAC: Forecast T+1@11:T+2@11: DOWN (p=48.23%)
[2025-12-01T20:36:33.002221] [INFO ] [FORECASTER] Completed predict_future for EPAC
[2025-12-01T20:36:33.002337] [INFO ] [sig       ] EPAC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:33.147244] [INFO ] [LOCAL     ] Saved forecast: EPAC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EPAC.txt
[2025-12-01T20:36:33.147362] [INFO ] [sig       ] [1122/3634] Completed EPAC in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-01T20:36:33.147397] [INFO ] [sig       ] [1123/3634] Forecasting EPAM...
[2025-12-01T20:36:33.147425] [INFO ] [sig       ] Generating forecast for: EPAM
[2025-12-01T20:36:33.147455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPAM' from 'https://tdm.silogroup.org/data/derivative_storage/EPAM.csv'.
[2025-12-01T20:36:33.158345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPAM'.
[2025-12-01T20:36:33.158641] [INFO ] [FORECASTER] Starting predict_future for EPAM
[2025-12-01T20:36:33.159360] [DEBUG] [LOCAL     ] No optimal features file found for EPAM: ./output/feature-sets/EPAM.txt
[2025-12-01T20:36:33.159408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:33.159437] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:33.159462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:33.159516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:33.214431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:33.215015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:33.215090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:33.215121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:33.334003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:33.334148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:33.334184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:33.334243] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:33.337475] [DEBUG] [FORECASTER] EPAM: Forecast T+1@11:T+2@11: DOWN (p=15.41%)
[2025-12-01T20:36:33.337752] [INFO ] [FORECASTER] Completed predict_future for EPAM
[2025-12-01T20:36:33.337876] [INFO ] [sig       ] EPAM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:33.478980] [INFO ] [LOCAL     ] Saved forecast: EPAM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EPAM.txt
[2025-12-01T20:36:33.479098] [INFO ] [sig       ] [1123/3634] Completed EPAM in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-01T20:36:33.479134] [INFO ] [sig       ] [1124/3634] Forecasting EPC...
[2025-12-01T20:36:33.479161] [INFO ] [sig       ] Generating forecast for: EPC
[2025-12-01T20:36:33.479190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPC' from 'https://tdm.silogroup.org/data/derivative_storage/EPC.csv'.
[2025-12-01T20:36:33.489461] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPC'.
[2025-12-01T20:36:33.489762] [INFO ] [FORECASTER] Starting predict_future for EPC
[2025-12-01T20:36:33.490554] [DEBUG] [LOCAL     ] No optimal features file found for EPC: ./output/feature-sets/EPC.txt
[2025-12-01T20:36:33.490623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:33.490656] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:33.490685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:33.490742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:33.546479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:33.547377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:33.547461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:33.547492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:33.666424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:33.666591] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:33.666637] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:33.666667] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:33.670064] [DEBUG] [FORECASTER] EPC: Forecast T+1@11:T+2@11: UP (p=75.27%)
[2025-12-01T20:36:33.670322] [INFO ] [FORECASTER] Completed predict_future for EPC
[2025-12-01T20:36:33.670444] [INFO ] [sig       ] EPC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:33.809586] [INFO ] [LOCAL     ] Saved forecast: EPC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EPC.txt
[2025-12-01T20:36:33.809696] [INFO ] [sig       ] [1124/3634] Completed EPC in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-01T20:36:33.809734] [INFO ] [sig       ] [1125/3634] Forecasting EPD...
[2025-12-01T20:36:33.809769] [INFO ] [sig       ] Generating forecast for: EPD
[2025-12-01T20:36:33.809804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPD' from 'https://tdm.silogroup.org/data/derivative_storage/EPD.csv'.
[2025-12-01T20:36:33.820814] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EPD'.
[2025-12-01T20:36:33.821094] [INFO ] [FORECASTER] Starting predict_future for EPD
[2025-12-01T20:36:33.821865] [DEBUG] [LOCAL     ] No optimal features file found for EPD: ./output/feature-sets/EPD.txt
[2025-12-01T20:36:33.821916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:33.821949] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:33.821976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:33.822033] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:33.879782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:33.880408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:33.880484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:33.880516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:34.005888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:34.005994] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:34.006031] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:34.006058] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:34.009331] [DEBUG] [FORECASTER] EPD: Forecast T+1@11:T+2@11: UP (p=53.42%)
[2025-12-01T20:36:34.009606] [INFO ] [FORECASTER] Completed predict_future for EPD
[2025-12-01T20:36:34.009727] [INFO ] [sig       ] EPD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:34.154340] [INFO ] [LOCAL     ] Saved forecast: EPD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EPD.txt
[2025-12-01T20:36:34.154459] [INFO ] [sig       ] [1125/3634] Completed EPD in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-01T20:36:34.154496] [INFO ] [sig       ] [1126/3634] Forecasting EPSN...
[2025-12-01T20:36:34.154525] [INFO ] [sig       ] Generating forecast for: EPSN
[2025-12-01T20:36:34.154553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EPSN' from 'https://tdm.silogroup.org/data/derivative_storage/EPSN.csv'.
[2025-12-01T20:36:34.165973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EPSN'.
[2025-12-01T20:36:34.166299] [INFO ] [FORECASTER] Starting predict_future for EPSN
[2025-12-01T20:36:34.167077] [DEBUG] [LOCAL     ] No optimal features file found for EPSN: ./output/feature-sets/EPSN.txt
[2025-12-01T20:36:34.167127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:34.167158] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:34.167184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:34.167238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:34.225003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:34.225636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:34.225713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:34.225745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:34.344596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:34.344696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:34.344732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:34.344758] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:34.347799] [DEBUG] [FORECASTER] EPSN: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-01T20:36:34.348051] [INFO ] [FORECASTER] Completed predict_future for EPSN
[2025-12-01T20:36:34.348167] [INFO ] [sig       ] EPSN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:34.492128] [INFO ] [LOCAL     ] Saved forecast: EPSN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EPSN.txt
[2025-12-01T20:36:34.492239] [INFO ] [sig       ] [1126/3634] Completed EPSN in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.1m
[2025-12-01T20:36:34.492274] [INFO ] [sig       ] [1127/3634] Forecasting EQBK...
[2025-12-01T20:36:34.492301] [INFO ] [sig       ] Generating forecast for: EQBK
[2025-12-01T20:36:34.492329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQBK' from 'https://tdm.silogroup.org/data/derivative_storage/EQBK.csv'.
[2025-12-01T20:36:34.503534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQBK'.
[2025-12-01T20:36:34.503838] [INFO ] [FORECASTER] Starting predict_future for EQBK
[2025-12-01T20:36:34.504635] [DEBUG] [LOCAL     ] No optimal features file found for EQBK: ./output/feature-sets/EQBK.txt
[2025-12-01T20:36:34.504686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:34.504717] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:34.504743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:34.504809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:34.561486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:34.562126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:34.562201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:34.562233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:34.678909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:34.679057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:34.679094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:34.679122] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:34.682386] [DEBUG] [FORECASTER] EQBK: Forecast T+1@11:T+2@11: DOWN (p=29.99%)
[2025-12-01T20:36:34.682668] [INFO ] [FORECASTER] Completed predict_future for EQBK
[2025-12-01T20:36:34.682789] [INFO ] [sig       ] EQBK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:34.827871] [INFO ] [LOCAL     ] Saved forecast: EQBK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EQBK.txt
[2025-12-01T20:36:34.827991] [INFO ] [sig       ] [1127/3634] Completed EQBK in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-01T20:36:34.828027] [INFO ] [sig       ] [1128/3634] Forecasting EQH...
[2025-12-01T20:36:34.828056] [INFO ] [sig       ] Generating forecast for: EQH
[2025-12-01T20:36:34.828083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQH' from 'https://tdm.silogroup.org/data/derivative_storage/EQH.csv'.
[2025-12-01T20:36:34.840944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQH'.
[2025-12-01T20:36:34.841218] [INFO ] [FORECASTER] Starting predict_future for EQH
[2025-12-01T20:36:34.842012] [DEBUG] [LOCAL     ] No optimal features file found for EQH: ./output/feature-sets/EQH.txt
[2025-12-01T20:36:34.842062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:34.842092] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:34.842119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:34.842175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:34.899666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:34.900274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:34.900348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:34.900381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:35.021803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:35.021941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:35.021980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:35.022008] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:35.025208] [DEBUG] [FORECASTER] EQH: Forecast T+1@11:T+2@11: UP (p=52.04%)
[2025-12-01T20:36:35.025462] [INFO ] [FORECASTER] Completed predict_future for EQH
[2025-12-01T20:36:35.025597] [INFO ] [sig       ] EQH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:35.166475] [INFO ] [LOCAL     ] Saved forecast: EQH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EQH.txt
[2025-12-01T20:36:35.166606] [INFO ] [sig       ] [1128/3634] Completed EQH in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-01T20:36:35.166644] [INFO ] [sig       ] [1129/3634] Forecasting EQIX...
[2025-12-01T20:36:35.166671] [INFO ] [sig       ] Generating forecast for: EQIX
[2025-12-01T20:36:35.166700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EQIX' from 'https://tdm.silogroup.org/data/derivative_storage/EQIX.csv'.
[2025-12-01T20:36:35.180286] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EQIX'.
[2025-12-01T20:36:35.180541] [INFO ] [FORECASTER] Starting predict_future for EQIX
[2025-12-01T20:36:35.181316] [DEBUG] [LOCAL     ] No optimal features file found for EQIX: ./output/feature-sets/EQIX.txt
[2025-12-01T20:36:35.181376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:35.181407] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:35.181432] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:35.181488] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:35.238979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:35.239618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:35.239693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:35.239725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:35.366229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:35.366356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:35.366391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:35.366418] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:35.369707] [DEBUG] [FORECASTER] EQIX: Forecast T+1@11:T+2@11: UP (p=82.92%)
[2025-12-01T20:36:35.369971] [INFO ] [FORECASTER] Completed predict_future for EQIX
[2025-12-01T20:36:35.370093] [INFO ] [sig       ] EQIX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:35.513915] [INFO ] [LOCAL     ] Saved forecast: EQIX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EQIX.txt
[2025-12-01T20:36:35.514037] [INFO ] [sig       ] [1129/3634] Completed EQIX in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-01T20:36:35.514074] [INFO ] [sig       ] [1130/3634] Forecasting ERAS...
[2025-12-01T20:36:35.514101] [INFO ] [sig       ] Generating forecast for: ERAS
[2025-12-01T20:36:35.514129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERAS' from 'https://tdm.silogroup.org/data/derivative_storage/ERAS.csv'.
[2025-12-01T20:36:35.525045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERAS'.
[2025-12-01T20:36:35.525300] [INFO ] [FORECASTER] Starting predict_future for ERAS
[2025-12-01T20:36:35.526051] [DEBUG] [LOCAL     ] No optimal features file found for ERAS: ./output/feature-sets/ERAS.txt
[2025-12-01T20:36:35.526100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:35.526131] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:35.526156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:35.526211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:35.581323] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:35.581903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:35.582000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:35.582032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:35.698018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:35.698153] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:35.698189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:35.698216] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:35.701516] [DEBUG] [FORECASTER] ERAS: Forecast T+1@11:T+2@11: DOWN (p=35.94%)
[2025-12-01T20:36:35.701796] [INFO ] [FORECASTER] Completed predict_future for ERAS
[2025-12-01T20:36:35.701920] [INFO ] [sig       ] ERAS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:35.840701] [INFO ] [LOCAL     ] Saved forecast: ERAS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ERAS.txt
[2025-12-01T20:36:35.840849] [INFO ] [sig       ] [1130/3634] Completed ERAS in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-01T20:36:35.840884] [INFO ] [sig       ] [1131/3634] Forecasting ERIC...
[2025-12-01T20:36:35.840913] [INFO ] [sig       ] Generating forecast for: ERIC
[2025-12-01T20:36:35.840942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIC' from 'https://tdm.silogroup.org/data/derivative_storage/ERIC.csv'.
[2025-12-01T20:36:35.851859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIC'.
[2025-12-01T20:36:35.852119] [INFO ] [FORECASTER] Starting predict_future for ERIC
[2025-12-01T20:36:35.852863] [DEBUG] [LOCAL     ] No optimal features file found for ERIC: ./output/feature-sets/ERIC.txt
[2025-12-01T20:36:35.852912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:35.852942] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:35.852967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:35.853021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:35.908671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:35.909287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:35.909361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:35.909392] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:36.032269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:36.032398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:36.032433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:36.032459] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:36.035658] [DEBUG] [FORECASTER] ERIC: Forecast T+1@11:T+2@11: UP (p=66.57%)
[2025-12-01T20:36:36.035918] [INFO ] [FORECASTER] Completed predict_future for ERIC
[2025-12-01T20:36:36.036037] [INFO ] [sig       ] ERIC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:36.175661] [INFO ] [LOCAL     ] Saved forecast: ERIC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ERIC.txt
[2025-12-01T20:36:36.175778] [INFO ] [sig       ] [1131/3634] Completed ERIC in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-01T20:36:36.175813] [INFO ] [sig       ] [1132/3634] Forecasting ERIE...
[2025-12-01T20:36:36.175840] [INFO ] [sig       ] Generating forecast for: ERIE
[2025-12-01T20:36:36.175870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERIE' from 'https://tdm.silogroup.org/data/derivative_storage/ERIE.csv'.
[2025-12-01T20:36:36.186997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERIE'.
[2025-12-01T20:36:36.187284] [INFO ] [FORECASTER] Starting predict_future for ERIE
[2025-12-01T20:36:36.188098] [DEBUG] [LOCAL     ] No optimal features file found for ERIE: ./output/feature-sets/ERIE.txt
[2025-12-01T20:36:36.188149] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:36.188179] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:36.188205] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:36.188260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:36.246112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:36.246757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:36.246835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:36.246868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:36.365120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:36.365237] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:36.365279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:36.365306] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:36.368423] [DEBUG] [FORECASTER] ERIE: Forecast T+1@11:T+2@11: UP (p=98.97%)
[2025-12-01T20:36:36.368709] [INFO ] [FORECASTER] Completed predict_future for ERIE
[2025-12-01T20:36:36.368833] [INFO ] [sig       ] ERIE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:36.513854] [INFO ] [LOCAL     ] Saved forecast: ERIE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ERIE.txt
[2025-12-01T20:36:36.513968] [INFO ] [sig       ] [1132/3634] Completed ERIE in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-01T20:36:36.514004] [INFO ] [sig       ] [1133/3634] Forecasting ERII...
[2025-12-01T20:36:36.514031] [INFO ] [sig       ] Generating forecast for: ERII
[2025-12-01T20:36:36.514058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERII' from 'https://tdm.silogroup.org/data/derivative_storage/ERII.csv'.
[2025-12-01T20:36:36.525704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERII'.
[2025-12-01T20:36:36.525983] [INFO ] [FORECASTER] Starting predict_future for ERII
[2025-12-01T20:36:36.526790] [DEBUG] [LOCAL     ] No optimal features file found for ERII: ./output/feature-sets/ERII.txt
[2025-12-01T20:36:36.526840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:36.526876] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:36.526902] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:36.526957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:36.583030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:36.583643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:36.583719] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:36.583750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:36.701342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:36.701467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:36.701503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:36.701530] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:36.704646] [DEBUG] [FORECASTER] ERII: Forecast T+1@11:T+2@11: DOWN (p=15.89%)
[2025-12-01T20:36:36.704904] [INFO ] [FORECASTER] Completed predict_future for ERII
[2025-12-01T20:36:36.705022] [INFO ] [sig       ] ERII: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:36.850536] [INFO ] [LOCAL     ] Saved forecast: ERII	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ERII.txt
[2025-12-01T20:36:36.850717] [INFO ] [sig       ] [1133/3634] Completed ERII in 0.3s | 2.97 sym/s | Total: 6.3m | ETA: 14.0m
[2025-12-01T20:36:36.850758] [INFO ] [sig       ] [1134/3634] Forecasting ERNA...
[2025-12-01T20:36:36.850789] [INFO ] [sig       ] Generating forecast for: ERNA
[2025-12-01T20:36:36.850820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERNA' from 'https://tdm.silogroup.org/data/derivative_storage/ERNA.csv'.
[2025-12-01T20:36:36.861919] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ERNA'.
[2025-12-01T20:36:36.862217] [INFO ] [FORECASTER] Starting predict_future for ERNA
[2025-12-01T20:36:36.862987] [DEBUG] [LOCAL     ] No optimal features file found for ERNA: ./output/feature-sets/ERNA.txt
[2025-12-01T20:36:36.863038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:36.863068] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:36.863095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:36.863150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:36.920834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:36.921537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:36.921636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:36.921669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:37.036329] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:37.036459] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:37.036496] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:37.036523] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:37.039824] [DEBUG] [FORECASTER] ERNA: Forecast T+1@11:T+2@11: DOWN (p=16.55%)
[2025-12-01T20:36:37.040120] [INFO ] [FORECASTER] Completed predict_future for ERNA
[2025-12-01T20:36:37.040237] [INFO ] [sig       ] ERNA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:36:37.186237] [INFO ] [LOCAL     ] Saved forecast: ERNA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ERNA.txt
[2025-12-01T20:36:37.186355] [INFO ] [sig       ] [1134/3634] Completed ERNA in 0.3s | 2.97 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-01T20:36:37.186392] [INFO ] [sig       ] [1135/3634] Forecasting ERO...
[2025-12-01T20:36:37.186420] [INFO ] [sig       ] Generating forecast for: ERO
[2025-12-01T20:36:37.186448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ERO' from 'https://tdm.silogroup.org/data/derivative_storage/ERO.csv'.
[2025-12-01T20:36:37.197657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ERO'.
[2025-12-01T20:36:37.197922] [INFO ] [FORECASTER] Starting predict_future for ERO
[2025-12-01T20:36:37.198686] [DEBUG] [LOCAL     ] No optimal features file found for ERO: ./output/feature-sets/ERO.txt
[2025-12-01T20:36:37.198735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:37.198765] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:37.198791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:37.198850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:37.258828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:37.259429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:37.259504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:37.259537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:37.378910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:37.379018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:37.379053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:37.379080] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:37.382163] [DEBUG] [FORECASTER] ERO: Forecast T+1@11:T+2@11: DOWN (p=45.23%)
[2025-12-01T20:36:37.382415] [INFO ] [FORECASTER] Completed predict_future for ERO
[2025-12-01T20:36:37.382531] [INFO ] [sig       ] ERO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:37.522356] [INFO ] [LOCAL     ] Saved forecast: ERO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ERO.txt
[2025-12-01T20:36:37.522465] [INFO ] [sig       ] [1135/3634] Completed ERO in 0.3s | 2.97 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-01T20:36:37.522501] [INFO ] [sig       ] [1136/3634] Forecasting ES...
[2025-12-01T20:36:37.522528] [INFO ] [sig       ] Generating forecast for: ES
[2025-12-01T20:36:37.522556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ES' from 'https://tdm.silogroup.org/data/derivative_storage/ES.csv'.
[2025-12-01T20:36:37.539029] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ES'.
[2025-12-01T20:36:37.539297] [INFO ] [FORECASTER] Starting predict_future for ES
[2025-12-01T20:36:37.540075] [DEBUG] [LOCAL     ] No optimal features file found for ES: ./output/feature-sets/ES.txt
[2025-12-01T20:36:37.540124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:37.540155] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:37.540180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:37.540235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:37.594370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:37.594966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:37.595040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:37.595070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:37.710627] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:37.710751] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:37.710799] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:37.710828] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:37.713993] [DEBUG] [FORECASTER] ES: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-01T20:36:37.714244] [INFO ] [FORECASTER] Completed predict_future for ES
[2025-12-01T20:36:37.714360] [INFO ] [sig       ] ES: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:36:37.851514] [INFO ] [LOCAL     ] Saved forecast: ES	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ES.txt
[2025-12-01T20:36:37.851639] [INFO ] [sig       ] [1136/3634] Completed ES in 0.3s | 2.97 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-01T20:36:37.851676] [INFO ] [sig       ] [1137/3634] Forecasting ESAB...
[2025-12-01T20:36:37.851703] [INFO ] [sig       ] Generating forecast for: ESAB
[2025-12-01T20:36:37.851740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESAB' from 'https://tdm.silogroup.org/data/derivative_storage/ESAB.csv'.
[2025-12-01T20:36:37.863045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESAB'.
[2025-12-01T20:36:37.863307] [INFO ] [FORECASTER] Starting predict_future for ESAB
[2025-12-01T20:36:37.864077] [DEBUG] [LOCAL     ] No optimal features file found for ESAB: ./output/feature-sets/ESAB.txt
[2025-12-01T20:36:37.864126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:37.864182] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:37.864210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:37.864265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:37.919833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:37.920442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:37.920515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:37.920546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:38.038955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:38.039105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:38.039142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:38.039170] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:38.042373] [DEBUG] [FORECASTER] ESAB: Forecast T+1@11:T+2@11: DOWN (p=11.30%)
[2025-12-01T20:36:38.042644] [INFO ] [FORECASTER] Completed predict_future for ESAB
[2025-12-01T20:36:38.042762] [INFO ] [sig       ] ESAB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:38.180257] [INFO ] [LOCAL     ] Saved forecast: ESAB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ESAB.txt
[2025-12-01T20:36:38.180374] [INFO ] [sig       ] [1137/3634] Completed ESAB in 0.3s | 2.97 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-01T20:36:38.180410] [INFO ] [sig       ] [1138/3634] Forecasting ESCA...
[2025-12-01T20:36:38.180438] [INFO ] [sig       ] Generating forecast for: ESCA
[2025-12-01T20:36:38.180467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESCA' from 'https://tdm.silogroup.org/data/derivative_storage/ESCA.csv'.
[2025-12-01T20:36:38.191409] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ESCA'.
[2025-12-01T20:36:38.191718] [INFO ] [FORECASTER] Starting predict_future for ESCA
[2025-12-01T20:36:38.192449] [DEBUG] [LOCAL     ] No optimal features file found for ESCA: ./output/feature-sets/ESCA.txt
[2025-12-01T20:36:38.192497] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:38.192526] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:38.192551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:38.192629] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:38.246852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:38.247477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:38.247551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:38.247599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:38.356693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:38.356817] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:38.356853] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:38.356881] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:38.360072] [DEBUG] [FORECASTER] ESCA: Forecast T+1@11:T+2@11: DOWN (p=14.37%)
[2025-12-01T20:36:38.360328] [INFO ] [FORECASTER] Completed predict_future for ESCA
[2025-12-01T20:36:38.360446] [INFO ] [sig       ] ESCA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:36:38.498241] [INFO ] [LOCAL     ] Saved forecast: ESCA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ESCA.txt
[2025-12-01T20:36:38.498375] [INFO ] [sig       ] [1138/3634] Completed ESCA in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-01T20:36:38.498413] [INFO ] [sig       ] [1139/3634] Forecasting ESE...
[2025-12-01T20:36:38.498441] [INFO ] [sig       ] Generating forecast for: ESE
[2025-12-01T20:36:38.498469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESE' from 'https://tdm.silogroup.org/data/derivative_storage/ESE.csv'.
[2025-12-01T20:36:38.509682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESE'.
[2025-12-01T20:36:38.509942] [INFO ] [FORECASTER] Starting predict_future for ESE
[2025-12-01T20:36:38.510714] [DEBUG] [LOCAL     ] No optimal features file found for ESE: ./output/feature-sets/ESE.txt
[2025-12-01T20:36:38.510763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:38.510793] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:38.510819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:38.510873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:38.567478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:38.568465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:38.568550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:38.568600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:38.685092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:38.685257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:38.685295] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:38.685322] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:38.688663] [DEBUG] [FORECASTER] ESE: Forecast T+1@11:T+2@11: UP (p=67.85%)
[2025-12-01T20:36:38.689011] [INFO ] [FORECASTER] Completed predict_future for ESE
[2025-12-01T20:36:38.689160] [INFO ] [sig       ] ESE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:38.826894] [INFO ] [LOCAL     ] Saved forecast: ESE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ESE.txt
[2025-12-01T20:36:38.827040] [INFO ] [sig       ] [1139/3634] Completed ESE in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-01T20:36:38.827077] [INFO ] [sig       ] [1140/3634] Forecasting ESEA...
[2025-12-01T20:36:38.827106] [INFO ] [sig       ] Generating forecast for: ESEA
[2025-12-01T20:36:38.827135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESEA' from 'https://tdm.silogroup.org/data/derivative_storage/ESEA.csv'.
[2025-12-01T20:36:38.839237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESEA'.
[2025-12-01T20:36:38.839523] [INFO ] [FORECASTER] Starting predict_future for ESEA
[2025-12-01T20:36:38.840284] [DEBUG] [LOCAL     ] No optimal features file found for ESEA: ./output/feature-sets/ESEA.txt
[2025-12-01T20:36:38.840333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:38.840373] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:38.840400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:38.840454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:38.895656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:38.896222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:38.896296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:38.896326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:39.014760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:39.014878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:39.014911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:39.014972] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:39.018144] [DEBUG] [FORECASTER] ESEA: Forecast T+1@11:T+2@11: UP (p=86.63%)
[2025-12-01T20:36:39.018431] [INFO ] [FORECASTER] Completed predict_future for ESEA
[2025-12-01T20:36:39.018553] [INFO ] [sig       ] ESEA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:39.157070] [INFO ] [LOCAL     ] Saved forecast: ESEA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ESEA.txt
[2025-12-01T20:36:39.157211] [INFO ] [sig       ] [1140/3634] Completed ESEA in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-01T20:36:39.157249] [INFO ] [sig       ] [1141/3634] Forecasting ESGD...
[2025-12-01T20:36:39.157279] [INFO ] [sig       ] Generating forecast for: ESGD
[2025-12-01T20:36:39.157308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGD' from 'https://tdm.silogroup.org/data/derivative_storage/ESGD.csv'.
[2025-12-01T20:36:39.168060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGD'.
[2025-12-01T20:36:39.168325] [INFO ] [FORECASTER] Starting predict_future for ESGD
[2025-12-01T20:36:39.169069] [DEBUG] [LOCAL     ] No optimal features file found for ESGD: ./output/feature-sets/ESGD.txt
[2025-12-01T20:36:39.169118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:39.169148] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:39.169173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:39.169227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:39.224669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:39.225287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:39.225363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:39.225393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:39.343867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:39.343989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:39.344023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:39.344050] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:39.347193] [DEBUG] [FORECASTER] ESGD: Forecast T+1@11:T+2@11: DOWN (p=21.17%)
[2025-12-01T20:36:39.347448] [INFO ] [FORECASTER] Completed predict_future for ESGD
[2025-12-01T20:36:39.347583] [INFO ] [sig       ] ESGD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:39.488130] [INFO ] [LOCAL     ] Saved forecast: ESGD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ESGD.txt
[2025-12-01T20:36:39.488238] [INFO ] [sig       ] [1141/3634] Completed ESGD in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-01T20:36:39.488273] [INFO ] [sig       ] [1142/3634] Forecasting ESGE...
[2025-12-01T20:36:39.488301] [INFO ] [sig       ] Generating forecast for: ESGE
[2025-12-01T20:36:39.488346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESGE' from 'https://tdm.silogroup.org/data/derivative_storage/ESGE.csv'.
[2025-12-01T20:36:39.499316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESGE'.
[2025-12-01T20:36:39.499599] [INFO ] [FORECASTER] Starting predict_future for ESGE
[2025-12-01T20:36:39.500318] [DEBUG] [LOCAL     ] No optimal features file found for ESGE: ./output/feature-sets/ESGE.txt
[2025-12-01T20:36:39.500366] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:39.500395] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:39.500421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:39.500475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:39.555765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:39.556339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:39.556413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:39.556443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:39.674984] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:39.675109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:39.675143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:39.675171] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:39.678319] [DEBUG] [FORECASTER] ESGE: Forecast T+1@11:T+2@11: DOWN (p=36.39%)
[2025-12-01T20:36:39.678591] [INFO ] [FORECASTER] Completed predict_future for ESGE
[2025-12-01T20:36:39.678710] [INFO ] [sig       ] ESGE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:39.817343] [INFO ] [LOCAL     ] Saved forecast: ESGE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ESGE.txt
[2025-12-01T20:36:39.817449] [INFO ] [sig       ] [1142/3634] Completed ESGE in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-01T20:36:39.817484] [INFO ] [sig       ] [1143/3634] Forecasting ESI...
[2025-12-01T20:36:39.817511] [INFO ] [sig       ] Generating forecast for: ESI
[2025-12-01T20:36:39.817540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESI' from 'https://tdm.silogroup.org/data/derivative_storage/ESI.csv'.
[2025-12-01T20:36:39.828683] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESI'.
[2025-12-01T20:36:39.828956] [INFO ] [FORECASTER] Starting predict_future for ESI
[2025-12-01T20:36:39.829723] [DEBUG] [LOCAL     ] No optimal features file found for ESI: ./output/feature-sets/ESI.txt
[2025-12-01T20:36:39.829771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:39.829800] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:39.829826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:39.829881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:39.885004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:39.885601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:39.885675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:39.885705] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:39.998729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:39.998831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:39.998867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:39.998894] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:40.002084] [DEBUG] [FORECASTER] ESI: Forecast T+1@11:T+2@11: DOWN (p=9.67%)
[2025-12-01T20:36:40.002339] [INFO ] [FORECASTER] Completed predict_future for ESI
[2025-12-01T20:36:40.002457] [INFO ] [sig       ] ESI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:40.139941] [INFO ] [LOCAL     ] Saved forecast: ESI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ESI.txt
[2025-12-01T20:36:40.140059] [INFO ] [sig       ] [1143/3634] Completed ESI in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 14.0m
[2025-12-01T20:36:40.140102] [INFO ] [sig       ] [1144/3634] Forecasting ESOA...
[2025-12-01T20:36:40.140133] [INFO ] [sig       ] Generating forecast for: ESOA
[2025-12-01T20:36:40.140162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESOA' from 'https://tdm.silogroup.org/data/derivative_storage/ESOA.csv'.
[2025-12-01T20:36:40.151059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESOA'.
[2025-12-01T20:36:40.151309] [INFO ] [FORECASTER] Starting predict_future for ESOA
[2025-12-01T20:36:40.152065] [DEBUG] [LOCAL     ] No optimal features file found for ESOA: ./output/feature-sets/ESOA.txt
[2025-12-01T20:36:40.152114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:40.152144] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:40.152169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:40.152224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:40.208018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:40.208641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:40.208713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:40.208743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:40.326256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:40.326360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:40.326393] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:40.326420] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:40.329606] [DEBUG] [FORECASTER] ESOA: Forecast T+1@11:T+2@11: DOWN (p=13.87%)
[2025-12-01T20:36:40.329859] [INFO ] [FORECASTER] Completed predict_future for ESOA
[2025-12-01T20:36:40.329992] [INFO ] [sig       ] ESOA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:40.467717] [INFO ] [LOCAL     ] Saved forecast: ESOA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ESOA.txt
[2025-12-01T20:36:40.467819] [INFO ] [sig       ] [1144/3634] Completed ESOA in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-01T20:36:40.467855] [INFO ] [sig       ] [1145/3634] Forecasting ESPO...
[2025-12-01T20:36:40.467882] [INFO ] [sig       ] Generating forecast for: ESPO
[2025-12-01T20:36:40.467911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESPO' from 'https://tdm.silogroup.org/data/derivative_storage/ESPO.csv'.
[2025-12-01T20:36:40.478607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESPO'.
[2025-12-01T20:36:40.478866] [INFO ] [FORECASTER] Starting predict_future for ESPO
[2025-12-01T20:36:40.479609] [DEBUG] [LOCAL     ] No optimal features file found for ESPO: ./output/feature-sets/ESPO.txt
[2025-12-01T20:36:40.479659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:40.479690] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:40.479716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:40.479770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:40.535125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:40.535715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:40.535786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:40.535817] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:40.655514] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:40.655646] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:40.655681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:40.655708] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:40.658819] [DEBUG] [FORECASTER] ESPO: Forecast T+1@11:T+2@11: DOWN (p=23.67%)
[2025-12-01T20:36:40.659076] [INFO ] [FORECASTER] Completed predict_future for ESPO
[2025-12-01T20:36:40.659209] [INFO ] [sig       ] ESPO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:40.797078] [INFO ] [LOCAL     ] Saved forecast: ESPO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ESPO.txt
[2025-12-01T20:36:40.797183] [INFO ] [sig       ] [1145/3634] Completed ESPO in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-01T20:36:40.797218] [INFO ] [sig       ] [1146/3634] Forecasting ESQ...
[2025-12-01T20:36:40.797245] [INFO ] [sig       ] Generating forecast for: ESQ
[2025-12-01T20:36:40.797273] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESQ' from 'https://tdm.silogroup.org/data/derivative_storage/ESQ.csv'.
[2025-12-01T20:36:40.807935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ESQ'.
[2025-12-01T20:36:40.808198] [INFO ] [FORECASTER] Starting predict_future for ESQ
[2025-12-01T20:36:40.808971] [DEBUG] [LOCAL     ] No optimal features file found for ESQ: ./output/feature-sets/ESQ.txt
[2025-12-01T20:36:40.809029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:40.809065] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:40.809095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:40.809149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:40.864458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:40.865032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:40.865107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:40.865138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:40.976076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:40.976197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:40.976233] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:40.976259] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:40.979402] [DEBUG] [FORECASTER] ESQ: Forecast T+1@11:T+2@11: UP (p=90.14%)
[2025-12-01T20:36:40.979672] [INFO ] [FORECASTER] Completed predict_future for ESQ
[2025-12-01T20:36:40.979790] [INFO ] [sig       ] ESQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:41.118892] [INFO ] [LOCAL     ] Saved forecast: ESQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ESQ.txt
[2025-12-01T20:36:41.119017] [INFO ] [sig       ] [1146/3634] Completed ESQ in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-01T20:36:41.119053] [INFO ] [sig       ] [1147/3634] Forecasting ESTA...
[2025-12-01T20:36:41.119080] [INFO ] [sig       ] Generating forecast for: ESTA
[2025-12-01T20:36:41.119109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTA' from 'https://tdm.silogroup.org/data/derivative_storage/ESTA.csv'.
[2025-12-01T20:36:41.129984] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ESTA'.
[2025-12-01T20:36:41.130236] [INFO ] [FORECASTER] Starting predict_future for ESTA
[2025-12-01T20:36:41.130984] [DEBUG] [LOCAL     ] No optimal features file found for ESTA: ./output/feature-sets/ESTA.txt
[2025-12-01T20:36:41.131031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:41.131060] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:41.131086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:41.131140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:41.185466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:41.186043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:41.186143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:41.186175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:41.313761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:41.313929] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:41.313969] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:41.314016] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:41.317401] [DEBUG] [FORECASTER] ESTA: Forecast T+1@11:T+2@11: UP (p=76.88%)
[2025-12-01T20:36:41.317694] [INFO ] [FORECASTER] Completed predict_future for ESTA
[2025-12-01T20:36:41.317824] [INFO ] [sig       ] ESTA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:41.454972] [INFO ] [LOCAL     ] Saved forecast: ESTA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ESTA.txt
[2025-12-01T20:36:41.455094] [INFO ] [sig       ] [1147/3634] Completed ESTA in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-01T20:36:41.455131] [INFO ] [sig       ] [1148/3634] Forecasting ESTC...
[2025-12-01T20:36:41.455158] [INFO ] [sig       ] Generating forecast for: ESTC
[2025-12-01T20:36:41.455188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ESTC' from 'https://tdm.silogroup.org/data/derivative_storage/ESTC.csv'.
[2025-12-01T20:36:41.466110] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ESTC'.
[2025-12-01T20:36:41.466372] [INFO ] [FORECASTER] Starting predict_future for ESTC
[2025-12-01T20:36:41.467126] [DEBUG] [LOCAL     ] No optimal features file found for ESTC: ./output/feature-sets/ESTC.txt
[2025-12-01T20:36:41.467176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:41.467205] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:41.467230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:41.467285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:41.521954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:41.522683] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:41.522761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:41.522792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:41.642349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:41.642510] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:41.642547] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:41.642591] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:41.645862] [DEBUG] [FORECASTER] ESTC: Forecast T+1@11:T+2@11: UP (p=76.50%)
[2025-12-01T20:36:41.646131] [INFO ] [FORECASTER] Completed predict_future for ESTC
[2025-12-01T20:36:41.646254] [INFO ] [sig       ] ESTC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:41.784439] [INFO ] [LOCAL     ] Saved forecast: ESTC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ESTC.txt
[2025-12-01T20:36:41.784585] [INFO ] [sig       ] [1148/3634] Completed ESTC in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-01T20:36:41.784624] [INFO ] [sig       ] [1149/3634] Forecasting ETB...
[2025-12-01T20:36:41.784653] [INFO ] [sig       ] Generating forecast for: ETB
[2025-12-01T20:36:41.784681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETB' from 'https://tdm.silogroup.org/data/derivative_storage/ETB.csv'.
[2025-12-01T20:36:41.795550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETB'.
[2025-12-01T20:36:41.795854] [INFO ] [FORECASTER] Starting predict_future for ETB
[2025-12-01T20:36:41.796614] [DEBUG] [LOCAL     ] No optimal features file found for ETB: ./output/feature-sets/ETB.txt
[2025-12-01T20:36:41.796670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:41.796700] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:41.796724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:41.796778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:41.852465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:41.853080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:41.853167] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:41.853199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:41.967060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:41.967182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:41.967218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:41.967244] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:41.970502] [DEBUG] [FORECASTER] ETB: Forecast T+1@11:T+2@11: DOWN (p=27.93%)
[2025-12-01T20:36:41.970781] [INFO ] [FORECASTER] Completed predict_future for ETB
[2025-12-01T20:36:41.970902] [INFO ] [sig       ] ETB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:42.108626] [INFO ] [LOCAL     ] Saved forecast: ETB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ETB.txt
[2025-12-01T20:36:42.108751] [INFO ] [sig       ] [1149/3634] Completed ETB in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-01T20:36:42.108788] [INFO ] [sig       ] [1150/3634] Forecasting ETD...
[2025-12-01T20:36:42.108816] [INFO ] [sig       ] Generating forecast for: ETD
[2025-12-01T20:36:42.108846] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETD' from 'https://tdm.silogroup.org/data/derivative_storage/ETD.csv'.
[2025-12-01T20:36:42.119443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETD'.
[2025-12-01T20:36:42.119726] [INFO ] [FORECASTER] Starting predict_future for ETD
[2025-12-01T20:36:42.120445] [DEBUG] [LOCAL     ] No optimal features file found for ETD: ./output/feature-sets/ETD.txt
[2025-12-01T20:36:42.120493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:42.120524] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:42.120549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:42.120620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:42.175961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:42.176553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:42.176646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:42.176677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:42.292986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:42.293094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:42.293127] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:42.293154] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:42.296202] [DEBUG] [FORECASTER] ETD: Forecast T+1@11:T+2@11: UP (p=60.75%)
[2025-12-01T20:36:42.296453] [INFO ] [FORECASTER] Completed predict_future for ETD
[2025-12-01T20:36:42.296586] [INFO ] [sig       ] ETD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:42.443285] [INFO ] [LOCAL     ] Saved forecast: ETD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ETD.txt
[2025-12-01T20:36:42.443459] [INFO ] [sig       ] [1150/3634] Completed ETD in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-01T20:36:42.443498] [INFO ] [sig       ] [1151/3634] Forecasting ETG...
[2025-12-01T20:36:42.443526] [INFO ] [sig       ] Generating forecast for: ETG
[2025-12-01T20:36:42.443556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETG' from 'https://tdm.silogroup.org/data/derivative_storage/ETG.csv'.
[2025-12-01T20:36:42.455164] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETG'.
[2025-12-01T20:36:42.455448] [INFO ] [FORECASTER] Starting predict_future for ETG
[2025-12-01T20:36:42.456237] [DEBUG] [LOCAL     ] No optimal features file found for ETG: ./output/feature-sets/ETG.txt
[2025-12-01T20:36:42.456286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:42.456316] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:42.456352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:42.456408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:42.518009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:42.518966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:42.519059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:42.519092] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:42.639072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:42.639230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:42.639267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:42.639295] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:42.642653] [DEBUG] [FORECASTER] ETG: Forecast T+1@11:T+2@11: UP (p=56.48%)
[2025-12-01T20:36:42.642924] [INFO ] [FORECASTER] Completed predict_future for ETG
[2025-12-01T20:36:42.643057] [INFO ] [sig       ] ETG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:42.780757] [INFO ] [LOCAL     ] Saved forecast: ETG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ETG.txt
[2025-12-01T20:36:42.780875] [INFO ] [sig       ] [1151/3634] Completed ETG in 0.3s | 2.98 sym/s | Total: 6.4m | ETA: 13.9m
[2025-12-01T20:36:42.780912] [INFO ] [sig       ] [1152/3634] Forecasting ETHA...
[2025-12-01T20:36:42.780939] [INFO ] [sig       ] Generating forecast for: ETHA
[2025-12-01T20:36:42.780968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETHA' from 'https://tdm.silogroup.org/data/derivative_storage/ETHA.csv'.
[2025-12-01T20:36:42.792373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETHA'.
[2025-12-01T20:36:42.792646] [INFO ] [FORECASTER] Starting predict_future for ETHA
[2025-12-01T20:36:42.793379] [DEBUG] [LOCAL     ] No optimal features file found for ETHA: ./output/feature-sets/ETHA.txt
[2025-12-01T20:36:42.793427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:42.793457] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:42.793482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:42.793535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:42.849174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:42.849777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:42.849853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:42.849885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:42.966940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:42.967090] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:42.967126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:42.967152] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:42.970428] [DEBUG] [FORECASTER] ETHA: Forecast T+1@11:T+2@11: DOWN (p=16.59%)
[2025-12-01T20:36:42.970709] [INFO ] [FORECASTER] Completed predict_future for ETHA
[2025-12-01T20:36:42.970832] [INFO ] [sig       ] ETHA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:43.108957] [INFO ] [LOCAL     ] Saved forecast: ETHA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ETHA.txt
[2025-12-01T20:36:43.109079] [INFO ] [sig       ] [1152/3634] Completed ETHA in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-01T20:36:43.109119] [INFO ] [sig       ] [1153/3634] Forecasting ETJ...
[2025-12-01T20:36:43.109148] [INFO ] [sig       ] Generating forecast for: ETJ
[2025-12-01T20:36:43.109176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETJ' from 'https://tdm.silogroup.org/data/derivative_storage/ETJ.csv'.
[2025-12-01T20:36:43.120801] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ETJ'.
[2025-12-01T20:36:43.121103] [INFO ] [FORECASTER] Starting predict_future for ETJ
[2025-12-01T20:36:43.121886] [DEBUG] [LOCAL     ] No optimal features file found for ETJ: ./output/feature-sets/ETJ.txt
[2025-12-01T20:36:43.121936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:43.121966] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:43.121992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:43.122049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:43.178204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:43.179146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:43.179232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:43.179265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:43.296188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:43.296354] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:43.296393] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:43.296421] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:43.299800] [DEBUG] [FORECASTER] ETJ: Forecast T+1@11:T+2@11: UP (p=57.03%)
[2025-12-01T20:36:43.300074] [INFO ] [FORECASTER] Completed predict_future for ETJ
[2025-12-01T20:36:43.300200] [INFO ] [sig       ] ETJ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:43.438247] [INFO ] [LOCAL     ] Saved forecast: ETJ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ETJ.txt
[2025-12-01T20:36:43.438438] [INFO ] [sig       ] [1153/3634] Completed ETJ in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-01T20:36:43.438478] [INFO ] [sig       ] [1154/3634] Forecasting ETN...
[2025-12-01T20:36:43.438506] [INFO ] [sig       ] Generating forecast for: ETN
[2025-12-01T20:36:43.438534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETN' from 'https://tdm.silogroup.org/data/derivative_storage/ETN.csv'.
[2025-12-01T20:36:43.450007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETN'.
[2025-12-01T20:36:43.450293] [INFO ] [FORECASTER] Starting predict_future for ETN
[2025-12-01T20:36:43.451054] [DEBUG] [LOCAL     ] No optimal features file found for ETN: ./output/feature-sets/ETN.txt
[2025-12-01T20:36:43.451103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:43.451162] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:43.451190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:43.451250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:43.507004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:43.507903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:43.507991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:43.508023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:43.627020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:43.627192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:43.627230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:43.627258] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:43.630626] [DEBUG] [FORECASTER] ETN: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-01T20:36:43.630898] [INFO ] [FORECASTER] Completed predict_future for ETN
[2025-12-01T20:36:43.631025] [INFO ] [sig       ] ETN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:43.769509] [INFO ] [LOCAL     ] Saved forecast: ETN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ETN.txt
[2025-12-01T20:36:43.769678] [INFO ] [sig       ] [1154/3634] Completed ETN in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-01T20:36:43.769718] [INFO ] [sig       ] [1155/3634] Forecasting ETO...
[2025-12-01T20:36:43.769746] [INFO ] [sig       ] Generating forecast for: ETO
[2025-12-01T20:36:43.769781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETO' from 'https://tdm.silogroup.org/data/derivative_storage/ETO.csv'.
[2025-12-01T20:36:43.780829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETO'.
[2025-12-01T20:36:43.781180] [INFO ] [FORECASTER] Starting predict_future for ETO
[2025-12-01T20:36:43.781935] [DEBUG] [LOCAL     ] No optimal features file found for ETO: ./output/feature-sets/ETO.txt
[2025-12-01T20:36:43.781987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:43.782022] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:43.782054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:43.782127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:43.837758] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:43.838567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:43.838661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:43.838692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:43.961683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:43.961835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:43.961873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:43.961907] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:43.965587] [DEBUG] [FORECASTER] ETO: Forecast T+1@11:T+2@11: DOWN (p=16.70%)
[2025-12-01T20:36:43.965928] [INFO ] [FORECASTER] Completed predict_future for ETO
[2025-12-01T20:36:43.966067] [INFO ] [sig       ] ETO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:44.109544] [INFO ] [LOCAL     ] Saved forecast: ETO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ETO.txt
[2025-12-01T20:36:44.109683] [INFO ] [sig       ] [1155/3634] Completed ETO in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-01T20:36:44.109722] [INFO ] [sig       ] [1156/3634] Forecasting ETON...
[2025-12-01T20:36:44.109752] [INFO ] [sig       ] Generating forecast for: ETON
[2025-12-01T20:36:44.109781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETON' from 'https://tdm.silogroup.org/data/derivative_storage/ETON.csv'.
[2025-12-01T20:36:44.125350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETON'.
[2025-12-01T20:36:44.125800] [INFO ] [FORECASTER] Starting predict_future for ETON
[2025-12-01T20:36:44.126884] [DEBUG] [LOCAL     ] No optimal features file found for ETON: ./output/feature-sets/ETON.txt
[2025-12-01T20:36:44.126950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:44.126998] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:44.127042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:44.127134] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:44.190560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:44.191429] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:44.191510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:44.191541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:44.309231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:44.309387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:44.309423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:44.309450] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:44.312768] [DEBUG] [FORECASTER] ETON: Forecast T+1@11:T+2@11: DOWN (p=18.31%)
[2025-12-01T20:36:44.313030] [INFO ] [FORECASTER] Completed predict_future for ETON
[2025-12-01T20:36:44.313149] [INFO ] [sig       ] ETON: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:44.453721] [INFO ] [LOCAL     ] Saved forecast: ETON	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ETON.txt
[2025-12-01T20:36:44.453884] [INFO ] [sig       ] [1156/3634] Completed ETON in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-01T20:36:44.453923] [INFO ] [sig       ] [1157/3634] Forecasting ETSY...
[2025-12-01T20:36:44.453950] [INFO ] [sig       ] Generating forecast for: ETSY
[2025-12-01T20:36:44.453981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETSY' from 'https://tdm.silogroup.org/data/derivative_storage/ETSY.csv'.
[2025-12-01T20:36:44.466396] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETSY'.
[2025-12-01T20:36:44.466726] [INFO ] [FORECASTER] Starting predict_future for ETSY
[2025-12-01T20:36:44.467521] [DEBUG] [LOCAL     ] No optimal features file found for ETSY: ./output/feature-sets/ETSY.txt
[2025-12-01T20:36:44.467589] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:44.467623] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:44.467651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:44.467707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:44.526822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:44.527491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:44.527590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:44.527629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:44.653156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:44.653305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:44.653343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:44.653405] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:44.656924] [DEBUG] [FORECASTER] ETSY: Forecast T+1@11:T+2@11: DOWN (p=16.39%)
[2025-12-01T20:36:44.657247] [INFO ] [FORECASTER] Completed predict_future for ETSY
[2025-12-01T20:36:44.657381] [INFO ] [sig       ] ETSY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:44.800800] [INFO ] [LOCAL     ] Saved forecast: ETSY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ETSY.txt
[2025-12-01T20:36:44.800928] [INFO ] [sig       ] [1157/3634] Completed ETSY in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-01T20:36:44.800967] [INFO ] [sig       ] [1158/3634] Forecasting ETY...
[2025-12-01T20:36:44.800998] [INFO ] [sig       ] Generating forecast for: ETY
[2025-12-01T20:36:44.801032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ETY' from 'https://tdm.silogroup.org/data/derivative_storage/ETY.csv'.
[2025-12-01T20:36:44.813161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ETY'.
[2025-12-01T20:36:44.813455] [INFO ] [FORECASTER] Starting predict_future for ETY
[2025-12-01T20:36:44.814226] [DEBUG] [LOCAL     ] No optimal features file found for ETY: ./output/feature-sets/ETY.txt
[2025-12-01T20:36:44.814275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:44.814305] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:44.814331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:44.814385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:44.869127] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:44.869737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:44.869813] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:44.869844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:44.984819] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:44.984943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:44.984978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:44.985005] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:44.988142] [DEBUG] [FORECASTER] ETY: Forecast T+1@11:T+2@11: UP (p=90.52%)
[2025-12-01T20:36:44.988418] [INFO ] [FORECASTER] Completed predict_future for ETY
[2025-12-01T20:36:44.988536] [INFO ] [sig       ] ETY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:45.125601] [INFO ] [LOCAL     ] Saved forecast: ETY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ETY.txt
[2025-12-01T20:36:45.125725] [INFO ] [sig       ] [1158/3634] Completed ETY in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-01T20:36:45.125762] [INFO ] [sig       ] [1159/3634] Forecasting EUFN...
[2025-12-01T20:36:45.125791] [INFO ] [sig       ] Generating forecast for: EUFN
[2025-12-01T20:36:45.125820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EUFN' from 'https://tdm.silogroup.org/data/derivative_storage/EUFN.csv'.
[2025-12-01T20:36:45.137663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EUFN'.
[2025-12-01T20:36:45.137967] [INFO ] [FORECASTER] Starting predict_future for EUFN
[2025-12-01T20:36:45.138750] [DEBUG] [LOCAL     ] No optimal features file found for EUFN: ./output/feature-sets/EUFN.txt
[2025-12-01T20:36:45.138798] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:45.138827] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:45.138851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:45.138905] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:45.194230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:45.194832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:45.194906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:45.194937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:45.307462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:45.307625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:45.307664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:45.307692] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:45.310937] [DEBUG] [FORECASTER] EUFN: Forecast T+1@11:T+2@11: UP (p=55.06%)
[2025-12-01T20:36:45.311188] [INFO ] [FORECASTER] Completed predict_future for EUFN
[2025-12-01T20:36:45.311306] [INFO ] [sig       ] EUFN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:45.450471] [INFO ] [LOCAL     ] Saved forecast: EUFN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EUFN.txt
[2025-12-01T20:36:45.450627] [INFO ] [sig       ] [1159/3634] Completed EUFN in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-01T20:36:45.450667] [INFO ] [sig       ] [1160/3634] Forecasting EVAX...
[2025-12-01T20:36:45.450695] [INFO ] [sig       ] Generating forecast for: EVAX
[2025-12-01T20:36:45.450725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVAX' from 'https://tdm.silogroup.org/data/derivative_storage/EVAX.csv'.
[2025-12-01T20:36:45.462566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVAX'.
[2025-12-01T20:36:45.462972] [INFO ] [FORECASTER] Starting predict_future for EVAX
[2025-12-01T20:36:45.463770] [DEBUG] [LOCAL     ] No optimal features file found for EVAX: ./output/feature-sets/EVAX.txt
[2025-12-01T20:36:45.463818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:45.463847] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:45.463872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:45.463926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:45.519320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:45.520251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:45.520339] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:45.520371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:45.641810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:45.641929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:45.641963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:45.641989] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:45.645112] [DEBUG] [FORECASTER] EVAX: Forecast T+1@11:T+2@11: DOWN (p=37.99%)
[2025-12-01T20:36:45.645373] [INFO ] [FORECASTER] Completed predict_future for EVAX
[2025-12-01T20:36:45.645494] [INFO ] [sig       ] EVAX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:45.785911] [INFO ] [LOCAL     ] Saved forecast: EVAX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EVAX.txt
[2025-12-01T20:36:45.786021] [INFO ] [sig       ] [1160/3634] Completed EVAX in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-01T20:36:45.786057] [INFO ] [sig       ] [1161/3634] Forecasting EVC...
[2025-12-01T20:36:45.786085] [INFO ] [sig       ] Generating forecast for: EVC
[2025-12-01T20:36:45.786113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVC' from 'https://tdm.silogroup.org/data/derivative_storage/EVC.csv'.
[2025-12-01T20:36:45.797970] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EVC'.
[2025-12-01T20:36:45.798352] [INFO ] [FORECASTER] Starting predict_future for EVC
[2025-12-01T20:36:45.799167] [DEBUG] [LOCAL     ] No optimal features file found for EVC: ./output/feature-sets/EVC.txt
[2025-12-01T20:36:45.799218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:45.799249] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:45.799274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:45.799336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:45.856260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:45.857160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:45.857242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:45.857273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:45.976660] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:45.976774] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:45.976812] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:45.976839] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:45.980193] [DEBUG] [FORECASTER] EVC: Forecast T+1@11:T+2@11: DOWN (p=42.84%)
[2025-12-01T20:36:45.980475] [INFO ] [FORECASTER] Completed predict_future for EVC
[2025-12-01T20:36:45.980626] [INFO ] [sig       ] EVC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:36:46.117265] [INFO ] [LOCAL     ] Saved forecast: EVC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EVC.txt
[2025-12-01T20:36:46.117391] [INFO ] [sig       ] [1161/3634] Completed EVC in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.9m
[2025-12-01T20:36:46.117428] [INFO ] [sig       ] [1162/3634] Forecasting EVCM...
[2025-12-01T20:36:46.117457] [INFO ] [sig       ] Generating forecast for: EVCM
[2025-12-01T20:36:46.117485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVCM' from 'https://tdm.silogroup.org/data/derivative_storage/EVCM.csv'.
[2025-12-01T20:36:46.129090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVCM'.
[2025-12-01T20:36:46.129409] [INFO ] [FORECASTER] Starting predict_future for EVCM
[2025-12-01T20:36:46.130183] [DEBUG] [LOCAL     ] No optimal features file found for EVCM: ./output/feature-sets/EVCM.txt
[2025-12-01T20:36:46.130233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:46.130263] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:46.130287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:46.130342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:46.185562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:46.186419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:46.186501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:46.186533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:46.303598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:46.303756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:46.303794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:46.303821] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:46.307173] [DEBUG] [FORECASTER] EVCM: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-12-01T20:36:46.307441] [INFO ] [FORECASTER] Completed predict_future for EVCM
[2025-12-01T20:36:46.307565] [INFO ] [sig       ] EVCM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:46.446246] [INFO ] [LOCAL     ] Saved forecast: EVCM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EVCM.txt
[2025-12-01T20:36:46.446381] [INFO ] [sig       ] [1162/3634] Completed EVCM in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-01T20:36:46.446418] [INFO ] [sig       ] [1163/3634] Forecasting EVEX...
[2025-12-01T20:36:46.446445] [INFO ] [sig       ] Generating forecast for: EVEX
[2025-12-01T20:36:46.446473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVEX' from 'https://tdm.silogroup.org/data/derivative_storage/EVEX.csv'.
[2025-12-01T20:36:46.457217] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVEX'.
[2025-12-01T20:36:46.457456] [INFO ] [FORECASTER] Starting predict_future for EVEX
[2025-12-01T20:36:46.458219] [DEBUG] [LOCAL     ] No optimal features file found for EVEX: ./output/feature-sets/EVEX.txt
[2025-12-01T20:36:46.458269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:46.458299] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:46.458346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:46.458401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:46.513938] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:46.514658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:46.514738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:46.514770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:46.634414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:46.634589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:46.634631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:46.634658] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:46.637955] [DEBUG] [FORECASTER] EVEX: Forecast T+1@11:T+2@11: UP (p=84.16%)
[2025-12-01T20:36:46.638226] [INFO ] [FORECASTER] Completed predict_future for EVEX
[2025-12-01T20:36:46.638376] [INFO ] [sig       ] EVEX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:46.790235] [INFO ] [LOCAL     ] Saved forecast: EVEX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EVEX.txt
[2025-12-01T20:36:46.790389] [INFO ] [sig       ] [1163/3634] Completed EVEX in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-01T20:36:46.790427] [INFO ] [sig       ] [1164/3634] Forecasting EVF...
[2025-12-01T20:36:46.790456] [INFO ] [sig       ] Generating forecast for: EVF
[2025-12-01T20:36:46.790486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVF' from 'https://tdm.silogroup.org/data/derivative_storage/EVF.csv'.
[2025-12-01T20:36:46.801855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVF'.
[2025-12-01T20:36:46.802188] [INFO ] [FORECASTER] Starting predict_future for EVF
[2025-12-01T20:36:46.802942] [DEBUG] [LOCAL     ] No optimal features file found for EVF: ./output/feature-sets/EVF.txt
[2025-12-01T20:36:46.803002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:46.803032] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:46.803058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:46.803113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:46.858981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:46.859844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:46.859952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:46.859984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:46.970202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:46.970353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:46.970391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:46.970419] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:46.973672] [DEBUG] [FORECASTER] EVF: Forecast T+1@11:T+2@11: DOWN (p=19.06%)
[2025-12-01T20:36:46.973938] [INFO ] [FORECASTER] Completed predict_future for EVF
[2025-12-01T20:36:46.974069] [INFO ] [sig       ] EVF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:47.113233] [INFO ] [LOCAL     ] Saved forecast: EVF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EVF.txt
[2025-12-01T20:36:47.113359] [INFO ] [sig       ] [1164/3634] Completed EVF in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-01T20:36:47.113396] [INFO ] [sig       ] [1165/3634] Forecasting EVG...
[2025-12-01T20:36:47.113425] [INFO ] [sig       ] Generating forecast for: EVG
[2025-12-01T20:36:47.113454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVG' from 'https://tdm.silogroup.org/data/derivative_storage/EVG.csv'.
[2025-12-01T20:36:47.125442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVG'.
[2025-12-01T20:36:47.125788] [INFO ] [FORECASTER] Starting predict_future for EVG
[2025-12-01T20:36:47.126519] [DEBUG] [LOCAL     ] No optimal features file found for EVG: ./output/feature-sets/EVG.txt
[2025-12-01T20:36:47.126584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:47.126617] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:47.126643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:47.126697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:47.182130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:47.182800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:47.182877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:47.182909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:47.292828] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:47.292975] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:47.293012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:47.293038] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:47.296254] [DEBUG] [FORECASTER] EVG: Forecast T+1@11:T+2@11: DOWN (p=39.10%)
[2025-12-01T20:36:47.296512] [INFO ] [FORECASTER] Completed predict_future for EVG
[2025-12-01T20:36:47.296648] [INFO ] [sig       ] EVG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:47.432762] [INFO ] [LOCAL     ] Saved forecast: EVG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EVG.txt
[2025-12-01T20:36:47.432886] [INFO ] [sig       ] [1165/3634] Completed EVG in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-01T20:36:47.432922] [INFO ] [sig       ] [1166/3634] Forecasting EVGN...
[2025-12-01T20:36:47.432951] [INFO ] [sig       ] Generating forecast for: EVGN
[2025-12-01T20:36:47.432978] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGN' from 'https://tdm.silogroup.org/data/derivative_storage/EVGN.csv'.
[2025-12-01T20:36:47.444064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGN'.
[2025-12-01T20:36:47.444397] [INFO ] [FORECASTER] Starting predict_future for EVGN
[2025-12-01T20:36:47.445155] [DEBUG] [LOCAL     ] No optimal features file found for EVGN: ./output/feature-sets/EVGN.txt
[2025-12-01T20:36:47.445205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:47.445236] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:47.445261] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:47.445316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:47.500283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:47.500931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:47.501009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:47.501042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:47.612247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:47.612385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:47.612420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:47.612447] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:47.615647] [DEBUG] [FORECASTER] EVGN: Forecast T+1@11:T+2@11: DOWN (p=18.97%)
[2025-12-01T20:36:47.615902] [INFO ] [FORECASTER] Completed predict_future for EVGN
[2025-12-01T20:36:47.616023] [INFO ] [sig       ] EVGN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:47.753360] [INFO ] [LOCAL     ] Saved forecast: EVGN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EVGN.txt
[2025-12-01T20:36:47.753490] [INFO ] [sig       ] [1166/3634] Completed EVGN in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-01T20:36:47.753527] [INFO ] [sig       ] [1167/3634] Forecasting EVGO...
[2025-12-01T20:36:47.753554] [INFO ] [sig       ] Generating forecast for: EVGO
[2025-12-01T20:36:47.753601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVGO' from 'https://tdm.silogroup.org/data/derivative_storage/EVGO.csv'.
[2025-12-01T20:36:47.765146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVGO'.
[2025-12-01T20:36:47.765442] [INFO ] [FORECASTER] Starting predict_future for EVGO
[2025-12-01T20:36:47.766197] [DEBUG] [LOCAL     ] No optimal features file found for EVGO: ./output/feature-sets/EVGO.txt
[2025-12-01T20:36:47.766247] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:47.766277] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:47.766303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:47.766357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:47.831291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:47.832149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:47.832231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:47.832264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:47.950888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:47.951041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:47.951079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:47.951106] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:47.954335] [DEBUG] [FORECASTER] EVGO: Forecast T+1@11:T+2@11: UP (p=68.10%)
[2025-12-01T20:36:47.954629] [INFO ] [FORECASTER] Completed predict_future for EVGO
[2025-12-01T20:36:47.954753] [INFO ] [sig       ] EVGO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:48.092963] [INFO ] [LOCAL     ] Saved forecast: EVGO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EVGO.txt
[2025-12-01T20:36:48.093142] [INFO ] [sig       ] [1167/3634] Completed EVGO in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-01T20:36:48.093190] [INFO ] [sig       ] [1168/3634] Forecasting EVH...
[2025-12-01T20:36:48.093219] [INFO ] [sig       ] Generating forecast for: EVH
[2025-12-01T20:36:48.093248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVH' from 'https://tdm.silogroup.org/data/derivative_storage/EVH.csv'.
[2025-12-01T20:36:48.104093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVH'.
[2025-12-01T20:36:48.104368] [INFO ] [FORECASTER] Starting predict_future for EVH
[2025-12-01T20:36:48.105102] [DEBUG] [LOCAL     ] No optimal features file found for EVH: ./output/feature-sets/EVH.txt
[2025-12-01T20:36:48.105150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:48.105185] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:48.105211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:48.105265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:48.160642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:48.161446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:48.161526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:48.161557] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:48.278438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:48.278605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:48.278645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:48.278673] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:48.281996] [DEBUG] [FORECASTER] EVH: Forecast T+1@11:T+2@11: DOWN (p=16.99%)
[2025-12-01T20:36:48.282281] [INFO ] [FORECASTER] Completed predict_future for EVH
[2025-12-01T20:36:48.282406] [INFO ] [sig       ] EVH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:48.418330] [INFO ] [LOCAL     ] Saved forecast: EVH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EVH.txt
[2025-12-01T20:36:48.418474] [INFO ] [sig       ] [1168/3634] Completed EVH in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-01T20:36:48.418511] [INFO ] [sig       ] [1169/3634] Forecasting EVN...
[2025-12-01T20:36:48.418540] [INFO ] [sig       ] Generating forecast for: EVN
[2025-12-01T20:36:48.418586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVN' from 'https://tdm.silogroup.org/data/derivative_storage/EVN.csv'.
[2025-12-01T20:36:48.429898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVN'.
[2025-12-01T20:36:48.430192] [INFO ] [FORECASTER] Starting predict_future for EVN
[2025-12-01T20:36:48.430939] [DEBUG] [LOCAL     ] No optimal features file found for EVN: ./output/feature-sets/EVN.txt
[2025-12-01T20:36:48.430989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:48.431019] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:48.431044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:48.431099] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:48.486276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:48.487022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:48.487105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:48.487135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:48.603001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:48.603149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:48.603186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:48.603213] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:48.606412] [DEBUG] [FORECASTER] EVN: Forecast T+1@11:T+2@11: DOWN (p=13.78%)
[2025-12-01T20:36:48.606705] [INFO ] [FORECASTER] Completed predict_future for EVN
[2025-12-01T20:36:48.606826] [INFO ] [sig       ] EVN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:48.743908] [INFO ] [LOCAL     ] Saved forecast: EVN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EVN.txt
[2025-12-01T20:36:48.744039] [INFO ] [sig       ] [1169/3634] Completed EVN in 0.3s | 2.98 sym/s | Total: 6.5m | ETA: 13.8m
[2025-12-01T20:36:48.744077] [INFO ] [sig       ] [1170/3634] Forecasting EVO...
[2025-12-01T20:36:48.744105] [INFO ] [sig       ] Generating forecast for: EVO
[2025-12-01T20:36:48.744133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVO' from 'https://tdm.silogroup.org/data/derivative_storage/EVO.csv'.
[2025-12-01T20:36:48.756237] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EVO'.
[2025-12-01T20:36:48.756626] [INFO ] [FORECASTER] Starting predict_future for EVO
[2025-12-01T20:36:48.757420] [DEBUG] [LOCAL     ] No optimal features file found for EVO: ./output/feature-sets/EVO.txt
[2025-12-01T20:36:48.757471] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:48.757505] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:48.757532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:48.757611] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:48.813181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:48.813819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:48.813901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:48.813933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:48.933434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:48.933610] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:48.933651] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:48.933680] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:48.937058] [DEBUG] [FORECASTER] EVO: Forecast T+1@11:T+2@11: UP (p=54.07%)
[2025-12-01T20:36:48.937325] [INFO ] [FORECASTER] Completed predict_future for EVO
[2025-12-01T20:36:48.937448] [INFO ] [sig       ] EVO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:49.087871] [INFO ] [LOCAL     ] Saved forecast: EVO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EVO.txt
[2025-12-01T20:36:49.088031] [INFO ] [sig       ] [1170/3634] Completed EVO in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-01T20:36:49.088071] [INFO ] [sig       ] [1171/3634] Forecasting EVOK...
[2025-12-01T20:36:49.088127] [INFO ] [sig       ] Generating forecast for: EVOK
[2025-12-01T20:36:49.088162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVOK' from 'https://tdm.silogroup.org/data/derivative_storage/EVOK.csv'.
[2025-12-01T20:36:49.098745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVOK'.
[2025-12-01T20:36:49.099045] [INFO ] [FORECASTER] Starting predict_future for EVOK
[2025-12-01T20:36:49.099789] [DEBUG] [LOCAL     ] No optimal features file found for EVOK: ./output/feature-sets/EVOK.txt
[2025-12-01T20:36:49.099837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:49.099896] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:49.099923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:49.099978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:49.155025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:49.155712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:49.155790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:49.155822] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:49.262994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:49.263139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:49.263193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:49.263221] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:49.266446] [DEBUG] [FORECASTER] EVOK: Forecast T+1@11:T+2@11: DOWN (p=31.85%)
[2025-12-01T20:36:49.266719] [INFO ] [FORECASTER] Completed predict_future for EVOK
[2025-12-01T20:36:49.266838] [INFO ] [sig       ] EVOK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:49.405232] [INFO ] [LOCAL     ] Saved forecast: EVOK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EVOK.txt
[2025-12-01T20:36:49.405374] [INFO ] [sig       ] [1171/3634] Completed EVOK in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-01T20:36:49.405412] [INFO ] [sig       ] [1172/3634] Forecasting EVRG...
[2025-12-01T20:36:49.405441] [INFO ] [sig       ] Generating forecast for: EVRG
[2025-12-01T20:36:49.405469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVRG' from 'https://tdm.silogroup.org/data/derivative_storage/EVRG.csv'.
[2025-12-01T20:36:49.416958] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVRG'.
[2025-12-01T20:36:49.417234] [INFO ] [FORECASTER] Starting predict_future for EVRG
[2025-12-01T20:36:49.417999] [DEBUG] [LOCAL     ] No optimal features file found for EVRG: ./output/feature-sets/EVRG.txt
[2025-12-01T20:36:49.418047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:49.418077] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:49.418102] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:49.418155] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:49.472759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:49.473360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:49.473435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:49.473465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:49.592138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:49.592293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:49.592331] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:49.592358] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:49.595637] [DEBUG] [FORECASTER] EVRG: Forecast T+1@11:T+2@11: UP (p=70.86%)
[2025-12-01T20:36:49.595897] [INFO ] [FORECASTER] Completed predict_future for EVRG
[2025-12-01T20:36:49.596017] [INFO ] [sig       ] EVRG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:49.734062] [INFO ] [LOCAL     ] Saved forecast: EVRG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EVRG.txt
[2025-12-01T20:36:49.734197] [INFO ] [sig       ] [1172/3634] Completed EVRG in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-01T20:36:49.734234] [INFO ] [sig       ] [1173/3634] Forecasting EVSD...
[2025-12-01T20:36:49.734262] [INFO ] [sig       ] Generating forecast for: EVSD
[2025-12-01T20:36:49.734290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVSD' from 'https://tdm.silogroup.org/data/derivative_storage/EVSD.csv'.
[2025-12-01T20:36:49.746306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVSD'.
[2025-12-01T20:36:49.746708] [INFO ] [FORECASTER] Starting predict_future for EVSD
[2025-12-01T20:36:49.747495] [DEBUG] [LOCAL     ] No optimal features file found for EVSD: ./output/feature-sets/EVSD.txt
[2025-12-01T20:36:49.747546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:49.747598] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:49.747628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:49.747684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:49.804259] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:49.804939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:49.805019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:49.805051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:49.922825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:49.922993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:49.923032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:49.923059] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:49.926481] [DEBUG] [FORECASTER] EVSD: Forecast T+1@11:T+2@11: UP (p=90.87%)
[2025-12-01T20:36:49.926786] [INFO ] [FORECASTER] Completed predict_future for EVSD
[2025-12-01T20:36:49.926916] [INFO ] [sig       ] EVSD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:50.072196] [INFO ] [LOCAL     ] Saved forecast: EVSD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EVSD.txt
[2025-12-01T20:36:50.072352] [INFO ] [sig       ] [1173/3634] Completed EVSD in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-01T20:36:50.072391] [INFO ] [sig       ] [1174/3634] Forecasting EVTC...
[2025-12-01T20:36:50.072422] [INFO ] [sig       ] Generating forecast for: EVTC
[2025-12-01T20:36:50.072452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTC' from 'https://tdm.silogroup.org/data/derivative_storage/EVTC.csv'.
[2025-12-01T20:36:50.084318] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EVTC'.
[2025-12-01T20:36:50.084737] [INFO ] [FORECASTER] Starting predict_future for EVTC
[2025-12-01T20:36:50.085501] [DEBUG] [LOCAL     ] No optimal features file found for EVTC: ./output/feature-sets/EVTC.txt
[2025-12-01T20:36:50.085550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:50.085601] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:50.085628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:50.085682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:50.141092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:50.141997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:50.142091] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:50.142123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:50.264116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:50.264266] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:50.264302] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:50.264369] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:50.267714] [DEBUG] [FORECASTER] EVTC: Forecast T+1@11:T+2@11: DOWN (p=2.27%)
[2025-12-01T20:36:50.267974] [INFO ] [FORECASTER] Completed predict_future for EVTC
[2025-12-01T20:36:50.268095] [INFO ] [sig       ] EVTC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:36:50.403807] [INFO ] [LOCAL     ] Saved forecast: EVTC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EVTC.txt
[2025-12-01T20:36:50.403936] [INFO ] [sig       ] [1174/3634] Completed EVTC in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-01T20:36:50.403973] [INFO ] [sig       ] [1175/3634] Forecasting EVTL...
[2025-12-01T20:36:50.404002] [INFO ] [sig       ] Generating forecast for: EVTL
[2025-12-01T20:36:50.404030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EVTL' from 'https://tdm.silogroup.org/data/derivative_storage/EVTL.csv'.
[2025-12-01T20:36:50.414954] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EVTL'.
[2025-12-01T20:36:50.415259] [INFO ] [FORECASTER] Starting predict_future for EVTL
[2025-12-01T20:36:50.416037] [DEBUG] [LOCAL     ] No optimal features file found for EVTL: ./output/feature-sets/EVTL.txt
[2025-12-01T20:36:50.416087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:50.416129] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:50.416156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:50.416216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:50.472387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:50.473032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:50.473110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:50.473142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:50.589418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:50.589554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:50.589609] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:50.589637] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:50.593034] [DEBUG] [FORECASTER] EVTL: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-12-01T20:36:50.593307] [INFO ] [FORECASTER] Completed predict_future for EVTL
[2025-12-01T20:36:50.593432] [INFO ] [sig       ] EVTL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:50.729618] [INFO ] [LOCAL     ] Saved forecast: EVTL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EVTL.txt
[2025-12-01T20:36:50.729743] [INFO ] [sig       ] [1175/3634] Completed EVTL in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-01T20:36:50.729779] [INFO ] [sig       ] [1176/3634] Forecasting EWBC...
[2025-12-01T20:36:50.729807] [INFO ] [sig       ] Generating forecast for: EWBC
[2025-12-01T20:36:50.729835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWBC' from 'https://tdm.silogroup.org/data/derivative_storage/EWBC.csv'.
[2025-12-01T20:36:50.740891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWBC'.
[2025-12-01T20:36:50.741164] [INFO ] [FORECASTER] Starting predict_future for EWBC
[2025-12-01T20:36:50.741906] [DEBUG] [LOCAL     ] No optimal features file found for EWBC: ./output/feature-sets/EWBC.txt
[2025-12-01T20:36:50.741955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:50.741986] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:50.742012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:50.742066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:50.796355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:50.796998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:50.797079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:50.797110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:50.915615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:50.915765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:50.915801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:50.915829] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:50.919062] [DEBUG] [FORECASTER] EWBC: Forecast T+1@11:T+2@11: DOWN (p=2.01%)
[2025-12-01T20:36:50.919320] [INFO ] [FORECASTER] Completed predict_future for EWBC
[2025-12-01T20:36:50.919440] [INFO ] [sig       ] EWBC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:51.055340] [INFO ] [LOCAL     ] Saved forecast: EWBC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EWBC.txt
[2025-12-01T20:36:51.055474] [INFO ] [sig       ] [1176/3634] Completed EWBC in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-01T20:36:51.055512] [INFO ] [sig       ] [1177/3634] Forecasting EWCZ...
[2025-12-01T20:36:51.055541] [INFO ] [sig       ] Generating forecast for: EWCZ
[2025-12-01T20:36:51.055613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWCZ' from 'https://tdm.silogroup.org/data/derivative_storage/EWCZ.csv'.
[2025-12-01T20:36:51.066640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWCZ'.
[2025-12-01T20:36:51.066945] [INFO ] [FORECASTER] Starting predict_future for EWCZ
[2025-12-01T20:36:51.067689] [DEBUG] [LOCAL     ] No optimal features file found for EWCZ: ./output/feature-sets/EWCZ.txt
[2025-12-01T20:36:51.067752] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:51.067794] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:51.067832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:51.067896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:51.122388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:51.123134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:51.123212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:51.123244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:51.239761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:51.239911] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:51.239948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:51.239975] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:51.243198] [DEBUG] [FORECASTER] EWCZ: Forecast T+1@11:T+2@11: DOWN (p=2.36%)
[2025-12-01T20:36:51.243474] [INFO ] [FORECASTER] Completed predict_future for EWCZ
[2025-12-01T20:36:51.243619] [INFO ] [sig       ] EWCZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:51.423378] [INFO ] [LOCAL     ] Saved forecast: EWCZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EWCZ.txt
[2025-12-01T20:36:51.423512] [INFO ] [sig       ] [1177/3634] Completed EWCZ in 0.4s | 2.98 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-01T20:36:51.423550] [INFO ] [sig       ] [1178/3634] Forecasting EWTX...
[2025-12-01T20:36:51.423596] [INFO ] [sig       ] Generating forecast for: EWTX
[2025-12-01T20:36:51.423626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWTX' from 'https://tdm.silogroup.org/data/derivative_storage/EWTX.csv'.
[2025-12-01T20:36:51.435796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWTX'.
[2025-12-01T20:36:51.436115] [INFO ] [FORECASTER] Starting predict_future for EWTX
[2025-12-01T20:36:51.436920] [DEBUG] [LOCAL     ] No optimal features file found for EWTX: ./output/feature-sets/EWTX.txt
[2025-12-01T20:36:51.436974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:51.437017] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:51.437059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:51.437131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:51.495129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:51.495848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:51.495931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:51.495965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:51.617221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:51.617406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:51.617453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:51.617488] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:51.621105] [DEBUG] [FORECASTER] EWTX: Forecast T+1@11:T+2@11: DOWN (p=35.36%)
[2025-12-01T20:36:51.621407] [INFO ] [FORECASTER] Completed predict_future for EWTX
[2025-12-01T20:36:51.621545] [INFO ] [sig       ] EWTX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:51.762998] [INFO ] [LOCAL     ] Saved forecast: EWTX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EWTX.txt
[2025-12-01T20:36:51.763142] [INFO ] [sig       ] [1178/3634] Completed EWTX in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.8m
[2025-12-01T20:36:51.763190] [INFO ] [sig       ] [1179/3634] Forecasting EWZS...
[2025-12-01T20:36:51.763224] [INFO ] [sig       ] Generating forecast for: EWZS
[2025-12-01T20:36:51.763256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EWZS' from 'https://tdm.silogroup.org/data/derivative_storage/EWZS.csv'.
[2025-12-01T20:36:51.774633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EWZS'.
[2025-12-01T20:36:51.774943] [INFO ] [FORECASTER] Starting predict_future for EWZS
[2025-12-01T20:36:51.775715] [DEBUG] [LOCAL     ] No optimal features file found for EWZS: ./output/feature-sets/EWZS.txt
[2025-12-01T20:36:51.775767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:51.775799] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:51.775827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:51.775884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:51.833232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:51.833995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:51.834077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:51.834111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:51.956761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:51.956916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:51.956956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:51.956985] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:51.960363] [DEBUG] [FORECASTER] EWZS: Forecast T+1@11:T+2@11: DOWN (p=10.61%)
[2025-12-01T20:36:51.960656] [INFO ] [FORECASTER] Completed predict_future for EWZS
[2025-12-01T20:36:51.960783] [INFO ] [sig       ] EWZS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:52.103422] [INFO ] [LOCAL     ] Saved forecast: EWZS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EWZS.txt
[2025-12-01T20:36:52.103562] [INFO ] [sig       ] [1179/3634] Completed EWZS in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-01T20:36:52.103623] [INFO ] [sig       ] [1180/3634] Forecasting EXAS...
[2025-12-01T20:36:52.103655] [INFO ] [sig       ] Generating forecast for: EXAS
[2025-12-01T20:36:52.103686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXAS' from 'https://tdm.silogroup.org/data/derivative_storage/EXAS.csv'.
[2025-12-01T20:36:52.115143] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EXAS'.
[2025-12-01T20:36:52.115461] [INFO ] [FORECASTER] Starting predict_future for EXAS
[2025-12-01T20:36:52.116226] [DEBUG] [LOCAL     ] No optimal features file found for EXAS: ./output/feature-sets/EXAS.txt
[2025-12-01T20:36:52.116275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:52.116305] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:52.116330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:52.116383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:52.170215] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:52.170943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:52.171021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:52.171052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:52.292719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:52.292883] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:52.292923] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:52.292953] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:52.296221] [DEBUG] [FORECASTER] EXAS: Forecast T+1@11:T+2@11: UP (p=92.41%)
[2025-12-01T20:36:52.296479] [INFO ] [FORECASTER] Completed predict_future for EXAS
[2025-12-01T20:36:52.296638] [INFO ] [sig       ] EXAS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:52.434944] [INFO ] [LOCAL     ] Saved forecast: EXAS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EXAS.txt
[2025-12-01T20:36:52.435075] [INFO ] [sig       ] [1180/3634] Completed EXAS in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-01T20:36:52.435113] [INFO ] [sig       ] [1181/3634] Forecasting EXC...
[2025-12-01T20:36:52.435141] [INFO ] [sig       ] Generating forecast for: EXC
[2025-12-01T20:36:52.435169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXC' from 'https://tdm.silogroup.org/data/derivative_storage/EXC.csv'.
[2025-12-01T20:36:52.445936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXC'.
[2025-12-01T20:36:52.446213] [INFO ] [FORECASTER] Starting predict_future for EXC
[2025-12-01T20:36:52.446954] [DEBUG] [LOCAL     ] No optimal features file found for EXC: ./output/feature-sets/EXC.txt
[2025-12-01T20:36:52.447002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:52.447032] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:52.447059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:52.447113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:52.502147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:52.502831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:52.502934] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:52.502966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:52.624181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:52.624335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:52.624372] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:52.624398] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:52.627639] [DEBUG] [FORECASTER] EXC: Forecast T+1@11:T+2@11: UP (p=84.19%)
[2025-12-01T20:36:52.627899] [INFO ] [FORECASTER] Completed predict_future for EXC
[2025-12-01T20:36:52.628020] [INFO ] [sig       ] EXC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:52.764405] [INFO ] [LOCAL     ] Saved forecast: EXC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EXC.txt
[2025-12-01T20:36:52.764539] [INFO ] [sig       ] [1181/3634] Completed EXC in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-01T20:36:52.764595] [INFO ] [sig       ] [1182/3634] Forecasting EXEL...
[2025-12-01T20:36:52.764625] [INFO ] [sig       ] Generating forecast for: EXEL
[2025-12-01T20:36:52.764653] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXEL' from 'https://tdm.silogroup.org/data/derivative_storage/EXEL.csv'.
[2025-12-01T20:36:52.775703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXEL'.
[2025-12-01T20:36:52.776007] [INFO ] [FORECASTER] Starting predict_future for EXEL
[2025-12-01T20:36:52.776809] [DEBUG] [LOCAL     ] No optimal features file found for EXEL: ./output/feature-sets/EXEL.txt
[2025-12-01T20:36:52.776860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:52.776890] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:52.776916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:52.776971] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:52.836008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:52.836753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:52.836832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:52.836864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:52.966524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:52.966705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:52.966746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:52.966797] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:52.970172] [DEBUG] [FORECASTER] EXEL: Forecast T+1@11:T+2@11: DOWN (p=40.81%)
[2025-12-01T20:36:52.970444] [INFO ] [FORECASTER] Completed predict_future for EXEL
[2025-12-01T20:36:52.970568] [INFO ] [sig       ] EXEL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:53.113807] [INFO ] [LOCAL     ] Saved forecast: EXEL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EXEL.txt
[2025-12-01T20:36:53.113971] [INFO ] [sig       ] [1182/3634] Completed EXEL in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-01T20:36:53.114017] [INFO ] [sig       ] [1183/3634] Forecasting EXFY...
[2025-12-01T20:36:53.114045] [INFO ] [sig       ] Generating forecast for: EXFY
[2025-12-01T20:36:53.114074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXFY' from 'https://tdm.silogroup.org/data/derivative_storage/EXFY.csv'.
[2025-12-01T20:36:53.125820] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EXFY'.
[2025-12-01T20:36:53.126140] [INFO ] [FORECASTER] Starting predict_future for EXFY
[2025-12-01T20:36:53.126908] [DEBUG] [LOCAL     ] No optimal features file found for EXFY: ./output/feature-sets/EXFY.txt
[2025-12-01T20:36:53.126956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:53.126986] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:53.127012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:53.127069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:53.181000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:53.181722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:53.181802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:53.181833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:53.301634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:53.301784] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:53.301821] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:53.301848] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:53.305040] [DEBUG] [FORECASTER] EXFY: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-12-01T20:36:53.305301] [INFO ] [FORECASTER] Completed predict_future for EXFY
[2025-12-01T20:36:53.305422] [INFO ] [sig       ] EXFY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:36:53.444068] [INFO ] [LOCAL     ] Saved forecast: EXFY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EXFY.txt
[2025-12-01T20:36:53.444224] [INFO ] [sig       ] [1183/3634] Completed EXFY in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-01T20:36:53.444267] [INFO ] [sig       ] [1184/3634] Forecasting EXG...
[2025-12-01T20:36:53.444296] [INFO ] [sig       ] Generating forecast for: EXG
[2025-12-01T20:36:53.444324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXG' from 'https://tdm.silogroup.org/data/derivative_storage/EXG.csv'.
[2025-12-01T20:36:53.455285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXG'.
[2025-12-01T20:36:53.455645] [INFO ] [FORECASTER] Starting predict_future for EXG
[2025-12-01T20:36:53.456411] [DEBUG] [LOCAL     ] No optimal features file found for EXG: ./output/feature-sets/EXG.txt
[2025-12-01T20:36:53.456460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:53.456491] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:53.456516] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:53.456592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:53.511618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:53.512450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:53.512545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:53.512597] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:53.634822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:53.634966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:53.635002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:53.635030] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:53.638260] [DEBUG] [FORECASTER] EXG: Forecast T+1@11:T+2@11: UP (p=78.84%)
[2025-12-01T20:36:53.638527] [INFO ] [FORECASTER] Completed predict_future for EXG
[2025-12-01T20:36:53.638668] [INFO ] [sig       ] EXG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:53.776451] [INFO ] [LOCAL     ] Saved forecast: EXG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EXG.txt
[2025-12-01T20:36:53.776642] [INFO ] [sig       ] [1184/3634] Completed EXG in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-01T20:36:53.776682] [INFO ] [sig       ] [1185/3634] Forecasting EXK...
[2025-12-01T20:36:53.776710] [INFO ] [sig       ] Generating forecast for: EXK
[2025-12-01T20:36:53.776739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXK' from 'https://tdm.silogroup.org/data/derivative_storage/EXK.csv'.
[2025-12-01T20:36:53.790923] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EXK'.
[2025-12-01T20:36:53.791591] [INFO ] [FORECASTER] Starting predict_future for EXK
[2025-12-01T20:36:53.792621] [DEBUG] [LOCAL     ] No optimal features file found for EXK: ./output/feature-sets/EXK.txt
[2025-12-01T20:36:53.792674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:53.792709] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:53.792734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:53.792792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:53.850108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:53.851374] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:53.851482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:53.851515] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:53.974137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:53.974330] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:53.974380] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:53.974412] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:53.977952] [DEBUG] [FORECASTER] EXK: Forecast T+1@11:T+2@11: DOWN (p=3.03%)
[2025-12-01T20:36:53.978248] [INFO ] [FORECASTER] Completed predict_future for EXK
[2025-12-01T20:36:53.978410] [INFO ] [sig       ] EXK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:36:54.118977] [INFO ] [LOCAL     ] Saved forecast: EXK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/EXK.txt
[2025-12-01T20:36:54.119146] [INFO ] [sig       ] [1185/3634] Completed EXK in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-01T20:36:54.119186] [INFO ] [sig       ] [1186/3634] Forecasting EXLS...
[2025-12-01T20:36:54.119217] [INFO ] [sig       ] Generating forecast for: EXLS
[2025-12-01T20:36:54.119251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXLS' from 'https://tdm.silogroup.org/data/derivative_storage/EXLS.csv'.
[2025-12-01T20:36:54.131083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXLS'.
[2025-12-01T20:36:54.131395] [INFO ] [FORECASTER] Starting predict_future for EXLS
[2025-12-01T20:36:54.132152] [DEBUG] [LOCAL     ] No optimal features file found for EXLS: ./output/feature-sets/EXLS.txt
[2025-12-01T20:36:54.132201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:54.132230] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:54.132267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:54.132322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:54.187624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:54.188332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:54.188416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:54.188449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:54.316229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:54.316390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:54.316429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:54.316455] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:54.319838] [DEBUG] [FORECASTER] EXLS: Forecast T+1@11:T+2@11: DOWN (p=24.46%)
[2025-12-01T20:36:54.320102] [INFO ] [FORECASTER] Completed predict_future for EXLS
[2025-12-01T20:36:54.320222] [INFO ] [sig       ] EXLS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:54.459385] [INFO ] [LOCAL     ] Saved forecast: EXLS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EXLS.txt
[2025-12-01T20:36:54.459516] [INFO ] [sig       ] [1186/3634] Completed EXLS in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-01T20:36:54.459554] [INFO ] [sig       ] [1187/3634] Forecasting EXP...
[2025-12-01T20:36:54.459610] [INFO ] [sig       ] Generating forecast for: EXP
[2025-12-01T20:36:54.459644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXP' from 'https://tdm.silogroup.org/data/derivative_storage/EXP.csv'.
[2025-12-01T20:36:54.470648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXP'.
[2025-12-01T20:36:54.470927] [INFO ] [FORECASTER] Starting predict_future for EXP
[2025-12-01T20:36:54.471748] [DEBUG] [LOCAL     ] No optimal features file found for EXP: ./output/feature-sets/EXP.txt
[2025-12-01T20:36:54.471799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:54.471833] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:54.471861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:54.471921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:54.535696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:54.536670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:54.536758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:54.536789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:54.651138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:54.651289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:54.651327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:54.651354] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:54.654617] [DEBUG] [FORECASTER] EXP: Forecast T+1@11:T+2@11: DOWN (p=39.46%)
[2025-12-01T20:36:54.654869] [INFO ] [FORECASTER] Completed predict_future for EXP
[2025-12-01T20:36:54.654989] [INFO ] [sig       ] EXP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:54.792969] [INFO ] [LOCAL     ] Saved forecast: EXP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EXP.txt
[2025-12-01T20:36:54.793076] [INFO ] [sig       ] [1187/3634] Completed EXP in 0.3s | 2.98 sym/s | Total: 6.6m | ETA: 13.7m
[2025-12-01T20:36:54.793112] [INFO ] [sig       ] [1188/3634] Forecasting EXPD...
[2025-12-01T20:36:54.793139] [INFO ] [sig       ] Generating forecast for: EXPD
[2025-12-01T20:36:54.793167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPD' from 'https://tdm.silogroup.org/data/derivative_storage/EXPD.csv'.
[2025-12-01T20:36:54.804123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPD'.
[2025-12-01T20:36:54.804384] [INFO ] [FORECASTER] Starting predict_future for EXPD
[2025-12-01T20:36:54.805133] [DEBUG] [LOCAL     ] No optimal features file found for EXPD: ./output/feature-sets/EXPD.txt
[2025-12-01T20:36:54.805181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:54.805258] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:54.805286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:54.805346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:54.860888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:54.861508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:54.861598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:54.861631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:54.979656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:54.979780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:54.979816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:54.979843] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:54.983031] [DEBUG] [FORECASTER] EXPD: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-01T20:36:54.983300] [INFO ] [FORECASTER] Completed predict_future for EXPD
[2025-12-01T20:36:54.983438] [INFO ] [sig       ] EXPD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:55.122722] [INFO ] [LOCAL     ] Saved forecast: EXPD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EXPD.txt
[2025-12-01T20:36:55.122847] [INFO ] [sig       ] [1188/3634] Completed EXPD in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-01T20:36:55.122885] [INFO ] [sig       ] [1189/3634] Forecasting EXPE...
[2025-12-01T20:36:55.122913] [INFO ] [sig       ] Generating forecast for: EXPE
[2025-12-01T20:36:55.122941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPE' from 'https://tdm.silogroup.org/data/derivative_storage/EXPE.csv'.
[2025-12-01T20:36:55.133926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPE'.
[2025-12-01T20:36:55.134190] [INFO ] [FORECASTER] Starting predict_future for EXPE
[2025-12-01T20:36:55.134994] [DEBUG] [LOCAL     ] No optimal features file found for EXPE: ./output/feature-sets/EXPE.txt
[2025-12-01T20:36:55.135046] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:55.135078] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:55.135106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:55.135163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:55.192203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:55.192828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:55.192905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:55.192938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:55.313789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:55.313913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:55.313951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:55.313980] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:55.317232] [DEBUG] [FORECASTER] EXPE: Forecast T+1@11:T+2@11: DOWN (p=3.02%)
[2025-12-01T20:36:55.317536] [INFO ] [FORECASTER] Completed predict_future for EXPE
[2025-12-01T20:36:55.317674] [INFO ] [sig       ] EXPE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:55.457531] [INFO ] [LOCAL     ] Saved forecast: EXPE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EXPE.txt
[2025-12-01T20:36:55.457653] [INFO ] [sig       ] [1189/3634] Completed EXPE in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-01T20:36:55.457691] [INFO ] [sig       ] [1190/3634] Forecasting EXPI...
[2025-12-01T20:36:55.457718] [INFO ] [sig       ] Generating forecast for: EXPI
[2025-12-01T20:36:55.457752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPI' from 'https://tdm.silogroup.org/data/derivative_storage/EXPI.csv'.
[2025-12-01T20:36:55.469271] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EXPI'.
[2025-12-01T20:36:55.469590] [INFO ] [FORECASTER] Starting predict_future for EXPI
[2025-12-01T20:36:55.470336] [DEBUG] [LOCAL     ] No optimal features file found for EXPI: ./output/feature-sets/EXPI.txt
[2025-12-01T20:36:55.470387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:55.470420] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:55.470447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:55.470503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:55.526713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:55.527292] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:55.527369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:55.527401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:55.652564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:55.652733] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:55.652770] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:55.652797] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:55.656249] [DEBUG] [FORECASTER] EXPI: Forecast T+1@11:T+2@11: UP (p=72.59%)
[2025-12-01T20:36:55.656549] [INFO ] [FORECASTER] Completed predict_future for EXPI
[2025-12-01T20:36:55.656690] [INFO ] [sig       ] EXPI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:55.795005] [INFO ] [LOCAL     ] Saved forecast: EXPI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EXPI.txt
[2025-12-01T20:36:55.795129] [INFO ] [sig       ] [1190/3634] Completed EXPI in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-01T20:36:55.795167] [INFO ] [sig       ] [1191/3634] Forecasting EXPO...
[2025-12-01T20:36:55.795194] [INFO ] [sig       ] Generating forecast for: EXPO
[2025-12-01T20:36:55.795222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EXPO' from 'https://tdm.silogroup.org/data/derivative_storage/EXPO.csv'.
[2025-12-01T20:36:55.806065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EXPO'.
[2025-12-01T20:36:55.806354] [INFO ] [FORECASTER] Starting predict_future for EXPO
[2025-12-01T20:36:55.807134] [DEBUG] [LOCAL     ] No optimal features file found for EXPO: ./output/feature-sets/EXPO.txt
[2025-12-01T20:36:55.807183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:55.807213] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:55.807239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:55.807307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:55.864906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:55.865486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:55.865561] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:55.865611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:55.983738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:55.983865] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:55.983906] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:55.983963] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:55.988250] [DEBUG] [FORECASTER] EXPO: Forecast T+1@11:T+2@11: UP (p=85.99%)
[2025-12-01T20:36:55.988543] [INFO ] [FORECASTER] Completed predict_future for EXPO
[2025-12-01T20:36:55.988700] [INFO ] [sig       ] EXPO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:56.127445] [INFO ] [LOCAL     ] Saved forecast: EXPO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/EXPO.txt
[2025-12-01T20:36:56.127562] [INFO ] [sig       ] [1191/3634] Completed EXPO in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-01T20:36:56.127616] [INFO ] [sig       ] [1192/3634] Forecasting EYE...
[2025-12-01T20:36:56.127646] [INFO ] [sig       ] Generating forecast for: EYE
[2025-12-01T20:36:56.127674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EYE' from 'https://tdm.silogroup.org/data/derivative_storage/EYE.csv'.
[2025-12-01T20:36:56.138741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'EYE'.
[2025-12-01T20:36:56.139022] [INFO ] [FORECASTER] Starting predict_future for EYE
[2025-12-01T20:36:56.139768] [DEBUG] [LOCAL     ] No optimal features file found for EYE: ./output/feature-sets/EYE.txt
[2025-12-01T20:36:56.139817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:56.139847] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:56.139873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:56.139927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:56.197251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:56.197862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:56.197936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:56.197967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:56.317191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:56.317330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:56.317373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:56.317405] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:56.320695] [DEBUG] [FORECASTER] EYE: Forecast T+1@11:T+2@11: DOWN (p=2.04%)
[2025-12-01T20:36:56.320956] [INFO ] [FORECASTER] Completed predict_future for EYE
[2025-12-01T20:36:56.321075] [INFO ] [sig       ] EYE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:56.460471] [INFO ] [LOCAL     ] Saved forecast: EYE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/EYE.txt
[2025-12-01T20:36:56.460602] [INFO ] [sig       ] [1192/3634] Completed EYE in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-01T20:36:56.460639] [INFO ] [sig       ] [1193/3634] Forecasting EZGO...
[2025-12-01T20:36:56.460667] [INFO ] [sig       ] Generating forecast for: EZGO
[2025-12-01T20:36:56.460694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'EZGO' from 'https://tdm.silogroup.org/data/derivative_storage/EZGO.csv'.
[2025-12-01T20:36:56.471806] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'EZGO'.
[2025-12-01T20:36:56.472120] [INFO ] [FORECASTER] Starting predict_future for EZGO
[2025-12-01T20:36:56.472888] [DEBUG] [LOCAL     ] No optimal features file found for EZGO: ./output/feature-sets/EZGO.txt
[2025-12-01T20:36:56.472937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:56.472968] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:56.472993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:56.473048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:56.529083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:56.530067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:56.530155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:56.530186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:56.642274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:56.642474] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:56.642536] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:56.642611] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:56.646530] [DEBUG] [FORECASTER] EZGO: Forecast T+1@11:T+2@11: UP (p=70.40%)
[2025-12-01T20:36:56.646958] [INFO ] [FORECASTER] Completed predict_future for EZGO
[2025-12-01T20:36:56.647112] [INFO ] [sig       ] EZGO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:56.798705] [INFO ] [LOCAL     ] Saved forecast: EZGO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/EZGO.txt
[2025-12-01T20:36:56.798875] [INFO ] [sig       ] [1193/3634] Completed EZGO in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-01T20:36:56.798913] [INFO ] [sig       ] [1194/3634] Forecasting F...
[2025-12-01T20:36:56.798944] [INFO ] [sig       ] Generating forecast for: F
[2025-12-01T20:36:56.798974] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'F' from 'https://tdm.silogroup.org/data/derivative_storage/F.csv'.
[2025-12-01T20:36:56.810652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'F'.
[2025-12-01T20:36:56.810970] [INFO ] [FORECASTER] Starting predict_future for F
[2025-12-01T20:36:56.811803] [DEBUG] [LOCAL     ] No optimal features file found for F: ./output/feature-sets/F.txt
[2025-12-01T20:36:56.811856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:56.811887] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:56.811912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:56.811968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:56.867821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:56.868451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:56.868531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:56.868562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:56.987839] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:56.987966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:56.988001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:56.988026] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:56.991224] [DEBUG] [FORECASTER] F: Forecast T+1@11:T+2@11: DOWN (p=37.13%)
[2025-12-01T20:36:56.991479] [INFO ] [FORECASTER] Completed predict_future for F
[2025-12-01T20:36:56.991614] [INFO ] [sig       ] F: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:57.128789] [INFO ] [LOCAL     ] Saved forecast: F	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/F.txt
[2025-12-01T20:36:57.128912] [INFO ] [sig       ] [1194/3634] Completed F in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-01T20:36:57.128948] [INFO ] [sig       ] [1195/3634] Forecasting FA...
[2025-12-01T20:36:57.128977] [INFO ] [sig       ] Generating forecast for: FA
[2025-12-01T20:36:57.129005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FA' from 'https://tdm.silogroup.org/data/derivative_storage/FA.csv'.
[2025-12-01T20:36:57.140048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FA'.
[2025-12-01T20:36:57.140327] [INFO ] [FORECASTER] Starting predict_future for FA
[2025-12-01T20:36:57.141089] [DEBUG] [LOCAL     ] No optimal features file found for FA: ./output/feature-sets/FA.txt
[2025-12-01T20:36:57.141139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:57.141169] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:57.141195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:57.141248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:57.196553] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:57.197143] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:57.197217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:57.197247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:57.313248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:57.313375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:57.313410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:57.313436] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:57.316600] [DEBUG] [FORECASTER] FA: Forecast T+1@11:T+2@11: UP (p=52.35%)
[2025-12-01T20:36:57.316857] [INFO ] [FORECASTER] Completed predict_future for FA
[2025-12-01T20:36:57.316976] [INFO ] [sig       ] FA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:57.454282] [INFO ] [LOCAL     ] Saved forecast: FA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FA.txt
[2025-12-01T20:36:57.454391] [INFO ] [sig       ] [1195/3634] Completed FA in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-01T20:36:57.454428] [INFO ] [sig       ] [1196/3634] Forecasting FAF...
[2025-12-01T20:36:57.454455] [INFO ] [sig       ] Generating forecast for: FAF
[2025-12-01T20:36:57.454483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FAF' from 'https://tdm.silogroup.org/data/derivative_storage/FAF.csv'.
[2025-12-01T20:36:57.465395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FAF'.
[2025-12-01T20:36:57.465692] [INFO ] [FORECASTER] Starting predict_future for FAF
[2025-12-01T20:36:57.466500] [DEBUG] [LOCAL     ] No optimal features file found for FAF: ./output/feature-sets/FAF.txt
[2025-12-01T20:36:57.466552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:57.466609] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:57.466642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:57.466699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:57.522957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:57.523528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:57.523619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:57.523652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:57.637403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:57.637513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:57.637547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:57.637590] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:57.643619] [DEBUG] [FORECASTER] FAF: Forecast T+1@11:T+2@11: DOWN (p=12.54%)
[2025-12-01T20:36:57.643884] [INFO ] [FORECASTER] Completed predict_future for FAF
[2025-12-01T20:36:57.644004] [INFO ] [sig       ] FAF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:57.781480] [INFO ] [LOCAL     ] Saved forecast: FAF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FAF.txt
[2025-12-01T20:36:57.781615] [INFO ] [sig       ] [1196/3634] Completed FAF in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.7m
[2025-12-01T20:36:57.781654] [INFO ] [sig       ] [1197/3634] Forecasting FALN...
[2025-12-01T20:36:57.781682] [INFO ] [sig       ] Generating forecast for: FALN
[2025-12-01T20:36:57.781710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FALN' from 'https://tdm.silogroup.org/data/derivative_storage/FALN.csv'.
[2025-12-01T20:36:57.793120] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FALN'.
[2025-12-01T20:36:57.793417] [INFO ] [FORECASTER] Starting predict_future for FALN
[2025-12-01T20:36:57.794201] [DEBUG] [LOCAL     ] No optimal features file found for FALN: ./output/feature-sets/FALN.txt
[2025-12-01T20:36:57.794252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:57.794283] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:57.794310] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:57.794366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:57.849970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:57.850740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:57.850820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:57.850853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:57.971321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:57.971454] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:57.971490] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:57.971515] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:57.974892] [DEBUG] [FORECASTER] FALN: Forecast T+1@11:T+2@11: UP (p=70.15%)
[2025-12-01T20:36:57.975160] [INFO ] [FORECASTER] Completed predict_future for FALN
[2025-12-01T20:36:57.975282] [INFO ] [sig       ] FALN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:36:58.114850] [INFO ] [LOCAL     ] Saved forecast: FALN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FALN.txt
[2025-12-01T20:36:58.114979] [INFO ] [sig       ] [1197/3634] Completed FALN in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-01T20:36:58.115017] [INFO ] [sig       ] [1198/3634] Forecasting FANG...
[2025-12-01T20:36:58.115045] [INFO ] [sig       ] Generating forecast for: FANG
[2025-12-01T20:36:58.115073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FANG' from 'https://tdm.silogroup.org/data/derivative_storage/FANG.csv'.
[2025-12-01T20:36:58.126026] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FANG'.
[2025-12-01T20:36:58.126292] [INFO ] [FORECASTER] Starting predict_future for FANG
[2025-12-01T20:36:58.127052] [DEBUG] [LOCAL     ] No optimal features file found for FANG: ./output/feature-sets/FANG.txt
[2025-12-01T20:36:58.127101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:58.127131] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:58.127157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:58.127216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:58.185069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:58.185720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:58.185838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:58.185873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:58.309730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:58.309881] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:36:58.309920] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:58.309948] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:58.313521] [DEBUG] [FORECASTER] FANG: Forecast T+1@11:T+2@11: DOWN (p=21.49%)
[2025-12-01T20:36:58.313912] [INFO ] [FORECASTER] Completed predict_future for FANG
[2025-12-01T20:36:58.314072] [INFO ] [sig       ] FANG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:36:58.461779] [INFO ] [LOCAL     ] Saved forecast: FANG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FANG.txt
[2025-12-01T20:36:58.461948] [INFO ] [sig       ] [1198/3634] Completed FANG in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-01T20:36:58.461996] [INFO ] [sig       ] [1199/3634] Forecasting FARM...
[2025-12-01T20:36:58.462026] [INFO ] [sig       ] Generating forecast for: FARM
[2025-12-01T20:36:58.462055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FARM' from 'https://tdm.silogroup.org/data/derivative_storage/FARM.csv'.
[2025-12-01T20:36:58.473204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FARM'.
[2025-12-01T20:36:58.473595] [INFO ] [FORECASTER] Starting predict_future for FARM
[2025-12-01T20:36:58.474365] [DEBUG] [LOCAL     ] No optimal features file found for FARM: ./output/feature-sets/FARM.txt
[2025-12-01T20:36:58.474429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:58.474460] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:58.474488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:58.474543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:58.532358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:58.533230] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:58.533315] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:58.533347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:58.652493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:58.652659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:58.652699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:58.652727] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:58.655993] [DEBUG] [FORECASTER] FARM: Forecast T+1@11:T+2@11: DOWN (p=41.21%)
[2025-12-01T20:36:58.656252] [INFO ] [FORECASTER] Completed predict_future for FARM
[2025-12-01T20:36:58.656372] [INFO ] [sig       ] FARM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:58.797745] [INFO ] [LOCAL     ] Saved forecast: FARM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FARM.txt
[2025-12-01T20:36:58.797861] [INFO ] [sig       ] [1199/3634] Completed FARM in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-01T20:36:58.797898] [INFO ] [sig       ] [1200/3634] Forecasting FBIN...
[2025-12-01T20:36:58.797925] [INFO ] [sig       ] Generating forecast for: FBIN
[2025-12-01T20:36:58.797952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIN' from 'https://tdm.silogroup.org/data/derivative_storage/FBIN.csv'.
[2025-12-01T20:36:58.809628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIN'.
[2025-12-01T20:36:58.809923] [INFO ] [FORECASTER] Starting predict_future for FBIN
[2025-12-01T20:36:58.810685] [DEBUG] [LOCAL     ] No optimal features file found for FBIN: ./output/feature-sets/FBIN.txt
[2025-12-01T20:36:58.810733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:58.810763] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:58.810788] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:58.810842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:58.865969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:58.866530] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:58.866622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:58.866655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:58.987479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:58.987619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:58.987658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:58.987684] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:58.990869] [DEBUG] [FORECASTER] FBIN: Forecast T+1@11:T+2@11: DOWN (p=23.61%)
[2025-12-01T20:36:58.991124] [INFO ] [FORECASTER] Completed predict_future for FBIN
[2025-12-01T20:36:58.991242] [INFO ] [sig       ] FBIN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:36:59.128642] [INFO ] [LOCAL     ] Saved forecast: FBIN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FBIN.txt
[2025-12-01T20:36:59.128766] [INFO ] [sig       ] [1200/3634] Completed FBIN in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-01T20:36:59.128803] [INFO ] [sig       ] [1201/3634] Forecasting FBIO...
[2025-12-01T20:36:59.128839] [INFO ] [sig       ] Generating forecast for: FBIO
[2025-12-01T20:36:59.128867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIO' from 'https://tdm.silogroup.org/data/derivative_storage/FBIO.csv'.
[2025-12-01T20:36:59.139816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIO'.
[2025-12-01T20:36:59.140085] [INFO ] [FORECASTER] Starting predict_future for FBIO
[2025-12-01T20:36:59.140864] [DEBUG] [LOCAL     ] No optimal features file found for FBIO: ./output/feature-sets/FBIO.txt
[2025-12-01T20:36:59.140913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:59.140944] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:59.140969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:59.141024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:59.198405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:59.199022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:59.199100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:59.199132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:59.316906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:59.317038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:59.317076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:59.317104] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:59.320387] [DEBUG] [FORECASTER] FBIO: Forecast T+1@11:T+2@11: UP (p=79.96%)
[2025-12-01T20:36:59.320680] [INFO ] [FORECASTER] Completed predict_future for FBIO
[2025-12-01T20:36:59.320804] [INFO ] [sig       ] FBIO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:59.464248] [INFO ] [LOCAL     ] Saved forecast: FBIO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FBIO.txt
[2025-12-01T20:36:59.464404] [INFO ] [sig       ] [1201/3634] Completed FBIO in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-01T20:36:59.464452] [INFO ] [sig       ] [1202/3634] Forecasting FBIZ...
[2025-12-01T20:36:59.464491] [INFO ] [sig       ] Generating forecast for: FBIZ
[2025-12-01T20:36:59.464529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBIZ' from 'https://tdm.silogroup.org/data/derivative_storage/FBIZ.csv'.
[2025-12-01T20:36:59.476079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBIZ'.
[2025-12-01T20:36:59.476430] [INFO ] [FORECASTER] Starting predict_future for FBIZ
[2025-12-01T20:36:59.477182] [DEBUG] [LOCAL     ] No optimal features file found for FBIZ: ./output/feature-sets/FBIZ.txt
[2025-12-01T20:36:59.477231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:59.477262] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:59.477288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:59.477342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:59.532460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:59.533594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:59.533704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:59.533757] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:36:59.665427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:36:59.665633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:36:59.665685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:36:59.665714] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:36:59.669064] [DEBUG] [FORECASTER] FBIZ: Forecast T+1@11:T+2@11: UP (p=95.80%)
[2025-12-01T20:36:59.669332] [INFO ] [FORECASTER] Completed predict_future for FBIZ
[2025-12-01T20:36:59.669461] [INFO ] [sig       ] FBIZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:36:59.812033] [INFO ] [LOCAL     ] Saved forecast: FBIZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FBIZ.txt
[2025-12-01T20:36:59.812194] [INFO ] [sig       ] [1202/3634] Completed FBIZ in 0.3s | 2.98 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-01T20:36:59.812240] [INFO ] [sig       ] [1203/3634] Forecasting FBK...
[2025-12-01T20:36:59.812268] [INFO ] [sig       ] Generating forecast for: FBK
[2025-12-01T20:36:59.812297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBK' from 'https://tdm.silogroup.org/data/derivative_storage/FBK.csv'.
[2025-12-01T20:36:59.824261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBK'.
[2025-12-01T20:36:59.824604] [INFO ] [FORECASTER] Starting predict_future for FBK
[2025-12-01T20:36:59.825380] [DEBUG] [LOCAL     ] No optimal features file found for FBK: ./output/feature-sets/FBK.txt
[2025-12-01T20:36:59.825431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:36:59.825462] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:36:59.825488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:36:59.825760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:36:59.883201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:36:59.884110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:36:59.884197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:36:59.884228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:00.006725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:00.006910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:00.006957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:00.006993] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:00.011076] [DEBUG] [FORECASTER] FBK: Forecast T+1@11:T+2@11: DOWN (p=23.67%)
[2025-12-01T20:37:00.011396] [INFO ] [FORECASTER] Completed predict_future for FBK
[2025-12-01T20:37:00.011534] [INFO ] [sig       ] FBK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:00.179895] [INFO ] [LOCAL     ] Saved forecast: FBK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FBK.txt
[2025-12-01T20:37:00.180117] [INFO ] [sig       ] [1203/3634] Completed FBK in 0.4s | 2.98 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-01T20:37:00.180180] [INFO ] [sig       ] [1204/3634] Forecasting FBL...
[2025-12-01T20:37:00.180227] [INFO ] [sig       ] Generating forecast for: FBL
[2025-12-01T20:37:00.180274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBL' from 'https://tdm.silogroup.org/data/derivative_storage/FBL.csv'.
[2025-12-01T20:37:00.193646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBL'.
[2025-12-01T20:37:00.194100] [INFO ] [FORECASTER] Starting predict_future for FBL
[2025-12-01T20:37:00.195009] [DEBUG] [LOCAL     ] No optimal features file found for FBL: ./output/feature-sets/FBL.txt
[2025-12-01T20:37:00.195067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:00.195100] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:00.195164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:00.195260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:00.252189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:00.253091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:00.253177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:00.253209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:00.409844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:00.410024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:00.410079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:00.410120] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:00.415106] [DEBUG] [FORECASTER] FBL: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-12-01T20:37:00.415524] [INFO ] [FORECASTER] Completed predict_future for FBL
[2025-12-01T20:37:00.415728] [INFO ] [sig       ] FBL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:00.600776] [INFO ] [LOCAL     ] Saved forecast: FBL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FBL.txt
[2025-12-01T20:37:00.600969] [INFO ] [sig       ] [1204/3634] Completed FBL in 0.4s | 2.98 sym/s | Total: 6.7m | ETA: 13.6m
[2025-12-01T20:37:00.601015] [INFO ] [sig       ] [1205/3634] Forecasting FBNC...
[2025-12-01T20:37:00.601054] [INFO ] [sig       ] Generating forecast for: FBNC
[2025-12-01T20:37:00.601093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBNC' from 'https://tdm.silogroup.org/data/derivative_storage/FBNC.csv'.
[2025-12-01T20:37:00.617075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBNC'.
[2025-12-01T20:37:00.617550] [INFO ] [FORECASTER] Starting predict_future for FBNC
[2025-12-01T20:37:00.618762] [DEBUG] [LOCAL     ] No optimal features file found for FBNC: ./output/feature-sets/FBNC.txt
[2025-12-01T20:37:00.618830] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:00.618919] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:00.618963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:00.619047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:00.704567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:00.705548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:00.705687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:00.705727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:00.829489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:00.829638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:00.829678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:00.829706] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:00.833298] [DEBUG] [FORECASTER] FBNC: Forecast T+1@11:T+2@11: UP (p=93.68%)
[2025-12-01T20:37:00.833678] [INFO ] [FORECASTER] Completed predict_future for FBNC
[2025-12-01T20:37:00.833827] [INFO ] [sig       ] FBNC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:00.986428] [INFO ] [LOCAL     ] Saved forecast: FBNC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FBNC.txt
[2025-12-01T20:37:00.986600] [INFO ] [sig       ] [1205/3634] Completed FBNC in 0.4s | 2.98 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-01T20:37:00.986642] [INFO ] [sig       ] [1206/3634] Forecasting FBP...
[2025-12-01T20:37:00.986672] [INFO ] [sig       ] Generating forecast for: FBP
[2025-12-01T20:37:00.986701] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FBP' from 'https://tdm.silogroup.org/data/derivative_storage/FBP.csv'.
[2025-12-01T20:37:01.002782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FBP'.
[2025-12-01T20:37:01.003258] [INFO ] [FORECASTER] Starting predict_future for FBP
[2025-12-01T20:37:01.004388] [DEBUG] [LOCAL     ] No optimal features file found for FBP: ./output/feature-sets/FBP.txt
[2025-12-01T20:37:01.004454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:01.004505] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:01.004549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:01.004661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:01.063830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:01.064752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:01.064836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:01.064869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:01.206532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:01.206734] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:01.206816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:01.206867] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:01.212163] [DEBUG] [FORECASTER] FBP: Forecast T+1@11:T+2@11: DOWN (p=27.72%)
[2025-12-01T20:37:01.212527] [INFO ] [FORECASTER] Completed predict_future for FBP
[2025-12-01T20:37:01.212719] [INFO ] [sig       ] FBP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:01.387535] [INFO ] [LOCAL     ] Saved forecast: FBP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FBP.txt
[2025-12-01T20:37:01.387713] [INFO ] [sig       ] [1206/3634] Completed FBP in 0.4s | 2.97 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-01T20:37:01.387753] [INFO ] [sig       ] [1207/3634] Forecasting FC...
[2025-12-01T20:37:01.387782] [INFO ] [sig       ] Generating forecast for: FC
[2025-12-01T20:37:01.387810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FC' from 'https://tdm.silogroup.org/data/derivative_storage/FC.csv'.
[2025-12-01T20:37:01.400660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FC'.
[2025-12-01T20:37:01.401068] [INFO ] [FORECASTER] Starting predict_future for FC
[2025-12-01T20:37:01.401915] [DEBUG] [LOCAL     ] No optimal features file found for FC: ./output/feature-sets/FC.txt
[2025-12-01T20:37:01.401968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:01.402000] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:01.402026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:01.402080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:01.461898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:01.462752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:01.462840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:01.462873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:01.600036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:01.600196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:01.600235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:01.600263] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:01.604320] [DEBUG] [FORECASTER] FC: Forecast T+1@11:T+2@11: UP (p=95.03%)
[2025-12-01T20:37:01.604717] [INFO ] [FORECASTER] Completed predict_future for FC
[2025-12-01T20:37:01.604863] [INFO ] [sig       ] FC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:01.757445] [INFO ] [LOCAL     ] Saved forecast: FC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FC.txt
[2025-12-01T20:37:01.757664] [INFO ] [sig       ] [1207/3634] Completed FC in 0.4s | 2.97 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-01T20:37:01.757723] [INFO ] [sig       ] [1208/3634] Forecasting FCAL...
[2025-12-01T20:37:01.757765] [INFO ] [sig       ] Generating forecast for: FCAL
[2025-12-01T20:37:01.757808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCAL' from 'https://tdm.silogroup.org/data/derivative_storage/FCAL.csv'.
[2025-12-01T20:37:01.769238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCAL'.
[2025-12-01T20:37:01.769637] [INFO ] [FORECASTER] Starting predict_future for FCAL
[2025-12-01T20:37:01.770434] [DEBUG] [LOCAL     ] No optimal features file found for FCAL: ./output/feature-sets/FCAL.txt
[2025-12-01T20:37:01.770484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:01.770516] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:01.770543] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:01.770626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:01.827883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:01.828641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:01.828745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:01.828779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:01.935480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:01.935649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:01.935688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:01.935715] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:01.940301] [DEBUG] [FORECASTER] FCAL: Forecast T+1@11:T+2@11: DOWN (p=1.30%)
[2025-12-01T20:37:01.940724] [INFO ] [FORECASTER] Completed predict_future for FCAL
[2025-12-01T20:37:01.940871] [INFO ] [sig       ] FCAL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:02.088342] [INFO ] [LOCAL     ] Saved forecast: FCAL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FCAL.txt
[2025-12-01T20:37:02.088512] [INFO ] [sig       ] [1208/3634] Completed FCAL in 0.3s | 2.97 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-01T20:37:02.088556] [INFO ] [sig       ] [1209/3634] Forecasting FCBC...
[2025-12-01T20:37:02.088606] [INFO ] [sig       ] Generating forecast for: FCBC
[2025-12-01T20:37:02.088638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCBC' from 'https://tdm.silogroup.org/data/derivative_storage/FCBC.csv'.
[2025-12-01T20:37:02.100010] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FCBC'.
[2025-12-01T20:37:02.100382] [INFO ] [FORECASTER] Starting predict_future for FCBC
[2025-12-01T20:37:02.101177] [DEBUG] [LOCAL     ] No optimal features file found for FCBC: ./output/feature-sets/FCBC.txt
[2025-12-01T20:37:02.101229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:02.101261] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:02.101287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:02.101342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:02.157940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:02.158841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:02.158925] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:02.158957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:02.279247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:02.279421] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:02.279481] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:02.279522] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:02.282983] [DEBUG] [FORECASTER] FCBC: Forecast T+1@11:T+2@11: DOWN (p=32.22%)
[2025-12-01T20:37:02.283276] [INFO ] [FORECASTER] Completed predict_future for FCBC
[2025-12-01T20:37:02.283411] [INFO ] [sig       ] FCBC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:02.430049] [INFO ] [LOCAL     ] Saved forecast: FCBC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FCBC.txt
[2025-12-01T20:37:02.430172] [INFO ] [sig       ] [1209/3634] Completed FCBC in 0.3s | 2.97 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-01T20:37:02.430209] [INFO ] [sig       ] [1210/3634] Forecasting FCCO...
[2025-12-01T20:37:02.430238] [INFO ] [sig       ] Generating forecast for: FCCO
[2025-12-01T20:37:02.430266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCCO.csv'.
[2025-12-01T20:37:02.441207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCCO'.
[2025-12-01T20:37:02.441505] [INFO ] [FORECASTER] Starting predict_future for FCCO
[2025-12-01T20:37:02.442243] [DEBUG] [LOCAL     ] No optimal features file found for FCCO: ./output/feature-sets/FCCO.txt
[2025-12-01T20:37:02.442292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:02.442333] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:02.442360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:02.442420] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:02.500908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:02.501554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:02.501650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:02.501682] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:02.621168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:02.621287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:02.621321] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:02.621348] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:02.624566] [DEBUG] [FORECASTER] FCCO: Forecast T+1@11:T+2@11: DOWN (p=45.83%)
[2025-12-01T20:37:02.624837] [INFO ] [FORECASTER] Completed predict_future for FCCO
[2025-12-01T20:37:02.624956] [INFO ] [sig       ] FCCO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:02.763589] [INFO ] [LOCAL     ] Saved forecast: FCCO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FCCO.txt
[2025-12-01T20:37:02.763707] [INFO ] [sig       ] [1210/3634] Completed FCCO in 0.3s | 2.97 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-01T20:37:02.763745] [INFO ] [sig       ] [1211/3634] Forecasting FCEL...
[2025-12-01T20:37:02.763772] [INFO ] [sig       ] Generating forecast for: FCEL
[2025-12-01T20:37:02.763800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCEL' from 'https://tdm.silogroup.org/data/derivative_storage/FCEL.csv'.
[2025-12-01T20:37:02.774750] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FCEL'.
[2025-12-01T20:37:02.775007] [INFO ] [FORECASTER] Starting predict_future for FCEL
[2025-12-01T20:37:02.775755] [DEBUG] [LOCAL     ] No optimal features file found for FCEL: ./output/feature-sets/FCEL.txt
[2025-12-01T20:37:02.775806] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:02.775836] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:02.775861] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:02.775914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:02.831326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:02.831930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:02.832004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:02.832034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:02.948295] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:02.948436] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:02.948476] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:02.948503] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:02.951712] [DEBUG] [FORECASTER] FCEL: Forecast T+1@11:T+2@11: DOWN (p=7.45%)
[2025-12-01T20:37:02.951967] [INFO ] [FORECASTER] Completed predict_future for FCEL
[2025-12-01T20:37:02.952088] [INFO ] [sig       ] FCEL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:03.088694] [INFO ] [LOCAL     ] Saved forecast: FCEL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FCEL.txt
[2025-12-01T20:37:03.088829] [INFO ] [sig       ] [1211/3634] Completed FCEL in 0.3s | 2.97 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-01T20:37:03.088867] [INFO ] [sig       ] [1212/3634] Forecasting FCF...
[2025-12-01T20:37:03.088895] [INFO ] [sig       ] Generating forecast for: FCF
[2025-12-01T20:37:03.088952] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCF' from 'https://tdm.silogroup.org/data/derivative_storage/FCF.csv'.
[2025-12-01T20:37:03.099549] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FCF'.
[2025-12-01T20:37:03.099865] [INFO ] [FORECASTER] Starting predict_future for FCF
[2025-12-01T20:37:03.100602] [DEBUG] [LOCAL     ] No optimal features file found for FCF: ./output/feature-sets/FCF.txt
[2025-12-01T20:37:03.100650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:03.100681] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:03.100706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:03.100760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:03.155300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:03.155875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:03.155948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:03.155979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:03.274826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:03.274943] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:03.274978] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:03.275005] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:03.278100] [DEBUG] [FORECASTER] FCF: Forecast T+1@11:T+2@11: UP (p=96.49%)
[2025-12-01T20:37:03.278366] [INFO ] [FORECASTER] Completed predict_future for FCF
[2025-12-01T20:37:03.278487] [INFO ] [sig       ] FCF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:37:03.415995] [INFO ] [LOCAL     ] Saved forecast: FCF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FCF.txt
[2025-12-01T20:37:03.416106] [INFO ] [sig       ] [1212/3634] Completed FCF in 0.3s | 2.97 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-01T20:37:03.416141] [INFO ] [sig       ] [1213/3634] Forecasting FCFS...
[2025-12-01T20:37:03.416169] [INFO ] [sig       ] Generating forecast for: FCFS
[2025-12-01T20:37:03.416197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCFS' from 'https://tdm.silogroup.org/data/derivative_storage/FCFS.csv'.
[2025-12-01T20:37:03.427076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCFS'.
[2025-12-01T20:37:03.427337] [INFO ] [FORECASTER] Starting predict_future for FCFS
[2025-12-01T20:37:03.428087] [DEBUG] [LOCAL     ] No optimal features file found for FCFS: ./output/feature-sets/FCFS.txt
[2025-12-01T20:37:03.428136] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:03.428165] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:03.428191] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:03.428244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:03.484234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:03.484829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:03.484907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:03.484938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:03.600541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:03.600669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:03.600708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:03.600734] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:03.603846] [DEBUG] [FORECASTER] FCFS: Forecast T+1@11:T+2@11: UP (p=61.59%)
[2025-12-01T20:37:03.604098] [INFO ] [FORECASTER] Completed predict_future for FCFS
[2025-12-01T20:37:03.604217] [INFO ] [sig       ] FCFS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:03.742100] [INFO ] [LOCAL     ] Saved forecast: FCFS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FCFS.txt
[2025-12-01T20:37:03.742217] [INFO ] [sig       ] [1213/3634] Completed FCFS in 0.3s | 2.97 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-01T20:37:03.742253] [INFO ] [sig       ] [1214/3634] Forecasting FCN...
[2025-12-01T20:37:03.742286] [INFO ] [sig       ] Generating forecast for: FCN
[2025-12-01T20:37:03.742321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCN' from 'https://tdm.silogroup.org/data/derivative_storage/FCN.csv'.
[2025-12-01T20:37:03.753434] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCN'.
[2025-12-01T20:37:03.753731] [INFO ] [FORECASTER] Starting predict_future for FCN
[2025-12-01T20:37:03.754511] [DEBUG] [LOCAL     ] No optimal features file found for FCN: ./output/feature-sets/FCN.txt
[2025-12-01T20:37:03.754562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:03.754614] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:03.754642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:03.754698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:03.811775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:03.812350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:03.812427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:03.812459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:03.929543] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:03.929703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:03.929741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:03.929771] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:03.933002] [DEBUG] [FORECASTER] FCN: Forecast T+1@11:T+2@11: UP (p=96.05%)
[2025-12-01T20:37:03.933266] [INFO ] [FORECASTER] Completed predict_future for FCN
[2025-12-01T20:37:03.933388] [INFO ] [sig       ] FCN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:04.073431] [INFO ] [LOCAL     ] Saved forecast: FCN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FCN.txt
[2025-12-01T20:37:04.073561] [INFO ] [sig       ] [1214/3634] Completed FCN in 0.3s | 2.97 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-01T20:37:04.073616] [INFO ] [sig       ] [1215/3634] Forecasting FCNCA...
[2025-12-01T20:37:04.073645] [INFO ] [sig       ] Generating forecast for: FCNCA
[2025-12-01T20:37:04.073673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCA' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCA.csv'.
[2025-12-01T20:37:04.084660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCA'.
[2025-12-01T20:37:04.084995] [INFO ] [FORECASTER] Starting predict_future for FCNCA
[2025-12-01T20:37:04.085751] [DEBUG] [LOCAL     ] No optimal features file found for FCNCA: ./output/feature-sets/FCNCA.txt
[2025-12-01T20:37:04.085800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:04.085830] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:04.085856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:04.085910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:04.145047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:04.145797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:04.145901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:04.145934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:04.261455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:04.261584] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:04.261621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:04.261648] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:04.264766] [DEBUG] [FORECASTER] FCNCA: Forecast T+1@11:T+2@11: UP (p=95.29%)
[2025-12-01T20:37:04.265019] [INFO ] [FORECASTER] Completed predict_future for FCNCA
[2025-12-01T20:37:04.265139] [INFO ] [sig       ] FCNCA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:04.402563] [INFO ] [LOCAL     ] Saved forecast: FCNCA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FCNCA.txt
[2025-12-01T20:37:04.402705] [INFO ] [sig       ] [1215/3634] Completed FCNCA in 0.3s | 2.97 sym/s | Total: 6.8m | ETA: 13.6m
[2025-12-01T20:37:04.402743] [INFO ] [sig       ] [1216/3634] Forecasting FCNCO...
[2025-12-01T20:37:04.402773] [INFO ] [sig       ] Generating forecast for: FCNCO
[2025-12-01T20:37:04.402803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCO' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCO.csv'.
[2025-12-01T20:37:04.413679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCO'.
[2025-12-01T20:37:04.413978] [INFO ] [FORECASTER] Starting predict_future for FCNCO
[2025-12-01T20:37:04.414753] [DEBUG] [LOCAL     ] No optimal features file found for FCNCO: ./output/feature-sets/FCNCO.txt
[2025-12-01T20:37:04.414803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:04.414833] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:04.414860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:04.414916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:04.470564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:04.471173] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:04.471252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:04.471287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:04.570154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:04.570254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:04.570289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:04.570316] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:04.573350] [DEBUG] [FORECASTER] FCNCO: Forecast T+1@11:T+2@11: UP (p=82.35%)
[2025-12-01T20:37:04.573622] [INFO ] [FORECASTER] Completed predict_future for FCNCO
[2025-12-01T20:37:04.573740] [INFO ] [sig       ] FCNCO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:04.716002] [INFO ] [LOCAL     ] Saved forecast: FCNCO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FCNCO.txt
[2025-12-01T20:37:04.716123] [INFO ] [sig       ] [1216/3634] Completed FCNCO in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-01T20:37:04.716162] [INFO ] [sig       ] [1217/3634] Forecasting FCNCP...
[2025-12-01T20:37:04.716191] [INFO ] [sig       ] Generating forecast for: FCNCP
[2025-12-01T20:37:04.716222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCNCP' from 'https://tdm.silogroup.org/data/derivative_storage/FCNCP.csv'.
[2025-12-01T20:37:04.727612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCNCP'.
[2025-12-01T20:37:04.727937] [INFO ] [FORECASTER] Starting predict_future for FCNCP
[2025-12-01T20:37:04.728703] [DEBUG] [LOCAL     ] No optimal features file found for FCNCP: ./output/feature-sets/FCNCP.txt
[2025-12-01T20:37:04.728753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:04.728784] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:04.728811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:04.728871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:04.784828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:04.785397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:04.785471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:04.785505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:04.885512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:04.885648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:04.885687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:04.885731] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:04.889023] [DEBUG] [FORECASTER] FCNCP: Forecast T+1@11:T+2@11: UP (p=61.42%)
[2025-12-01T20:37:04.889290] [INFO ] [FORECASTER] Completed predict_future for FCNCP
[2025-12-01T20:37:04.889414] [INFO ] [sig       ] FCNCP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:05.029052] [INFO ] [LOCAL     ] Saved forecast: FCNCP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FCNCP.txt
[2025-12-01T20:37:05.029163] [INFO ] [sig       ] [1217/3634] Completed FCNCP in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-01T20:37:05.029199] [INFO ] [sig       ] [1218/3634] Forecasting FCTE...
[2025-12-01T20:37:05.029226] [INFO ] [sig       ] Generating forecast for: FCTE
[2025-12-01T20:37:05.029253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCTE' from 'https://tdm.silogroup.org/data/derivative_storage/FCTE.csv'.
[2025-12-01T20:37:05.040172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FCTE'.
[2025-12-01T20:37:05.040477] [INFO ] [FORECASTER] Starting predict_future for FCTE
[2025-12-01T20:37:05.041316] [DEBUG] [LOCAL     ] No optimal features file found for FCTE: ./output/feature-sets/FCTE.txt
[2025-12-01T20:37:05.041368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:05.041400] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:05.041425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:05.041480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:05.103391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:05.104222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:05.104302] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:05.104334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:05.221584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:05.221713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:05.221749] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:05.221776] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:05.224903] [DEBUG] [FORECASTER] FCTE: Forecast T+1@11:T+2@11: DOWN (p=43.79%)
[2025-12-01T20:37:05.225158] [INFO ] [FORECASTER] Completed predict_future for FCTE
[2025-12-01T20:37:05.225276] [INFO ] [sig       ] FCTE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:05.362354] [INFO ] [LOCAL     ] Saved forecast: FCTE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FCTE.txt
[2025-12-01T20:37:05.362470] [INFO ] [sig       ] [1218/3634] Completed FCTE in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-01T20:37:05.362506] [INFO ] [sig       ] [1219/3634] Forecasting FCX...
[2025-12-01T20:37:05.362535] [INFO ] [sig       ] Generating forecast for: FCX
[2025-12-01T20:37:05.362563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FCX' from 'https://tdm.silogroup.org/data/derivative_storage/FCX.csv'.
[2025-12-01T20:37:05.374048] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FCX'.
[2025-12-01T20:37:05.374341] [INFO ] [FORECASTER] Starting predict_future for FCX
[2025-12-01T20:37:05.375182] [DEBUG] [LOCAL     ] No optimal features file found for FCX: ./output/feature-sets/FCX.txt
[2025-12-01T20:37:05.375232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:05.375264] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:05.375290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:05.375350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:05.433128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:05.433742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:05.433831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:05.433863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:05.559155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:05.559270] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:05.559304] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:05.559331] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:05.562532] [DEBUG] [FORECASTER] FCX: Forecast T+1@11:T+2@11: UP (p=96.22%)
[2025-12-01T20:37:05.562805] [INFO ] [FORECASTER] Completed predict_future for FCX
[2025-12-01T20:37:05.562922] [INFO ] [sig       ] FCX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:37:05.704554] [INFO ] [LOCAL     ] Saved forecast: FCX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FCX.txt
[2025-12-01T20:37:05.704692] [INFO ] [sig       ] [1219/3634] Completed FCX in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-01T20:37:05.704729] [INFO ] [sig       ] [1220/3634] Forecasting FDBC...
[2025-12-01T20:37:05.704758] [INFO ] [sig       ] Generating forecast for: FDBC
[2025-12-01T20:37:05.704790] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDBC' from 'https://tdm.silogroup.org/data/derivative_storage/FDBC.csv'.
[2025-12-01T20:37:05.714421] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FDBC'.
[2025-12-01T20:37:05.714690] [INFO ] [FORECASTER] Starting predict_future for FDBC
[2025-12-01T20:37:05.715416] [DEBUG] [LOCAL     ] No optimal features file found for FDBC: ./output/feature-sets/FDBC.txt
[2025-12-01T20:37:05.715465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:05.715496] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:05.715522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:05.715597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:05.770122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:05.770759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:05.770832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:05.770863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:05.860128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:05.860266] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:05.860304] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:05.860333] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:05.863633] [DEBUG] [FORECASTER] FDBC: Forecast T+1@11:T+2@11: DOWN (p=2.26%)
[2025-12-01T20:37:05.863895] [INFO ] [FORECASTER] Completed predict_future for FDBC
[2025-12-01T20:37:05.864012] [INFO ] [sig       ] FDBC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:06.001638] [INFO ] [LOCAL     ] Saved forecast: FDBC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FDBC.txt
[2025-12-01T20:37:06.001769] [INFO ] [sig       ] [1220/3634] Completed FDBC in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-01T20:37:06.001809] [INFO ] [sig       ] [1221/3634] Forecasting FDIF...
[2025-12-01T20:37:06.001839] [INFO ] [sig       ] Generating forecast for: FDIF
[2025-12-01T20:37:06.001869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIF' from 'https://tdm.silogroup.org/data/derivative_storage/FDIF.csv'.
[2025-12-01T20:37:06.012301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDIF'.
[2025-12-01T20:37:06.012629] [INFO ] [FORECASTER] Starting predict_future for FDIF
[2025-12-01T20:37:06.013352] [DEBUG] [LOCAL     ] No optimal features file found for FDIF: ./output/feature-sets/FDIF.txt
[2025-12-01T20:37:06.013401] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:06.013431] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:06.013466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:06.013522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:06.067793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:06.068457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:06.068531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:06.068561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:06.175449] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:06.175611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:06.175650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:06.175676] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:06.178921] [DEBUG] [FORECASTER] FDIF: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2025-12-01T20:37:06.179178] [INFO ] [FORECASTER] Completed predict_future for FDIF
[2025-12-01T20:37:06.179298] [INFO ] [sig       ] FDIF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:06.316825] [INFO ] [LOCAL     ] Saved forecast: FDIF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FDIF.txt
[2025-12-01T20:37:06.316956] [INFO ] [sig       ] [1221/3634] Completed FDIF in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-01T20:37:06.316992] [INFO ] [sig       ] [1222/3634] Forecasting FDIG...
[2025-12-01T20:37:06.317021] [INFO ] [sig       ] Generating forecast for: FDIG
[2025-12-01T20:37:06.317049] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDIG' from 'https://tdm.silogroup.org/data/derivative_storage/FDIG.csv'.
[2025-12-01T20:37:06.327854] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FDIG'.
[2025-12-01T20:37:06.328190] [INFO ] [FORECASTER] Starting predict_future for FDIG
[2025-12-01T20:37:06.329014] [DEBUG] [LOCAL     ] No optimal features file found for FDIG: ./output/feature-sets/FDIG.txt
[2025-12-01T20:37:06.329094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:06.329127] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:06.329154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:06.329213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:06.384276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:06.384987] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:06.385064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:06.385095] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:06.501983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:06.502133] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:06.502173] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:06.502202] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:06.505551] [DEBUG] [FORECASTER] FDIG: Forecast T+1@11:T+2@11: DOWN (p=17.58%)
[2025-12-01T20:37:06.505842] [INFO ] [FORECASTER] Completed predict_future for FDIG
[2025-12-01T20:37:06.505966] [INFO ] [sig       ] FDIG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:06.641269] [INFO ] [LOCAL     ] Saved forecast: FDIG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FDIG.txt
[2025-12-01T20:37:06.641404] [INFO ] [sig       ] [1222/3634] Completed FDIG in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-01T20:37:06.641441] [INFO ] [sig       ] [1223/3634] Forecasting FDP...
[2025-12-01T20:37:06.641470] [INFO ] [sig       ] Generating forecast for: FDP
[2025-12-01T20:37:06.641498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDP' from 'https://tdm.silogroup.org/data/derivative_storage/FDP.csv'.
[2025-12-01T20:37:06.652680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDP'.
[2025-12-01T20:37:06.652969] [INFO ] [FORECASTER] Starting predict_future for FDP
[2025-12-01T20:37:06.653721] [DEBUG] [LOCAL     ] No optimal features file found for FDP: ./output/feature-sets/FDP.txt
[2025-12-01T20:37:06.653771] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:06.653802] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:06.653827] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:06.653881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:06.711594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:06.712384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:06.712465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:06.712498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:06.833058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:06.833199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:06.833235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:06.833263] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:06.836524] [DEBUG] [FORECASTER] FDP: Forecast T+1@11:T+2@11: UP (p=65.65%)
[2025-12-01T20:37:06.836838] [INFO ] [FORECASTER] Completed predict_future for FDP
[2025-12-01T20:37:06.836962] [INFO ] [sig       ] FDP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:06.973909] [INFO ] [LOCAL     ] Saved forecast: FDP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FDP.txt
[2025-12-01T20:37:06.974035] [INFO ] [sig       ] [1223/3634] Completed FDP in 0.3s | 2.98 sym/s | Total: 6.8m | ETA: 13.5m
[2025-12-01T20:37:06.974073] [INFO ] [sig       ] [1224/3634] Forecasting FDS...
[2025-12-01T20:37:06.974101] [INFO ] [sig       ] Generating forecast for: FDS
[2025-12-01T20:37:06.974130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDS' from 'https://tdm.silogroup.org/data/derivative_storage/FDS.csv'.
[2025-12-01T20:37:06.984847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDS'.
[2025-12-01T20:37:06.985135] [INFO ] [FORECASTER] Starting predict_future for FDS
[2025-12-01T20:37:06.985875] [DEBUG] [LOCAL     ] No optimal features file found for FDS: ./output/feature-sets/FDS.txt
[2025-12-01T20:37:06.985924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:06.985954] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:06.985980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:06.986034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:07.040522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:07.041229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:07.041305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:07.041336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:07.158858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:07.158986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:07.159022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:07.159049] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:07.162279] [DEBUG] [FORECASTER] FDS: Forecast T+1@11:T+2@11: UP (p=98.39%)
[2025-12-01T20:37:07.162536] [INFO ] [FORECASTER] Completed predict_future for FDS
[2025-12-01T20:37:07.162674] [INFO ] [sig       ] FDS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:07.299782] [INFO ] [LOCAL     ] Saved forecast: FDS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FDS.txt
[2025-12-01T20:37:07.299910] [INFO ] [sig       ] [1224/3634] Completed FDS in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-01T20:37:07.299949] [INFO ] [sig       ] [1225/3634] Forecasting FDTX...
[2025-12-01T20:37:07.299980] [INFO ] [sig       ] Generating forecast for: FDTX
[2025-12-01T20:37:07.300019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDTX' from 'https://tdm.silogroup.org/data/derivative_storage/FDTX.csv'.
[2025-12-01T20:37:07.311702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDTX'.
[2025-12-01T20:37:07.312032] [INFO ] [FORECASTER] Starting predict_future for FDTX
[2025-12-01T20:37:07.312806] [DEBUG] [LOCAL     ] No optimal features file found for FDTX: ./output/feature-sets/FDTX.txt
[2025-12-01T20:37:07.312860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:07.312892] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:07.312919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:07.312981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:07.368001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:07.368684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:07.368759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:07.368790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:07.482907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:07.483057] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:07.483129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:07.483157] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:07.486414] [DEBUG] [FORECASTER] FDTX: Forecast T+1@11:T+2@11: DOWN (p=46.25%)
[2025-12-01T20:37:07.486722] [INFO ] [FORECASTER] Completed predict_future for FDTX
[2025-12-01T20:37:07.486849] [INFO ] [sig       ] FDTX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:07.624968] [INFO ] [LOCAL     ] Saved forecast: FDTX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FDTX.txt
[2025-12-01T20:37:07.625100] [INFO ] [sig       ] [1225/3634] Completed FDTX in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-01T20:37:07.625136] [INFO ] [sig       ] [1226/3634] Forecasting FDUS...
[2025-12-01T20:37:07.625164] [INFO ] [sig       ] Generating forecast for: FDUS
[2025-12-01T20:37:07.625193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDUS' from 'https://tdm.silogroup.org/data/derivative_storage/FDUS.csv'.
[2025-12-01T20:37:07.636637] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FDUS'.
[2025-12-01T20:37:07.636924] [INFO ] [FORECASTER] Starting predict_future for FDUS
[2025-12-01T20:37:07.637659] [DEBUG] [LOCAL     ] No optimal features file found for FDUS: ./output/feature-sets/FDUS.txt
[2025-12-01T20:37:07.637708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:07.637738] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:07.637764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:07.637817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:07.692670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:07.693309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:07.693387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:07.693418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:07.814105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:07.814237] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:07.814273] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:07.814300] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:07.817488] [DEBUG] [FORECASTER] FDUS: Forecast T+1@11:T+2@11: DOWN (p=33.66%)
[2025-12-01T20:37:07.817769] [INFO ] [FORECASTER] Completed predict_future for FDUS
[2025-12-01T20:37:07.817889] [INFO ] [sig       ] FDUS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:07.955160] [INFO ] [LOCAL     ] Saved forecast: FDUS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FDUS.txt
[2025-12-01T20:37:07.955295] [INFO ] [sig       ] [1226/3634] Completed FDUS in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-01T20:37:07.955333] [INFO ] [sig       ] [1227/3634] Forecasting FDX...
[2025-12-01T20:37:07.955360] [INFO ] [sig       ] Generating forecast for: FDX
[2025-12-01T20:37:07.955388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FDX' from 'https://tdm.silogroup.org/data/derivative_storage/FDX.csv'.
[2025-12-01T20:37:07.966315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FDX'.
[2025-12-01T20:37:07.966633] [INFO ] [FORECASTER] Starting predict_future for FDX
[2025-12-01T20:37:07.967357] [DEBUG] [LOCAL     ] No optimal features file found for FDX: ./output/feature-sets/FDX.txt
[2025-12-01T20:37:07.967405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:07.967436] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:07.967462] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:07.967516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:08.022141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:08.022864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:08.022941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:08.022973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:08.153268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:08.153449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:08.153492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:08.153522] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:08.157015] [DEBUG] [FORECASTER] FDX: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2025-12-01T20:37:08.157287] [INFO ] [FORECASTER] Completed predict_future for FDX
[2025-12-01T20:37:08.157413] [INFO ] [sig       ] FDX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:08.295084] [INFO ] [LOCAL     ] Saved forecast: FDX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FDX.txt
[2025-12-01T20:37:08.295222] [INFO ] [sig       ] [1227/3634] Completed FDX in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-01T20:37:08.295262] [INFO ] [sig       ] [1228/3634] Forecasting FE...
[2025-12-01T20:37:08.295292] [INFO ] [sig       ] Generating forecast for: FE
[2025-12-01T20:37:08.295322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FE' from 'https://tdm.silogroup.org/data/derivative_storage/FE.csv'.
[2025-12-01T20:37:08.306375] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FE'.
[2025-12-01T20:37:08.306689] [INFO ] [FORECASTER] Starting predict_future for FE
[2025-12-01T20:37:08.307440] [DEBUG] [LOCAL     ] No optimal features file found for FE: ./output/feature-sets/FE.txt
[2025-12-01T20:37:08.307489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:08.307521] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:08.307547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:08.307623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:08.362769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:08.363459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:08.363537] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:08.363593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:08.481479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:08.481641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:08.481679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:08.481706] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:08.484948] [DEBUG] [FORECASTER] FE: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-01T20:37:08.485212] [INFO ] [FORECASTER] Completed predict_future for FE
[2025-12-01T20:37:08.485333] [INFO ] [sig       ] FE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:08.622826] [INFO ] [LOCAL     ] Saved forecast: FE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FE.txt
[2025-12-01T20:37:08.622954] [INFO ] [sig       ] [1228/3634] Completed FE in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-01T20:37:08.622990] [INFO ] [sig       ] [1229/3634] Forecasting FEIM...
[2025-12-01T20:37:08.623019] [INFO ] [sig       ] Generating forecast for: FEIM
[2025-12-01T20:37:08.623075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEIM' from 'https://tdm.silogroup.org/data/derivative_storage/FEIM.csv'.
[2025-12-01T20:37:08.633849] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FEIM'.
[2025-12-01T20:37:08.634141] [INFO ] [FORECASTER] Starting predict_future for FEIM
[2025-12-01T20:37:08.634915] [DEBUG] [LOCAL     ] No optimal features file found for FEIM: ./output/feature-sets/FEIM.txt
[2025-12-01T20:37:08.634964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:08.634994] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:08.635019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:08.635074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:08.689907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:08.690623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:08.690712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:08.690749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:08.806761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:08.806910] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:08.806948] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:08.806978] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:08.810373] [DEBUG] [FORECASTER] FEIM: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-12-01T20:37:08.810680] [INFO ] [FORECASTER] Completed predict_future for FEIM
[2025-12-01T20:37:08.810815] [INFO ] [sig       ] FEIM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:37:08.948899] [INFO ] [LOCAL     ] Saved forecast: FEIM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FEIM.txt
[2025-12-01T20:37:08.949026] [INFO ] [sig       ] [1229/3634] Completed FEIM in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-01T20:37:08.949063] [INFO ] [sig       ] [1230/3634] Forecasting FELE...
[2025-12-01T20:37:08.949091] [INFO ] [sig       ] Generating forecast for: FELE
[2025-12-01T20:37:08.949119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FELE' from 'https://tdm.silogroup.org/data/derivative_storage/FELE.csv'.
[2025-12-01T20:37:08.959625] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FELE'.
[2025-12-01T20:37:08.959907] [INFO ] [FORECASTER] Starting predict_future for FELE
[2025-12-01T20:37:08.960685] [DEBUG] [LOCAL     ] No optimal features file found for FELE: ./output/feature-sets/FELE.txt
[2025-12-01T20:37:08.960744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:08.960775] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:08.960799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:08.960853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:09.016311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:09.017027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:09.017103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:09.017135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:09.136519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:09.136682] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:09.136719] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:09.136747] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:09.139993] [DEBUG] [FORECASTER] FELE: Forecast T+1@11:T+2@11: DOWN (p=45.26%)
[2025-12-01T20:37:09.140255] [INFO ] [FORECASTER] Completed predict_future for FELE
[2025-12-01T20:37:09.140376] [INFO ] [sig       ] FELE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:09.278499] [INFO ] [LOCAL     ] Saved forecast: FELE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FELE.txt
[2025-12-01T20:37:09.278652] [INFO ] [sig       ] [1230/3634] Completed FELE in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-01T20:37:09.278691] [INFO ] [sig       ] [1231/3634] Forecasting FEM...
[2025-12-01T20:37:09.278719] [INFO ] [sig       ] Generating forecast for: FEM
[2025-12-01T20:37:09.278752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEM' from 'https://tdm.silogroup.org/data/derivative_storage/FEM.csv'.
[2025-12-01T20:37:09.289312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEM'.
[2025-12-01T20:37:09.289627] [INFO ] [FORECASTER] Starting predict_future for FEM
[2025-12-01T20:37:09.290366] [DEBUG] [LOCAL     ] No optimal features file found for FEM: ./output/feature-sets/FEM.txt
[2025-12-01T20:37:09.290415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:09.290445] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:09.290470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:09.290524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:09.345620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:09.346308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:09.346384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:09.346414] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:09.466679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:09.466833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:09.466871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:09.466898] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:09.470255] [DEBUG] [FORECASTER] FEM: Forecast T+1@11:T+2@11: UP (p=67.51%)
[2025-12-01T20:37:09.470520] [INFO ] [FORECASTER] Completed predict_future for FEM
[2025-12-01T20:37:09.470673] [INFO ] [sig       ] FEM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:09.607869] [INFO ] [LOCAL     ] Saved forecast: FEM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FEM.txt
[2025-12-01T20:37:09.608009] [INFO ] [sig       ] [1231/3634] Completed FEM in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-01T20:37:09.608045] [INFO ] [sig       ] [1232/3634] Forecasting FEMB...
[2025-12-01T20:37:09.608073] [INFO ] [sig       ] Generating forecast for: FEMB
[2025-12-01T20:37:09.608101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMB' from 'https://tdm.silogroup.org/data/derivative_storage/FEMB.csv'.
[2025-12-01T20:37:09.618796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMB'.
[2025-12-01T20:37:09.619089] [INFO ] [FORECASTER] Starting predict_future for FEMB
[2025-12-01T20:37:09.619829] [DEBUG] [LOCAL     ] No optimal features file found for FEMB: ./output/feature-sets/FEMB.txt
[2025-12-01T20:37:09.619878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:09.619909] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:09.619934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:09.619988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:09.674815] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:09.675452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:09.675527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:09.675558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:09.793998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:09.794136] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:09.794172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:09.794200] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:09.797390] [DEBUG] [FORECASTER] FEMB: Forecast T+1@11:T+2@11: UP (p=93.91%)
[2025-12-01T20:37:09.797666] [INFO ] [FORECASTER] Completed predict_future for FEMB
[2025-12-01T20:37:09.797785] [INFO ] [sig       ] FEMB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:09.936228] [INFO ] [LOCAL     ] Saved forecast: FEMB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FEMB.txt
[2025-12-01T20:37:09.936350] [INFO ] [sig       ] [1232/3634] Completed FEMB in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.5m
[2025-12-01T20:37:09.936386] [INFO ] [sig       ] [1233/3634] Forecasting FEMS...
[2025-12-01T20:37:09.936415] [INFO ] [sig       ] Generating forecast for: FEMS
[2025-12-01T20:37:09.936442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEMS' from 'https://tdm.silogroup.org/data/derivative_storage/FEMS.csv'.
[2025-12-01T20:37:09.948960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEMS'.
[2025-12-01T20:37:09.949373] [INFO ] [FORECASTER] Starting predict_future for FEMS
[2025-12-01T20:37:09.950323] [DEBUG] [LOCAL     ] No optimal features file found for FEMS: ./output/feature-sets/FEMS.txt
[2025-12-01T20:37:09.950382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:09.950424] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:09.950465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:09.950547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:10.006627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:10.007243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:10.007319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:10.007351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:10.125105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:10.125245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:10.125282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:10.125308] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:10.128524] [DEBUG] [FORECASTER] FEMS: Forecast T+1@11:T+2@11: UP (p=87.30%)
[2025-12-01T20:37:10.128808] [INFO ] [FORECASTER] Completed predict_future for FEMS
[2025-12-01T20:37:10.128928] [INFO ] [sig       ] FEMS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:10.266081] [INFO ] [LOCAL     ] Saved forecast: FEMS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FEMS.txt
[2025-12-01T20:37:10.266203] [INFO ] [sig       ] [1233/3634] Completed FEMS in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-01T20:37:10.266240] [INFO ] [sig       ] [1234/3634] Forecasting FENC...
[2025-12-01T20:37:10.266268] [INFO ] [sig       ] Generating forecast for: FENC
[2025-12-01T20:37:10.266297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FENC' from 'https://tdm.silogroup.org/data/derivative_storage/FENC.csv'.
[2025-12-01T20:37:10.276824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FENC'.
[2025-12-01T20:37:10.277111] [INFO ] [FORECASTER] Starting predict_future for FENC
[2025-12-01T20:37:10.277852] [DEBUG] [LOCAL     ] No optimal features file found for FENC: ./output/feature-sets/FENC.txt
[2025-12-01T20:37:10.277911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:10.277942] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:10.277967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:10.278022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:10.333214] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:10.333791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:10.333867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:10.333898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:10.448702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:10.448813] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:10.448846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:10.448873] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:10.451985] [DEBUG] [FORECASTER] FENC: Forecast T+1@11:T+2@11: UP (p=85.74%)
[2025-12-01T20:37:10.452235] [INFO ] [FORECASTER] Completed predict_future for FENC
[2025-12-01T20:37:10.452352] [INFO ] [sig       ] FENC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:10.589928] [INFO ] [LOCAL     ] Saved forecast: FENC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FENC.txt
[2025-12-01T20:37:10.590029] [INFO ] [sig       ] [1234/3634] Completed FENC in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-01T20:37:10.590065] [INFO ] [sig       ] [1235/3634] Forecasting FEP...
[2025-12-01T20:37:10.590093] [INFO ] [sig       ] Generating forecast for: FEP
[2025-12-01T20:37:10.590120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEP' from 'https://tdm.silogroup.org/data/derivative_storage/FEP.csv'.
[2025-12-01T20:37:10.601429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEP'.
[2025-12-01T20:37:10.601742] [INFO ] [FORECASTER] Starting predict_future for FEP
[2025-12-01T20:37:10.602460] [DEBUG] [LOCAL     ] No optimal features file found for FEP: ./output/feature-sets/FEP.txt
[2025-12-01T20:37:10.602508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:10.602538] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:10.602563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:10.602639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:10.657557] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:10.658144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:10.658218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:10.658247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:10.773111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:10.773221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:10.773254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:10.773280] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:10.776364] [DEBUG] [FORECASTER] FEP: Forecast T+1@11:T+2@11: UP (p=79.23%)
[2025-12-01T20:37:10.776636] [INFO ] [FORECASTER] Completed predict_future for FEP
[2025-12-01T20:37:10.776809] [INFO ] [sig       ] FEP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:10.917354] [INFO ] [LOCAL     ] Saved forecast: FEP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FEP.txt
[2025-12-01T20:37:10.917472] [INFO ] [sig       ] [1235/3634] Completed FEP in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-01T20:37:10.917508] [INFO ] [sig       ] [1236/3634] Forecasting FEPI...
[2025-12-01T20:37:10.917537] [INFO ] [sig       ] Generating forecast for: FEPI
[2025-12-01T20:37:10.917564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEPI' from 'https://tdm.silogroup.org/data/derivative_storage/FEPI.csv'.
[2025-12-01T20:37:10.928446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEPI'.
[2025-12-01T20:37:10.928737] [INFO ] [FORECASTER] Starting predict_future for FEPI
[2025-12-01T20:37:10.929461] [DEBUG] [LOCAL     ] No optimal features file found for FEPI: ./output/feature-sets/FEPI.txt
[2025-12-01T20:37:10.929508] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:10.929538] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:10.929563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:10.929638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:10.984638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:10.985202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:10.985286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:10.985318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:11.103405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:11.103545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:11.103597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:11.103626] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:11.106822] [DEBUG] [FORECASTER] FEPI: Forecast T+1@11:T+2@11: DOWN (p=33.65%)
[2025-12-01T20:37:11.107081] [INFO ] [FORECASTER] Completed predict_future for FEPI
[2025-12-01T20:37:11.107199] [INFO ] [sig       ] FEPI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:11.243469] [INFO ] [LOCAL     ] Saved forecast: FEPI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FEPI.txt
[2025-12-01T20:37:11.243596] [INFO ] [sig       ] [1236/3634] Completed FEPI in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-01T20:37:11.243634] [INFO ] [sig       ] [1237/3634] Forecasting FERG...
[2025-12-01T20:37:11.243662] [INFO ] [sig       ] Generating forecast for: FERG
[2025-12-01T20:37:11.243690] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FERG' from 'https://tdm.silogroup.org/data/derivative_storage/FERG.csv'.
[2025-12-01T20:37:11.254708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FERG'.
[2025-12-01T20:37:11.254963] [INFO ] [FORECASTER] Starting predict_future for FERG
[2025-12-01T20:37:11.255706] [DEBUG] [LOCAL     ] No optimal features file found for FERG: ./output/feature-sets/FERG.txt
[2025-12-01T20:37:11.255754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:11.255784] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:11.255810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:11.255864] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:11.311311] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:11.311922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:11.311995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:11.312026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:11.432800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:11.432921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:11.432956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:11.432983] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:11.436088] [DEBUG] [FORECASTER] FERG: Forecast T+1@11:T+2@11: UP (p=71.10%)
[2025-12-01T20:37:11.436343] [INFO ] [FORECASTER] Completed predict_future for FERG
[2025-12-01T20:37:11.436460] [INFO ] [sig       ] FERG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:11.574602] [INFO ] [LOCAL     ] Saved forecast: FERG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FERG.txt
[2025-12-01T20:37:11.574710] [INFO ] [sig       ] [1237/3634] Completed FERG in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-01T20:37:11.574752] [INFO ] [sig       ] [1238/3634] Forecasting FEX...
[2025-12-01T20:37:11.574780] [INFO ] [sig       ] Generating forecast for: FEX
[2025-12-01T20:37:11.574807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FEX' from 'https://tdm.silogroup.org/data/derivative_storage/FEX.csv'.
[2025-12-01T20:37:11.585899] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FEX'.
[2025-12-01T20:37:11.586153] [INFO ] [FORECASTER] Starting predict_future for FEX
[2025-12-01T20:37:11.586918] [DEBUG] [LOCAL     ] No optimal features file found for FEX: ./output/feature-sets/FEX.txt
[2025-12-01T20:37:11.586968] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:11.586997] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:11.587022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:11.587076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:11.642666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:11.643236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:11.643309] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:11.643340] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:11.750492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:11.750626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:11.750661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:11.750688] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:11.753875] [DEBUG] [FORECASTER] FEX: Forecast T+1@11:T+2@11: DOWN (p=21.95%)
[2025-12-01T20:37:11.754130] [INFO ] [FORECASTER] Completed predict_future for FEX
[2025-12-01T20:37:11.754246] [INFO ] [sig       ] FEX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:11.890554] [INFO ] [LOCAL     ] Saved forecast: FEX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FEX.txt
[2025-12-01T20:37:11.890679] [INFO ] [sig       ] [1238/3634] Completed FEX in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-01T20:37:11.890718] [INFO ] [sig       ] [1239/3634] Forecasting FF...
[2025-12-01T20:37:11.890745] [INFO ] [sig       ] Generating forecast for: FF
[2025-12-01T20:37:11.890774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FF' from 'https://tdm.silogroup.org/data/derivative_storage/FF.csv'.
[2025-12-01T20:37:11.901605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FF'.
[2025-12-01T20:37:11.901861] [INFO ] [FORECASTER] Starting predict_future for FF
[2025-12-01T20:37:11.902638] [DEBUG] [LOCAL     ] No optimal features file found for FF: ./output/feature-sets/FF.txt
[2025-12-01T20:37:11.902687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:11.902722] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:11.902748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:11.902803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:11.958142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:11.958735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:11.958808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:11.958838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:12.079225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:12.079336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:12.079370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:12.079396] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:12.082511] [DEBUG] [FORECASTER] FF: Forecast T+1@11:T+2@11: UP (p=65.38%)
[2025-12-01T20:37:12.082802] [INFO ] [FORECASTER] Completed predict_future for FF
[2025-12-01T20:37:12.082919] [INFO ] [sig       ] FF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:12.220512] [INFO ] [LOCAL     ] Saved forecast: FF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FF.txt
[2025-12-01T20:37:12.220643] [INFO ] [sig       ] [1239/3634] Completed FF in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-01T20:37:12.220681] [INFO ] [sig       ] [1240/3634] Forecasting FFA...
[2025-12-01T20:37:12.220709] [INFO ] [sig       ] Generating forecast for: FFA
[2025-12-01T20:37:12.220737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFA' from 'https://tdm.silogroup.org/data/derivative_storage/FFA.csv'.
[2025-12-01T20:37:12.232415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFA'.
[2025-12-01T20:37:12.232719] [INFO ] [FORECASTER] Starting predict_future for FFA
[2025-12-01T20:37:12.233441] [DEBUG] [LOCAL     ] No optimal features file found for FFA: ./output/feature-sets/FFA.txt
[2025-12-01T20:37:12.233489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:12.233519] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:12.233545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:12.233618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:12.288234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:12.288877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:12.288949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:12.288980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:12.404141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:12.404255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:12.404291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:12.404318] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:12.407598] [DEBUG] [FORECASTER] FFA: Forecast T+1@11:T+2@11: DOWN (p=39.84%)
[2025-12-01T20:37:12.407855] [INFO ] [FORECASTER] Completed predict_future for FFA
[2025-12-01T20:37:12.407974] [INFO ] [sig       ] FFA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:12.546793] [INFO ] [LOCAL     ] Saved forecast: FFA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FFA.txt
[2025-12-01T20:37:12.546915] [INFO ] [sig       ] [1240/3634] Completed FFA in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-01T20:37:12.546962] [INFO ] [sig       ] [1241/3634] Forecasting FFBC...
[2025-12-01T20:37:12.546990] [INFO ] [sig       ] Generating forecast for: FFBC
[2025-12-01T20:37:12.547017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFBC' from 'https://tdm.silogroup.org/data/derivative_storage/FFBC.csv'.
[2025-12-01T20:37:12.557818] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFBC'.
[2025-12-01T20:37:12.558075] [INFO ] [FORECASTER] Starting predict_future for FFBC
[2025-12-01T20:37:12.558879] [DEBUG] [LOCAL     ] No optimal features file found for FFBC: ./output/feature-sets/FFBC.txt
[2025-12-01T20:37:12.558928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:12.558957] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:12.558983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:12.559037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:12.615088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:12.615708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:12.615783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:12.615814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:12.732457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:12.732586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:12.732635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:12.732663] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:12.735784] [DEBUG] [FORECASTER] FFBC: Forecast T+1@11:T+2@11: DOWN (p=30.45%)
[2025-12-01T20:37:12.736037] [INFO ] [FORECASTER] Completed predict_future for FFBC
[2025-12-01T20:37:12.736156] [INFO ] [sig       ] FFBC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:12.874011] [INFO ] [LOCAL     ] Saved forecast: FFBC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FFBC.txt
[2025-12-01T20:37:12.874121] [INFO ] [sig       ] [1241/3634] Completed FFBC in 0.3s | 2.98 sym/s | Total: 6.9m | ETA: 13.4m
[2025-12-01T20:37:12.874158] [INFO ] [sig       ] [1242/3634] Forecasting FFC...
[2025-12-01T20:37:12.874185] [INFO ] [sig       ] Generating forecast for: FFC
[2025-12-01T20:37:12.874213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFC' from 'https://tdm.silogroup.org/data/derivative_storage/FFC.csv'.
[2025-12-01T20:37:12.885139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFC'.
[2025-12-01T20:37:12.885400] [INFO ] [FORECASTER] Starting predict_future for FFC
[2025-12-01T20:37:12.886138] [DEBUG] [LOCAL     ] No optimal features file found for FFC: ./output/feature-sets/FFC.txt
[2025-12-01T20:37:12.886186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:12.886215] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:12.886240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:12.886294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:12.942164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:12.942759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:12.942844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:12.942875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:13.058232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:13.058394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:13.058430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:13.058456] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:13.061563] [DEBUG] [FORECASTER] FFC: Forecast T+1@11:T+2@11: DOWN (p=44.57%)
[2025-12-01T20:37:13.061839] [INFO ] [FORECASTER] Completed predict_future for FFC
[2025-12-01T20:37:13.061956] [INFO ] [sig       ] FFC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:13.203111] [INFO ] [LOCAL     ] Saved forecast: FFC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FFC.txt
[2025-12-01T20:37:13.203241] [INFO ] [sig       ] [1242/3634] Completed FFC in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-01T20:37:13.203279] [INFO ] [sig       ] [1243/3634] Forecasting FFIC...
[2025-12-01T20:37:13.203308] [INFO ] [sig       ] Generating forecast for: FFIC
[2025-12-01T20:37:13.203336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIC' from 'https://tdm.silogroup.org/data/derivative_storage/FFIC.csv'.
[2025-12-01T20:37:13.214765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIC'.
[2025-12-01T20:37:13.215033] [INFO ] [FORECASTER] Starting predict_future for FFIC
[2025-12-01T20:37:13.215773] [DEBUG] [LOCAL     ] No optimal features file found for FFIC: ./output/feature-sets/FFIC.txt
[2025-12-01T20:37:13.215821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:13.215850] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:13.215876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:13.215930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:13.271206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:13.271973] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:13.272051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:13.272082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:13.388061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:13.388186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:13.388221] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:13.388248] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:13.391456] [DEBUG] [FORECASTER] FFIC: Forecast T+1@11:T+2@11: DOWN (p=40.10%)
[2025-12-01T20:37:13.391727] [INFO ] [FORECASTER] Completed predict_future for FFIC
[2025-12-01T20:37:13.391845] [INFO ] [sig       ] FFIC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:13.530298] [INFO ] [LOCAL     ] Saved forecast: FFIC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FFIC.txt
[2025-12-01T20:37:13.530401] [INFO ] [sig       ] [1243/3634] Completed FFIC in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-01T20:37:13.530437] [INFO ] [sig       ] [1244/3634] Forecasting FFIN...
[2025-12-01T20:37:13.530464] [INFO ] [sig       ] Generating forecast for: FFIN
[2025-12-01T20:37:13.530491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFIN' from 'https://tdm.silogroup.org/data/derivative_storage/FFIN.csv'.
[2025-12-01T20:37:13.541669] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFIN'.
[2025-12-01T20:37:13.541936] [INFO ] [FORECASTER] Starting predict_future for FFIN
[2025-12-01T20:37:13.542673] [DEBUG] [LOCAL     ] No optimal features file found for FFIN: ./output/feature-sets/FFIN.txt
[2025-12-01T20:37:13.542732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:13.542769] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:13.542799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:13.542863] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:13.598976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:13.599562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:13.599656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:13.599686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:13.712883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:13.712992] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:13.713026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:13.713052] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:13.716101] [DEBUG] [FORECASTER] FFIN: Forecast T+1@11:T+2@11: UP (p=76.35%)
[2025-12-01T20:37:13.716351] [INFO ] [FORECASTER] Completed predict_future for FFIN
[2025-12-01T20:37:13.716468] [INFO ] [sig       ] FFIN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:13.858663] [INFO ] [LOCAL     ] Saved forecast: FFIN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FFIN.txt
[2025-12-01T20:37:13.858772] [INFO ] [sig       ] [1244/3634] Completed FFIN in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-01T20:37:13.858816] [INFO ] [sig       ] [1245/3634] Forecasting FFWM...
[2025-12-01T20:37:13.858843] [INFO ] [sig       ] Generating forecast for: FFWM
[2025-12-01T20:37:13.858871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FFWM' from 'https://tdm.silogroup.org/data/derivative_storage/FFWM.csv'.
[2025-12-01T20:37:13.870000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FFWM'.
[2025-12-01T20:37:13.870253] [INFO ] [FORECASTER] Starting predict_future for FFWM
[2025-12-01T20:37:13.871038] [DEBUG] [LOCAL     ] No optimal features file found for FFWM: ./output/feature-sets/FFWM.txt
[2025-12-01T20:37:13.871088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:13.871127] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:13.871154] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:13.871207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:13.927109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:13.927700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:13.927787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:13.927824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:14.043715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:14.043841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:14.043882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:14.043913] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:14.047067] [DEBUG] [FORECASTER] FFWM: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-01T20:37:14.047319] [INFO ] [FORECASTER] Completed predict_future for FFWM
[2025-12-01T20:37:14.047436] [INFO ] [sig       ] FFWM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:14.186012] [INFO ] [LOCAL     ] Saved forecast: FFWM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FFWM.txt
[2025-12-01T20:37:14.186127] [INFO ] [sig       ] [1245/3634] Completed FFWM in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-01T20:37:14.186191] [INFO ] [sig       ] [1246/3634] Forecasting FG...
[2025-12-01T20:37:14.186220] [INFO ] [sig       ] Generating forecast for: FG
[2025-12-01T20:37:14.186249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FG' from 'https://tdm.silogroup.org/data/derivative_storage/FG.csv'.
[2025-12-01T20:37:14.196980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FG'.
[2025-12-01T20:37:14.197243] [INFO ] [FORECASTER] Starting predict_future for FG
[2025-12-01T20:37:14.197989] [DEBUG] [LOCAL     ] No optimal features file found for FG: ./output/feature-sets/FG.txt
[2025-12-01T20:37:14.198038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:14.198068] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:14.198094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:14.198152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:14.254124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:14.254746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:14.254824] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:14.254854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:14.371991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:14.372111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:14.372147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:14.372173] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:14.375326] [DEBUG] [FORECASTER] FG: Forecast T+1@11:T+2@11: DOWN (p=2.44%)
[2025-12-01T20:37:14.375596] [INFO ] [FORECASTER] Completed predict_future for FG
[2025-12-01T20:37:14.375716] [INFO ] [sig       ] FG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:14.512766] [INFO ] [LOCAL     ] Saved forecast: FG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FG.txt
[2025-12-01T20:37:14.512872] [INFO ] [sig       ] [1246/3634] Completed FG in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-01T20:37:14.512915] [INFO ] [sig       ] [1247/3634] Forecasting FGEN...
[2025-12-01T20:37:14.512943] [INFO ] [sig       ] Generating forecast for: FGEN
[2025-12-01T20:37:14.512971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FGEN' from 'https://tdm.silogroup.org/data/derivative_storage/FGEN.csv'.
[2025-12-01T20:37:14.523601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FGEN'.
[2025-12-01T20:37:14.523879] [INFO ] [FORECASTER] Starting predict_future for FGEN
[2025-12-01T20:37:14.524612] [DEBUG] [LOCAL     ] No optimal features file found for FGEN: ./output/feature-sets/FGEN.txt
[2025-12-01T20:37:14.524661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:14.524691] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:14.524716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:14.524780] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:14.580422] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:14.580998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:14.581070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:14.581101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:14.700089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:14.700218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:14.700252] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:14.700279] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:14.703443] [DEBUG] [FORECASTER] FGEN: Forecast T+1@11:T+2@11: DOWN (p=36.31%)
[2025-12-01T20:37:14.703714] [INFO ] [FORECASTER] Completed predict_future for FGEN
[2025-12-01T20:37:14.703835] [INFO ] [sig       ] FGEN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:14.841675] [INFO ] [LOCAL     ] Saved forecast: FGEN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FGEN.txt
[2025-12-01T20:37:14.841780] [INFO ] [sig       ] [1247/3634] Completed FGEN in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-01T20:37:14.841816] [INFO ] [sig       ] [1248/3634] Forecasting FHB...
[2025-12-01T20:37:14.841845] [INFO ] [sig       ] Generating forecast for: FHB
[2025-12-01T20:37:14.841873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHB' from 'https://tdm.silogroup.org/data/derivative_storage/FHB.csv'.
[2025-12-01T20:37:14.853039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHB'.
[2025-12-01T20:37:14.853302] [INFO ] [FORECASTER] Starting predict_future for FHB
[2025-12-01T20:37:14.854073] [DEBUG] [LOCAL     ] No optimal features file found for FHB: ./output/feature-sets/FHB.txt
[2025-12-01T20:37:14.854121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:14.854151] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:14.854177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:14.854231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:14.909673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:14.910255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:14.910327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:14.910357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:15.028954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:15.029075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:15.029110] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:15.029137] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:15.032246] [DEBUG] [FORECASTER] FHB: Forecast T+1@11:T+2@11: DOWN (p=10.53%)
[2025-12-01T20:37:15.032499] [INFO ] [FORECASTER] Completed predict_future for FHB
[2025-12-01T20:37:15.032632] [INFO ] [sig       ] FHB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:15.171076] [INFO ] [LOCAL     ] Saved forecast: FHB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FHB.txt
[2025-12-01T20:37:15.171191] [INFO ] [sig       ] [1248/3634] Completed FHB in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-01T20:37:15.171227] [INFO ] [sig       ] [1249/3634] Forecasting FHI...
[2025-12-01T20:37:15.171262] [INFO ] [sig       ] Generating forecast for: FHI
[2025-12-01T20:37:15.171291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHI' from 'https://tdm.silogroup.org/data/derivative_storage/FHI.csv'.
[2025-12-01T20:37:15.182382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHI'.
[2025-12-01T20:37:15.182660] [INFO ] [FORECASTER] Starting predict_future for FHI
[2025-12-01T20:37:15.183372] [DEBUG] [LOCAL     ] No optimal features file found for FHI: ./output/feature-sets/FHI.txt
[2025-12-01T20:37:15.183421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:15.183451] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:15.183503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:15.183560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:15.240091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:15.240749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:15.240825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:15.240857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:15.361943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:15.362048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:15.362085] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:15.362112] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:15.365134] [DEBUG] [FORECASTER] FHI: Forecast T+1@11:T+2@11: DOWN (p=16.80%)
[2025-12-01T20:37:15.365385] [INFO ] [FORECASTER] Completed predict_future for FHI
[2025-12-01T20:37:15.365501] [INFO ] [sig       ] FHI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:15.508221] [INFO ] [LOCAL     ] Saved forecast: FHI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FHI.txt
[2025-12-01T20:37:15.508361] [INFO ] [sig       ] [1249/3634] Completed FHI in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.4m
[2025-12-01T20:37:15.508399] [INFO ] [sig       ] [1250/3634] Forecasting FHN...
[2025-12-01T20:37:15.508427] [INFO ] [sig       ] Generating forecast for: FHN
[2025-12-01T20:37:15.508456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHN' from 'https://tdm.silogroup.org/data/derivative_storage/FHN.csv'.
[2025-12-01T20:37:15.519403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FHN'.
[2025-12-01T20:37:15.519699] [INFO ] [FORECASTER] Starting predict_future for FHN
[2025-12-01T20:37:15.520442] [DEBUG] [LOCAL     ] No optimal features file found for FHN: ./output/feature-sets/FHN.txt
[2025-12-01T20:37:15.520490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:15.520520] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:15.520546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:15.520626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:15.576189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:15.576780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:15.576867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:15.576903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:15.695450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:15.695559] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:15.695628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:15.695657] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:15.698803] [DEBUG] [FORECASTER] FHN: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-01T20:37:15.699074] [INFO ] [FORECASTER] Completed predict_future for FHN
[2025-12-01T20:37:15.699190] [INFO ] [sig       ] FHN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:15.838405] [INFO ] [LOCAL     ] Saved forecast: FHN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FHN.txt
[2025-12-01T20:37:15.838511] [INFO ] [sig       ] [1250/3634] Completed FHN in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-01T20:37:15.838546] [INFO ] [sig       ] [1251/3634] Forecasting FHTX...
[2025-12-01T20:37:15.838591] [INFO ] [sig       ] Generating forecast for: FHTX
[2025-12-01T20:37:15.838622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FHTX' from 'https://tdm.silogroup.org/data/derivative_storage/FHTX.csv'.
[2025-12-01T20:37:15.849113] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FHTX'.
[2025-12-01T20:37:15.849373] [INFO ] [FORECASTER] Starting predict_future for FHTX
[2025-12-01T20:37:15.850108] [DEBUG] [LOCAL     ] No optimal features file found for FHTX: ./output/feature-sets/FHTX.txt
[2025-12-01T20:37:15.850157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:15.850186] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:15.850212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:15.850267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:15.905920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:15.906494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:15.906567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:15.906616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:16.024970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:16.025092] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:16.025129] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:16.025155] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:16.028268] [DEBUG] [FORECASTER] FHTX: Forecast T+1@11:T+2@11: DOWN (p=6.54%)
[2025-12-01T20:37:16.028541] [INFO ] [FORECASTER] Completed predict_future for FHTX
[2025-12-01T20:37:16.028688] [INFO ] [sig       ] FHTX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:16.166595] [INFO ] [LOCAL     ] Saved forecast: FHTX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FHTX.txt
[2025-12-01T20:37:16.166716] [INFO ] [sig       ] [1251/3634] Completed FHTX in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-01T20:37:16.166753] [INFO ] [sig       ] [1252/3634] Forecasting FIBK...
[2025-12-01T20:37:16.166780] [INFO ] [sig       ] Generating forecast for: FIBK
[2025-12-01T20:37:16.166809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIBK' from 'https://tdm.silogroup.org/data/derivative_storage/FIBK.csv'.
[2025-12-01T20:37:16.177903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIBK'.
[2025-12-01T20:37:16.178169] [INFO ] [FORECASTER] Starting predict_future for FIBK
[2025-12-01T20:37:16.178965] [DEBUG] [LOCAL     ] No optimal features file found for FIBK: ./output/feature-sets/FIBK.txt
[2025-12-01T20:37:16.179015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:16.179045] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:16.179071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:16.179127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:16.234951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:16.235517] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:16.235607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:16.235641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:16.353286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:16.353386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:16.353422] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:16.353462] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:16.356713] [DEBUG] [FORECASTER] FIBK: Forecast T+1@11:T+2@11: UP (p=95.52%)
[2025-12-01T20:37:16.356974] [INFO ] [FORECASTER] Completed predict_future for FIBK
[2025-12-01T20:37:16.357093] [INFO ] [sig       ] FIBK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:16.494609] [INFO ] [LOCAL     ] Saved forecast: FIBK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FIBK.txt
[2025-12-01T20:37:16.494714] [INFO ] [sig       ] [1252/3634] Completed FIBK in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-01T20:37:16.494750] [INFO ] [sig       ] [1253/3634] Forecasting FICO...
[2025-12-01T20:37:16.494779] [INFO ] [sig       ] Generating forecast for: FICO
[2025-12-01T20:37:16.494809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICO' from 'https://tdm.silogroup.org/data/derivative_storage/FICO.csv'.
[2025-12-01T20:37:16.505646] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FICO'.
[2025-12-01T20:37:16.505914] [INFO ] [FORECASTER] Starting predict_future for FICO
[2025-12-01T20:37:16.506644] [DEBUG] [LOCAL     ] No optimal features file found for FICO: ./output/feature-sets/FICO.txt
[2025-12-01T20:37:16.506692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:16.506722] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:16.506747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:16.506804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:16.561516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:16.562090] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:16.562163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:16.562194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:16.676862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:16.676968] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:16.677001] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:16.677027] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:16.680121] [DEBUG] [FORECASTER] FICO: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-12-01T20:37:16.680372] [INFO ] [FORECASTER] Completed predict_future for FICO
[2025-12-01T20:37:16.680487] [INFO ] [sig       ] FICO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:16.816745] [INFO ] [LOCAL     ] Saved forecast: FICO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FICO.txt
[2025-12-01T20:37:16.816851] [INFO ] [sig       ] [1253/3634] Completed FICO in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-01T20:37:16.816887] [INFO ] [sig       ] [1254/3634] Forecasting FICS...
[2025-12-01T20:37:16.816914] [INFO ] [sig       ] Generating forecast for: FICS
[2025-12-01T20:37:16.816942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FICS' from 'https://tdm.silogroup.org/data/derivative_storage/FICS.csv'.
[2025-12-01T20:37:16.828186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FICS'.
[2025-12-01T20:37:16.828498] [INFO ] [FORECASTER] Starting predict_future for FICS
[2025-12-01T20:37:16.829244] [DEBUG] [LOCAL     ] No optimal features file found for FICS: ./output/feature-sets/FICS.txt
[2025-12-01T20:37:16.829293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:16.829323] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:16.829348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:16.829402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:16.884521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:16.885140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:16.885213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:16.885255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:17.006554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:17.006677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:17.006711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:17.006738] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:17.009857] [DEBUG] [FORECASTER] FICS: Forecast T+1@11:T+2@11: DOWN (p=34.16%)
[2025-12-01T20:37:17.010108] [INFO ] [FORECASTER] Completed predict_future for FICS
[2025-12-01T20:37:17.010224] [INFO ] [sig       ] FICS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:17.148450] [INFO ] [LOCAL     ] Saved forecast: FICS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FICS.txt
[2025-12-01T20:37:17.148568] [INFO ] [sig       ] [1254/3634] Completed FICS in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-01T20:37:17.148621] [INFO ] [sig       ] [1255/3634] Forecasting FID...
[2025-12-01T20:37:17.148649] [INFO ] [sig       ] Generating forecast for: FID
[2025-12-01T20:37:17.148678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FID' from 'https://tdm.silogroup.org/data/derivative_storage/FID.csv'.
[2025-12-01T20:37:17.160172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FID'.
[2025-12-01T20:37:17.160480] [INFO ] [FORECASTER] Starting predict_future for FID
[2025-12-01T20:37:17.161246] [DEBUG] [LOCAL     ] No optimal features file found for FID: ./output/feature-sets/FID.txt
[2025-12-01T20:37:17.161296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:17.161326] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:17.161351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:17.161407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:17.218843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:17.219469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:17.219545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:17.219594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:17.337428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:17.337546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:17.337595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:17.337624] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:17.340880] [DEBUG] [FORECASTER] FID: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-12-01T20:37:17.341168] [INFO ] [FORECASTER] Completed predict_future for FID
[2025-12-01T20:37:17.341293] [INFO ] [sig       ] FID: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:17.488882] [INFO ] [LOCAL     ] Saved forecast: FID	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FID.txt
[2025-12-01T20:37:17.489037] [INFO ] [sig       ] [1255/3634] Completed FID in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-01T20:37:17.489077] [INFO ] [sig       ] [1256/3634] Forecasting FIGS...
[2025-12-01T20:37:17.489104] [INFO ] [sig       ] Generating forecast for: FIGS
[2025-12-01T20:37:17.489133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIGS' from 'https://tdm.silogroup.org/data/derivative_storage/FIGS.csv'.
[2025-12-01T20:37:17.500398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIGS'.
[2025-12-01T20:37:17.500768] [INFO ] [FORECASTER] Starting predict_future for FIGS
[2025-12-01T20:37:17.501605] [DEBUG] [LOCAL     ] No optimal features file found for FIGS: ./output/feature-sets/FIGS.txt
[2025-12-01T20:37:17.501659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:17.501691] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:17.501730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:17.501787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:17.559593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:17.560469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:17.560562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:17.560617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:17.686732] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:17.686883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:17.686927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:17.686959] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:17.690239] [DEBUG] [FORECASTER] FIGS: Forecast T+1@11:T+2@11: DOWN (p=18.13%)
[2025-12-01T20:37:17.690500] [INFO ] [FORECASTER] Completed predict_future for FIGS
[2025-12-01T20:37:17.690635] [INFO ] [sig       ] FIGS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:17.835983] [INFO ] [LOCAL     ] Saved forecast: FIGS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FIGS.txt
[2025-12-01T20:37:17.836107] [INFO ] [sig       ] [1256/3634] Completed FIGS in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-01T20:37:17.836144] [INFO ] [sig       ] [1257/3634] Forecasting FIHL...
[2025-12-01T20:37:17.836171] [INFO ] [sig       ] Generating forecast for: FIHL
[2025-12-01T20:37:17.836200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIHL' from 'https://tdm.silogroup.org/data/derivative_storage/FIHL.csv'.
[2025-12-01T20:37:17.847413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIHL'.
[2025-12-01T20:37:17.847703] [INFO ] [FORECASTER] Starting predict_future for FIHL
[2025-12-01T20:37:17.848504] [DEBUG] [LOCAL     ] No optimal features file found for FIHL: ./output/feature-sets/FIHL.txt
[2025-12-01T20:37:17.848555] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:17.848614] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:17.848644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:17.848700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:17.906512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:17.907113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:17.907190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:17.907222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:18.022672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:18.022773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:18.022807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:18.022834] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:18.025927] [DEBUG] [FORECASTER] FIHL: Forecast T+1@11:T+2@11: DOWN (p=12.43%)
[2025-12-01T20:37:18.026183] [INFO ] [FORECASTER] Completed predict_future for FIHL
[2025-12-01T20:37:18.026299] [INFO ] [sig       ] FIHL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:18.168488] [INFO ] [LOCAL     ] Saved forecast: FIHL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FIHL.txt
[2025-12-01T20:37:18.168626] [INFO ] [sig       ] [1257/3634] Completed FIHL in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-01T20:37:18.168665] [INFO ] [sig       ] [1258/3634] Forecasting FINS...
[2025-12-01T20:37:18.168694] [INFO ] [sig       ] Generating forecast for: FINS
[2025-12-01T20:37:18.168722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINS' from 'https://tdm.silogroup.org/data/derivative_storage/FINS.csv'.
[2025-12-01T20:37:18.179538] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FINS'.
[2025-12-01T20:37:18.179808] [INFO ] [FORECASTER] Starting predict_future for FINS
[2025-12-01T20:37:18.180536] [DEBUG] [LOCAL     ] No optimal features file found for FINS: ./output/feature-sets/FINS.txt
[2025-12-01T20:37:18.180604] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:18.180636] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:18.180662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:18.180724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:18.237138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:18.237740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:18.237816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:18.237853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:18.355524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:18.355638] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:18.355673] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:18.355700] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:18.358852] [DEBUG] [FORECASTER] FINS: Forecast T+1@11:T+2@11: UP (p=88.02%)
[2025-12-01T20:37:18.359107] [INFO ] [FORECASTER] Completed predict_future for FINS
[2025-12-01T20:37:18.359222] [INFO ] [sig       ] FINS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:37:18.501765] [INFO ] [LOCAL     ] Saved forecast: FINS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FINS.txt
[2025-12-01T20:37:18.501873] [INFO ] [sig       ] [1258/3634] Completed FINS in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-01T20:37:18.501908] [INFO ] [sig       ] [1259/3634] Forecasting FINX...
[2025-12-01T20:37:18.501935] [INFO ] [sig       ] Generating forecast for: FINX
[2025-12-01T20:37:18.501966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FINX' from 'https://tdm.silogroup.org/data/derivative_storage/FINX.csv'.
[2025-12-01T20:37:18.512712] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FINX'.
[2025-12-01T20:37:18.512974] [INFO ] [FORECASTER] Starting predict_future for FINX
[2025-12-01T20:37:18.513717] [DEBUG] [LOCAL     ] No optimal features file found for FINX: ./output/feature-sets/FINX.txt
[2025-12-01T20:37:18.513765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:18.513796] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:18.513825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:18.513892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:18.574612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:18.575246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:18.575359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:18.575394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:18.693141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:18.693248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:18.693282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:18.693308] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:18.696418] [DEBUG] [FORECASTER] FINX: Forecast T+1@11:T+2@11: DOWN (p=34.95%)
[2025-12-01T20:37:18.696694] [INFO ] [FORECASTER] Completed predict_future for FINX
[2025-12-01T20:37:18.696817] [INFO ] [sig       ] FINX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:18.834890] [INFO ] [LOCAL     ] Saved forecast: FINX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FINX.txt
[2025-12-01T20:37:18.835014] [INFO ] [sig       ] [1259/3634] Completed FINX in 0.3s | 2.98 sym/s | Total: 7.0m | ETA: 13.3m
[2025-12-01T20:37:18.835050] [INFO ] [sig       ] [1260/3634] Forecasting FIP...
[2025-12-01T20:37:18.835079] [INFO ] [sig       ] Generating forecast for: FIP
[2025-12-01T20:37:18.835114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIP' from 'https://tdm.silogroup.org/data/derivative_storage/FIP.csv'.
[2025-12-01T20:37:18.846338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIP'.
[2025-12-01T20:37:18.846625] [INFO ] [FORECASTER] Starting predict_future for FIP
[2025-12-01T20:37:18.847398] [DEBUG] [LOCAL     ] No optimal features file found for FIP: ./output/feature-sets/FIP.txt
[2025-12-01T20:37:18.847447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:18.847479] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:18.847506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:18.847562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:18.905305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:18.905927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:18.906002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:18.906034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:19.024668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:19.024779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:19.024813] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:19.024839] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:19.027907] [DEBUG] [FORECASTER] FIP: Forecast T+1@11:T+2@11: DOWN (p=34.53%)
[2025-12-01T20:37:19.028161] [INFO ] [FORECASTER] Completed predict_future for FIP
[2025-12-01T20:37:19.028280] [INFO ] [sig       ] FIP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:19.172150] [INFO ] [LOCAL     ] Saved forecast: FIP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FIP.txt
[2025-12-01T20:37:19.172277] [INFO ] [sig       ] [1260/3634] Completed FIP in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-01T20:37:19.172313] [INFO ] [sig       ] [1261/3634] Forecasting FIS...
[2025-12-01T20:37:19.172341] [INFO ] [sig       ] Generating forecast for: FIS
[2025-12-01T20:37:19.172370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIS' from 'https://tdm.silogroup.org/data/derivative_storage/FIS.csv'.
[2025-12-01T20:37:19.183320] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FIS'.
[2025-12-01T20:37:19.183621] [INFO ] [FORECASTER] Starting predict_future for FIS
[2025-12-01T20:37:19.184394] [DEBUG] [LOCAL     ] No optimal features file found for FIS: ./output/feature-sets/FIS.txt
[2025-12-01T20:37:19.184444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:19.184476] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:19.184502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:19.184557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:19.241768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:19.242353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:19.242429] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:19.242462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:19.365408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:19.365515] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:19.365553] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:19.365597] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:19.368852] [DEBUG] [FORECASTER] FIS: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-12-01T20:37:19.369108] [INFO ] [FORECASTER] Completed predict_future for FIS
[2025-12-01T20:37:19.369225] [INFO ] [sig       ] FIS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:19.507970] [INFO ] [LOCAL     ] Saved forecast: FIS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FIS.txt
[2025-12-01T20:37:19.508096] [INFO ] [sig       ] [1261/3634] Completed FIS in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-01T20:37:19.508133] [INFO ] [sig       ] [1262/3634] Forecasting FISI...
[2025-12-01T20:37:19.508160] [INFO ] [sig       ] Generating forecast for: FISI
[2025-12-01T20:37:19.508189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FISI' from 'https://tdm.silogroup.org/data/derivative_storage/FISI.csv'.
[2025-12-01T20:37:19.518918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FISI'.
[2025-12-01T20:37:19.519218] [INFO ] [FORECASTER] Starting predict_future for FISI
[2025-12-01T20:37:19.520043] [DEBUG] [LOCAL     ] No optimal features file found for FISI: ./output/feature-sets/FISI.txt
[2025-12-01T20:37:19.520093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:19.520125] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:19.520151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:19.520206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:19.578785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:19.579368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:19.579445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:19.579478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:19.698545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:19.698666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:19.698700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:19.698727] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:19.701883] [DEBUG] [FORECASTER] FISI: Forecast T+1@11:T+2@11: DOWN (p=40.26%)
[2025-12-01T20:37:19.702157] [INFO ] [FORECASTER] Completed predict_future for FISI
[2025-12-01T20:37:19.702277] [INFO ] [sig       ] FISI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:19.845087] [INFO ] [LOCAL     ] Saved forecast: FISI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FISI.txt
[2025-12-01T20:37:19.845224] [INFO ] [sig       ] [1262/3634] Completed FISI in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-01T20:37:19.845271] [INFO ] [sig       ] [1263/3634] Forecasting FITB...
[2025-12-01T20:37:19.845308] [INFO ] [sig       ] Generating forecast for: FITB
[2025-12-01T20:37:19.845348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITB' from 'https://tdm.silogroup.org/data/derivative_storage/FITB.csv'.
[2025-12-01T20:37:19.856365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITB'.
[2025-12-01T20:37:19.856659] [INFO ] [FORECASTER] Starting predict_future for FITB
[2025-12-01T20:37:19.857442] [DEBUG] [LOCAL     ] No optimal features file found for FITB: ./output/feature-sets/FITB.txt
[2025-12-01T20:37:19.857492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:19.857524] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:19.857550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:19.857640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:19.914884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:19.915478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:19.915556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:19.915607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:20.036763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:20.036920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:20.036957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:20.036985] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:20.040223] [DEBUG] [FORECASTER] FITB: Forecast T+1@11:T+2@11: DOWN (p=2.39%)
[2025-12-01T20:37:20.040488] [INFO ] [FORECASTER] Completed predict_future for FITB
[2025-12-01T20:37:20.040624] [INFO ] [sig       ] FITB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:20.177675] [INFO ] [LOCAL     ] Saved forecast: FITB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FITB.txt
[2025-12-01T20:37:20.177791] [INFO ] [sig       ] [1263/3634] Completed FITB in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-01T20:37:20.177827] [INFO ] [sig       ] [1264/3634] Forecasting FITBI...
[2025-12-01T20:37:20.177856] [INFO ] [sig       ] Generating forecast for: FITBI
[2025-12-01T20:37:20.177885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBI' from 'https://tdm.silogroup.org/data/derivative_storage/FITBI.csv'.
[2025-12-01T20:37:20.188729] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FITBI'.
[2025-12-01T20:37:20.189030] [INFO ] [FORECASTER] Starting predict_future for FITBI
[2025-12-01T20:37:20.189832] [DEBUG] [LOCAL     ] No optimal features file found for FITBI: ./output/feature-sets/FITBI.txt
[2025-12-01T20:37:20.189882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:20.189912] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:20.189938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:20.189993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:20.247782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:20.248442] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:20.248520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:20.248552] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:20.368296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:20.368459] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:20.368497] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:20.368525] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:20.371915] [DEBUG] [FORECASTER] FITBI: Forecast T+1@11:T+2@11: DOWN (p=43.57%)
[2025-12-01T20:37:20.372181] [INFO ] [FORECASTER] Completed predict_future for FITBI
[2025-12-01T20:37:20.372301] [INFO ] [sig       ] FITBI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:20.520602] [INFO ] [LOCAL     ] Saved forecast: FITBI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FITBI.txt
[2025-12-01T20:37:20.520716] [INFO ] [sig       ] [1264/3634] Completed FITBI in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-01T20:37:20.520753] [INFO ] [sig       ] [1265/3634] Forecasting FITBO...
[2025-12-01T20:37:20.520782] [INFO ] [sig       ] Generating forecast for: FITBO
[2025-12-01T20:37:20.520815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FITBO' from 'https://tdm.silogroup.org/data/derivative_storage/FITBO.csv'.
[2025-12-01T20:37:20.532195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FITBO'.
[2025-12-01T20:37:20.532529] [INFO ] [FORECASTER] Starting predict_future for FITBO
[2025-12-01T20:37:20.533363] [DEBUG] [LOCAL     ] No optimal features file found for FITBO: ./output/feature-sets/FITBO.txt
[2025-12-01T20:37:20.533414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:20.533448] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:20.533474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:20.533529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:20.591916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:20.592520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:20.592612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:20.592647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:20.719241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:20.719399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:20.719437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:20.719465] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:20.722754] [DEBUG] [FORECASTER] FITBO: Forecast T+1@11:T+2@11: UP (p=68.94%)
[2025-12-01T20:37:20.723044] [INFO ] [FORECASTER] Completed predict_future for FITBO
[2025-12-01T20:37:20.723160] [INFO ] [sig       ] FITBO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:20.860995] [INFO ] [LOCAL     ] Saved forecast: FITBO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FITBO.txt
[2025-12-01T20:37:20.861100] [INFO ] [sig       ] [1265/3634] Completed FITBO in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-01T20:37:20.861135] [INFO ] [sig       ] [1266/3634] Forecasting FIVE...
[2025-12-01T20:37:20.861163] [INFO ] [sig       ] Generating forecast for: FIVE
[2025-12-01T20:37:20.861191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVE' from 'https://tdm.silogroup.org/data/derivative_storage/FIVE.csv'.
[2025-12-01T20:37:20.872429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVE'.
[2025-12-01T20:37:20.872702] [INFO ] [FORECASTER] Starting predict_future for FIVE
[2025-12-01T20:37:20.873415] [DEBUG] [LOCAL     ] No optimal features file found for FIVE: ./output/feature-sets/FIVE.txt
[2025-12-01T20:37:20.873463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:20.873518] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:20.873545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:20.873630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:20.931932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:20.932540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:20.932635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:20.932669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:21.053909] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:21.054027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:21.054062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:21.054089] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:21.057208] [DEBUG] [FORECASTER] FIVE: Forecast T+1@11:T+2@11: DOWN (p=18.85%)
[2025-12-01T20:37:21.057460] [INFO ] [FORECASTER] Completed predict_future for FIVE
[2025-12-01T20:37:21.057593] [INFO ] [sig       ] FIVE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:21.194850] [INFO ] [LOCAL     ] Saved forecast: FIVE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FIVE.txt
[2025-12-01T20:37:21.194966] [INFO ] [sig       ] [1266/3634] Completed FIVE in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.3m
[2025-12-01T20:37:21.195002] [INFO ] [sig       ] [1267/3634] Forecasting FIVN...
[2025-12-01T20:37:21.195031] [INFO ] [sig       ] Generating forecast for: FIVN
[2025-12-01T20:37:21.195058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIVN' from 'https://tdm.silogroup.org/data/derivative_storage/FIVN.csv'.
[2025-12-01T20:37:21.205919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIVN'.
[2025-12-01T20:37:21.206183] [INFO ] [FORECASTER] Starting predict_future for FIVN
[2025-12-01T20:37:21.206930] [DEBUG] [LOCAL     ] No optimal features file found for FIVN: ./output/feature-sets/FIVN.txt
[2025-12-01T20:37:21.206979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:21.207009] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:21.207034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:21.207098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:21.262590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:21.263158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:21.263232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:21.263262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:21.382413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:21.382523] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:21.382557] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:21.382601] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:21.385663] [DEBUG] [FORECASTER] FIVN: Forecast T+1@11:T+2@11: UP (p=90.56%)
[2025-12-01T20:37:21.385917] [INFO ] [FORECASTER] Completed predict_future for FIVN
[2025-12-01T20:37:21.386035] [INFO ] [sig       ] FIVN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:21.523376] [INFO ] [LOCAL     ] Saved forecast: FIVN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FIVN.txt
[2025-12-01T20:37:21.523477] [INFO ] [sig       ] [1267/3634] Completed FIVN in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-01T20:37:21.523512] [INFO ] [sig       ] [1268/3634] Forecasting FIX...
[2025-12-01T20:37:21.523545] [INFO ] [sig       ] Generating forecast for: FIX
[2025-12-01T20:37:21.523588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIX' from 'https://tdm.silogroup.org/data/derivative_storage/FIX.csv'.
[2025-12-01T20:37:21.534031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIX'.
[2025-12-01T20:37:21.534300] [INFO ] [FORECASTER] Starting predict_future for FIX
[2025-12-01T20:37:21.535074] [DEBUG] [LOCAL     ] No optimal features file found for FIX: ./output/feature-sets/FIX.txt
[2025-12-01T20:37:21.535124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:21.535155] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:21.535180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:21.535236] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:21.591375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:21.591945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:21.592017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:21.592048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:21.707953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:21.708055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:21.708087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:21.708114] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:21.711128] [DEBUG] [FORECASTER] FIX: Forecast T+1@11:T+2@11: DOWN (p=5.00%)
[2025-12-01T20:37:21.711377] [INFO ] [FORECASTER] Completed predict_future for FIX
[2025-12-01T20:37:21.711492] [INFO ] [sig       ] FIX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:21.848817] [INFO ] [LOCAL     ] Saved forecast: FIX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FIX.txt
[2025-12-01T20:37:21.848936] [INFO ] [sig       ] [1268/3634] Completed FIX in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-01T20:37:21.848979] [INFO ] [sig       ] [1269/3634] Forecasting FIXD...
[2025-12-01T20:37:21.849012] [INFO ] [sig       ] Generating forecast for: FIXD
[2025-12-01T20:37:21.849048] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIXD' from 'https://tdm.silogroup.org/data/derivative_storage/FIXD.csv'.
[2025-12-01T20:37:21.860024] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIXD'.
[2025-12-01T20:37:21.860290] [INFO ] [FORECASTER] Starting predict_future for FIXD
[2025-12-01T20:37:21.861021] [DEBUG] [LOCAL     ] No optimal features file found for FIXD: ./output/feature-sets/FIXD.txt
[2025-12-01T20:37:21.861080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:21.861110] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:21.861135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:21.861189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:21.916911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:21.917478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:21.917552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:21.917600] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:22.035610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:22.035725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:22.035760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:22.035818] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:22.039069] [DEBUG] [FORECASTER] FIXD: Forecast T+1@11:T+2@11: UP (p=62.78%)
[2025-12-01T20:37:22.039327] [INFO ] [FORECASTER] Completed predict_future for FIXD
[2025-12-01T20:37:22.039447] [INFO ] [sig       ] FIXD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:22.176446] [INFO ] [LOCAL     ] Saved forecast: FIXD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FIXD.txt
[2025-12-01T20:37:22.176562] [INFO ] [sig       ] [1269/3634] Completed FIXD in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-01T20:37:22.176617] [INFO ] [sig       ] [1270/3634] Forecasting FIZZ...
[2025-12-01T20:37:22.176646] [INFO ] [sig       ] Generating forecast for: FIZZ
[2025-12-01T20:37:22.176675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FIZZ' from 'https://tdm.silogroup.org/data/derivative_storage/FIZZ.csv'.
[2025-12-01T20:37:22.187719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FIZZ'.
[2025-12-01T20:37:22.188005] [INFO ] [FORECASTER] Starting predict_future for FIZZ
[2025-12-01T20:37:22.188833] [DEBUG] [LOCAL     ] No optimal features file found for FIZZ: ./output/feature-sets/FIZZ.txt
[2025-12-01T20:37:22.188884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:22.188916] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:22.188942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:22.189002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:22.246532] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:22.247140] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:22.247218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:22.247251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:22.366326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:22.366424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:22.366461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:22.366488] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:22.369705] [DEBUG] [FORECASTER] FIZZ: Forecast T+1@11:T+2@11: DOWN (p=37.62%)
[2025-12-01T20:37:22.369965] [INFO ] [FORECASTER] Completed predict_future for FIZZ
[2025-12-01T20:37:22.370083] [INFO ] [sig       ] FIZZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:22.509439] [INFO ] [LOCAL     ] Saved forecast: FIZZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FIZZ.txt
[2025-12-01T20:37:22.509548] [INFO ] [sig       ] [1270/3634] Completed FIZZ in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-01T20:37:22.509602] [INFO ] [sig       ] [1271/3634] Forecasting FJP...
[2025-12-01T20:37:22.509632] [INFO ] [sig       ] Generating forecast for: FJP
[2025-12-01T20:37:22.509659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FJP' from 'https://tdm.silogroup.org/data/derivative_storage/FJP.csv'.
[2025-12-01T20:37:22.520236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FJP'.
[2025-12-01T20:37:22.520528] [INFO ] [FORECASTER] Starting predict_future for FJP
[2025-12-01T20:37:22.521263] [DEBUG] [LOCAL     ] No optimal features file found for FJP: ./output/feature-sets/FJP.txt
[2025-12-01T20:37:22.521312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:22.521342] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:22.521368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:22.521423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:22.578508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:22.579117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:22.579192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:22.579224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:22.687890] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:22.688001] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:22.688037] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:22.688064] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:22.691259] [DEBUG] [FORECASTER] FJP: Forecast T+1@11:T+2@11: UP (p=59.31%)
[2025-12-01T20:37:22.691511] [INFO ] [FORECASTER] Completed predict_future for FJP
[2025-12-01T20:37:22.691645] [INFO ] [sig       ] FJP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:22.828920] [INFO ] [LOCAL     ] Saved forecast: FJP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FJP.txt
[2025-12-01T20:37:22.829034] [INFO ] [sig       ] [1271/3634] Completed FJP in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-01T20:37:22.829070] [INFO ] [sig       ] [1272/3634] Forecasting FLEX...
[2025-12-01T20:37:22.829099] [INFO ] [sig       ] Generating forecast for: FLEX
[2025-12-01T20:37:22.829129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLEX' from 'https://tdm.silogroup.org/data/derivative_storage/FLEX.csv'.
[2025-12-01T20:37:22.840072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLEX'.
[2025-12-01T20:37:22.840355] [INFO ] [FORECASTER] Starting predict_future for FLEX
[2025-12-01T20:37:22.841105] [DEBUG] [LOCAL     ] No optimal features file found for FLEX: ./output/feature-sets/FLEX.txt
[2025-12-01T20:37:22.841154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:22.841184] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:22.841209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:22.841262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:22.897652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:22.898238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:22.898334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:22.898369] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:23.016465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:23.016607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:23.016644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:23.016670] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:23.019814] [DEBUG] [FORECASTER] FLEX: Forecast T+1@11:T+2@11: UP (p=73.43%)
[2025-12-01T20:37:23.020068] [INFO ] [FORECASTER] Completed predict_future for FLEX
[2025-12-01T20:37:23.020186] [INFO ] [sig       ] FLEX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:23.157448] [INFO ] [LOCAL     ] Saved forecast: FLEX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FLEX.txt
[2025-12-01T20:37:23.157590] [INFO ] [sig       ] [1272/3634] Completed FLEX in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-01T20:37:23.157630] [INFO ] [sig       ] [1273/3634] Forecasting FLGC...
[2025-12-01T20:37:23.157659] [INFO ] [sig       ] Generating forecast for: FLGC
[2025-12-01T20:37:23.157687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLGC' from 'https://tdm.silogroup.org/data/derivative_storage/FLGC.csv'.
[2025-12-01T20:37:23.168802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLGC'.
[2025-12-01T20:37:23.169097] [INFO ] [FORECASTER] Starting predict_future for FLGC
[2025-12-01T20:37:23.169864] [DEBUG] [LOCAL     ] No optimal features file found for FLGC: ./output/feature-sets/FLGC.txt
[2025-12-01T20:37:23.169916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:23.169953] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:23.169981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:23.170039] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:23.225291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:23.225903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:23.225985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:23.226015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:23.338518] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:23.338653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:23.338692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:23.338720] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:23.341872] [DEBUG] [FORECASTER] FLGC: Forecast T+1@11:T+2@11: DOWN (p=25.72%)
[2025-12-01T20:37:23.342132] [INFO ] [FORECASTER] Completed predict_future for FLGC
[2025-12-01T20:37:23.342247] [INFO ] [sig       ] FLGC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:23.479424] [INFO ] [LOCAL     ] Saved forecast: FLGC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FLGC.txt
[2025-12-01T20:37:23.479535] [INFO ] [sig       ] [1273/3634] Completed FLGC in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-01T20:37:23.479592] [INFO ] [sig       ] [1274/3634] Forecasting FLL...
[2025-12-01T20:37:23.479624] [INFO ] [sig       ] Generating forecast for: FLL
[2025-12-01T20:37:23.479655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLL' from 'https://tdm.silogroup.org/data/derivative_storage/FLL.csv'.
[2025-12-01T20:37:23.490829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLL'.
[2025-12-01T20:37:23.491101] [INFO ] [FORECASTER] Starting predict_future for FLL
[2025-12-01T20:37:23.491898] [DEBUG] [LOCAL     ] No optimal features file found for FLL: ./output/feature-sets/FLL.txt
[2025-12-01T20:37:23.491949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:23.491982] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:23.492010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:23.492067] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:23.546968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:23.547550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:23.547640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:23.547672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:23.661076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:23.661214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:23.661250] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:23.661278] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:23.664477] [DEBUG] [FORECASTER] FLL: Forecast T+1@11:T+2@11: DOWN (p=7.15%)
[2025-12-01T20:37:23.664768] [INFO ] [FORECASTER] Completed predict_future for FLL
[2025-12-01T20:37:23.664884] [INFO ] [sig       ] FLL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:23.803889] [INFO ] [LOCAL     ] Saved forecast: FLL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FLL.txt
[2025-12-01T20:37:23.804015] [INFO ] [sig       ] [1274/3634] Completed FLL in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-01T20:37:23.804051] [INFO ] [sig       ] [1275/3634] Forecasting FLNC...
[2025-12-01T20:37:23.804079] [INFO ] [sig       ] Generating forecast for: FLNC
[2025-12-01T20:37:23.804107] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNC' from 'https://tdm.silogroup.org/data/derivative_storage/FLNC.csv'.
[2025-12-01T20:37:23.815405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLNC'.
[2025-12-01T20:37:23.815692] [INFO ] [FORECASTER] Starting predict_future for FLNC
[2025-12-01T20:37:23.816433] [DEBUG] [LOCAL     ] No optimal features file found for FLNC: ./output/feature-sets/FLNC.txt
[2025-12-01T20:37:23.816484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:23.816516] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:23.816544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:23.816623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:23.872188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:23.872806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:23.872880] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:23.872910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:23.990996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:23.991133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:23.991169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:23.991195] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:23.994364] [DEBUG] [FORECASTER] FLNC: Forecast T+1@11:T+2@11: DOWN (p=1.71%)
[2025-12-01T20:37:23.994637] [INFO ] [FORECASTER] Completed predict_future for FLNC
[2025-12-01T20:37:23.994756] [INFO ] [sig       ] FLNC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:24.131068] [INFO ] [LOCAL     ] Saved forecast: FLNC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FLNC.txt
[2025-12-01T20:37:24.131190] [INFO ] [sig       ] [1275/3634] Completed FLNC in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-01T20:37:24.131226] [INFO ] [sig       ] [1276/3634] Forecasting FLNG...
[2025-12-01T20:37:24.131254] [INFO ] [sig       ] Generating forecast for: FLNG
[2025-12-01T20:37:24.131282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLNG' from 'https://tdm.silogroup.org/data/derivative_storage/FLNG.csv'.
[2025-12-01T20:37:24.142542] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FLNG'.
[2025-12-01T20:37:24.142854] [INFO ] [FORECASTER] Starting predict_future for FLNG
[2025-12-01T20:37:24.143622] [DEBUG] [LOCAL     ] No optimal features file found for FLNG: ./output/feature-sets/FLNG.txt
[2025-12-01T20:37:24.143673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:24.143704] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:24.143734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:24.143791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:24.198468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:24.199084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:24.199189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:24.199249] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:24.315342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:24.315477] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:24.315514] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:24.315542] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:24.318718] [DEBUG] [FORECASTER] FLNG: Forecast T+1@11:T+2@11: UP (p=51.50%)
[2025-12-01T20:37:24.318975] [INFO ] [FORECASTER] Completed predict_future for FLNG
[2025-12-01T20:37:24.319098] [INFO ] [sig       ] FLNG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:37:24.463671] [INFO ] [LOCAL     ] Saved forecast: FLNG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FLNG.txt
[2025-12-01T20:37:24.463821] [INFO ] [sig       ] [1276/3634] Completed FLNG in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-01T20:37:24.463862] [INFO ] [sig       ] [1277/3634] Forecasting FLO...
[2025-12-01T20:37:24.463891] [INFO ] [sig       ] Generating forecast for: FLO
[2025-12-01T20:37:24.463929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLO' from 'https://tdm.silogroup.org/data/derivative_storage/FLO.csv'.
[2025-12-01T20:37:24.475566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLO'.
[2025-12-01T20:37:24.475964] [INFO ] [FORECASTER] Starting predict_future for FLO
[2025-12-01T20:37:24.476758] [DEBUG] [LOCAL     ] No optimal features file found for FLO: ./output/feature-sets/FLO.txt
[2025-12-01T20:37:24.476821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:24.476870] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:24.476900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:24.476957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:24.533743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:24.534603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:24.534691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:24.534725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:24.655226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:24.655376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:24.655414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:24.655441] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:24.658663] [DEBUG] [FORECASTER] FLO: Forecast T+1@11:T+2@11: UP (p=81.32%)
[2025-12-01T20:37:24.658920] [INFO ] [FORECASTER] Completed predict_future for FLO
[2025-12-01T20:37:24.659042] [INFO ] [sig       ] FLO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:24.794870] [INFO ] [LOCAL     ] Saved forecast: FLO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FLO.txt
[2025-12-01T20:37:24.794982] [INFO ] [sig       ] [1277/3634] Completed FLO in 0.3s | 2.98 sym/s | Total: 7.1m | ETA: 13.2m
[2025-12-01T20:37:24.795018] [INFO ] [sig       ] [1278/3634] Forecasting FLS...
[2025-12-01T20:37:24.795046] [INFO ] [sig       ] Generating forecast for: FLS
[2025-12-01T20:37:24.795074] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLS' from 'https://tdm.silogroup.org/data/derivative_storage/FLS.csv'.
[2025-12-01T20:37:24.805898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLS'.
[2025-12-01T20:37:24.806155] [INFO ] [FORECASTER] Starting predict_future for FLS
[2025-12-01T20:37:24.806894] [DEBUG] [LOCAL     ] No optimal features file found for FLS: ./output/feature-sets/FLS.txt
[2025-12-01T20:37:24.806942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:24.806973] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:24.807001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:24.807055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:24.862083] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:24.862720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:24.862796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:24.862828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:24.982613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:24.982761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:24.982797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:24.982823] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:24.986040] [DEBUG] [FORECASTER] FLS: Forecast T+1@11:T+2@11: DOWN (p=48.98%)
[2025-12-01T20:37:24.986297] [INFO ] [FORECASTER] Completed predict_future for FLS
[2025-12-01T20:37:24.986415] [INFO ] [sig       ] FLS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:25.123981] [INFO ] [LOCAL     ] Saved forecast: FLS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FLS.txt
[2025-12-01T20:37:25.124128] [INFO ] [sig       ] [1278/3634] Completed FLS in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-01T20:37:25.124166] [INFO ] [sig       ] [1279/3634] Forecasting FLUX...
[2025-12-01T20:37:25.124194] [INFO ] [sig       ] Generating forecast for: FLUX
[2025-12-01T20:37:25.124224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLUX' from 'https://tdm.silogroup.org/data/derivative_storage/FLUX.csv'.
[2025-12-01T20:37:25.135044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLUX'.
[2025-12-01T20:37:25.135395] [INFO ] [FORECASTER] Starting predict_future for FLUX
[2025-12-01T20:37:25.136153] [DEBUG] [LOCAL     ] No optimal features file found for FLUX: ./output/feature-sets/FLUX.txt
[2025-12-01T20:37:25.136202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:25.136232] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:25.136257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:25.136311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:25.192190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:25.192990] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:25.193067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:25.193098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:25.314098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:25.314214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:25.314249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:25.314277] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:25.317483] [DEBUG] [FORECASTER] FLUX: Forecast T+1@11:T+2@11: UP (p=61.71%)
[2025-12-01T20:37:25.317774] [INFO ] [FORECASTER] Completed predict_future for FLUX
[2025-12-01T20:37:25.317896] [INFO ] [sig       ] FLUX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:25.456966] [INFO ] [LOCAL     ] Saved forecast: FLUX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FLUX.txt
[2025-12-01T20:37:25.457111] [INFO ] [sig       ] [1279/3634] Completed FLUX in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-01T20:37:25.457150] [INFO ] [sig       ] [1280/3634] Forecasting FLWS...
[2025-12-01T20:37:25.457177] [INFO ] [sig       ] Generating forecast for: FLWS
[2025-12-01T20:37:25.457205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLWS' from 'https://tdm.silogroup.org/data/derivative_storage/FLWS.csv'.
[2025-12-01T20:37:25.467593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLWS'.
[2025-12-01T20:37:25.467869] [INFO ] [FORECASTER] Starting predict_future for FLWS
[2025-12-01T20:37:25.468634] [DEBUG] [LOCAL     ] No optimal features file found for FLWS: ./output/feature-sets/FLWS.txt
[2025-12-01T20:37:25.468682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:25.468729] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:25.468756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:25.468811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:25.524602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:25.525178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:25.525252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:25.525283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:25.643503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:25.643622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:25.643656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:25.643682] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:25.646780] [DEBUG] [FORECASTER] FLWS: Forecast T+1@11:T+2@11: UP (p=65.23%)
[2025-12-01T20:37:25.647034] [INFO ] [FORECASTER] Completed predict_future for FLWS
[2025-12-01T20:37:25.647150] [INFO ] [sig       ] FLWS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:25.785187] [INFO ] [LOCAL     ] Saved forecast: FLWS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FLWS.txt
[2025-12-01T20:37:25.785293] [INFO ] [sig       ] [1280/3634] Completed FLWS in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-01T20:37:25.785328] [INFO ] [sig       ] [1281/3634] Forecasting FLXS...
[2025-12-01T20:37:25.785356] [INFO ] [sig       ] Generating forecast for: FLXS
[2025-12-01T20:37:25.785384] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLXS' from 'https://tdm.silogroup.org/data/derivative_storage/FLXS.csv'.
[2025-12-01T20:37:25.796202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLXS'.
[2025-12-01T20:37:25.796490] [INFO ] [FORECASTER] Starting predict_future for FLXS
[2025-12-01T20:37:25.797231] [DEBUG] [LOCAL     ] No optimal features file found for FLXS: ./output/feature-sets/FLXS.txt
[2025-12-01T20:37:25.797279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:25.797310] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:25.797336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:25.797389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:25.852984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:25.853562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:25.853652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:25.853683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:25.966452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:25.966595] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:25.966632] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:25.966659] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:25.969816] [DEBUG] [FORECASTER] FLXS: Forecast T+1@11:T+2@11: UP (p=95.59%)
[2025-12-01T20:37:25.970076] [INFO ] [FORECASTER] Completed predict_future for FLXS
[2025-12-01T20:37:25.970194] [INFO ] [sig       ] FLXS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:26.108030] [INFO ] [LOCAL     ] Saved forecast: FLXS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FLXS.txt
[2025-12-01T20:37:26.108136] [INFO ] [sig       ] [1281/3634] Completed FLXS in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-01T20:37:26.108172] [INFO ] [sig       ] [1282/3634] Forecasting FLYE...
[2025-12-01T20:37:26.108201] [INFO ] [sig       ] Generating forecast for: FLYE
[2025-12-01T20:37:26.108229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FLYE' from 'https://tdm.silogroup.org/data/derivative_storage/FLYE.csv'.
[2025-12-01T20:37:26.119377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FLYE'.
[2025-12-01T20:37:26.119688] [INFO ] [FORECASTER] Starting predict_future for FLYE
[2025-12-01T20:37:26.120442] [DEBUG] [LOCAL     ] No optimal features file found for FLYE: ./output/feature-sets/FLYE.txt
[2025-12-01T20:37:26.120490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:26.120521] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:26.120546] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:26.120620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:26.176069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:26.176684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:26.176759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:26.176797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:26.292735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:26.292846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:26.292882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:26.292909] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:26.295977] [DEBUG] [FORECASTER] FLYE: Forecast T+1@11:T+2@11: UP (p=73.48%)
[2025-12-01T20:37:26.296229] [INFO ] [FORECASTER] Completed predict_future for FLYE
[2025-12-01T20:37:26.296345] [INFO ] [sig       ] FLYE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:26.433819] [INFO ] [LOCAL     ] Saved forecast: FLYE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FLYE.txt
[2025-12-01T20:37:26.433962] [INFO ] [sig       ] [1282/3634] Completed FLYE in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-01T20:37:26.434001] [INFO ] [sig       ] [1283/3634] Forecasting FMAO...
[2025-12-01T20:37:26.434028] [INFO ] [sig       ] Generating forecast for: FMAO
[2025-12-01T20:37:26.434056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMAO' from 'https://tdm.silogroup.org/data/derivative_storage/FMAO.csv'.
[2025-12-01T20:37:26.445425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMAO'.
[2025-12-01T20:37:26.445746] [INFO ] [FORECASTER] Starting predict_future for FMAO
[2025-12-01T20:37:26.446470] [DEBUG] [LOCAL     ] No optimal features file found for FMAO: ./output/feature-sets/FMAO.txt
[2025-12-01T20:37:26.446518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:26.446589] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:26.446619] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:26.446673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:26.502185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:26.502815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:26.502889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:26.502921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:26.610868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:26.610977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:26.611012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:26.611038] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:26.614089] [DEBUG] [FORECASTER] FMAO: Forecast T+1@11:T+2@11: UP (p=59.50%)
[2025-12-01T20:37:26.614341] [INFO ] [FORECASTER] Completed predict_future for FMAO
[2025-12-01T20:37:26.614458] [INFO ] [sig       ] FMAO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:26.752379] [INFO ] [LOCAL     ] Saved forecast: FMAO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FMAO.txt
[2025-12-01T20:37:26.752489] [INFO ] [sig       ] [1283/3634] Completed FMAO in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-01T20:37:26.752532] [INFO ] [sig       ] [1284/3634] Forecasting FMB...
[2025-12-01T20:37:26.752560] [INFO ] [sig       ] Generating forecast for: FMB
[2025-12-01T20:37:26.752614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMB' from 'https://tdm.silogroup.org/data/derivative_storage/FMB.csv'.
[2025-12-01T20:37:26.763715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMB'.
[2025-12-01T20:37:26.763998] [INFO ] [FORECASTER] Starting predict_future for FMB
[2025-12-01T20:37:26.764787] [DEBUG] [LOCAL     ] No optimal features file found for FMB: ./output/feature-sets/FMB.txt
[2025-12-01T20:37:26.764838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:26.764869] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:26.764895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:26.764951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:26.821611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:26.822233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:26.822308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:26.822339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:26.946818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:26.946958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:26.946995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:26.947022] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:26.950300] [DEBUG] [FORECASTER] FMB: Forecast T+1@11:T+2@11: DOWN (p=49.40%)
[2025-12-01T20:37:26.950563] [INFO ] [FORECASTER] Completed predict_future for FMB
[2025-12-01T20:37:26.950704] [INFO ] [sig       ] FMB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:27.091502] [INFO ] [LOCAL     ] Saved forecast: FMB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FMB.txt
[2025-12-01T20:37:27.091631] [INFO ] [sig       ] [1284/3634] Completed FMB in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.2m
[2025-12-01T20:37:27.091669] [INFO ] [sig       ] [1285/3634] Forecasting FMBH...
[2025-12-01T20:37:27.091697] [INFO ] [sig       ] Generating forecast for: FMBH
[2025-12-01T20:37:27.091725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMBH' from 'https://tdm.silogroup.org/data/derivative_storage/FMBH.csv'.
[2025-12-01T20:37:27.102687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMBH'.
[2025-12-01T20:37:27.102973] [INFO ] [FORECASTER] Starting predict_future for FMBH
[2025-12-01T20:37:27.103775] [DEBUG] [LOCAL     ] No optimal features file found for FMBH: ./output/feature-sets/FMBH.txt
[2025-12-01T20:37:27.103827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:27.103859] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:27.103886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:27.103941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:27.160465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:27.161207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:27.161284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:27.161317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:27.276129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:27.276257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:27.276292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:27.276318] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:27.279483] [DEBUG] [FORECASTER] FMBH: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-01T20:37:27.279777] [INFO ] [FORECASTER] Completed predict_future for FMBH
[2025-12-01T20:37:27.279911] [INFO ] [sig       ] FMBH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:27.419779] [INFO ] [LOCAL     ] Saved forecast: FMBH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FMBH.txt
[2025-12-01T20:37:27.419927] [INFO ] [sig       ] [1285/3634] Completed FMBH in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-01T20:37:27.419963] [INFO ] [sig       ] [1286/3634] Forecasting FMC...
[2025-12-01T20:37:27.419991] [INFO ] [sig       ] Generating forecast for: FMC
[2025-12-01T20:37:27.420022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMC' from 'https://tdm.silogroup.org/data/derivative_storage/FMC.csv'.
[2025-12-01T20:37:27.430628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMC'.
[2025-12-01T20:37:27.430912] [INFO ] [FORECASTER] Starting predict_future for FMC
[2025-12-01T20:37:27.431722] [DEBUG] [LOCAL     ] No optimal features file found for FMC: ./output/feature-sets/FMC.txt
[2025-12-01T20:37:27.431772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:27.431803] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:27.431829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:27.431885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:27.488788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:27.489391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:27.489471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:27.489501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:27.611493] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:27.611665] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:27.611706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:27.611768] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:27.615135] [DEBUG] [FORECASTER] FMC: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-01T20:37:27.615410] [INFO ] [FORECASTER] Completed predict_future for FMC
[2025-12-01T20:37:27.615533] [INFO ] [sig       ] FMC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:27.753155] [INFO ] [LOCAL     ] Saved forecast: FMC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FMC.txt
[2025-12-01T20:37:27.753309] [INFO ] [sig       ] [1286/3634] Completed FMC in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-01T20:37:27.753349] [INFO ] [sig       ] [1287/3634] Forecasting FMHI...
[2025-12-01T20:37:27.753378] [INFO ] [sig       ] Generating forecast for: FMHI
[2025-12-01T20:37:27.753408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMHI' from 'https://tdm.silogroup.org/data/derivative_storage/FMHI.csv'.
[2025-12-01T20:37:27.764952] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FMHI'.
[2025-12-01T20:37:27.765387] [INFO ] [FORECASTER] Starting predict_future for FMHI
[2025-12-01T20:37:27.766459] [DEBUG] [LOCAL     ] No optimal features file found for FMHI: ./output/feature-sets/FMHI.txt
[2025-12-01T20:37:27.766527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:27.766601] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:27.766646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:27.766727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:27.822861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:27.823726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:27.823812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:27.823845] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:27.945435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:27.945617] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:27.945675] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:27.945704] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:27.949222] [DEBUG] [FORECASTER] FMHI: Forecast T+1@11:T+2@11: UP (p=96.48%)
[2025-12-01T20:37:27.949543] [INFO ] [FORECASTER] Completed predict_future for FMHI
[2025-12-01T20:37:27.949715] [INFO ] [sig       ] FMHI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:37:28.093149] [INFO ] [LOCAL     ] Saved forecast: FMHI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FMHI.txt
[2025-12-01T20:37:28.093294] [INFO ] [sig       ] [1287/3634] Completed FMHI in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-01T20:37:28.093333] [INFO ] [sig       ] [1288/3634] Forecasting FMN...
[2025-12-01T20:37:28.093364] [INFO ] [sig       ] Generating forecast for: FMN
[2025-12-01T20:37:28.093393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMN' from 'https://tdm.silogroup.org/data/derivative_storage/FMN.csv'.
[2025-12-01T20:37:28.105150] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FMN'.
[2025-12-01T20:37:28.105485] [INFO ] [FORECASTER] Starting predict_future for FMN
[2025-12-01T20:37:28.106265] [DEBUG] [LOCAL     ] No optimal features file found for FMN: ./output/feature-sets/FMN.txt
[2025-12-01T20:37:28.106316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:28.106346] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:28.106372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:28.106429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:28.163689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:28.164370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:28.164450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:28.164483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:28.279001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:28.279151] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:28.279189] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:28.279217] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:28.282500] [DEBUG] [FORECASTER] FMN: Forecast T+1@11:T+2@11: DOWN (p=7.69%)
[2025-12-01T20:37:28.282775] [INFO ] [FORECASTER] Completed predict_future for FMN
[2025-12-01T20:37:28.282892] [INFO ] [sig       ] FMN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:28.419280] [INFO ] [LOCAL     ] Saved forecast: FMN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FMN.txt
[2025-12-01T20:37:28.419406] [INFO ] [sig       ] [1288/3634] Completed FMN in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-01T20:37:28.419443] [INFO ] [sig       ] [1289/3634] Forecasting FMNB...
[2025-12-01T20:37:28.419471] [INFO ] [sig       ] Generating forecast for: FMNB
[2025-12-01T20:37:28.419526] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMNB' from 'https://tdm.silogroup.org/data/derivative_storage/FMNB.csv'.
[2025-12-01T20:37:28.430484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FMNB'.
[2025-12-01T20:37:28.430787] [INFO ] [FORECASTER] Starting predict_future for FMNB
[2025-12-01T20:37:28.431501] [DEBUG] [LOCAL     ] No optimal features file found for FMNB: ./output/feature-sets/FMNB.txt
[2025-12-01T20:37:28.431550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:28.431632] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:28.431662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:28.431717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:28.486052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:28.486718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:28.486809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:28.486840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:28.600766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:28.600924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:28.600963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:28.600990] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:28.604404] [DEBUG] [FORECASTER] FMNB: Forecast T+1@11:T+2@11: UP (p=77.45%)
[2025-12-01T20:37:28.604694] [INFO ] [FORECASTER] Completed predict_future for FMNB
[2025-12-01T20:37:28.604823] [INFO ] [sig       ] FMNB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:28.743745] [INFO ] [LOCAL     ] Saved forecast: FMNB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FMNB.txt
[2025-12-01T20:37:28.743889] [INFO ] [sig       ] [1289/3634] Completed FMNB in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-01T20:37:28.743928] [INFO ] [sig       ] [1290/3634] Forecasting FMS...
[2025-12-01T20:37:28.743955] [INFO ] [sig       ] Generating forecast for: FMS
[2025-12-01T20:37:28.743984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMS' from 'https://tdm.silogroup.org/data/derivative_storage/FMS.csv'.
[2025-12-01T20:37:28.755629] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FMS'.
[2025-12-01T20:37:28.755987] [INFO ] [FORECASTER] Starting predict_future for FMS
[2025-12-01T20:37:28.756753] [DEBUG] [LOCAL     ] No optimal features file found for FMS: ./output/feature-sets/FMS.txt
[2025-12-01T20:37:28.756802] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:28.756833] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:28.756859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:28.756920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:28.813771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:28.814617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:28.814700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:28.814731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:28.930555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:28.930728] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:28.930767] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:28.930796] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:28.934127] [DEBUG] [FORECASTER] FMS: Forecast T+1@11:T+2@11: UP (p=58.92%)
[2025-12-01T20:37:28.934400] [INFO ] [FORECASTER] Completed predict_future for FMS
[2025-12-01T20:37:28.934526] [INFO ] [sig       ] FMS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:37:29.074404] [INFO ] [LOCAL     ] Saved forecast: FMS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FMS.txt
[2025-12-01T20:37:29.074556] [INFO ] [sig       ] [1290/3634] Completed FMS in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-01T20:37:29.074616] [INFO ] [sig       ] [1291/3634] Forecasting FMX...
[2025-12-01T20:37:29.074646] [INFO ] [sig       ] Generating forecast for: FMX
[2025-12-01T20:37:29.074676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FMX' from 'https://tdm.silogroup.org/data/derivative_storage/FMX.csv'.
[2025-12-01T20:37:29.085617] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FMX'.
[2025-12-01T20:37:29.085870] [INFO ] [FORECASTER] Starting predict_future for FMX
[2025-12-01T20:37:29.086626] [DEBUG] [LOCAL     ] No optimal features file found for FMX: ./output/feature-sets/FMX.txt
[2025-12-01T20:37:29.086678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:29.086710] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:29.086748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:29.086804] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:29.143976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:29.144829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:29.144917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:29.144949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:29.268744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:29.268896] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:29.268934] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:29.268962] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:29.272359] [DEBUG] [FORECASTER] FMX: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-12-01T20:37:29.272654] [INFO ] [FORECASTER] Completed predict_future for FMX
[2025-12-01T20:37:29.272774] [INFO ] [sig       ] FMX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:29.415763] [INFO ] [LOCAL     ] Saved forecast: FMX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FMX.txt
[2025-12-01T20:37:29.415906] [INFO ] [sig       ] [1291/3634] Completed FMX in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-01T20:37:29.415944] [INFO ] [sig       ] [1292/3634] Forecasting FN...
[2025-12-01T20:37:29.415972] [INFO ] [sig       ] Generating forecast for: FN
[2025-12-01T20:37:29.416001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FN' from 'https://tdm.silogroup.org/data/derivative_storage/FN.csv'.
[2025-12-01T20:37:29.427900] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FN'.
[2025-12-01T20:37:29.428278] [INFO ] [FORECASTER] Starting predict_future for FN
[2025-12-01T20:37:29.429163] [DEBUG] [LOCAL     ] No optimal features file found for FN: ./output/feature-sets/FN.txt
[2025-12-01T20:37:29.429216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:29.429248] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:29.429275] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:29.429331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:29.485629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:29.486407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:29.486492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:29.486524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:29.603054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:29.603207] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:29.603243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:29.603270] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:29.606498] [DEBUG] [FORECASTER] FN: Forecast T+1@11:T+2@11: DOWN (p=1.46%)
[2025-12-01T20:37:29.606777] [INFO ] [FORECASTER] Completed predict_future for FN
[2025-12-01T20:37:29.606895] [INFO ] [sig       ] FN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:29.744395] [INFO ] [LOCAL     ] Saved forecast: FN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FN.txt
[2025-12-01T20:37:29.744533] [INFO ] [sig       ] [1292/3634] Completed FN in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-01T20:37:29.744586] [INFO ] [sig       ] [1293/3634] Forecasting FNB...
[2025-12-01T20:37:29.744618] [INFO ] [sig       ] Generating forecast for: FNB
[2025-12-01T20:37:29.744647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNB' from 'https://tdm.silogroup.org/data/derivative_storage/FNB.csv'.
[2025-12-01T20:37:29.755673] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FNB'.
[2025-12-01T20:37:29.755967] [INFO ] [FORECASTER] Starting predict_future for FNB
[2025-12-01T20:37:29.756745] [DEBUG] [LOCAL     ] No optimal features file found for FNB: ./output/feature-sets/FNB.txt
[2025-12-01T20:37:29.756794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:29.756825] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:29.756853] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:29.756910] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:29.813231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:29.814021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:29.814103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:29.814174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:29.929336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:29.929465] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:29.929501] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:29.929528] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:29.932722] [DEBUG] [FORECASTER] FNB: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-01T20:37:29.932980] [INFO ] [FORECASTER] Completed predict_future for FNB
[2025-12-01T20:37:29.933101] [INFO ] [sig       ] FNB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:30.070071] [INFO ] [LOCAL     ] Saved forecast: FNB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FNB.txt
[2025-12-01T20:37:30.070194] [INFO ] [sig       ] [1293/3634] Completed FNB in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-01T20:37:30.070230] [INFO ] [sig       ] [1294/3634] Forecasting FND...
[2025-12-01T20:37:30.070259] [INFO ] [sig       ] Generating forecast for: FND
[2025-12-01T20:37:30.070291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FND' from 'https://tdm.silogroup.org/data/derivative_storage/FND.csv'.
[2025-12-01T20:37:30.081033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FND'.
[2025-12-01T20:37:30.081324] [INFO ] [FORECASTER] Starting predict_future for FND
[2025-12-01T20:37:30.082067] [DEBUG] [LOCAL     ] No optimal features file found for FND: ./output/feature-sets/FND.txt
[2025-12-01T20:37:30.082120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:30.082151] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:30.082176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:30.082230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:30.137488] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:30.138116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:30.138192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:30.138222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:30.252358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:30.252499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:30.252536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:30.252563] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:30.255764] [DEBUG] [FORECASTER] FND: Forecast T+1@11:T+2@11: UP (p=81.99%)
[2025-12-01T20:37:30.256018] [INFO ] [FORECASTER] Completed predict_future for FND
[2025-12-01T20:37:30.256135] [INFO ] [sig       ] FND: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:30.393702] [INFO ] [LOCAL     ] Saved forecast: FND	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FND.txt
[2025-12-01T20:37:30.393825] [INFO ] [sig       ] [1294/3634] Completed FND in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-01T20:37:30.393861] [INFO ] [sig       ] [1295/3634] Forecasting FNF...
[2025-12-01T20:37:30.393890] [INFO ] [sig       ] Generating forecast for: FNF
[2025-12-01T20:37:30.393924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNF' from 'https://tdm.silogroup.org/data/derivative_storage/FNF.csv'.
[2025-12-01T20:37:30.404911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNF'.
[2025-12-01T20:37:30.405197] [INFO ] [FORECASTER] Starting predict_future for FNF
[2025-12-01T20:37:30.405968] [DEBUG] [LOCAL     ] No optimal features file found for FNF: ./output/feature-sets/FNF.txt
[2025-12-01T20:37:30.406020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:30.406054] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:30.406083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:30.406141] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:30.461092] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:30.461699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:30.461772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:30.461803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:30.584190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:30.584339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:30.584376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:30.584403] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:30.587878] [DEBUG] [FORECASTER] FNF: Forecast T+1@11:T+2@11: DOWN (p=19.50%)
[2025-12-01T20:37:30.588197] [INFO ] [FORECASTER] Completed predict_future for FNF
[2025-12-01T20:37:30.588357] [INFO ] [sig       ] FNF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:30.731065] [INFO ] [LOCAL     ] Saved forecast: FNF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FNF.txt
[2025-12-01T20:37:30.731197] [INFO ] [sig       ] [1295/3634] Completed FNF in 0.3s | 2.98 sym/s | Total: 7.2m | ETA: 13.1m
[2025-12-01T20:37:30.731235] [INFO ] [sig       ] [1296/3634] Forecasting FNKO...
[2025-12-01T20:37:30.731265] [INFO ] [sig       ] Generating forecast for: FNKO
[2025-12-01T20:37:30.731293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNKO' from 'https://tdm.silogroup.org/data/derivative_storage/FNKO.csv'.
[2025-12-01T20:37:30.742214] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FNKO'.
[2025-12-01T20:37:30.742498] [INFO ] [FORECASTER] Starting predict_future for FNKO
[2025-12-01T20:37:30.743271] [DEBUG] [LOCAL     ] No optimal features file found for FNKO: ./output/feature-sets/FNKO.txt
[2025-12-01T20:37:30.743322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:30.743355] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:30.743384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:30.743440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:30.799672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:30.800335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:30.800416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:30.800449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:30.921981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:30.922125] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:30.922162] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:30.922189] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:30.925402] [DEBUG] [FORECASTER] FNKO: Forecast T+1@11:T+2@11: UP (p=58.07%)
[2025-12-01T20:37:30.925679] [INFO ] [FORECASTER] Completed predict_future for FNKO
[2025-12-01T20:37:30.925797] [INFO ] [sig       ] FNKO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:37:31.062502] [INFO ] [LOCAL     ] Saved forecast: FNKO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FNKO.txt
[2025-12-01T20:37:31.062673] [INFO ] [sig       ] [1296/3634] Completed FNKO in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-01T20:37:31.062722] [INFO ] [sig       ] [1297/3634] Forecasting FNLC...
[2025-12-01T20:37:31.062751] [INFO ] [sig       ] Generating forecast for: FNLC
[2025-12-01T20:37:31.062779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNLC' from 'https://tdm.silogroup.org/data/derivative_storage/FNLC.csv'.
[2025-12-01T20:37:31.073205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FNLC'.
[2025-12-01T20:37:31.073504] [INFO ] [FORECASTER] Starting predict_future for FNLC
[2025-12-01T20:37:31.074248] [DEBUG] [LOCAL     ] No optimal features file found for FNLC: ./output/feature-sets/FNLC.txt
[2025-12-01T20:37:31.074297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:31.074327] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:31.074353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:31.074408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:31.130513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:31.131125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:31.131200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:31.131232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:31.235771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:31.235898] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:31.235935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:31.235963] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:31.239235] [DEBUG] [FORECASTER] FNLC: Forecast T+1@11:T+2@11: UP (p=53.58%)
[2025-12-01T20:37:31.239494] [INFO ] [FORECASTER] Completed predict_future for FNLC
[2025-12-01T20:37:31.239633] [INFO ] [sig       ] FNLC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:31.382516] [INFO ] [LOCAL     ] Saved forecast: FNLC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FNLC.txt
[2025-12-01T20:37:31.382662] [INFO ] [sig       ] [1297/3634] Completed FNLC in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-01T20:37:31.382701] [INFO ] [sig       ] [1298/3634] Forecasting FNX...
[2025-12-01T20:37:31.382729] [INFO ] [sig       ] Generating forecast for: FNX
[2025-12-01T20:37:31.382757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNX' from 'https://tdm.silogroup.org/data/derivative_storage/FNX.csv'.
[2025-12-01T20:37:31.393117] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FNX'.
[2025-12-01T20:37:31.393385] [INFO ] [FORECASTER] Starting predict_future for FNX
[2025-12-01T20:37:31.394122] [DEBUG] [LOCAL     ] No optimal features file found for FNX: ./output/feature-sets/FNX.txt
[2025-12-01T20:37:31.394170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:31.394201] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:31.394227] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:31.394292] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:31.451234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:31.451876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:31.451954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:31.451985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:31.570629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:31.570776] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:31.570812] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:31.570838] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:31.574181] [DEBUG] [FORECASTER] FNX: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2025-12-01T20:37:31.574446] [INFO ] [FORECASTER] Completed predict_future for FNX
[2025-12-01T20:37:31.574568] [INFO ] [sig       ] FNX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:31.717271] [INFO ] [LOCAL     ] Saved forecast: FNX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FNX.txt
[2025-12-01T20:37:31.717383] [INFO ] [sig       ] [1298/3634] Completed FNX in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-01T20:37:31.717420] [INFO ] [sig       ] [1299/3634] Forecasting FNY...
[2025-12-01T20:37:31.717448] [INFO ] [sig       ] Generating forecast for: FNY
[2025-12-01T20:37:31.717490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FNY' from 'https://tdm.silogroup.org/data/derivative_storage/FNY.csv'.
[2025-12-01T20:37:31.728179] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FNY'.
[2025-12-01T20:37:31.728525] [INFO ] [FORECASTER] Starting predict_future for FNY
[2025-12-01T20:37:31.729318] [DEBUG] [LOCAL     ] No optimal features file found for FNY: ./output/feature-sets/FNY.txt
[2025-12-01T20:37:31.729368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:31.729399] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:31.729425] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:31.729481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:31.785822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:31.786420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:31.786495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:31.786527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:31.896891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:31.897003] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:31.897038] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:31.897065] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:31.900252] [DEBUG] [FORECASTER] FNY: Forecast T+1@11:T+2@11: UP (p=77.21%)
[2025-12-01T20:37:31.900513] [INFO ] [FORECASTER] Completed predict_future for FNY
[2025-12-01T20:37:31.900655] [INFO ] [sig       ] FNY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:37:32.044172] [INFO ] [LOCAL     ] Saved forecast: FNY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FNY.txt
[2025-12-01T20:37:32.044291] [INFO ] [sig       ] [1299/3634] Completed FNY in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-01T20:37:32.044327] [INFO ] [sig       ] [1300/3634] Forecasting FOA...
[2025-12-01T20:37:32.044369] [INFO ] [sig       ] Generating forecast for: FOA
[2025-12-01T20:37:32.044405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOA' from 'https://tdm.silogroup.org/data/derivative_storage/FOA.csv'.
[2025-12-01T20:37:32.055297] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOA'.
[2025-12-01T20:37:32.055608] [INFO ] [FORECASTER] Starting predict_future for FOA
[2025-12-01T20:37:32.056378] [DEBUG] [LOCAL     ] No optimal features file found for FOA: ./output/feature-sets/FOA.txt
[2025-12-01T20:37:32.056429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:32.056487] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:32.056515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:32.056590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:32.113947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:32.114591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:32.114684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:32.114730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:32.243332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:32.243470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:32.243517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:32.243555] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:32.246802] [DEBUG] [FORECASTER] FOA: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-12-01T20:37:32.247056] [INFO ] [FORECASTER] Completed predict_future for FOA
[2025-12-01T20:37:32.247181] [INFO ] [sig       ] FOA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:32.390502] [INFO ] [LOCAL     ] Saved forecast: FOA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FOA.txt
[2025-12-01T20:37:32.390630] [INFO ] [sig       ] [1300/3634] Completed FOA in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-01T20:37:32.390668] [INFO ] [sig       ] [1301/3634] Forecasting FOF...
[2025-12-01T20:37:32.390697] [INFO ] [sig       ] Generating forecast for: FOF
[2025-12-01T20:37:32.390725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOF' from 'https://tdm.silogroup.org/data/derivative_storage/FOF.csv'.
[2025-12-01T20:37:32.402311] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FOF'.
[2025-12-01T20:37:32.402617] [INFO ] [FORECASTER] Starting predict_future for FOF
[2025-12-01T20:37:32.403392] [DEBUG] [LOCAL     ] No optimal features file found for FOF: ./output/feature-sets/FOF.txt
[2025-12-01T20:37:32.403443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:32.403473] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:32.403499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:32.403554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:32.460690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:32.461297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:32.461374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:32.461406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:32.574755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:32.574869] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:32.574906] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:32.574935] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:32.578141] [DEBUG] [FORECASTER] FOF: Forecast T+1@11:T+2@11: DOWN (p=25.27%)
[2025-12-01T20:37:32.578428] [INFO ] [FORECASTER] Completed predict_future for FOF
[2025-12-01T20:37:32.578589] [INFO ] [sig       ] FOF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:32.723004] [INFO ] [LOCAL     ] Saved forecast: FOF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FOF.txt
[2025-12-01T20:37:32.723114] [INFO ] [sig       ] [1301/3634] Completed FOF in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.1m
[2025-12-01T20:37:32.723151] [INFO ] [sig       ] [1302/3634] Forecasting FOLD...
[2025-12-01T20:37:32.723188] [INFO ] [sig       ] Generating forecast for: FOLD
[2025-12-01T20:37:32.723231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOLD' from 'https://tdm.silogroup.org/data/derivative_storage/FOLD.csv'.
[2025-12-01T20:37:32.733806] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FOLD'.
[2025-12-01T20:37:32.734075] [INFO ] [FORECASTER] Starting predict_future for FOLD
[2025-12-01T20:37:32.734813] [DEBUG] [LOCAL     ] No optimal features file found for FOLD: ./output/feature-sets/FOLD.txt
[2025-12-01T20:37:32.734863] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:32.734893] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:32.734919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:32.734973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:32.790920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:32.791545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:32.791639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:32.791672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:32.909727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:32.909853] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:32.909888] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:32.909914] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:32.913204] [DEBUG] [FORECASTER] FOLD: Forecast T+1@11:T+2@11: DOWN (p=25.32%)
[2025-12-01T20:37:32.913467] [INFO ] [FORECASTER] Completed predict_future for FOLD
[2025-12-01T20:37:32.913608] [INFO ] [sig       ] FOLD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:33.056893] [INFO ] [LOCAL     ] Saved forecast: FOLD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FOLD.txt
[2025-12-01T20:37:33.057004] [INFO ] [sig       ] [1302/3634] Completed FOLD in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-01T20:37:33.057040] [INFO ] [sig       ] [1303/3634] Forecasting FORM...
[2025-12-01T20:37:33.057067] [INFO ] [sig       ] Generating forecast for: FORM
[2025-12-01T20:37:33.057095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FORM' from 'https://tdm.silogroup.org/data/derivative_storage/FORM.csv'.
[2025-12-01T20:37:33.068452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FORM'.
[2025-12-01T20:37:33.068748] [INFO ] [FORECASTER] Starting predict_future for FORM
[2025-12-01T20:37:33.069488] [DEBUG] [LOCAL     ] No optimal features file found for FORM: ./output/feature-sets/FORM.txt
[2025-12-01T20:37:33.069538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:33.069590] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:33.069620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:33.069677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:33.126514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:33.127120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:33.127199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:33.127230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:33.246815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:33.246943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:33.246980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:33.247038] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:33.250380] [DEBUG] [FORECASTER] FORM: Forecast T+1@11:T+2@11: DOWN (p=1.48%)
[2025-12-01T20:37:33.250663] [INFO ] [FORECASTER] Completed predict_future for FORM
[2025-12-01T20:37:33.250788] [INFO ] [sig       ] FORM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:33.393638] [INFO ] [LOCAL     ] Saved forecast: FORM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FORM.txt
[2025-12-01T20:37:33.393750] [INFO ] [sig       ] [1303/3634] Completed FORM in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-01T20:37:33.393787] [INFO ] [sig       ] [1304/3634] Forecasting FOSL...
[2025-12-01T20:37:33.393814] [INFO ] [sig       ] Generating forecast for: FOSL
[2025-12-01T20:37:33.393842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOSL' from 'https://tdm.silogroup.org/data/derivative_storage/FOSL.csv'.
[2025-12-01T20:37:33.404940] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOSL'.
[2025-12-01T20:37:33.405208] [INFO ] [FORECASTER] Starting predict_future for FOSL
[2025-12-01T20:37:33.406017] [DEBUG] [LOCAL     ] No optimal features file found for FOSL: ./output/feature-sets/FOSL.txt
[2025-12-01T20:37:33.406077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:33.406109] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:33.406136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:33.406192] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:33.462662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:33.463265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:33.463340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:33.463372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:33.581275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:33.581399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:33.581436] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:33.581463] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:33.584725] [DEBUG] [FORECASTER] FOSL: Forecast T+1@11:T+2@11: DOWN (p=18.17%)
[2025-12-01T20:37:33.584986] [INFO ] [FORECASTER] Completed predict_future for FOSL
[2025-12-01T20:37:33.585108] [INFO ] [sig       ] FOSL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:33.729269] [INFO ] [LOCAL     ] Saved forecast: FOSL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FOSL.txt
[2025-12-01T20:37:33.729382] [INFO ] [sig       ] [1304/3634] Completed FOSL in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-01T20:37:33.729419] [INFO ] [sig       ] [1305/3634] Forecasting FOX...
[2025-12-01T20:37:33.729447] [INFO ] [sig       ] Generating forecast for: FOX
[2025-12-01T20:37:33.729475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOX' from 'https://tdm.silogroup.org/data/derivative_storage/FOX.csv'.
[2025-12-01T20:37:33.740143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOX'.
[2025-12-01T20:37:33.740409] [INFO ] [FORECASTER] Starting predict_future for FOX
[2025-12-01T20:37:33.741142] [DEBUG] [LOCAL     ] No optimal features file found for FOX: ./output/feature-sets/FOX.txt
[2025-12-01T20:37:33.741190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:33.741220] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:33.741245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:33.741300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:33.796533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:33.797382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:33.797463] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:33.797495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:33.919116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:33.919246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:33.919281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:33.919309] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:33.922524] [DEBUG] [FORECASTER] FOX: Forecast T+1@11:T+2@11: UP (p=59.68%)
[2025-12-01T20:37:33.922803] [INFO ] [FORECASTER] Completed predict_future for FOX
[2025-12-01T20:37:33.922924] [INFO ] [sig       ] FOX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:34.067058] [INFO ] [LOCAL     ] Saved forecast: FOX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FOX.txt
[2025-12-01T20:37:34.067168] [INFO ] [sig       ] [1305/3634] Completed FOX in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-01T20:37:34.067204] [INFO ] [sig       ] [1306/3634] Forecasting FOXA...
[2025-12-01T20:37:34.067232] [INFO ] [sig       ] Generating forecast for: FOXA
[2025-12-01T20:37:34.067261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXA' from 'https://tdm.silogroup.org/data/derivative_storage/FOXA.csv'.
[2025-12-01T20:37:34.079183] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FOXA'.
[2025-12-01T20:37:34.079473] [INFO ] [FORECASTER] Starting predict_future for FOXA
[2025-12-01T20:37:34.080247] [DEBUG] [LOCAL     ] No optimal features file found for FOXA: ./output/feature-sets/FOXA.txt
[2025-12-01T20:37:34.080307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:34.080344] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:34.080376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:34.080433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:34.137450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:34.138038] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:34.138116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:34.138148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:34.253536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:34.253664] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:34.253701] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:34.253728] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:34.256958] [DEBUG] [FORECASTER] FOXA: Forecast T+1@11:T+2@11: DOWN (p=4.50%)
[2025-12-01T20:37:34.257222] [INFO ] [FORECASTER] Completed predict_future for FOXA
[2025-12-01T20:37:34.257345] [INFO ] [sig       ] FOXA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:34.401322] [INFO ] [LOCAL     ] Saved forecast: FOXA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FOXA.txt
[2025-12-01T20:37:34.401454] [INFO ] [sig       ] [1306/3634] Completed FOXA in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-01T20:37:34.401493] [INFO ] [sig       ] [1307/3634] Forecasting FOXF...
[2025-12-01T20:37:34.401520] [INFO ] [sig       ] Generating forecast for: FOXF
[2025-12-01T20:37:34.401548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FOXF' from 'https://tdm.silogroup.org/data/derivative_storage/FOXF.csv'.
[2025-12-01T20:37:34.412028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FOXF'.
[2025-12-01T20:37:34.412306] [INFO ] [FORECASTER] Starting predict_future for FOXF
[2025-12-01T20:37:34.413083] [DEBUG] [LOCAL     ] No optimal features file found for FOXF: ./output/feature-sets/FOXF.txt
[2025-12-01T20:37:34.413133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:34.413164] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:34.413190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:34.413246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:34.469928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:34.470502] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:34.470596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:34.470631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:34.591587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:34.591703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:34.591738] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:34.591765] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:34.594946] [DEBUG] [FORECASTER] FOXF: Forecast T+1@11:T+2@11: UP (p=69.76%)
[2025-12-01T20:37:34.595209] [INFO ] [FORECASTER] Completed predict_future for FOXF
[2025-12-01T20:37:34.595336] [INFO ] [sig       ] FOXF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:34.740470] [INFO ] [LOCAL     ] Saved forecast: FOXF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FOXF.txt
[2025-12-01T20:37:34.740595] [INFO ] [sig       ] [1307/3634] Completed FOXF in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-01T20:37:34.740640] [INFO ] [sig       ] [1308/3634] Forecasting FPF...
[2025-12-01T20:37:34.740670] [INFO ] [sig       ] Generating forecast for: FPF
[2025-12-01T20:37:34.740698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPF' from 'https://tdm.silogroup.org/data/derivative_storage/FPF.csv'.
[2025-12-01T20:37:34.751651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPF'.
[2025-12-01T20:37:34.751927] [INFO ] [FORECASTER] Starting predict_future for FPF
[2025-12-01T20:37:34.752692] [DEBUG] [LOCAL     ] No optimal features file found for FPF: ./output/feature-sets/FPF.txt
[2025-12-01T20:37:34.752742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:34.752773] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:34.752798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:34.752853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:34.810593] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:34.811187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:34.811267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:34.811300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:34.928096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:34.928214] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:34.928249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:34.928276] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:34.931502] [DEBUG] [FORECASTER] FPF: Forecast T+1@11:T+2@11: UP (p=59.07%)
[2025-12-01T20:37:34.931771] [INFO ] [FORECASTER] Completed predict_future for FPF
[2025-12-01T20:37:34.931889] [INFO ] [sig       ] FPF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:35.111620] [INFO ] [LOCAL     ] Saved forecast: FPF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FPF.txt
[2025-12-01T20:37:35.111752] [INFO ] [sig       ] [1308/3634] Completed FPF in 0.4s | 2.98 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-01T20:37:35.111790] [INFO ] [sig       ] [1309/3634] Forecasting FPH...
[2025-12-01T20:37:35.111819] [INFO ] [sig       ] Generating forecast for: FPH
[2025-12-01T20:37:35.111849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPH' from 'https://tdm.silogroup.org/data/derivative_storage/FPH.csv'.
[2025-12-01T20:37:35.122207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPH'.
[2025-12-01T20:37:35.122475] [INFO ] [FORECASTER] Starting predict_future for FPH
[2025-12-01T20:37:35.123223] [DEBUG] [LOCAL     ] No optimal features file found for FPH: ./output/feature-sets/FPH.txt
[2025-12-01T20:37:35.123277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:35.123309] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:35.123335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:35.123390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:35.178285] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:35.178891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:35.178967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:35.178999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:35.295971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:35.296094] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:35.296131] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:35.296159] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:35.299343] [DEBUG] [FORECASTER] FPH: Forecast T+1@11:T+2@11: UP (p=74.11%)
[2025-12-01T20:37:35.299615] [INFO ] [FORECASTER] Completed predict_future for FPH
[2025-12-01T20:37:35.299753] [INFO ] [sig       ] FPH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:35.437608] [INFO ] [LOCAL     ] Saved forecast: FPH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FPH.txt
[2025-12-01T20:37:35.437721] [INFO ] [sig       ] [1309/3634] Completed FPH in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-01T20:37:35.437757] [INFO ] [sig       ] [1310/3634] Forecasting FPI...
[2025-12-01T20:37:35.437785] [INFO ] [sig       ] Generating forecast for: FPI
[2025-12-01T20:37:35.437812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPI' from 'https://tdm.silogroup.org/data/derivative_storage/FPI.csv'.
[2025-12-01T20:37:35.450415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPI'.
[2025-12-01T20:37:35.450704] [INFO ] [FORECASTER] Starting predict_future for FPI
[2025-12-01T20:37:35.451425] [DEBUG] [LOCAL     ] No optimal features file found for FPI: ./output/feature-sets/FPI.txt
[2025-12-01T20:37:35.451473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:35.451503] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:35.451530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:35.451602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:35.506428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:35.507012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:35.507113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:35.507145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:35.621377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:35.621494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:35.621528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:35.621556] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:35.624666] [DEBUG] [FORECASTER] FPI: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-12-01T20:37:35.624919] [INFO ] [FORECASTER] Completed predict_future for FPI
[2025-12-01T20:37:35.625038] [INFO ] [sig       ] FPI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:35.763303] [INFO ] [LOCAL     ] Saved forecast: FPI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FPI.txt
[2025-12-01T20:37:35.763410] [INFO ] [sig       ] [1310/3634] Completed FPI in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-01T20:37:35.763447] [INFO ] [sig       ] [1311/3634] Forecasting FPXI...
[2025-12-01T20:37:35.763476] [INFO ] [sig       ] Generating forecast for: FPXI
[2025-12-01T20:37:35.763503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FPXI' from 'https://tdm.silogroup.org/data/derivative_storage/FPXI.csv'.
[2025-12-01T20:37:35.774420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FPXI'.
[2025-12-01T20:37:35.774766] [INFO ] [FORECASTER] Starting predict_future for FPXI
[2025-12-01T20:37:35.775547] [DEBUG] [LOCAL     ] No optimal features file found for FPXI: ./output/feature-sets/FPXI.txt
[2025-12-01T20:37:35.775617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:35.775651] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:35.775678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:35.775734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:35.833343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:35.833966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:35.834040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:35.834073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:35.943254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:35.943361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:35.943413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:35.943441] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:35.946516] [DEBUG] [FORECASTER] FPXI: Forecast T+1@11:T+2@11: UP (p=89.00%)
[2025-12-01T20:37:35.946785] [INFO ] [FORECASTER] Completed predict_future for FPXI
[2025-12-01T20:37:35.946904] [INFO ] [sig       ] FPXI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:36.083720] [INFO ] [LOCAL     ] Saved forecast: FPXI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FPXI.txt
[2025-12-01T20:37:36.083828] [INFO ] [sig       ] [1311/3634] Completed FPXI in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-01T20:37:36.083864] [INFO ] [sig       ] [1312/3634] Forecasting FRA...
[2025-12-01T20:37:36.083891] [INFO ] [sig       ] Generating forecast for: FRA
[2025-12-01T20:37:36.083919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRA' from 'https://tdm.silogroup.org/data/derivative_storage/FRA.csv'.
[2025-12-01T20:37:36.094816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRA'.
[2025-12-01T20:37:36.095086] [INFO ] [FORECASTER] Starting predict_future for FRA
[2025-12-01T20:37:36.095838] [DEBUG] [LOCAL     ] No optimal features file found for FRA: ./output/feature-sets/FRA.txt
[2025-12-01T20:37:36.095886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:36.095916] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:36.095942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:36.095996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:36.151839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:36.152427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:36.152502] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:36.152535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:36.271350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:36.271470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:36.271505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:36.271531] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:36.274647] [DEBUG] [FORECASTER] FRA: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-01T20:37:36.274901] [INFO ] [FORECASTER] Completed predict_future for FRA
[2025-12-01T20:37:36.275019] [INFO ] [sig       ] FRA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:36.412974] [INFO ] [LOCAL     ] Saved forecast: FRA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FRA.txt
[2025-12-01T20:37:36.413080] [INFO ] [sig       ] [1312/3634] Completed FRA in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-01T20:37:36.413116] [INFO ] [sig       ] [1313/3634] Forecasting FRBA...
[2025-12-01T20:37:36.413144] [INFO ] [sig       ] Generating forecast for: FRBA
[2025-12-01T20:37:36.413171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRBA' from 'https://tdm.silogroup.org/data/derivative_storage/FRBA.csv'.
[2025-12-01T20:37:36.424029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRBA'.
[2025-12-01T20:37:36.424306] [INFO ] [FORECASTER] Starting predict_future for FRBA
[2025-12-01T20:37:36.425053] [DEBUG] [LOCAL     ] No optimal features file found for FRBA: ./output/feature-sets/FRBA.txt
[2025-12-01T20:37:36.425105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:36.425136] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:36.425161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:36.425215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:36.481451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:36.482057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:36.482145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:36.482177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:36.598344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:36.598508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:36.598547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:36.598590] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:36.601983] [DEBUG] [FORECASTER] FRBA: Forecast T+1@11:T+2@11: DOWN (p=18.16%)
[2025-12-01T20:37:36.602259] [INFO ] [FORECASTER] Completed predict_future for FRBA
[2025-12-01T20:37:36.602384] [INFO ] [sig       ] FRBA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:36.738780] [INFO ] [LOCAL     ] Saved forecast: FRBA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FRBA.txt
[2025-12-01T20:37:36.738968] [INFO ] [sig       ] [1313/3634] Completed FRBA in 0.3s | 2.98 sym/s | Total: 7.3m | ETA: 13.0m
[2025-12-01T20:37:36.739007] [INFO ] [sig       ] [1314/3634] Forecasting FRGE...
[2025-12-01T20:37:36.739034] [INFO ] [sig       ] Generating forecast for: FRGE
[2025-12-01T20:37:36.739063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRGE' from 'https://tdm.silogroup.org/data/derivative_storage/FRGE.csv'.
[2025-12-01T20:37:36.750614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRGE'.
[2025-12-01T20:37:36.750945] [INFO ] [FORECASTER] Starting predict_future for FRGE
[2025-12-01T20:37:36.751692] [DEBUG] [LOCAL     ] No optimal features file found for FRGE: ./output/feature-sets/FRGE.txt
[2025-12-01T20:37:36.751740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:36.751771] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:36.751797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:36.751851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:36.806921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:36.807646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:36.807723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:36.807754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:36.931066] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:36.931218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:36.931257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:36.931285] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:36.934492] [DEBUG] [FORECASTER] FRGE: Forecast T+1@11:T+2@11: UP (p=50.55%)
[2025-12-01T20:37:36.934763] [INFO ] [FORECASTER] Completed predict_future for FRGE
[2025-12-01T20:37:36.934881] [INFO ] [sig       ] FRGE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:37.072712] [INFO ] [LOCAL     ] Saved forecast: FRGE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FRGE.txt
[2025-12-01T20:37:37.072830] [INFO ] [sig       ] [1314/3634] Completed FRGE in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-01T20:37:37.072866] [INFO ] [sig       ] [1315/3634] Forecasting FRHC...
[2025-12-01T20:37:37.072895] [INFO ] [sig       ] Generating forecast for: FRHC
[2025-12-01T20:37:37.072923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRHC' from 'https://tdm.silogroup.org/data/derivative_storage/FRHC.csv'.
[2025-12-01T20:37:37.083954] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FRHC'.
[2025-12-01T20:37:37.084210] [INFO ] [FORECASTER] Starting predict_future for FRHC
[2025-12-01T20:37:37.084953] [DEBUG] [LOCAL     ] No optimal features file found for FRHC: ./output/feature-sets/FRHC.txt
[2025-12-01T20:37:37.085001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:37.085042] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:37.085069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:37.085128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:37.140631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:37.141385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:37.141469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:37.141507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:37.256126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:37.256274] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:37.256311] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:37.256340] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:37.259584] [DEBUG] [FORECASTER] FRHC: Forecast T+1@11:T+2@11: DOWN (p=34.29%)
[2025-12-01T20:37:37.259841] [INFO ] [FORECASTER] Completed predict_future for FRHC
[2025-12-01T20:37:37.259959] [INFO ] [sig       ] FRHC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:37.400504] [INFO ] [LOCAL     ] Saved forecast: FRHC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FRHC.txt
[2025-12-01T20:37:37.400663] [INFO ] [sig       ] [1315/3634] Completed FRHC in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-01T20:37:37.400703] [INFO ] [sig       ] [1316/3634] Forecasting FRME...
[2025-12-01T20:37:37.400731] [INFO ] [sig       ] Generating forecast for: FRME
[2025-12-01T20:37:37.400759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRME' from 'https://tdm.silogroup.org/data/derivative_storage/FRME.csv'.
[2025-12-01T20:37:37.411687] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FRME'.
[2025-12-01T20:37:37.411992] [INFO ] [FORECASTER] Starting predict_future for FRME
[2025-12-01T20:37:37.412767] [DEBUG] [LOCAL     ] No optimal features file found for FRME: ./output/feature-sets/FRME.txt
[2025-12-01T20:37:37.412815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:37.412847] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:37.412872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:37.412927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:37.468034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:37.468663] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:37.468743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:37.468775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:37.585324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:37.585450] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:37.585484] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:37.585511] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:37.588718] [DEBUG] [FORECASTER] FRME: Forecast T+1@11:T+2@11: DOWN (p=44.49%)
[2025-12-01T20:37:37.588975] [INFO ] [FORECASTER] Completed predict_future for FRME
[2025-12-01T20:37:37.589095] [INFO ] [sig       ] FRME: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:37.726810] [INFO ] [LOCAL     ] Saved forecast: FRME	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FRME.txt
[2025-12-01T20:37:37.726918] [INFO ] [sig       ] [1316/3634] Completed FRME in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-01T20:37:37.726954] [INFO ] [sig       ] [1317/3634] Forecasting FRO...
[2025-12-01T20:37:37.726981] [INFO ] [sig       ] Generating forecast for: FRO
[2025-12-01T20:37:37.727009] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRO' from 'https://tdm.silogroup.org/data/derivative_storage/FRO.csv'.
[2025-12-01T20:37:37.738426] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FRO'.
[2025-12-01T20:37:37.738733] [INFO ] [FORECASTER] Starting predict_future for FRO
[2025-12-01T20:37:37.739479] [DEBUG] [LOCAL     ] No optimal features file found for FRO: ./output/feature-sets/FRO.txt
[2025-12-01T20:37:37.739530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:37.739614] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:37.739643] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:37.739700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:37.795855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:37.796439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:37.796514] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:37.796545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:37.914981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:37.915110] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:37.915145] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:37.915171] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:37.918345] [DEBUG] [FORECASTER] FRO: Forecast T+1@11:T+2@11: DOWN (p=36.75%)
[2025-12-01T20:37:37.918622] [INFO ] [FORECASTER] Completed predict_future for FRO
[2025-12-01T20:37:37.918740] [INFO ] [sig       ] FRO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:38.059605] [INFO ] [LOCAL     ] Saved forecast: FRO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FRO.txt
[2025-12-01T20:37:38.059723] [INFO ] [sig       ] [1317/3634] Completed FRO in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-01T20:37:38.059760] [INFO ] [sig       ] [1318/3634] Forecasting FROG...
[2025-12-01T20:37:38.059788] [INFO ] [sig       ] Generating forecast for: FROG
[2025-12-01T20:37:38.059819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FROG' from 'https://tdm.silogroup.org/data/derivative_storage/FROG.csv'.
[2025-12-01T20:37:38.070252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FROG'.
[2025-12-01T20:37:38.070517] [INFO ] [FORECASTER] Starting predict_future for FROG
[2025-12-01T20:37:38.071248] [DEBUG] [LOCAL     ] No optimal features file found for FROG: ./output/feature-sets/FROG.txt
[2025-12-01T20:37:38.071297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:38.071326] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:38.071352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:38.071406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:38.127020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:38.127761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:38.127838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:38.127870] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:38.244753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:38.244883] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:38.244918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:38.244945] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:38.248096] [DEBUG] [FORECASTER] FROG: Forecast T+1@11:T+2@11: UP (p=98.80%)
[2025-12-01T20:37:38.248382] [INFO ] [FORECASTER] Completed predict_future for FROG
[2025-12-01T20:37:38.248500] [INFO ] [sig       ] FROG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:38.383709] [INFO ] [LOCAL     ] Saved forecast: FROG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FROG.txt
[2025-12-01T20:37:38.383817] [INFO ] [sig       ] [1318/3634] Completed FROG in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-01T20:37:38.383853] [INFO ] [sig       ] [1319/3634] Forecasting FRPH...
[2025-12-01T20:37:38.383888] [INFO ] [sig       ] Generating forecast for: FRPH
[2025-12-01T20:37:38.383916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRPH' from 'https://tdm.silogroup.org/data/derivative_storage/FRPH.csv'.
[2025-12-01T20:37:38.395037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRPH'.
[2025-12-01T20:37:38.395369] [INFO ] [FORECASTER] Starting predict_future for FRPH
[2025-12-01T20:37:38.396179] [DEBUG] [LOCAL     ] No optimal features file found for FRPH: ./output/feature-sets/FRPH.txt
[2025-12-01T20:37:38.396230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:38.396261] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:38.396287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:38.396347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:38.453829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:38.454463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:38.454541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:38.454589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:38.572973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:38.573121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:38.573156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:38.573183] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:38.576379] [DEBUG] [FORECASTER] FRPH: Forecast T+1@11:T+2@11: DOWN (p=30.45%)
[2025-12-01T20:37:38.576652] [INFO ] [FORECASTER] Completed predict_future for FRPH
[2025-12-01T20:37:38.576771] [INFO ] [sig       ] FRPH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:38.717143] [INFO ] [LOCAL     ] Saved forecast: FRPH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FRPH.txt
[2025-12-01T20:37:38.717252] [INFO ] [sig       ] [1319/3634] Completed FRPH in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 13.0m
[2025-12-01T20:37:38.717288] [INFO ] [sig       ] [1320/3634] Forecasting FRSH...
[2025-12-01T20:37:38.717316] [INFO ] [sig       ] Generating forecast for: FRSH
[2025-12-01T20:37:38.717344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSH' from 'https://tdm.silogroup.org/data/derivative_storage/FRSH.csv'.
[2025-12-01T20:37:38.728760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FRSH'.
[2025-12-01T20:37:38.729064] [INFO ] [FORECASTER] Starting predict_future for FRSH
[2025-12-01T20:37:38.729861] [DEBUG] [LOCAL     ] No optimal features file found for FRSH: ./output/feature-sets/FRSH.txt
[2025-12-01T20:37:38.729912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:38.729945] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:38.729971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:38.730027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:38.786079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:38.786686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:38.786763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:38.786796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:38.908112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:38.908246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:38.908285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:38.908368] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:38.911734] [DEBUG] [FORECASTER] FRSH: Forecast T+1@11:T+2@11: DOWN (p=33.85%)
[2025-12-01T20:37:38.912004] [INFO ] [FORECASTER] Completed predict_future for FRSH
[2025-12-01T20:37:38.912132] [INFO ] [sig       ] FRSH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:39.054157] [INFO ] [LOCAL     ] Saved forecast: FRSH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FRSH.txt
[2025-12-01T20:37:39.054277] [INFO ] [sig       ] [1320/3634] Completed FRSH in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-01T20:37:39.054313] [INFO ] [sig       ] [1321/3634] Forecasting FRSX...
[2025-12-01T20:37:39.054341] [INFO ] [sig       ] Generating forecast for: FRSX
[2025-12-01T20:37:39.054369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FRSX' from 'https://tdm.silogroup.org/data/derivative_storage/FRSX.csv'.
[2025-12-01T20:37:39.065452] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FRSX'.
[2025-12-01T20:37:39.065787] [INFO ] [FORECASTER] Starting predict_future for FRSX
[2025-12-01T20:37:39.066524] [DEBUG] [LOCAL     ] No optimal features file found for FRSX: ./output/feature-sets/FRSX.txt
[2025-12-01T20:37:39.066590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:39.066622] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:39.066648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:39.066702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:39.122250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:39.122922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:39.122998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:39.123028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:39.237048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:39.237187] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:39.237223] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:39.237250] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:39.240492] [DEBUG] [FORECASTER] FRSX: Forecast T+1@11:T+2@11: UP (p=82.71%)
[2025-12-01T20:37:39.240764] [INFO ] [FORECASTER] Completed predict_future for FRSX
[2025-12-01T20:37:39.240885] [INFO ] [sig       ] FRSX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:37:39.378020] [INFO ] [LOCAL     ] Saved forecast: FRSX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FRSX.txt
[2025-12-01T20:37:39.378136] [INFO ] [sig       ] [1321/3634] Completed FRSX in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-01T20:37:39.378171] [INFO ] [sig       ] [1322/3634] Forecasting FSBC...
[2025-12-01T20:37:39.378198] [INFO ] [sig       ] Generating forecast for: FSBC
[2025-12-01T20:37:39.378226] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSBC' from 'https://tdm.silogroup.org/data/derivative_storage/FSBC.csv'.
[2025-12-01T20:37:39.388778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSBC'.
[2025-12-01T20:37:39.389057] [INFO ] [FORECASTER] Starting predict_future for FSBC
[2025-12-01T20:37:39.389806] [DEBUG] [LOCAL     ] No optimal features file found for FSBC: ./output/feature-sets/FSBC.txt
[2025-12-01T20:37:39.389855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:39.389884] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:39.389910] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:39.389965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:39.445113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:39.445720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:39.445793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:39.445824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:39.566403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:39.566543] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:39.566596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:39.566643] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:39.569899] [DEBUG] [FORECASTER] FSBC: Forecast T+1@11:T+2@11: DOWN (p=17.98%)
[2025-12-01T20:37:39.570157] [INFO ] [FORECASTER] Completed predict_future for FSBC
[2025-12-01T20:37:39.570276] [INFO ] [sig       ] FSBC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:39.707349] [INFO ] [LOCAL     ] Saved forecast: FSBC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FSBC.txt
[2025-12-01T20:37:39.707464] [INFO ] [sig       ] [1322/3634] Completed FSBC in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-01T20:37:39.707499] [INFO ] [sig       ] [1323/3634] Forecasting FSCO...
[2025-12-01T20:37:39.707527] [INFO ] [sig       ] Generating forecast for: FSCO
[2025-12-01T20:37:39.707555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSCO' from 'https://tdm.silogroup.org/data/derivative_storage/FSCO.csv'.
[2025-12-01T20:37:39.718195] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FSCO'.
[2025-12-01T20:37:39.718488] [INFO ] [FORECASTER] Starting predict_future for FSCO
[2025-12-01T20:37:39.719238] [DEBUG] [LOCAL     ] No optimal features file found for FSCO: ./output/feature-sets/FSCO.txt
[2025-12-01T20:37:39.719287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:39.719316] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:39.719344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:39.719401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:39.774644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:39.775215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:39.775289] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:39.775320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:39.888590] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:39.888715] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:39.888751] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:39.888778] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:39.891926] [DEBUG] [FORECASTER] FSCO: Forecast T+1@11:T+2@11: DOWN (p=43.27%)
[2025-12-01T20:37:39.892178] [INFO ] [FORECASTER] Completed predict_future for FSCO
[2025-12-01T20:37:39.892298] [INFO ] [sig       ] FSCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:40.029120] [INFO ] [LOCAL     ] Saved forecast: FSCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FSCO.txt
[2025-12-01T20:37:40.029263] [INFO ] [sig       ] [1323/3634] Completed FSCO in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-01T20:37:40.029308] [INFO ] [sig       ] [1324/3634] Forecasting FSK...
[2025-12-01T20:37:40.029340] [INFO ] [sig       ] Generating forecast for: FSK
[2025-12-01T20:37:40.029367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSK' from 'https://tdm.silogroup.org/data/derivative_storage/FSK.csv'.
[2025-12-01T20:37:40.041051] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FSK'.
[2025-12-01T20:37:40.041320] [INFO ] [FORECASTER] Starting predict_future for FSK
[2025-12-01T20:37:40.042060] [DEBUG] [LOCAL     ] No optimal features file found for FSK: ./output/feature-sets/FSK.txt
[2025-12-01T20:37:40.042108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:40.042138] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:40.042164] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:40.042218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:40.097163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:40.097770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:40.097845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:40.097888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:40.212413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:40.212548] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:40.212601] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:40.212630] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:40.215790] [DEBUG] [FORECASTER] FSK: Forecast T+1@11:T+2@11: UP (p=84.05%)
[2025-12-01T20:37:40.216045] [INFO ] [FORECASTER] Completed predict_future for FSK
[2025-12-01T20:37:40.216163] [INFO ] [sig       ] FSK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:37:40.352823] [INFO ] [LOCAL     ] Saved forecast: FSK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/FSK.txt
[2025-12-01T20:37:40.352965] [INFO ] [sig       ] [1324/3634] Completed FSK in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-01T20:37:40.353011] [INFO ] [sig       ] [1325/3634] Forecasting FSLY...
[2025-12-01T20:37:40.353040] [INFO ] [sig       ] Generating forecast for: FSLY
[2025-12-01T20:37:40.353069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSLY' from 'https://tdm.silogroup.org/data/derivative_storage/FSLY.csv'.
[2025-12-01T20:37:40.363767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSLY'.
[2025-12-01T20:37:40.364040] [INFO ] [FORECASTER] Starting predict_future for FSLY
[2025-12-01T20:37:40.364779] [DEBUG] [LOCAL     ] No optimal features file found for FSLY: ./output/feature-sets/FSLY.txt
[2025-12-01T20:37:40.364828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:40.364857] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:40.364883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:40.364937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:40.419791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:40.420497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:40.420601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:40.420635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:40.549899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:40.550054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:40.550094] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:40.550122] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:40.553950] [DEBUG] [FORECASTER] FSLY: Forecast T+1@11:T+2@11: DOWN (p=2.74%)
[2025-12-01T20:37:40.554304] [INFO ] [FORECASTER] Completed predict_future for FSLY
[2025-12-01T20:37:40.554456] [INFO ] [sig       ] FSLY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:40.694687] [INFO ] [LOCAL     ] Saved forecast: FSLY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FSLY.txt
[2025-12-01T20:37:40.694830] [INFO ] [sig       ] [1325/3634] Completed FSLY in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-01T20:37:40.694867] [INFO ] [sig       ] [1326/3634] Forecasting FSM...
[2025-12-01T20:37:40.694895] [INFO ] [sig       ] Generating forecast for: FSM
[2025-12-01T20:37:40.694923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSM' from 'https://tdm.silogroup.org/data/derivative_storage/FSM.csv'.
[2025-12-01T20:37:40.705973] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSM'.
[2025-12-01T20:37:40.706263] [INFO ] [FORECASTER] Starting predict_future for FSM
[2025-12-01T20:37:40.707054] [DEBUG] [LOCAL     ] No optimal features file found for FSM: ./output/feature-sets/FSM.txt
[2025-12-01T20:37:40.707105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:40.707137] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:40.707174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:40.707231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:40.763094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:40.763737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:40.763814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:40.763848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:40.879301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:40.879427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:40.879469] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:40.879501] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:40.882684] [DEBUG] [FORECASTER] FSM: Forecast T+1@11:T+2@11: DOWN (p=20.39%)
[2025-12-01T20:37:40.882937] [INFO ] [FORECASTER] Completed predict_future for FSM
[2025-12-01T20:37:40.883053] [INFO ] [sig       ] FSM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:41.024415] [INFO ] [LOCAL     ] Saved forecast: FSM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FSM.txt
[2025-12-01T20:37:41.024530] [INFO ] [sig       ] [1326/3634] Completed FSM in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-01T20:37:41.024567] [INFO ] [sig       ] [1327/3634] Forecasting FSS...
[2025-12-01T20:37:41.024614] [INFO ] [sig       ] Generating forecast for: FSS
[2025-12-01T20:37:41.024643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FSS' from 'https://tdm.silogroup.org/data/derivative_storage/FSS.csv'.
[2025-12-01T20:37:41.035918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FSS'.
[2025-12-01T20:37:41.036194] [INFO ] [FORECASTER] Starting predict_future for FSS
[2025-12-01T20:37:41.036962] [DEBUG] [LOCAL     ] No optimal features file found for FSS: ./output/feature-sets/FSS.txt
[2025-12-01T20:37:41.037013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:41.037044] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:41.037072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:41.037129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:41.093814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:41.094459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:41.094566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:41.094619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:41.213160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:41.213289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:41.213325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:41.213354] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:41.216608] [DEBUG] [FORECASTER] FSS: Forecast T+1@11:T+2@11: UP (p=91.32%)
[2025-12-01T20:37:41.216873] [INFO ] [FORECASTER] Completed predict_future for FSS
[2025-12-01T20:37:41.216995] [INFO ] [sig       ] FSS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:41.355702] [INFO ] [LOCAL     ] Saved forecast: FSS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FSS.txt
[2025-12-01T20:37:41.355815] [INFO ] [sig       ] [1327/3634] Completed FSS in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-01T20:37:41.355852] [INFO ] [sig       ] [1328/3634] Forecasting FTA...
[2025-12-01T20:37:41.355880] [INFO ] [sig       ] Generating forecast for: FTA
[2025-12-01T20:37:41.355909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTA' from 'https://tdm.silogroup.org/data/derivative_storage/FTA.csv'.
[2025-12-01T20:37:41.366822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTA'.
[2025-12-01T20:37:41.367091] [INFO ] [FORECASTER] Starting predict_future for FTA
[2025-12-01T20:37:41.367843] [DEBUG] [LOCAL     ] No optimal features file found for FTA: ./output/feature-sets/FTA.txt
[2025-12-01T20:37:41.367892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:41.367923] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:41.367948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:41.368003] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:41.423385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:41.423988] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:41.424066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:41.424098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:41.538359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:41.538493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:41.538529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:41.538557] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:41.541813] [DEBUG] [FORECASTER] FTA: Forecast T+1@11:T+2@11: DOWN (p=12.68%)
[2025-12-01T20:37:41.542078] [INFO ] [FORECASTER] Completed predict_future for FTA
[2025-12-01T20:37:41.542200] [INFO ] [sig       ] FTA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:41.679704] [INFO ] [LOCAL     ] Saved forecast: FTA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FTA.txt
[2025-12-01T20:37:41.679818] [INFO ] [sig       ] [1328/3634] Completed FTA in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-01T20:37:41.679854] [INFO ] [sig       ] [1329/3634] Forecasting FTAI...
[2025-12-01T20:37:41.679881] [INFO ] [sig       ] Generating forecast for: FTAI
[2025-12-01T20:37:41.679909] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTAI' from 'https://tdm.silogroup.org/data/derivative_storage/FTAI.csv'.
[2025-12-01T20:37:41.691108] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FTAI'.
[2025-12-01T20:37:41.691396] [INFO ] [FORECASTER] Starting predict_future for FTAI
[2025-12-01T20:37:41.692162] [DEBUG] [LOCAL     ] No optimal features file found for FTAI: ./output/feature-sets/FTAI.txt
[2025-12-01T20:37:41.692213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:41.692244] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:41.692271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:41.692326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:41.748200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:41.748825] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:41.748900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:41.748932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:41.869270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:41.869388] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:41.869425] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:41.869453] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:41.872632] [DEBUG] [FORECASTER] FTAI: Forecast T+1@11:T+2@11: DOWN (p=2.57%)
[2025-12-01T20:37:41.872888] [INFO ] [FORECASTER] Completed predict_future for FTAI
[2025-12-01T20:37:41.873005] [INFO ] [sig       ] FTAI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:42.009992] [INFO ] [LOCAL     ] Saved forecast: FTAI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTAI.txt
[2025-12-01T20:37:42.010104] [INFO ] [sig       ] [1329/3634] Completed FTAI in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-01T20:37:42.010140] [INFO ] [sig       ] [1330/3634] Forecasting FTC...
[2025-12-01T20:37:42.010167] [INFO ] [sig       ] Generating forecast for: FTC
[2025-12-01T20:37:42.010208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTC' from 'https://tdm.silogroup.org/data/derivative_storage/FTC.csv'.
[2025-12-01T20:37:42.021319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTC'.
[2025-12-01T20:37:42.021642] [INFO ] [FORECASTER] Starting predict_future for FTC
[2025-12-01T20:37:42.022371] [DEBUG] [LOCAL     ] No optimal features file found for FTC: ./output/feature-sets/FTC.txt
[2025-12-01T20:37:42.022422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:42.022455] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:42.022480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:42.022534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:42.079372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:42.080050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:42.080129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:42.080162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:42.196114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:42.196256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:42.196294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:42.196322] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:42.199509] [DEBUG] [FORECASTER] FTC: Forecast T+1@11:T+2@11: DOWN (p=46.67%)
[2025-12-01T20:37:42.199782] [INFO ] [FORECASTER] Completed predict_future for FTC
[2025-12-01T20:37:42.199901] [INFO ] [sig       ] FTC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:42.337118] [INFO ] [LOCAL     ] Saved forecast: FTC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FTC.txt
[2025-12-01T20:37:42.337255] [INFO ] [sig       ] [1330/3634] Completed FTC in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-01T20:37:42.337291] [INFO ] [sig       ] [1331/3634] Forecasting FTCI...
[2025-12-01T20:37:42.337320] [INFO ] [sig       ] Generating forecast for: FTCI
[2025-12-01T20:37:42.337348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCI' from 'https://tdm.silogroup.org/data/derivative_storage/FTCI.csv'.
[2025-12-01T20:37:42.348088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCI'.
[2025-12-01T20:37:42.348431] [INFO ] [FORECASTER] Starting predict_future for FTCI
[2025-12-01T20:37:42.349211] [DEBUG] [LOCAL     ] No optimal features file found for FTCI: ./output/feature-sets/FTCI.txt
[2025-12-01T20:37:42.349262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:42.349294] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:42.349321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:42.349389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:42.404871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:42.405475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:42.405550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:42.405598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:42.525678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:42.525820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:42.525856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:42.525883] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:42.529092] [DEBUG] [FORECASTER] FTCI: Forecast T+1@11:T+2@11: DOWN (p=20.86%)
[2025-12-01T20:37:42.529356] [INFO ] [FORECASTER] Completed predict_future for FTCI
[2025-12-01T20:37:42.529479] [INFO ] [sig       ] FTCI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:42.667847] [INFO ] [LOCAL     ] Saved forecast: FTCI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FTCI.txt
[2025-12-01T20:37:42.667966] [INFO ] [sig       ] [1331/3634] Completed FTCI in 0.3s | 2.98 sym/s | Total: 7.4m | ETA: 12.9m
[2025-12-01T20:37:42.668004] [INFO ] [sig       ] [1332/3634] Forecasting FTCS...
[2025-12-01T20:37:42.668031] [INFO ] [sig       ] Generating forecast for: FTCS
[2025-12-01T20:37:42.668058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTCS' from 'https://tdm.silogroup.org/data/derivative_storage/FTCS.csv'.
[2025-12-01T20:37:42.679306] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTCS'.
[2025-12-01T20:37:42.679616] [INFO ] [FORECASTER] Starting predict_future for FTCS
[2025-12-01T20:37:42.680356] [DEBUG] [LOCAL     ] No optimal features file found for FTCS: ./output/feature-sets/FTCS.txt
[2025-12-01T20:37:42.680409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:42.680442] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:42.680469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:42.680525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:42.736536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:42.737195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:42.737271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:42.737302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:42.854036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:42.854201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:42.854238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:42.854264] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:42.857884] [DEBUG] [FORECASTER] FTCS: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2025-12-01T20:37:42.858271] [INFO ] [FORECASTER] Completed predict_future for FTCS
[2025-12-01T20:37:42.858452] [INFO ] [sig       ] FTCS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:42.996500] [INFO ] [LOCAL     ] Saved forecast: FTCS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FTCS.txt
[2025-12-01T20:37:42.996662] [INFO ] [sig       ] [1332/3634] Completed FTCS in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-01T20:37:42.996709] [INFO ] [sig       ] [1333/3634] Forecasting FTEK...
[2025-12-01T20:37:42.996738] [INFO ] [sig       ] Generating forecast for: FTEK
[2025-12-01T20:37:42.996767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTEK' from 'https://tdm.silogroup.org/data/derivative_storage/FTEK.csv'.
[2025-12-01T20:37:43.008040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTEK'.
[2025-12-01T20:37:43.008461] [INFO ] [FORECASTER] Starting predict_future for FTEK
[2025-12-01T20:37:43.009287] [DEBUG] [LOCAL     ] No optimal features file found for FTEK: ./output/feature-sets/FTEK.txt
[2025-12-01T20:37:43.009339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:43.009371] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:43.009398] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:43.009453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:43.064281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:43.065027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:43.065105] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:43.065137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:43.177895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:43.178042] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:43.178079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:43.178107] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:43.181375] [DEBUG] [FORECASTER] FTEK: Forecast T+1@11:T+2@11: DOWN (p=23.97%)
[2025-12-01T20:37:43.181649] [INFO ] [FORECASTER] Completed predict_future for FTEK
[2025-12-01T20:37:43.181769] [INFO ] [sig       ] FTEK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:43.317240] [INFO ] [LOCAL     ] Saved forecast: FTEK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FTEK.txt
[2025-12-01T20:37:43.317374] [INFO ] [sig       ] [1333/3634] Completed FTEK in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-01T20:37:43.317414] [INFO ] [sig       ] [1334/3634] Forecasting FTGC...
[2025-12-01T20:37:43.317445] [INFO ] [sig       ] Generating forecast for: FTGC
[2025-12-01T20:37:43.317473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGC' from 'https://tdm.silogroup.org/data/derivative_storage/FTGC.csv'.
[2025-12-01T20:37:43.328802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGC'.
[2025-12-01T20:37:43.329097] [INFO ] [FORECASTER] Starting predict_future for FTGC
[2025-12-01T20:37:43.329868] [DEBUG] [LOCAL     ] No optimal features file found for FTGC: ./output/feature-sets/FTGC.txt
[2025-12-01T20:37:43.329918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:43.329976] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:43.330004] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:43.330060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:43.385702] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:43.386448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:43.386527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:43.386558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:43.505152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:43.505295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:43.505333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:43.505360] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:43.508632] [DEBUG] [FORECASTER] FTGC: Forecast T+1@11:T+2@11: UP (p=96.64%)
[2025-12-01T20:37:43.508892] [INFO ] [FORECASTER] Completed predict_future for FTGC
[2025-12-01T20:37:43.509015] [INFO ] [sig       ] FTGC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:43.646597] [INFO ] [LOCAL     ] Saved forecast: FTGC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FTGC.txt
[2025-12-01T20:37:43.646716] [INFO ] [sig       ] [1334/3634] Completed FTGC in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-01T20:37:43.646753] [INFO ] [sig       ] [1335/3634] Forecasting FTGS...
[2025-12-01T20:37:43.646780] [INFO ] [sig       ] Generating forecast for: FTGS
[2025-12-01T20:37:43.646808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTGS' from 'https://tdm.silogroup.org/data/derivative_storage/FTGS.csv'.
[2025-12-01T20:37:43.657525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTGS'.
[2025-12-01T20:37:43.657825] [INFO ] [FORECASTER] Starting predict_future for FTGS
[2025-12-01T20:37:43.658585] [DEBUG] [LOCAL     ] No optimal features file found for FTGS: ./output/feature-sets/FTGS.txt
[2025-12-01T20:37:43.658634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:43.658665] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:43.658690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:43.658744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:43.714838] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:43.715428] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:43.715504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:43.715537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:43.836335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:43.836446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:43.836481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:43.836508] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:43.839669] [DEBUG] [FORECASTER] FTGS: Forecast T+1@11:T+2@11: DOWN (p=4.60%)
[2025-12-01T20:37:43.839927] [INFO ] [FORECASTER] Completed predict_future for FTGS
[2025-12-01T20:37:43.840043] [INFO ] [sig       ] FTGS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:43.977165] [INFO ] [LOCAL     ] Saved forecast: FTGS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FTGS.txt
[2025-12-01T20:37:43.977277] [INFO ] [sig       ] [1335/3634] Completed FTGS in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-01T20:37:43.977313] [INFO ] [sig       ] [1336/3634] Forecasting FTHI...
[2025-12-01T20:37:43.977341] [INFO ] [sig       ] Generating forecast for: FTHI
[2025-12-01T20:37:43.977368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHI' from 'https://tdm.silogroup.org/data/derivative_storage/FTHI.csv'.
[2025-12-01T20:37:43.988760] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHI'.
[2025-12-01T20:37:43.989049] [INFO ] [FORECASTER] Starting predict_future for FTHI
[2025-12-01T20:37:43.989907] [DEBUG] [LOCAL     ] No optimal features file found for FTHI: ./output/feature-sets/FTHI.txt
[2025-12-01T20:37:43.989958] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:43.989990] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:43.990017] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:43.990073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:44.046585] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:44.047304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:44.047383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:44.047415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:44.161779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:44.161899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:44.161933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:44.161960] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:44.165133] [DEBUG] [FORECASTER] FTHI: Forecast T+1@11:T+2@11: DOWN (p=31.67%)
[2025-12-01T20:37:44.165387] [INFO ] [FORECASTER] Completed predict_future for FTHI
[2025-12-01T20:37:44.165510] [INFO ] [sig       ] FTHI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:44.303525] [INFO ] [LOCAL     ] Saved forecast: FTHI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FTHI.txt
[2025-12-01T20:37:44.303658] [INFO ] [sig       ] [1336/3634] Completed FTHI in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.9m
[2025-12-01T20:37:44.303697] [INFO ] [sig       ] [1337/3634] Forecasting FTHM...
[2025-12-01T20:37:44.303725] [INFO ] [sig       ] Generating forecast for: FTHM
[2025-12-01T20:37:44.303753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHM' from 'https://tdm.silogroup.org/data/derivative_storage/FTHM.csv'.
[2025-12-01T20:37:44.314861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHM'.
[2025-12-01T20:37:44.315196] [INFO ] [FORECASTER] Starting predict_future for FTHM
[2025-12-01T20:37:44.315978] [DEBUG] [LOCAL     ] No optimal features file found for FTHM: ./output/feature-sets/FTHM.txt
[2025-12-01T20:37:44.316030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:44.316062] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:44.316089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:44.316144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:44.372402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:44.373027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:44.373102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:44.373134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:44.491148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:44.491264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:44.491299] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:44.491356] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:44.495676] [DEBUG] [FORECASTER] FTHM: Forecast T+1@11:T+2@11: UP (p=85.43%)
[2025-12-01T20:37:44.495942] [INFO ] [FORECASTER] Completed predict_future for FTHM
[2025-12-01T20:37:44.496065] [INFO ] [sig       ] FTHM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:44.634114] [INFO ] [LOCAL     ] Saved forecast: FTHM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FTHM.txt
[2025-12-01T20:37:44.634228] [INFO ] [sig       ] [1337/3634] Completed FTHM in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-01T20:37:44.634264] [INFO ] [sig       ] [1338/3634] Forecasting FTHY...
[2025-12-01T20:37:44.634291] [INFO ] [sig       ] Generating forecast for: FTHY
[2025-12-01T20:37:44.634320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTHY' from 'https://tdm.silogroup.org/data/derivative_storage/FTHY.csv'.
[2025-12-01T20:37:44.645546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTHY'.
[2025-12-01T20:37:44.645849] [INFO ] [FORECASTER] Starting predict_future for FTHY
[2025-12-01T20:37:44.646649] [DEBUG] [LOCAL     ] No optimal features file found for FTHY: ./output/feature-sets/FTHY.txt
[2025-12-01T20:37:44.646702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:44.646734] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:44.646760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:44.646817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:44.702510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:44.703088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:44.703161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:44.703191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:44.817478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:44.817613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:44.817651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:44.817677] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:44.820849] [DEBUG] [FORECASTER] FTHY: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2025-12-01T20:37:44.821105] [INFO ] [FORECASTER] Completed predict_future for FTHY
[2025-12-01T20:37:44.821221] [INFO ] [sig       ] FTHY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:44.957939] [INFO ] [LOCAL     ] Saved forecast: FTHY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FTHY.txt
[2025-12-01T20:37:44.958045] [INFO ] [sig       ] [1338/3634] Completed FTHY in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-01T20:37:44.958081] [INFO ] [sig       ] [1339/3634] Forecasting FTI...
[2025-12-01T20:37:44.958109] [INFO ] [sig       ] Generating forecast for: FTI
[2025-12-01T20:37:44.958137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTI' from 'https://tdm.silogroup.org/data/derivative_storage/FTI.csv'.
[2025-12-01T20:37:44.969153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTI'.
[2025-12-01T20:37:44.969454] [INFO ] [FORECASTER] Starting predict_future for FTI
[2025-12-01T20:37:44.970226] [DEBUG] [LOCAL     ] No optimal features file found for FTI: ./output/feature-sets/FTI.txt
[2025-12-01T20:37:44.970288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:44.970320] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:44.970347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:44.970403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:45.025464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:45.026077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:45.026153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:45.026187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:45.144236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:45.144347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:45.144381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:45.144408] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:45.147464] [DEBUG] [FORECASTER] FTI: Forecast T+1@11:T+2@11: DOWN (p=10.36%)
[2025-12-01T20:37:45.147738] [INFO ] [FORECASTER] Completed predict_future for FTI
[2025-12-01T20:37:45.147858] [INFO ] [sig       ] FTI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:45.285195] [INFO ] [LOCAL     ] Saved forecast: FTI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FTI.txt
[2025-12-01T20:37:45.285309] [INFO ] [sig       ] [1339/3634] Completed FTI in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-01T20:37:45.285347] [INFO ] [sig       ] [1340/3634] Forecasting FTK...
[2025-12-01T20:37:45.285375] [INFO ] [sig       ] Generating forecast for: FTK
[2025-12-01T20:37:45.285403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTK' from 'https://tdm.silogroup.org/data/derivative_storage/FTK.csv'.
[2025-12-01T20:37:45.296095] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FTK'.
[2025-12-01T20:37:45.296362] [INFO ] [FORECASTER] Starting predict_future for FTK
[2025-12-01T20:37:45.297119] [DEBUG] [LOCAL     ] No optimal features file found for FTK: ./output/feature-sets/FTK.txt
[2025-12-01T20:37:45.297169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:45.297200] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:45.297226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:45.297281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:45.352743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:45.353323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:45.353404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:45.353435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:45.469030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:45.469172] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:45.469210] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:45.469239] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:45.472554] [DEBUG] [FORECASTER] FTK: Forecast T+1@11:T+2@11: DOWN (p=6.65%)
[2025-12-01T20:37:45.472854] [INFO ] [FORECASTER] Completed predict_future for FTK
[2025-12-01T20:37:45.472979] [INFO ] [sig       ] FTK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:45.611459] [INFO ] [LOCAL     ] Saved forecast: FTK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTK.txt
[2025-12-01T20:37:45.611599] [INFO ] [sig       ] [1340/3634] Completed FTK in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-01T20:37:45.611637] [INFO ] [sig       ] [1341/3634] Forecasting FTLF...
[2025-12-01T20:37:45.611665] [INFO ] [sig       ] Generating forecast for: FTLF
[2025-12-01T20:37:45.611692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTLF' from 'https://tdm.silogroup.org/data/derivative_storage/FTLF.csv'.
[2025-12-01T20:37:45.622407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTLF'.
[2025-12-01T20:37:45.622727] [INFO ] [FORECASTER] Starting predict_future for FTLF
[2025-12-01T20:37:45.623560] [DEBUG] [LOCAL     ] No optimal features file found for FTLF: ./output/feature-sets/FTLF.txt
[2025-12-01T20:37:45.623625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:45.623655] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:45.623681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:45.623735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:45.678616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:45.679200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:45.679277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:45.679308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:45.784961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:45.785082] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:45.785119] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:45.785147] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:45.788494] [DEBUG] [FORECASTER] FTLF: Forecast T+1@11:T+2@11: UP (p=55.49%)
[2025-12-01T20:37:45.788782] [INFO ] [FORECASTER] Completed predict_future for FTLF
[2025-12-01T20:37:45.788903] [INFO ] [sig       ] FTLF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:45.932757] [INFO ] [LOCAL     ] Saved forecast: FTLF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FTLF.txt
[2025-12-01T20:37:45.932871] [INFO ] [sig       ] [1341/3634] Completed FTLF in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-01T20:37:45.932908] [INFO ] [sig       ] [1342/3634] Forecasting FTQI...
[2025-12-01T20:37:45.932935] [INFO ] [sig       ] Generating forecast for: FTQI
[2025-12-01T20:37:45.932962] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTQI' from 'https://tdm.silogroup.org/data/derivative_storage/FTQI.csv'.
[2025-12-01T20:37:45.944007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTQI'.
[2025-12-01T20:37:45.944282] [INFO ] [FORECASTER] Starting predict_future for FTQI
[2025-12-01T20:37:45.945052] [DEBUG] [LOCAL     ] No optimal features file found for FTQI: ./output/feature-sets/FTQI.txt
[2025-12-01T20:37:45.945103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:45.945134] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:45.945161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:45.945216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:46.001502] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:46.002099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:46.002173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:46.002204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:46.116808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:46.116928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:46.116964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:46.116992] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:46.120287] [DEBUG] [FORECASTER] FTQI: Forecast T+1@11:T+2@11: UP (p=93.49%)
[2025-12-01T20:37:46.120540] [INFO ] [FORECASTER] Completed predict_future for FTQI
[2025-12-01T20:37:46.120676] [INFO ] [sig       ] FTQI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:46.262327] [INFO ] [LOCAL     ] Saved forecast: FTQI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FTQI.txt
[2025-12-01T20:37:46.262440] [INFO ] [sig       ] [1342/3634] Completed FTQI in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-01T20:37:46.262481] [INFO ] [sig       ] [1343/3634] Forecasting FTRE...
[2025-12-01T20:37:46.262515] [INFO ] [sig       ] Generating forecast for: FTRE
[2025-12-01T20:37:46.262543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRE' from 'https://tdm.silogroup.org/data/derivative_storage/FTRE.csv'.
[2025-12-01T20:37:46.273684] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRE'.
[2025-12-01T20:37:46.273944] [INFO ] [FORECASTER] Starting predict_future for FTRE
[2025-12-01T20:37:46.274695] [DEBUG] [LOCAL     ] No optimal features file found for FTRE: ./output/feature-sets/FTRE.txt
[2025-12-01T20:37:46.274744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:46.274774] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:46.274800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:46.274853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:46.329620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:46.330205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:46.330280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:46.330310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:46.448671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:46.448783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:46.448818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:46.448845] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:46.452075] [DEBUG] [FORECASTER] FTRE: Forecast T+1@11:T+2@11: DOWN (p=25.94%)
[2025-12-01T20:37:46.452359] [INFO ] [FORECASTER] Completed predict_future for FTRE
[2025-12-01T20:37:46.452487] [INFO ] [sig       ] FTRE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:46.589096] [INFO ] [LOCAL     ] Saved forecast: FTRE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FTRE.txt
[2025-12-01T20:37:46.589214] [INFO ] [sig       ] [1343/3634] Completed FTRE in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-01T20:37:46.589250] [INFO ] [sig       ] [1344/3634] Forecasting FTRI...
[2025-12-01T20:37:46.589277] [INFO ] [sig       ] Generating forecast for: FTRI
[2025-12-01T20:37:46.589305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTRI' from 'https://tdm.silogroup.org/data/derivative_storage/FTRI.csv'.
[2025-12-01T20:37:46.599763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTRI'.
[2025-12-01T20:37:46.600024] [INFO ] [FORECASTER] Starting predict_future for FTRI
[2025-12-01T20:37:46.600761] [DEBUG] [LOCAL     ] No optimal features file found for FTRI: ./output/feature-sets/FTRI.txt
[2025-12-01T20:37:46.600809] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:46.600839] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:46.600865] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:46.600919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:46.655439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:46.656041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:46.656140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:46.656171] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:46.771379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:46.771495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:46.771530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:46.771556] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:46.774692] [DEBUG] [FORECASTER] FTRI: Forecast T+1@11:T+2@11: UP (p=52.37%)
[2025-12-01T20:37:46.774963] [INFO ] [FORECASTER] Completed predict_future for FTRI
[2025-12-01T20:37:46.775080] [INFO ] [sig       ] FTRI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:46.911616] [INFO ] [LOCAL     ] Saved forecast: FTRI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FTRI.txt
[2025-12-01T20:37:46.911724] [INFO ] [sig       ] [1344/3634] Completed FTRI in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-01T20:37:46.911760] [INFO ] [sig       ] [1345/3634] Forecasting FTS...
[2025-12-01T20:37:46.911787] [INFO ] [sig       ] Generating forecast for: FTS
[2025-12-01T20:37:46.911815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTS' from 'https://tdm.silogroup.org/data/derivative_storage/FTS.csv'.
[2025-12-01T20:37:46.922805] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FTS'.
[2025-12-01T20:37:46.923087] [INFO ] [FORECASTER] Starting predict_future for FTS
[2025-12-01T20:37:46.923835] [DEBUG] [LOCAL     ] No optimal features file found for FTS: ./output/feature-sets/FTS.txt
[2025-12-01T20:37:46.923884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:46.923914] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:46.923940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:46.923994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:46.979433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:46.980059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:46.980135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:46.980167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:47.103523] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:47.103655] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:47.103694] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:47.103723] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:47.106887] [DEBUG] [FORECASTER] FTS: Forecast T+1@11:T+2@11: DOWN (p=36.84%)
[2025-12-01T20:37:47.107150] [INFO ] [FORECASTER] Completed predict_future for FTS
[2025-12-01T20:37:47.107271] [INFO ] [sig       ] FTS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:47.244385] [INFO ] [LOCAL     ] Saved forecast: FTS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTS.txt
[2025-12-01T20:37:47.244505] [INFO ] [sig       ] [1345/3634] Completed FTS in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-01T20:37:47.244541] [INFO ] [sig       ] [1346/3634] Forecasting FTSL...
[2025-12-01T20:37:47.244584] [INFO ] [sig       ] Generating forecast for: FTSL
[2025-12-01T20:37:47.244615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSL' from 'https://tdm.silogroup.org/data/derivative_storage/FTSL.csv'.
[2025-12-01T20:37:47.255472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTSL'.
[2025-12-01T20:37:47.255780] [INFO ] [FORECASTER] Starting predict_future for FTSL
[2025-12-01T20:37:47.256500] [DEBUG] [LOCAL     ] No optimal features file found for FTSL: ./output/feature-sets/FTSL.txt
[2025-12-01T20:37:47.256548] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:47.256607] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:47.256639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:47.256700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:47.312070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:47.312678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:47.312754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:47.312787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:47.426584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:47.426700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:47.426751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:47.426778] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:47.429949] [DEBUG] [FORECASTER] FTSL: Forecast T+1@11:T+2@11: DOWN (p=38.70%)
[2025-12-01T20:37:47.430210] [INFO ] [FORECASTER] Completed predict_future for FTSL
[2025-12-01T20:37:47.430331] [INFO ] [sig       ] FTSL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:47.570355] [INFO ] [LOCAL     ] Saved forecast: FTSL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FTSL.txt
[2025-12-01T20:37:47.570481] [INFO ] [sig       ] [1346/3634] Completed FTSL in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-01T20:37:47.570529] [INFO ] [sig       ] [1347/3634] Forecasting FTSM...
[2025-12-01T20:37:47.570566] [INFO ] [sig       ] Generating forecast for: FTSM
[2025-12-01T20:37:47.570628] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTSM' from 'https://tdm.silogroup.org/data/derivative_storage/FTSM.csv'.
[2025-12-01T20:37:47.581758] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FTSM'.
[2025-12-01T20:37:47.582043] [INFO ] [FORECASTER] Starting predict_future for FTSM
[2025-12-01T20:37:47.582825] [DEBUG] [LOCAL     ] No optimal features file found for FTSM: ./output/feature-sets/FTSM.txt
[2025-12-01T20:37:47.582878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:47.582911] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:47.582939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:47.582995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:47.638208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:47.638813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:47.638890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:47.638921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:47.739359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:47.739514] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:47.739559] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:47.739606] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:47.742902] [DEBUG] [FORECASTER] FTSM: Forecast T+1@11:T+2@11: DOWN (p=34.68%)
[2025-12-01T20:37:47.743183] [INFO ] [FORECASTER] Completed predict_future for FTSM
[2025-12-01T20:37:47.743307] [INFO ] [sig       ] FTSM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:47.880513] [INFO ] [LOCAL     ] Saved forecast: FTSM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FTSM.txt
[2025-12-01T20:37:47.880715] [INFO ] [sig       ] [1347/3634] Completed FTSM in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-01T20:37:47.880765] [INFO ] [sig       ] [1348/3634] Forecasting FTXG...
[2025-12-01T20:37:47.880832] [INFO ] [sig       ] Generating forecast for: FTXG
[2025-12-01T20:37:47.880893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXG' from 'https://tdm.silogroup.org/data/derivative_storage/FTXG.csv'.
[2025-12-01T20:37:47.892466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXG'.
[2025-12-01T20:37:47.892845] [INFO ] [FORECASTER] Starting predict_future for FTXG
[2025-12-01T20:37:47.893610] [DEBUG] [LOCAL     ] No optimal features file found for FTXG: ./output/feature-sets/FTXG.txt
[2025-12-01T20:37:47.893661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:47.893693] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:47.893719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:47.893774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:47.949823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:47.950709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:47.950795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:47.950828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:48.062921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:48.063075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:48.063113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:48.063142] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:48.066438] [DEBUG] [FORECASTER] FTXG: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-12-01T20:37:48.066738] [INFO ] [FORECASTER] Completed predict_future for FTXG
[2025-12-01T20:37:48.066864] [INFO ] [sig       ] FTXG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:48.209929] [INFO ] [LOCAL     ] Saved forecast: FTXG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FTXG.txt
[2025-12-01T20:37:48.210093] [INFO ] [sig       ] [1348/3634] Completed FTXG in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-01T20:37:48.210134] [INFO ] [sig       ] [1349/3634] Forecasting FTXL...
[2025-12-01T20:37:48.210167] [INFO ] [sig       ] Generating forecast for: FTXL
[2025-12-01T20:37:48.210209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXL' from 'https://tdm.silogroup.org/data/derivative_storage/FTXL.csv'.
[2025-12-01T20:37:48.226112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXL'.
[2025-12-01T20:37:48.226632] [INFO ] [FORECASTER] Starting predict_future for FTXL
[2025-12-01T20:37:48.227783] [DEBUG] [LOCAL     ] No optimal features file found for FTXL: ./output/feature-sets/FTXL.txt
[2025-12-01T20:37:48.227847] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:48.227899] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:48.227941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:48.228023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:48.299296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:48.300333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:48.300462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:48.300506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:48.447225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:48.447409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:48.447465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:48.447508] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:48.452510] [DEBUG] [FORECASTER] FTXL: Forecast T+1@11:T+2@11: UP (p=95.91%)
[2025-12-01T20:37:48.452941] [INFO ] [FORECASTER] Completed predict_future for FTXL
[2025-12-01T20:37:48.453116] [INFO ] [sig       ] FTXL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:48.607186] [INFO ] [LOCAL     ] Saved forecast: FTXL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FTXL.txt
[2025-12-01T20:37:48.607351] [INFO ] [sig       ] [1349/3634] Completed FTXL in 0.4s | 2.98 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-01T20:37:48.607391] [INFO ] [sig       ] [1350/3634] Forecasting FTXN...
[2025-12-01T20:37:48.607418] [INFO ] [sig       ] Generating forecast for: FTXN
[2025-12-01T20:37:48.607447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXN' from 'https://tdm.silogroup.org/data/derivative_storage/FTXN.csv'.
[2025-12-01T20:37:48.619803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXN'.
[2025-12-01T20:37:48.620215] [INFO ] [FORECASTER] Starting predict_future for FTXN
[2025-12-01T20:37:48.621303] [DEBUG] [LOCAL     ] No optimal features file found for FTXN: ./output/feature-sets/FTXN.txt
[2025-12-01T20:37:48.621369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:48.621434] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:48.621482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:48.621616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:48.692079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:48.692967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:48.693049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:48.693081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:48.810491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:48.810664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:48.810704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:48.810733] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:48.814115] [DEBUG] [FORECASTER] FTXN: Forecast T+1@11:T+2@11: UP (p=54.72%)
[2025-12-01T20:37:48.814404] [INFO ] [FORECASTER] Completed predict_future for FTXN
[2025-12-01T20:37:48.814532] [INFO ] [sig       ] FTXN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:48.954488] [INFO ] [LOCAL     ] Saved forecast: FTXN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FTXN.txt
[2025-12-01T20:37:48.954677] [INFO ] [sig       ] [1350/3634] Completed FTXN in 0.3s | 2.98 sym/s | Total: 7.5m | ETA: 12.8m
[2025-12-01T20:37:48.954718] [INFO ] [sig       ] [1351/3634] Forecasting FTXO...
[2025-12-01T20:37:48.954747] [INFO ] [sig       ] Generating forecast for: FTXO
[2025-12-01T20:37:48.954775] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FTXO' from 'https://tdm.silogroup.org/data/derivative_storage/FTXO.csv'.
[2025-12-01T20:37:48.966307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FTXO'.
[2025-12-01T20:37:48.966709] [INFO ] [FORECASTER] Starting predict_future for FTXO
[2025-12-01T20:37:48.967520] [DEBUG] [LOCAL     ] No optimal features file found for FTXO: ./output/feature-sets/FTXO.txt
[2025-12-01T20:37:48.967570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:48.967677] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:48.967722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:48.967801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:49.026250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:49.027229] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:49.027329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:49.027365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:49.150725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:49.150885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:49.150923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:49.150951] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:49.154343] [DEBUG] [FORECASTER] FTXO: Forecast T+1@11:T+2@11: DOWN (p=7.57%)
[2025-12-01T20:37:49.154649] [INFO ] [FORECASTER] Completed predict_future for FTXO
[2025-12-01T20:37:49.154780] [INFO ] [sig       ] FTXO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:49.301417] [INFO ] [LOCAL     ] Saved forecast: FTXO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FTXO.txt
[2025-12-01T20:37:49.301600] [INFO ] [sig       ] [1351/3634] Completed FTXO in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-01T20:37:49.301644] [INFO ] [sig       ] [1352/3634] Forecasting FUBO...
[2025-12-01T20:37:49.301674] [INFO ] [sig       ] Generating forecast for: FUBO
[2025-12-01T20:37:49.301704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUBO' from 'https://tdm.silogroup.org/data/derivative_storage/FUBO.csv'.
[2025-12-01T20:37:49.313033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUBO'.
[2025-12-01T20:37:49.313413] [INFO ] [FORECASTER] Starting predict_future for FUBO
[2025-12-01T20:37:49.314257] [DEBUG] [LOCAL     ] No optimal features file found for FUBO: ./output/feature-sets/FUBO.txt
[2025-12-01T20:37:49.314310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:49.314340] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:49.314366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:49.314422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:49.372726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:49.373636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:49.373725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:49.373759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:49.503186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:49.503324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:49.503363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:49.503392] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:49.506859] [DEBUG] [FORECASTER] FUBO: Forecast T+1@11:T+2@11: DOWN (p=35.71%)
[2025-12-01T20:37:49.507133] [INFO ] [FORECASTER] Completed predict_future for FUBO
[2025-12-01T20:37:49.507258] [INFO ] [sig       ] FUBO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:49.651852] [INFO ] [LOCAL     ] Saved forecast: FUBO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FUBO.txt
[2025-12-01T20:37:49.652017] [INFO ] [sig       ] [1352/3634] Completed FUBO in 0.4s | 2.98 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-01T20:37:49.652058] [INFO ] [sig       ] [1353/3634] Forecasting FUL...
[2025-12-01T20:37:49.652087] [INFO ] [sig       ] Generating forecast for: FUL
[2025-12-01T20:37:49.652115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUL' from 'https://tdm.silogroup.org/data/derivative_storage/FUL.csv'.
[2025-12-01T20:37:49.663228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUL'.
[2025-12-01T20:37:49.663482] [INFO ] [FORECASTER] Starting predict_future for FUL
[2025-12-01T20:37:49.664278] [DEBUG] [LOCAL     ] No optimal features file found for FUL: ./output/feature-sets/FUL.txt
[2025-12-01T20:37:49.664328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:49.664359] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:49.664385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:49.664439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:49.719535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:49.720157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:49.720232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:49.720263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:49.839668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:49.839814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:49.839851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:49.839878] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:49.843129] [DEBUG] [FORECASTER] FUL: Forecast T+1@11:T+2@11: DOWN (p=2.77%)
[2025-12-01T20:37:49.843393] [INFO ] [FORECASTER] Completed predict_future for FUL
[2025-12-01T20:37:49.843515] [INFO ] [sig       ] FUL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:49.996794] [INFO ] [LOCAL     ] Saved forecast: FUL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FUL.txt
[2025-12-01T20:37:49.996948] [INFO ] [sig       ] [1353/3634] Completed FUL in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-01T20:37:49.996995] [INFO ] [sig       ] [1354/3634] Forecasting FULC...
[2025-12-01T20:37:49.997027] [INFO ] [sig       ] Generating forecast for: FULC
[2025-12-01T20:37:49.997057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FULC' from 'https://tdm.silogroup.org/data/derivative_storage/FULC.csv'.
[2025-12-01T20:37:50.008376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FULC'.
[2025-12-01T20:37:50.008657] [INFO ] [FORECASTER] Starting predict_future for FULC
[2025-12-01T20:37:50.009375] [DEBUG] [LOCAL     ] No optimal features file found for FULC: ./output/feature-sets/FULC.txt
[2025-12-01T20:37:50.009424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:50.009454] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:50.009480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:50.009534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:50.071901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:50.072726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:50.072807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:50.072840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:50.198893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:50.199040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:50.199077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:50.199138] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:50.202379] [DEBUG] [FORECASTER] FULC: Forecast T+1@11:T+2@11: UP (p=91.73%)
[2025-12-01T20:37:50.202663] [INFO ] [FORECASTER] Completed predict_future for FULC
[2025-12-01T20:37:50.202783] [INFO ] [sig       ] FULC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:50.340729] [INFO ] [LOCAL     ] Saved forecast: FULC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FULC.txt
[2025-12-01T20:37:50.340841] [INFO ] [sig       ] [1354/3634] Completed FULC in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.8m
[2025-12-01T20:37:50.340877] [INFO ] [sig       ] [1355/3634] Forecasting FUN...
[2025-12-01T20:37:50.340905] [INFO ] [sig       ] Generating forecast for: FUN
[2025-12-01T20:37:50.340933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUN' from 'https://tdm.silogroup.org/data/derivative_storage/FUN.csv'.
[2025-12-01T20:37:50.351794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUN'.
[2025-12-01T20:37:50.352066] [INFO ] [FORECASTER] Starting predict_future for FUN
[2025-12-01T20:37:50.352807] [DEBUG] [LOCAL     ] No optimal features file found for FUN: ./output/feature-sets/FUN.txt
[2025-12-01T20:37:50.352856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:50.352887] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:50.352912] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:50.352967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:50.408381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:50.408970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:50.409045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:50.409076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:50.525625] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:50.525770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:50.525807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:50.525834] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:50.529031] [DEBUG] [FORECASTER] FUN: Forecast T+1@11:T+2@11: DOWN (p=37.90%)
[2025-12-01T20:37:50.529291] [INFO ] [FORECASTER] Completed predict_future for FUN
[2025-12-01T20:37:50.529427] [INFO ] [sig       ] FUN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:50.667214] [INFO ] [LOCAL     ] Saved forecast: FUN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FUN.txt
[2025-12-01T20:37:50.667326] [INFO ] [sig       ] [1355/3634] Completed FUN in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-01T20:37:50.667362] [INFO ] [sig       ] [1356/3634] Forecasting FUNC...
[2025-12-01T20:37:50.667390] [INFO ] [sig       ] Generating forecast for: FUNC
[2025-12-01T20:37:50.667418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUNC' from 'https://tdm.silogroup.org/data/derivative_storage/FUNC.csv'.
[2025-12-01T20:37:50.678476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUNC'.
[2025-12-01T20:37:50.678783] [INFO ] [FORECASTER] Starting predict_future for FUNC
[2025-12-01T20:37:50.679502] [DEBUG] [LOCAL     ] No optimal features file found for FUNC: ./output/feature-sets/FUNC.txt
[2025-12-01T20:37:50.679551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:50.679605] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:50.679646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:50.679715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:50.735879] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:50.736495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:50.736587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:50.736622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:50.851860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:50.852008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:50.852046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:50.852074] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:50.855364] [DEBUG] [FORECASTER] FUNC: Forecast T+1@11:T+2@11: DOWN (p=9.00%)
[2025-12-01T20:37:50.855662] [INFO ] [FORECASTER] Completed predict_future for FUNC
[2025-12-01T20:37:50.855782] [INFO ] [sig       ] FUNC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:50.997905] [INFO ] [LOCAL     ] Saved forecast: FUNC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FUNC.txt
[2025-12-01T20:37:50.998088] [INFO ] [sig       ] [1356/3634] Completed FUNC in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-01T20:37:50.998140] [INFO ] [sig       ] [1357/3634] Forecasting FUND...
[2025-12-01T20:37:50.998179] [INFO ] [sig       ] Generating forecast for: FUND
[2025-12-01T20:37:50.998219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FUND' from 'https://tdm.silogroup.org/data/derivative_storage/FUND.csv'.
[2025-12-01T20:37:51.011232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FUND'.
[2025-12-01T20:37:51.011637] [INFO ] [FORECASTER] Starting predict_future for FUND
[2025-12-01T20:37:51.012445] [DEBUG] [LOCAL     ] No optimal features file found for FUND: ./output/feature-sets/FUND.txt
[2025-12-01T20:37:51.012504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:51.012545] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:51.012601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:51.012679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:51.070534] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:51.071375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:51.071455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:51.071487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:51.186200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:51.186343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:51.186379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:51.186423] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:51.189637] [DEBUG] [FORECASTER] FUND: Forecast T+1@11:T+2@11: DOWN (p=41.24%)
[2025-12-01T20:37:51.189893] [INFO ] [FORECASTER] Completed predict_future for FUND
[2025-12-01T20:37:51.190010] [INFO ] [sig       ] FUND: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:51.327022] [INFO ] [LOCAL     ] Saved forecast: FUND	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FUND.txt
[2025-12-01T20:37:51.327136] [INFO ] [sig       ] [1357/3634] Completed FUND in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-01T20:37:51.327173] [INFO ] [sig       ] [1358/3634] Forecasting FVCB...
[2025-12-01T20:37:51.327201] [INFO ] [sig       ] Generating forecast for: FVCB
[2025-12-01T20:37:51.327228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FVCB' from 'https://tdm.silogroup.org/data/derivative_storage/FVCB.csv'.
[2025-12-01T20:37:51.338162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FVCB'.
[2025-12-01T20:37:51.338497] [INFO ] [FORECASTER] Starting predict_future for FVCB
[2025-12-01T20:37:51.339248] [DEBUG] [LOCAL     ] No optimal features file found for FVCB: ./output/feature-sets/FVCB.txt
[2025-12-01T20:37:51.339298] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:51.339328] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:51.339353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:51.339408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:51.394132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:51.394722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:51.394795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:51.394825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:51.501466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:51.501606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:51.501645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:51.501673] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:51.504840] [DEBUG] [FORECASTER] FVCB: Forecast T+1@11:T+2@11: UP (p=74.79%)
[2025-12-01T20:37:51.505097] [INFO ] [FORECASTER] Completed predict_future for FVCB
[2025-12-01T20:37:51.505219] [INFO ] [sig       ] FVCB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:51.644368] [INFO ] [LOCAL     ] Saved forecast: FVCB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FVCB.txt
[2025-12-01T20:37:51.644484] [INFO ] [sig       ] [1358/3634] Completed FVCB in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-01T20:37:51.644521] [INFO ] [sig       ] [1359/3634] Forecasting FWONA...
[2025-12-01T20:37:51.644549] [INFO ] [sig       ] Generating forecast for: FWONA
[2025-12-01T20:37:51.644595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONA' from 'https://tdm.silogroup.org/data/derivative_storage/FWONA.csv'.
[2025-12-01T20:37:51.656121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONA'.
[2025-12-01T20:37:51.656446] [INFO ] [FORECASTER] Starting predict_future for FWONA
[2025-12-01T20:37:51.657242] [DEBUG] [LOCAL     ] No optimal features file found for FWONA: ./output/feature-sets/FWONA.txt
[2025-12-01T20:37:51.657294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:51.657324] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:51.657350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:51.657405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:51.714388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:51.715148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:51.715247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:51.715280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:51.837125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:51.837264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:51.837300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:51.837327] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:51.840648] [DEBUG] [FORECASTER] FWONA: Forecast T+1@11:T+2@11: UP (p=64.33%)
[2025-12-01T20:37:51.840921] [INFO ] [FORECASTER] Completed predict_future for FWONA
[2025-12-01T20:37:51.841040] [INFO ] [sig       ] FWONA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:51.981931] [INFO ] [LOCAL     ] Saved forecast: FWONA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FWONA.txt
[2025-12-01T20:37:51.982082] [INFO ] [sig       ] [1359/3634] Completed FWONA in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-01T20:37:51.982121] [INFO ] [sig       ] [1360/3634] Forecasting FWONK...
[2025-12-01T20:37:51.982150] [INFO ] [sig       ] Generating forecast for: FWONK
[2025-12-01T20:37:51.982178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWONK' from 'https://tdm.silogroup.org/data/derivative_storage/FWONK.csv'.
[2025-12-01T20:37:51.993743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWONK'.
[2025-12-01T20:37:51.994047] [INFO ] [FORECASTER] Starting predict_future for FWONK
[2025-12-01T20:37:51.994788] [DEBUG] [LOCAL     ] No optimal features file found for FWONK: ./output/feature-sets/FWONK.txt
[2025-12-01T20:37:51.994837] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:51.994874] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:51.994900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:51.994954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:52.050560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:52.051420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:52.051501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:52.051533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:52.170332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:52.170487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:52.170526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:52.170554] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:52.173903] [DEBUG] [FORECASTER] FWONK: Forecast T+1@11:T+2@11: UP (p=94.81%)
[2025-12-01T20:37:52.174202] [INFO ] [FORECASTER] Completed predict_future for FWONK
[2025-12-01T20:37:52.174333] [INFO ] [sig       ] FWONK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:52.311672] [INFO ] [LOCAL     ] Saved forecast: FWONK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/FWONK.txt
[2025-12-01T20:37:52.311791] [INFO ] [sig       ] [1360/3634] Completed FWONK in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-01T20:37:52.311827] [INFO ] [sig       ] [1361/3634] Forecasting FWRD...
[2025-12-01T20:37:52.311857] [INFO ] [sig       ] Generating forecast for: FWRD
[2025-12-01T20:37:52.311885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRD' from 'https://tdm.silogroup.org/data/derivative_storage/FWRD.csv'.
[2025-12-01T20:37:52.322674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRD'.
[2025-12-01T20:37:52.322943] [INFO ] [FORECASTER] Starting predict_future for FWRD
[2025-12-01T20:37:52.323686] [DEBUG] [LOCAL     ] No optimal features file found for FWRD: ./output/feature-sets/FWRD.txt
[2025-12-01T20:37:52.323736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:52.323778] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:52.323805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:52.323859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:52.380122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:52.380789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:52.380893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:52.380925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:52.502641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:52.502769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:52.502804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:52.502832] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:52.505983] [DEBUG] [FORECASTER] FWRD: Forecast T+1@11:T+2@11: DOWN (p=16.88%)
[2025-12-01T20:37:52.506238] [INFO ] [FORECASTER] Completed predict_future for FWRD
[2025-12-01T20:37:52.506355] [INFO ] [sig       ] FWRD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:52.643677] [INFO ] [LOCAL     ] Saved forecast: FWRD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FWRD.txt
[2025-12-01T20:37:52.643792] [INFO ] [sig       ] [1361/3634] Completed FWRD in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-01T20:37:52.643828] [INFO ] [sig       ] [1362/3634] Forecasting FWRG...
[2025-12-01T20:37:52.643857] [INFO ] [sig       ] Generating forecast for: FWRG
[2025-12-01T20:37:52.643885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FWRG' from 'https://tdm.silogroup.org/data/derivative_storage/FWRG.csv'.
[2025-12-01T20:37:52.654879] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FWRG'.
[2025-12-01T20:37:52.655143] [INFO ] [FORECASTER] Starting predict_future for FWRG
[2025-12-01T20:37:52.655884] [DEBUG] [LOCAL     ] No optimal features file found for FWRG: ./output/feature-sets/FWRG.txt
[2025-12-01T20:37:52.655932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:52.655962] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:52.655988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:52.656041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:52.712025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:52.712606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:52.712680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:52.712712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:52.832452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:52.832601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:52.832639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:52.832668] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:52.835923] [DEBUG] [FORECASTER] FWRG: Forecast T+1@11:T+2@11: DOWN (p=9.64%)
[2025-12-01T20:37:52.836177] [INFO ] [FORECASTER] Completed predict_future for FWRG
[2025-12-01T20:37:52.836296] [INFO ] [sig       ] FWRG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:52.977813] [INFO ] [LOCAL     ] Saved forecast: FWRG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FWRG.txt
[2025-12-01T20:37:52.977927] [INFO ] [sig       ] [1362/3634] Completed FWRG in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-01T20:37:52.977962] [INFO ] [sig       ] [1363/3634] Forecasting FYC...
[2025-12-01T20:37:52.977990] [INFO ] [sig       ] Generating forecast for: FYC
[2025-12-01T20:37:52.978019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYC' from 'https://tdm.silogroup.org/data/derivative_storage/FYC.csv'.
[2025-12-01T20:37:52.990037] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'FYC'.
[2025-12-01T20:37:52.990430] [INFO ] [FORECASTER] Starting predict_future for FYC
[2025-12-01T20:37:52.991269] [DEBUG] [LOCAL     ] No optimal features file found for FYC: ./output/feature-sets/FYC.txt
[2025-12-01T20:37:52.991330] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:52.991365] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:52.991390] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:52.991445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:53.047196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:53.047859] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:53.047941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:53.047973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:53.166729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:53.166889] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:53.166932] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:53.166960] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:53.170338] [DEBUG] [FORECASTER] FYC: Forecast T+1@11:T+2@11: DOWN (p=4.55%)
[2025-12-01T20:37:53.170670] [INFO ] [FORECASTER] Completed predict_future for FYC
[2025-12-01T20:37:53.170808] [INFO ] [sig       ] FYC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:53.308642] [INFO ] [LOCAL     ] Saved forecast: FYC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/FYC.txt
[2025-12-01T20:37:53.308791] [INFO ] [sig       ] [1363/3634] Completed FYC in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-01T20:37:53.308835] [INFO ] [sig       ] [1364/3634] Forecasting FYX...
[2025-12-01T20:37:53.308864] [INFO ] [sig       ] Generating forecast for: FYX
[2025-12-01T20:37:53.308893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'FYX' from 'https://tdm.silogroup.org/data/derivative_storage/FYX.csv'.
[2025-12-01T20:37:53.320098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'FYX'.
[2025-12-01T20:37:53.320395] [INFO ] [FORECASTER] Starting predict_future for FYX
[2025-12-01T20:37:53.321178] [DEBUG] [LOCAL     ] No optimal features file found for FYX: ./output/feature-sets/FYX.txt
[2025-12-01T20:37:53.321228] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:53.321257] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:53.321282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:53.321336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:53.376133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:53.376721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:53.376796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:53.376826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:53.496898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:53.497027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:53.497063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:53.497090] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:53.500275] [DEBUG] [FORECASTER] FYX: Forecast T+1@11:T+2@11: DOWN (p=5.14%)
[2025-12-01T20:37:53.500534] [INFO ] [FORECASTER] Completed predict_future for FYX
[2025-12-01T20:37:53.500681] [INFO ] [sig       ] FYX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:53.638208] [INFO ] [LOCAL     ] Saved forecast: FYX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/FYX.txt
[2025-12-01T20:37:53.638376] [INFO ] [sig       ] [1364/3634] Completed FYX in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-01T20:37:53.638416] [INFO ] [sig       ] [1365/3634] Forecasting G...
[2025-12-01T20:37:53.638451] [INFO ] [sig       ] Generating forecast for: G
[2025-12-01T20:37:53.638481] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'G' from 'https://tdm.silogroup.org/data/derivative_storage/G.csv'.
[2025-12-01T20:37:53.649484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'G'.
[2025-12-01T20:37:53.649778] [INFO ] [FORECASTER] Starting predict_future for G
[2025-12-01T20:37:53.650493] [DEBUG] [LOCAL     ] No optimal features file found for G: ./output/feature-sets/G.txt
[2025-12-01T20:37:53.650541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:53.650590] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:53.650623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:53.650690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:53.705874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:53.706452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:53.706524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:53.706555] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:53.828893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:53.829048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:53.829084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:53.829112] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:53.832452] [DEBUG] [FORECASTER] G: Forecast T+1@11:T+2@11: UP (p=88.32%)
[2025-12-01T20:37:53.832759] [INFO ] [FORECASTER] Completed predict_future for G
[2025-12-01T20:37:53.832885] [INFO ] [sig       ] G: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:53.972383] [INFO ] [LOCAL     ] Saved forecast: G	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/G.txt
[2025-12-01T20:37:53.972505] [INFO ] [sig       ] [1365/3634] Completed G in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-01T20:37:53.972541] [INFO ] [sig       ] [1366/3634] Forecasting GAB...
[2025-12-01T20:37:53.972586] [INFO ] [sig       ] Generating forecast for: GAB
[2025-12-01T20:37:53.972618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAB' from 'https://tdm.silogroup.org/data/derivative_storage/GAB.csv'.
[2025-12-01T20:37:53.984397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAB'.
[2025-12-01T20:37:53.984711] [INFO ] [FORECASTER] Starting predict_future for GAB
[2025-12-01T20:37:53.985450] [DEBUG] [LOCAL     ] No optimal features file found for GAB: ./output/feature-sets/GAB.txt
[2025-12-01T20:37:53.985498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:53.985528] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:53.985554] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:53.985626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:54.041096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:54.041718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:54.041793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:54.041824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:54.166895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:54.167055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:54.167093] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:54.167120] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:54.170422] [DEBUG] [FORECASTER] GAB: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-12-01T20:37:54.170725] [INFO ] [FORECASTER] Completed predict_future for GAB
[2025-12-01T20:37:54.170870] [INFO ] [sig       ] GAB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:54.311022] [INFO ] [LOCAL     ] Saved forecast: GAB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GAB.txt
[2025-12-01T20:37:54.311186] [INFO ] [sig       ] [1366/3634] Completed GAB in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-01T20:37:54.311225] [INFO ] [sig       ] [1367/3634] Forecasting GABC...
[2025-12-01T20:37:54.311257] [INFO ] [sig       ] Generating forecast for: GABC
[2025-12-01T20:37:54.311285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GABC' from 'https://tdm.silogroup.org/data/derivative_storage/GABC.csv'.
[2025-12-01T20:37:54.323145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GABC'.
[2025-12-01T20:37:54.323499] [INFO ] [FORECASTER] Starting predict_future for GABC
[2025-12-01T20:37:54.324307] [DEBUG] [LOCAL     ] No optimal features file found for GABC: ./output/feature-sets/GABC.txt
[2025-12-01T20:37:54.324357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:54.324389] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:54.324415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:54.324475] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:54.379718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:54.380539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:54.380639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:54.380679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:54.495997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:54.496123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:54.496159] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:54.496187] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:54.499431] [DEBUG] [FORECASTER] GABC: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-12-01T20:37:54.499709] [INFO ] [FORECASTER] Completed predict_future for GABC
[2025-12-01T20:37:54.499832] [INFO ] [sig       ] GABC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:54.638076] [INFO ] [LOCAL     ] Saved forecast: GABC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GABC.txt
[2025-12-01T20:37:54.638195] [INFO ] [sig       ] [1367/3634] Completed GABC in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-01T20:37:54.638231] [INFO ] [sig       ] [1368/3634] Forecasting GAIA...
[2025-12-01T20:37:54.638259] [INFO ] [sig       ] Generating forecast for: GAIA
[2025-12-01T20:37:54.638287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIA' from 'https://tdm.silogroup.org/data/derivative_storage/GAIA.csv'.
[2025-12-01T20:37:54.649486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIA'.
[2025-12-01T20:37:54.649837] [INFO ] [FORECASTER] Starting predict_future for GAIA
[2025-12-01T20:37:54.650683] [DEBUG] [LOCAL     ] No optimal features file found for GAIA: ./output/feature-sets/GAIA.txt
[2025-12-01T20:37:54.650733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:54.650790] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:54.650818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:54.650874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:54.707475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:54.708105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:54.708180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:54.708213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:54.824390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:54.824526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:54.824562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:54.824626] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:54.827849] [DEBUG] [FORECASTER] GAIA: Forecast T+1@11:T+2@11: UP (p=88.38%)
[2025-12-01T20:37:54.828105] [INFO ] [FORECASTER] Completed predict_future for GAIA
[2025-12-01T20:37:54.828222] [INFO ] [sig       ] GAIA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:54.966415] [INFO ] [LOCAL     ] Saved forecast: GAIA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GAIA.txt
[2025-12-01T20:37:54.966555] [INFO ] [sig       ] [1368/3634] Completed GAIA in 0.3s | 2.98 sym/s | Total: 7.6m | ETA: 12.7m
[2025-12-01T20:37:54.966613] [INFO ] [sig       ] [1369/3634] Forecasting GAIN...
[2025-12-01T20:37:54.966642] [INFO ] [sig       ] Generating forecast for: GAIN
[2025-12-01T20:37:54.966670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAIN' from 'https://tdm.silogroup.org/data/derivative_storage/GAIN.csv'.
[2025-12-01T20:37:54.977859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAIN'.
[2025-12-01T20:37:54.978113] [INFO ] [FORECASTER] Starting predict_future for GAIN
[2025-12-01T20:37:54.978905] [DEBUG] [LOCAL     ] No optimal features file found for GAIN: ./output/feature-sets/GAIN.txt
[2025-12-01T20:37:54.978953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:54.978983] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:54.979008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:54.979062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:55.034439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:55.035052] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:55.035129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:55.035162] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:55.149860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:55.149987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:55.150023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:55.150051] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:55.153251] [DEBUG] [FORECASTER] GAIN: Forecast T+1@11:T+2@11: UP (p=96.96%)
[2025-12-01T20:37:55.153505] [INFO ] [FORECASTER] Completed predict_future for GAIN
[2025-12-01T20:37:55.153648] [INFO ] [sig       ] GAIN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:55.293523] [INFO ] [LOCAL     ] Saved forecast: GAIN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GAIN.txt
[2025-12-01T20:37:55.293695] [INFO ] [sig       ] [1369/3634] Completed GAIN in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-01T20:37:55.293734] [INFO ] [sig       ] [1370/3634] Forecasting GAM...
[2025-12-01T20:37:55.293763] [INFO ] [sig       ] Generating forecast for: GAM
[2025-12-01T20:37:55.293791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAM' from 'https://tdm.silogroup.org/data/derivative_storage/GAM.csv'.
[2025-12-01T20:37:55.305421] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GAM'.
[2025-12-01T20:37:55.305832] [INFO ] [FORECASTER] Starting predict_future for GAM
[2025-12-01T20:37:55.306690] [DEBUG] [LOCAL     ] No optimal features file found for GAM: ./output/feature-sets/GAM.txt
[2025-12-01T20:37:55.306741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:55.306772] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:55.306798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:55.306853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:55.362412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:55.363042] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:55.363118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:55.363152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:55.477527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:55.477694] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:55.477731] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:55.477759] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:55.481095] [DEBUG] [FORECASTER] GAM: Forecast T+1@11:T+2@11: DOWN (p=10.22%)
[2025-12-01T20:37:55.481354] [INFO ] [FORECASTER] Completed predict_future for GAM
[2025-12-01T20:37:55.481469] [INFO ] [sig       ] GAM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:55.619525] [INFO ] [LOCAL     ] Saved forecast: GAM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GAM.txt
[2025-12-01T20:37:55.619667] [INFO ] [sig       ] [1370/3634] Completed GAM in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-01T20:37:55.619703] [INFO ] [sig       ] [1371/3634] Forecasting GAMB...
[2025-12-01T20:37:55.619754] [INFO ] [sig       ] Generating forecast for: GAMB
[2025-12-01T20:37:55.619785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAMB' from 'https://tdm.silogroup.org/data/derivative_storage/GAMB.csv'.
[2025-12-01T20:37:55.630816] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GAMB'.
[2025-12-01T20:37:55.631085] [INFO ] [FORECASTER] Starting predict_future for GAMB
[2025-12-01T20:37:55.631826] [DEBUG] [LOCAL     ] No optimal features file found for GAMB: ./output/feature-sets/GAMB.txt
[2025-12-01T20:37:55.631874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:55.631903] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:55.631928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:55.631982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:55.688626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:55.689307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:55.689382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:55.689412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:55.809535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:55.809686] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:55.809722] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:55.809785] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:55.812990] [DEBUG] [FORECASTER] GAMB: Forecast T+1@11:T+2@11: UP (p=98.54%)
[2025-12-01T20:37:55.813246] [INFO ] [FORECASTER] Completed predict_future for GAMB
[2025-12-01T20:37:55.813363] [INFO ] [sig       ] GAMB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:37:55.951465] [INFO ] [LOCAL     ] Saved forecast: GAMB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GAMB.txt
[2025-12-01T20:37:55.951623] [INFO ] [sig       ] [1371/3634] Completed GAMB in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.7m
[2025-12-01T20:37:55.951664] [INFO ] [sig       ] [1372/3634] Forecasting GANX...
[2025-12-01T20:37:55.951693] [INFO ] [sig       ] Generating forecast for: GANX
[2025-12-01T20:37:55.951721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GANX' from 'https://tdm.silogroup.org/data/derivative_storage/GANX.csv'.
[2025-12-01T20:37:55.962802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GANX'.
[2025-12-01T20:37:55.963061] [INFO ] [FORECASTER] Starting predict_future for GANX
[2025-12-01T20:37:55.963799] [DEBUG] [LOCAL     ] No optimal features file found for GANX: ./output/feature-sets/GANX.txt
[2025-12-01T20:37:55.963848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:55.963878] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:55.963903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:55.963972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:56.019041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:56.019628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:56.019701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:56.019732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:56.140154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:56.140297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:56.140334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:56.140360] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:56.143619] [DEBUG] [FORECASTER] GANX: Forecast T+1@11:T+2@11: DOWN (p=24.72%)
[2025-12-01T20:37:56.143876] [INFO ] [FORECASTER] Completed predict_future for GANX
[2025-12-01T20:37:56.143995] [INFO ] [sig       ] GANX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:56.283359] [INFO ] [LOCAL     ] Saved forecast: GANX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GANX.txt
[2025-12-01T20:37:56.283502] [INFO ] [sig       ] [1372/3634] Completed GANX in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-01T20:37:56.283539] [INFO ] [sig       ] [1373/3634] Forecasting GASS...
[2025-12-01T20:37:56.283567] [INFO ] [sig       ] Generating forecast for: GASS
[2025-12-01T20:37:56.283615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GASS' from 'https://tdm.silogroup.org/data/derivative_storage/GASS.csv'.
[2025-12-01T20:37:56.294565] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GASS'.
[2025-12-01T20:37:56.294850] [INFO ] [FORECASTER] Starting predict_future for GASS
[2025-12-01T20:37:56.295563] [DEBUG] [LOCAL     ] No optimal features file found for GASS: ./output/feature-sets/GASS.txt
[2025-12-01T20:37:56.295632] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:56.295662] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:56.295688] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:56.295748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:56.352467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:56.353317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:56.353396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:56.353429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:56.472723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:56.472855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:56.472892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:56.472919] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:56.476121] [DEBUG] [FORECASTER] GASS: Forecast T+1@11:T+2@11: DOWN (p=46.07%)
[2025-12-01T20:37:56.476375] [INFO ] [FORECASTER] Completed predict_future for GASS
[2025-12-01T20:37:56.476499] [INFO ] [sig       ] GASS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:56.613868] [INFO ] [LOCAL     ] Saved forecast: GASS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GASS.txt
[2025-12-01T20:37:56.613981] [INFO ] [sig       ] [1373/3634] Completed GASS in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-01T20:37:56.614017] [INFO ] [sig       ] [1374/3634] Forecasting GATX...
[2025-12-01T20:37:56.614046] [INFO ] [sig       ] Generating forecast for: GATX
[2025-12-01T20:37:56.614075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GATX' from 'https://tdm.silogroup.org/data/derivative_storage/GATX.csv'.
[2025-12-01T20:37:56.625109] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GATX'.
[2025-12-01T20:37:56.625370] [INFO ] [FORECASTER] Starting predict_future for GATX
[2025-12-01T20:37:56.626103] [DEBUG] [LOCAL     ] No optimal features file found for GATX: ./output/feature-sets/GATX.txt
[2025-12-01T20:37:56.626163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:56.626193] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:56.626218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:56.626272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:56.680784] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:56.681351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:56.681425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:56.681455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:56.800113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:56.800254] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:56.800291] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:56.800318] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:56.803481] [DEBUG] [FORECASTER] GATX: Forecast T+1@11:T+2@11: DOWN (p=11.94%)
[2025-12-01T20:37:56.803757] [INFO ] [FORECASTER] Completed predict_future for GATX
[2025-12-01T20:37:56.803878] [INFO ] [sig       ] GATX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:56.940357] [INFO ] [LOCAL     ] Saved forecast: GATX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GATX.txt
[2025-12-01T20:37:56.940471] [INFO ] [sig       ] [1374/3634] Completed GATX in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-01T20:37:56.940507] [INFO ] [sig       ] [1375/3634] Forecasting GAUZ...
[2025-12-01T20:37:56.940536] [INFO ] [sig       ] Generating forecast for: GAUZ
[2025-12-01T20:37:56.940564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GAUZ' from 'https://tdm.silogroup.org/data/derivative_storage/GAUZ.csv'.
[2025-12-01T20:37:56.951472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GAUZ'.
[2025-12-01T20:37:56.951812] [INFO ] [FORECASTER] Starting predict_future for GAUZ
[2025-12-01T20:37:56.952522] [DEBUG] [LOCAL     ] No optimal features file found for GAUZ: ./output/feature-sets/GAUZ.txt
[2025-12-01T20:37:56.952595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:56.952628] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:56.952654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:56.952709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:57.008737] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:57.009313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:57.009388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:57.009418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:57.125656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:57.125790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:57.125826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:57.125853] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:57.129076] [DEBUG] [FORECASTER] GAUZ: Forecast T+1@11:T+2@11: DOWN (p=8.26%)
[2025-12-01T20:37:57.129331] [INFO ] [FORECASTER] Completed predict_future for GAUZ
[2025-12-01T20:37:57.129451] [INFO ] [sig       ] GAUZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:57.267855] [INFO ] [LOCAL     ] Saved forecast: GAUZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GAUZ.txt
[2025-12-01T20:37:57.268003] [INFO ] [sig       ] [1375/3634] Completed GAUZ in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-01T20:37:57.268045] [INFO ] [sig       ] [1376/3634] Forecasting GBAB...
[2025-12-01T20:37:57.268075] [INFO ] [sig       ] Generating forecast for: GBAB
[2025-12-01T20:37:57.268106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBAB' from 'https://tdm.silogroup.org/data/derivative_storage/GBAB.csv'.
[2025-12-01T20:37:57.280107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBAB'.
[2025-12-01T20:37:57.280534] [INFO ] [FORECASTER] Starting predict_future for GBAB
[2025-12-01T20:37:57.281509] [DEBUG] [LOCAL     ] No optimal features file found for GBAB: ./output/feature-sets/GBAB.txt
[2025-12-01T20:37:57.281593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:57.281641] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:57.281678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:57.281776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:57.342807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:57.343658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:57.343745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:57.343785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:57.466897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:57.467056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:57.467095] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:57.467122] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:57.470342] [DEBUG] [FORECASTER] GBAB: Forecast T+1@11:T+2@11: DOWN (p=49.37%)
[2025-12-01T20:37:57.470617] [INFO ] [FORECASTER] Completed predict_future for GBAB
[2025-12-01T20:37:57.470736] [INFO ] [sig       ] GBAB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:57.613734] [INFO ] [LOCAL     ] Saved forecast: GBAB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GBAB.txt
[2025-12-01T20:37:57.613922] [INFO ] [sig       ] [1376/3634] Completed GBAB in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-01T20:37:57.613975] [INFO ] [sig       ] [1377/3634] Forecasting GBCI...
[2025-12-01T20:37:57.614011] [INFO ] [sig       ] Generating forecast for: GBCI
[2025-12-01T20:37:57.614051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBCI' from 'https://tdm.silogroup.org/data/derivative_storage/GBCI.csv'.
[2025-12-01T20:37:57.625355] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GBCI'.
[2025-12-01T20:37:57.625767] [INFO ] [FORECASTER] Starting predict_future for GBCI
[2025-12-01T20:37:57.626639] [DEBUG] [LOCAL     ] No optimal features file found for GBCI: ./output/feature-sets/GBCI.txt
[2025-12-01T20:37:57.626691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:57.626723] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:57.626749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:57.626805] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:57.684229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:57.685057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:57.685139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:57.685172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:57.805383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:57.805536] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:57.805593] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:57.805623] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:57.808912] [DEBUG] [FORECASTER] GBCI: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-01T20:37:57.809184] [INFO ] [FORECASTER] Completed predict_future for GBCI
[2025-12-01T20:37:57.809307] [INFO ] [sig       ] GBCI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:57.947085] [INFO ] [LOCAL     ] Saved forecast: GBCI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GBCI.txt
[2025-12-01T20:37:57.947234] [INFO ] [sig       ] [1377/3634] Completed GBCI in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-01T20:37:57.947272] [INFO ] [sig       ] [1378/3634] Forecasting GBDC...
[2025-12-01T20:37:57.947301] [INFO ] [sig       ] Generating forecast for: GBDC
[2025-12-01T20:37:57.947330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBDC' from 'https://tdm.silogroup.org/data/derivative_storage/GBDC.csv'.
[2025-12-01T20:37:57.958907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBDC'.
[2025-12-01T20:37:57.959266] [INFO ] [FORECASTER] Starting predict_future for GBDC
[2025-12-01T20:37:57.960043] [DEBUG] [LOCAL     ] No optimal features file found for GBDC: ./output/feature-sets/GBDC.txt
[2025-12-01T20:37:57.960103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:57.960142] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:57.960169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:57.960224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:58.016421] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:58.017176] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:58.017290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:58.017324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:58.134864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:58.135021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:58.135060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:58.135088] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:58.138508] [DEBUG] [FORECASTER] GBDC: Forecast T+1@11:T+2@11: UP (p=93.47%)
[2025-12-01T20:37:58.138798] [INFO ] [FORECASTER] Completed predict_future for GBDC
[2025-12-01T20:37:58.138923] [INFO ] [sig       ] GBDC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:37:58.277845] [INFO ] [LOCAL     ] Saved forecast: GBDC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GBDC.txt
[2025-12-01T20:37:58.277983] [INFO ] [sig       ] [1378/3634] Completed GBDC in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-01T20:37:58.278021] [INFO ] [sig       ] [1379/3634] Forecasting GBIO...
[2025-12-01T20:37:58.278050] [INFO ] [sig       ] Generating forecast for: GBIO
[2025-12-01T20:37:58.278080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBIO' from 'https://tdm.silogroup.org/data/derivative_storage/GBIO.csv'.
[2025-12-01T20:37:58.289392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GBIO'.
[2025-12-01T20:37:58.289708] [INFO ] [FORECASTER] Starting predict_future for GBIO
[2025-12-01T20:37:58.290429] [DEBUG] [LOCAL     ] No optimal features file found for GBIO: ./output/feature-sets/GBIO.txt
[2025-12-01T20:37:58.290478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:58.290508] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:58.290534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:58.290609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:58.346187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:58.347060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:58.347145] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:58.347177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:58.464260] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:58.464412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:58.464451] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:58.464479] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:58.467845] [DEBUG] [FORECASTER] GBIO: Forecast T+1@11:T+2@11: DOWN (p=11.93%)
[2025-12-01T20:37:58.468109] [INFO ] [FORECASTER] Completed predict_future for GBIO
[2025-12-01T20:37:58.468229] [INFO ] [sig       ] GBIO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:58.611038] [INFO ] [LOCAL     ] Saved forecast: GBIO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GBIO.txt
[2025-12-01T20:37:58.611155] [INFO ] [sig       ] [1379/3634] Completed GBIO in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-01T20:37:58.611192] [INFO ] [sig       ] [1380/3634] Forecasting GBTG...
[2025-12-01T20:37:58.611219] [INFO ] [sig       ] Generating forecast for: GBTG
[2025-12-01T20:37:58.611248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBTG' from 'https://tdm.silogroup.org/data/derivative_storage/GBTG.csv'.
[2025-12-01T20:37:58.622194] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GBTG'.
[2025-12-01T20:37:58.622495] [INFO ] [FORECASTER] Starting predict_future for GBTG
[2025-12-01T20:37:58.623263] [DEBUG] [LOCAL     ] No optimal features file found for GBTG: ./output/feature-sets/GBTG.txt
[2025-12-01T20:37:58.623314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:58.623345] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:58.623372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:58.623427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:58.680834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:58.681463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:58.681540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:58.681589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:58.801711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:58.801851] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:58.801889] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:58.801917] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:58.805213] [DEBUG] [FORECASTER] GBTG: Forecast T+1@11:T+2@11: UP (p=59.58%)
[2025-12-01T20:37:58.805477] [INFO ] [FORECASTER] Completed predict_future for GBTG
[2025-12-01T20:37:58.805619] [INFO ] [sig       ] GBTG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:37:58.947477] [INFO ] [LOCAL     ] Saved forecast: GBTG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GBTG.txt
[2025-12-01T20:37:58.947614] [INFO ] [sig       ] [1380/3634] Completed GBTG in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-01T20:37:58.947652] [INFO ] [sig       ] [1381/3634] Forecasting GBX...
[2025-12-01T20:37:58.947681] [INFO ] [sig       ] Generating forecast for: GBX
[2025-12-01T20:37:58.947708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GBX' from 'https://tdm.silogroup.org/data/derivative_storage/GBX.csv'.
[2025-12-01T20:37:58.958453] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GBX'.
[2025-12-01T20:37:58.958763] [INFO ] [FORECASTER] Starting predict_future for GBX
[2025-12-01T20:37:58.959489] [DEBUG] [LOCAL     ] No optimal features file found for GBX: ./output/feature-sets/GBX.txt
[2025-12-01T20:37:58.959538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:58.959583] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:58.959612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:58.959667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:59.016692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:59.017349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:59.017426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:59.017458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:59.129467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:59.129647] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:59.129685] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:59.129713] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:59.132905] [DEBUG] [FORECASTER] GBX: Forecast T+1@11:T+2@11: DOWN (p=3.33%)
[2025-12-01T20:37:59.133162] [INFO ] [FORECASTER] Completed predict_future for GBX
[2025-12-01T20:37:59.133284] [INFO ] [sig       ] GBX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:59.275704] [INFO ] [LOCAL     ] Saved forecast: GBX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GBX.txt
[2025-12-01T20:37:59.275846] [INFO ] [sig       ] [1381/3634] Completed GBX in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-01T20:37:59.275883] [INFO ] [sig       ] [1382/3634] Forecasting GCBC...
[2025-12-01T20:37:59.275912] [INFO ] [sig       ] Generating forecast for: GCBC
[2025-12-01T20:37:59.275940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCBC' from 'https://tdm.silogroup.org/data/derivative_storage/GCBC.csv'.
[2025-12-01T20:37:59.286735] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GCBC'.
[2025-12-01T20:37:59.287035] [INFO ] [FORECASTER] Starting predict_future for GCBC
[2025-12-01T20:37:59.287804] [DEBUG] [LOCAL     ] No optimal features file found for GCBC: ./output/feature-sets/GCBC.txt
[2025-12-01T20:37:59.287855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:59.287887] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:59.287914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:59.287968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:59.345670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:59.346355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:59.346436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:59.346469] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:59.453729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:59.453877] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:37:59.453915] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:59.453945] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:59.457253] [DEBUG] [FORECASTER] GCBC: Forecast T+1@11:T+2@11: DOWN (p=42.31%)
[2025-12-01T20:37:59.457550] [INFO ] [FORECASTER] Completed predict_future for GCBC
[2025-12-01T20:37:59.457694] [INFO ] [sig       ] GCBC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:37:59.601021] [INFO ] [LOCAL     ] Saved forecast: GCBC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GCBC.txt
[2025-12-01T20:37:59.601155] [INFO ] [sig       ] [1382/3634] Completed GCBC in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-01T20:37:59.601192] [INFO ] [sig       ] [1383/3634] Forecasting GCMG...
[2025-12-01T20:37:59.601221] [INFO ] [sig       ] Generating forecast for: GCMG
[2025-12-01T20:37:59.601249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCMG' from 'https://tdm.silogroup.org/data/derivative_storage/GCMG.csv'.
[2025-12-01T20:37:59.613328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GCMG'.
[2025-12-01T20:37:59.613668] [INFO ] [FORECASTER] Starting predict_future for GCMG
[2025-12-01T20:37:59.614403] [DEBUG] [LOCAL     ] No optimal features file found for GCMG: ./output/feature-sets/GCMG.txt
[2025-12-01T20:37:59.614451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:59.614481] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:59.614507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:59.614560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:37:59.670939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:37:59.671768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:37:59.671849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:37:59.671880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:37:59.794110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:37:59.794245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:37:59.794281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:37:59.794307] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:37:59.797527] [DEBUG] [FORECASTER] GCMG: Forecast T+1@11:T+2@11: DOWN (p=48.38%)
[2025-12-01T20:37:59.797803] [INFO ] [FORECASTER] Completed predict_future for GCMG
[2025-12-01T20:37:59.797922] [INFO ] [sig       ] GCMG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:37:59.936224] [INFO ] [LOCAL     ] Saved forecast: GCMG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GCMG.txt
[2025-12-01T20:37:59.936348] [INFO ] [sig       ] [1383/3634] Completed GCMG in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-01T20:37:59.936385] [INFO ] [sig       ] [1384/3634] Forecasting GCO...
[2025-12-01T20:37:59.936413] [INFO ] [sig       ] Generating forecast for: GCO
[2025-12-01T20:37:59.936441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GCO' from 'https://tdm.silogroup.org/data/derivative_storage/GCO.csv'.
[2025-12-01T20:37:59.947345] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GCO'.
[2025-12-01T20:37:59.947642] [INFO ] [FORECASTER] Starting predict_future for GCO
[2025-12-01T20:37:59.948382] [DEBUG] [LOCAL     ] No optimal features file found for GCO: ./output/feature-sets/GCO.txt
[2025-12-01T20:37:59.948430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:37:59.948461] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:37:59.948486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:37:59.948539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:00.003509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:00.004412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:00.004494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:00.004524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:00.123289] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:00.123446] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:00.123484] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:00.123512] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:00.126769] [DEBUG] [FORECASTER] GCO: Forecast T+1@11:T+2@11: DOWN (p=47.38%)
[2025-12-01T20:38:00.127030] [INFO ] [FORECASTER] Completed predict_future for GCO
[2025-12-01T20:38:00.127153] [INFO ] [sig       ] GCO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:00.264135] [INFO ] [LOCAL     ] Saved forecast: GCO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GCO.txt
[2025-12-01T20:38:00.264293] [INFO ] [sig       ] [1384/3634] Completed GCO in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-01T20:38:00.264329] [INFO ] [sig       ] [1385/3634] Forecasting GD...
[2025-12-01T20:38:00.264356] [INFO ] [sig       ] Generating forecast for: GD
[2025-12-01T20:38:00.264385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GD' from 'https://tdm.silogroup.org/data/derivative_storage/GD.csv'.
[2025-12-01T20:38:00.276035] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GD'.
[2025-12-01T20:38:00.276347] [INFO ] [FORECASTER] Starting predict_future for GD
[2025-12-01T20:38:00.277126] [DEBUG] [LOCAL     ] No optimal features file found for GD: ./output/feature-sets/GD.txt
[2025-12-01T20:38:00.277188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:00.277249] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:00.277276] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:00.277331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:00.331677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:00.332368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:00.332445] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:00.332477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:00.447483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:00.447659] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:00.447698] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:00.447732] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:00.450977] [DEBUG] [FORECASTER] GD: Forecast T+1@11:T+2@11: DOWN (p=10.91%)
[2025-12-01T20:38:00.451239] [INFO ] [FORECASTER] Completed predict_future for GD
[2025-12-01T20:38:00.451357] [INFO ] [sig       ] GD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:00.588783] [INFO ] [LOCAL     ] Saved forecast: GD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GD.txt
[2025-12-01T20:38:00.588958] [INFO ] [sig       ] [1385/3634] Completed GD in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-01T20:38:00.588999] [INFO ] [sig       ] [1386/3634] Forecasting GDC...
[2025-12-01T20:38:00.589028] [INFO ] [sig       ] Generating forecast for: GDC
[2025-12-01T20:38:00.589056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDC' from 'https://tdm.silogroup.org/data/derivative_storage/GDC.csv'.
[2025-12-01T20:38:00.606348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDC'.
[2025-12-01T20:38:00.607011] [INFO ] [FORECASTER] Starting predict_future for GDC
[2025-12-01T20:38:00.607925] [DEBUG] [LOCAL     ] No optimal features file found for GDC: ./output/feature-sets/GDC.txt
[2025-12-01T20:38:00.607977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:00.608009] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:00.608035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:00.608091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:00.665749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:00.666969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:00.667073] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:00.667107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:00.790254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:00.790493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:00.790537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:00.790565] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:00.794379] [DEBUG] [FORECASTER] GDC: Forecast T+1@11:T+2@11: DOWN (p=26.34%)
[2025-12-01T20:38:00.794724] [INFO ] [FORECASTER] Completed predict_future for GDC
[2025-12-01T20:38:00.794868] [INFO ] [sig       ] GDC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:00.936139] [INFO ] [LOCAL     ] Saved forecast: GDC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GDC.txt
[2025-12-01T20:38:00.936340] [INFO ] [sig       ] [1386/3634] Completed GDC in 0.3s | 2.98 sym/s | Total: 7.7m | ETA: 12.6m
[2025-12-01T20:38:00.936381] [INFO ] [sig       ] [1387/3634] Forecasting GDDY...
[2025-12-01T20:38:00.936411] [INFO ] [sig       ] Generating forecast for: GDDY
[2025-12-01T20:38:00.936440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDDY' from 'https://tdm.silogroup.org/data/derivative_storage/GDDY.csv'.
[2025-12-01T20:38:00.952747] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GDDY'.
[2025-12-01T20:38:00.953275] [INFO ] [FORECASTER] Starting predict_future for GDDY
[2025-12-01T20:38:00.957191] [DEBUG] [LOCAL     ] No optimal features file found for GDDY: ./output/feature-sets/GDDY.txt
[2025-12-01T20:38:00.957245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:00.957277] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:00.957302] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:00.957357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:01.014142] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:01.015351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:01.015454] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:01.015486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:01.141387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:01.141647] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:01.141694] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:01.141726] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:01.145659] [DEBUG] [FORECASTER] GDDY: Forecast T+1@11:T+2@11: UP (p=70.98%)
[2025-12-01T20:38:01.145982] [INFO ] [FORECASTER] Completed predict_future for GDDY
[2025-12-01T20:38:01.146138] [INFO ] [sig       ] GDDY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:01.290860] [INFO ] [LOCAL     ] Saved forecast: GDDY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GDDY.txt
[2025-12-01T20:38:01.291121] [INFO ] [sig       ] [1387/3634] Completed GDDY in 0.4s | 2.98 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-01T20:38:01.291163] [INFO ] [sig       ] [1388/3634] Forecasting GDEN...
[2025-12-01T20:38:01.291193] [INFO ] [sig       ] Generating forecast for: GDEN
[2025-12-01T20:38:01.291224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDEN' from 'https://tdm.silogroup.org/data/derivative_storage/GDEN.csv'.
[2025-12-01T20:38:01.303916] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GDEN'.
[2025-12-01T20:38:01.304397] [INFO ] [FORECASTER] Starting predict_future for GDEN
[2025-12-01T20:38:01.305272] [DEBUG] [LOCAL     ] No optimal features file found for GDEN: ./output/feature-sets/GDEN.txt
[2025-12-01T20:38:01.305323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:01.305354] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:01.305380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:01.305438] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:01.362012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:01.363171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:01.363269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:01.363301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:01.490383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:01.490641] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:01.490684] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:01.490762] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:01.494452] [DEBUG] [FORECASTER] GDEN: Forecast T+1@11:T+2@11: DOWN (p=20.84%)
[2025-12-01T20:38:01.494776] [INFO ] [FORECASTER] Completed predict_future for GDEN
[2025-12-01T20:38:01.494958] [INFO ] [sig       ] GDEN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:01.641408] [INFO ] [LOCAL     ] Saved forecast: GDEN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GDEN.txt
[2025-12-01T20:38:01.641654] [INFO ] [sig       ] [1388/3634] Completed GDEN in 0.4s | 2.98 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-01T20:38:01.641706] [INFO ] [sig       ] [1389/3634] Forecasting GDHG...
[2025-12-01T20:38:01.641736] [INFO ] [sig       ] Generating forecast for: GDHG
[2025-12-01T20:38:01.641767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDHG' from 'https://tdm.silogroup.org/data/derivative_storage/GDHG.csv'.
[2025-12-01T20:38:01.653717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDHG'.
[2025-12-01T20:38:01.654407] [INFO ] [FORECASTER] Starting predict_future for GDHG
[2025-12-01T20:38:01.655368] [DEBUG] [LOCAL     ] No optimal features file found for GDHG: ./output/feature-sets/GDHG.txt
[2025-12-01T20:38:01.655420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:01.655451] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:01.655476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:01.655531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:01.719940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:01.721366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:01.721518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:01.721554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:01.847323] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:01.847565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:01.847657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:01.847686] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:01.851717] [DEBUG] [FORECASTER] GDHG: Forecast T+1@11:T+2@11: UP (p=97.95%)
[2025-12-01T20:38:01.852072] [INFO ] [FORECASTER] Completed predict_future for GDHG
[2025-12-01T20:38:01.852227] [INFO ] [sig       ] GDHG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:02.002206] [INFO ] [LOCAL     ] Saved forecast: GDHG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GDHG.txt
[2025-12-01T20:38:02.002418] [INFO ] [sig       ] [1389/3634] Completed GDHG in 0.4s | 2.98 sym/s | Total: 7.8m | ETA: 12.6m
[2025-12-01T20:38:02.002462] [INFO ] [sig       ] [1390/3634] Forecasting GDRX...
[2025-12-01T20:38:02.002493] [INFO ] [sig       ] Generating forecast for: GDRX
[2025-12-01T20:38:02.002524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDRX' from 'https://tdm.silogroup.org/data/derivative_storage/GDRX.csv'.
[2025-12-01T20:38:02.016451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GDRX'.
[2025-12-01T20:38:02.017065] [INFO ] [FORECASTER] Starting predict_future for GDRX
[2025-12-01T20:38:02.018003] [DEBUG] [LOCAL     ] No optimal features file found for GDRX: ./output/feature-sets/GDRX.txt
[2025-12-01T20:38:02.018058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:02.018091] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:02.018116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:02.018175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:02.077469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:02.078667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:02.078769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:02.078801] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:02.199913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:02.200148] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:02.200190] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:02.200219] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:02.204064] [DEBUG] [FORECASTER] GDRX: Forecast T+1@11:T+2@11: DOWN (p=0.60%)
[2025-12-01T20:38:02.204430] [INFO ] [FORECASTER] Completed predict_future for GDRX
[2025-12-01T20:38:02.204630] [INFO ] [sig       ] GDRX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:02.352099] [INFO ] [LOCAL     ] Saved forecast: GDRX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GDRX.txt
[2025-12-01T20:38:02.352299] [INFO ] [sig       ] [1390/3634] Completed GDRX in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-01T20:38:02.352341] [INFO ] [sig       ] [1391/3634] Forecasting GDS...
[2025-12-01T20:38:02.352370] [INFO ] [sig       ] Generating forecast for: GDS
[2025-12-01T20:38:02.352401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDS' from 'https://tdm.silogroup.org/data/derivative_storage/GDS.csv'.
[2025-12-01T20:38:02.365887] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GDS'.
[2025-12-01T20:38:02.366450] [INFO ] [FORECASTER] Starting predict_future for GDS
[2025-12-01T20:38:02.367442] [DEBUG] [LOCAL     ] No optimal features file found for GDS: ./output/feature-sets/GDS.txt
[2025-12-01T20:38:02.367498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:02.367530] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:02.367558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:02.367645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:02.425535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:02.426690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:02.426789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:02.426820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:02.557246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:02.557483] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:02.557533] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:02.557563] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:02.561544] [DEBUG] [FORECASTER] GDS: Forecast T+1@11:T+2@11: UP (p=76.87%)
[2025-12-01T20:38:02.561987] [INFO ] [FORECASTER] Completed predict_future for GDS
[2025-12-01T20:38:02.562146] [INFO ] [sig       ] GDS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:02.706199] [INFO ] [LOCAL     ] Saved forecast: GDS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GDS.txt
[2025-12-01T20:38:02.706391] [INFO ] [sig       ] [1391/3634] Completed GDS in 0.4s | 2.98 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-01T20:38:02.706431] [INFO ] [sig       ] [1392/3634] Forecasting GDYN...
[2025-12-01T20:38:02.706460] [INFO ] [sig       ] Generating forecast for: GDYN
[2025-12-01T20:38:02.706534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GDYN' from 'https://tdm.silogroup.org/data/derivative_storage/GDYN.csv'.
[2025-12-01T20:38:02.720846] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GDYN'.
[2025-12-01T20:38:02.721428] [INFO ] [FORECASTER] Starting predict_future for GDYN
[2025-12-01T20:38:02.722356] [DEBUG] [LOCAL     ] No optimal features file found for GDYN: ./output/feature-sets/GDYN.txt
[2025-12-01T20:38:02.722409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:02.722441] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:02.722467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:02.722523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:02.780122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:02.781282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:02.781387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:02.781423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:02.918433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:02.918690] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:02.918765] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:02.918796] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:02.922761] [DEBUG] [FORECASTER] GDYN: Forecast T+1@11:T+2@11: DOWN (p=8.76%)
[2025-12-01T20:38:02.923095] [INFO ] [FORECASTER] Completed predict_future for GDYN
[2025-12-01T20:38:02.923243] [INFO ] [sig       ] GDYN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:03.067324] [INFO ] [LOCAL     ] Saved forecast: GDYN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GDYN.txt
[2025-12-01T20:38:03.067542] [INFO ] [sig       ] [1392/3634] Completed GDYN in 0.4s | 2.98 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-01T20:38:03.067642] [INFO ] [sig       ] [1393/3634] Forecasting GE...
[2025-12-01T20:38:03.067681] [INFO ] [sig       ] Generating forecast for: GE
[2025-12-01T20:38:03.067711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GE' from 'https://tdm.silogroup.org/data/derivative_storage/GE.csv'.
[2025-12-01T20:38:03.081044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GE'.
[2025-12-01T20:38:03.081621] [INFO ] [FORECASTER] Starting predict_future for GE
[2025-12-01T20:38:03.082513] [DEBUG] [LOCAL     ] No optimal features file found for GE: ./output/feature-sets/GE.txt
[2025-12-01T20:38:03.082567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:03.082622] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:03.082648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:03.082705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:03.139809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:03.140979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:03.141079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:03.141112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:03.270738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:03.270995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:03.271052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:03.271082] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:03.274963] [DEBUG] [FORECASTER] GE: Forecast T+1@11:T+2@11: UP (p=76.30%)
[2025-12-01T20:38:03.275267] [INFO ] [FORECASTER] Completed predict_future for GE
[2025-12-01T20:38:03.275402] [INFO ] [sig       ] GE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:03.421336] [INFO ] [LOCAL     ] Saved forecast: GE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GE.txt
[2025-12-01T20:38:03.421538] [INFO ] [sig       ] [1393/3634] Completed GE in 0.4s | 2.98 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-01T20:38:03.421620] [INFO ] [sig       ] [1394/3634] Forecasting GECC...
[2025-12-01T20:38:03.421663] [INFO ] [sig       ] Generating forecast for: GECC
[2025-12-01T20:38:03.421695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GECC' from 'https://tdm.silogroup.org/data/derivative_storage/GECC.csv'.
[2025-12-01T20:38:03.436025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GECC'.
[2025-12-01T20:38:03.436822] [INFO ] [FORECASTER] Starting predict_future for GECC
[2025-12-01T20:38:03.437834] [DEBUG] [LOCAL     ] No optimal features file found for GECC: ./output/feature-sets/GECC.txt
[2025-12-01T20:38:03.437886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:03.437918] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:03.437944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:03.438011] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:03.500674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:03.501947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:03.502077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:03.502112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:03.631285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:03.631516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:03.631561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:03.631606] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:03.635478] [DEBUG] [FORECASTER] GECC: Forecast T+1@11:T+2@11: UP (p=76.23%)
[2025-12-01T20:38:03.635844] [INFO ] [FORECASTER] Completed predict_future for GECC
[2025-12-01T20:38:03.635992] [INFO ] [sig       ] GECC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:03.780866] [INFO ] [LOCAL     ] Saved forecast: GECC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GECC.txt
[2025-12-01T20:38:03.781073] [INFO ] [sig       ] [1394/3634] Completed GECC in 0.4s | 2.98 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-01T20:38:03.781117] [INFO ] [sig       ] [1395/3634] Forecasting GEF...
[2025-12-01T20:38:03.781149] [INFO ] [sig       ] Generating forecast for: GEF
[2025-12-01T20:38:03.781182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEF' from 'https://tdm.silogroup.org/data/derivative_storage/GEF.csv'.
[2025-12-01T20:38:03.793428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEF'.
[2025-12-01T20:38:03.793915] [INFO ] [FORECASTER] Starting predict_future for GEF
[2025-12-01T20:38:03.794824] [DEBUG] [LOCAL     ] No optimal features file found for GEF: ./output/feature-sets/GEF.txt
[2025-12-01T20:38:03.794876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:03.794910] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:03.794938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:03.794997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:03.852172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:03.853372] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:03.853529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:03.853565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:03.997340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:03.997509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:03.997550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:03.997595] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:04.001262] [DEBUG] [FORECASTER] GEF: Forecast T+1@11:T+2@11: DOWN (p=27.42%)
[2025-12-01T20:38:04.001595] [INFO ] [FORECASTER] Completed predict_future for GEF
[2025-12-01T20:38:04.001737] [INFO ] [sig       ] GEF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:04.149722] [INFO ] [LOCAL     ] Saved forecast: GEF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GEF.txt
[2025-12-01T20:38:04.149912] [INFO ] [sig       ] [1395/3634] Completed GEF in 0.4s | 2.98 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-01T20:38:04.149986] [INFO ] [sig       ] [1396/3634] Forecasting GEHC...
[2025-12-01T20:38:04.150031] [INFO ] [sig       ] Generating forecast for: GEHC
[2025-12-01T20:38:04.150067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEHC' from 'https://tdm.silogroup.org/data/derivative_storage/GEHC.csv'.
[2025-12-01T20:38:04.161888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEHC'.
[2025-12-01T20:38:04.162219] [INFO ] [FORECASTER] Starting predict_future for GEHC
[2025-12-01T20:38:04.163112] [DEBUG] [LOCAL     ] No optimal features file found for GEHC: ./output/feature-sets/GEHC.txt
[2025-12-01T20:38:04.163165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:04.163210] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:04.163237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:04.163293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:04.222605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:04.223367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:04.223447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:04.223480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:04.349465] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:04.349638] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:04.349678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:04.349707] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:04.353143] [DEBUG] [FORECASTER] GEHC: Forecast T+1@11:T+2@11: UP (p=67.49%)
[2025-12-01T20:38:04.353421] [INFO ] [FORECASTER] Completed predict_future for GEHC
[2025-12-01T20:38:04.353548] [INFO ] [sig       ] GEHC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:04.508131] [INFO ] [LOCAL     ] Saved forecast: GEHC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GEHC.txt
[2025-12-01T20:38:04.508268] [INFO ] [sig       ] [1396/3634] Completed GEHC in 0.4s | 2.98 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-01T20:38:04.508325] [INFO ] [sig       ] [1397/3634] Forecasting GEL...
[2025-12-01T20:38:04.508359] [INFO ] [sig       ] Generating forecast for: GEL
[2025-12-01T20:38:04.508398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEL' from 'https://tdm.silogroup.org/data/derivative_storage/GEL.csv'.
[2025-12-01T20:38:04.520463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEL'.
[2025-12-01T20:38:04.520786] [INFO ] [FORECASTER] Starting predict_future for GEL
[2025-12-01T20:38:04.521555] [DEBUG] [LOCAL     ] No optimal features file found for GEL: ./output/feature-sets/GEL.txt
[2025-12-01T20:38:04.521629] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:04.521661] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:04.521686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:04.521741] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:04.580703] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:04.581537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:04.581654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:04.581688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:04.711132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:04.711304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:04.711349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:04.711379] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:04.714879] [DEBUG] [FORECASTER] GEL: Forecast T+1@11:T+2@11: DOWN (p=32.41%)
[2025-12-01T20:38:04.715146] [INFO ] [FORECASTER] Completed predict_future for GEL
[2025-12-01T20:38:04.715269] [INFO ] [sig       ] GEL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:04.865654] [INFO ] [LOCAL     ] Saved forecast: GEL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GEL.txt
[2025-12-01T20:38:04.865812] [INFO ] [sig       ] [1397/3634] Completed GEL in 0.4s | 2.98 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-01T20:38:04.865852] [INFO ] [sig       ] [1398/3634] Forecasting GEN...
[2025-12-01T20:38:04.865880] [INFO ] [sig       ] Generating forecast for: GEN
[2025-12-01T20:38:04.865911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEN' from 'https://tdm.silogroup.org/data/derivative_storage/GEN.csv'.
[2025-12-01T20:38:04.878391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEN'.
[2025-12-01T20:38:04.878794] [INFO ] [FORECASTER] Starting predict_future for GEN
[2025-12-01T20:38:04.879542] [DEBUG] [LOCAL     ] No optimal features file found for GEN: ./output/feature-sets/GEN.txt
[2025-12-01T20:38:04.879618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:04.879651] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:04.879677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:04.879732] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:04.939096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:04.939954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:04.940048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:04.940084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:05.066328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:05.066479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:05.066518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:05.066547] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:05.069917] [DEBUG] [FORECASTER] GEN: Forecast T+1@11:T+2@11: UP (p=68.64%)
[2025-12-01T20:38:05.070190] [INFO ] [FORECASTER] Completed predict_future for GEN
[2025-12-01T20:38:05.070313] [INFO ] [sig       ] GEN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:05.221157] [INFO ] [LOCAL     ] Saved forecast: GEN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GEN.txt
[2025-12-01T20:38:05.221346] [INFO ] [sig       ] [1398/3634] Completed GEN in 0.4s | 2.98 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-01T20:38:05.221394] [INFO ] [sig       ] [1399/3634] Forecasting GENI...
[2025-12-01T20:38:05.221433] [INFO ] [sig       ] Generating forecast for: GENI
[2025-12-01T20:38:05.221476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENI' from 'https://tdm.silogroup.org/data/derivative_storage/GENI.csv'.
[2025-12-01T20:38:05.233314] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GENI'.
[2025-12-01T20:38:05.233636] [INFO ] [FORECASTER] Starting predict_future for GENI
[2025-12-01T20:38:05.234398] [DEBUG] [LOCAL     ] No optimal features file found for GENI: ./output/feature-sets/GENI.txt
[2025-12-01T20:38:05.234450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:05.234481] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:05.234507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:05.234563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:05.295180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:05.296261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:05.296348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:05.296381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:05.418190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:05.418380] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:05.418423] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:05.418453] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:05.422106] [DEBUG] [FORECASTER] GENI: Forecast T+1@11:T+2@11: DOWN (p=38.13%)
[2025-12-01T20:38:05.422378] [INFO ] [FORECASTER] Completed predict_future for GENI
[2025-12-01T20:38:05.422511] [INFO ] [sig       ] GENI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:05.559395] [INFO ] [LOCAL     ] Saved forecast: GENI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GENI.txt
[2025-12-01T20:38:05.559527] [INFO ] [sig       ] [1399/3634] Completed GENI in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-01T20:38:05.559564] [INFO ] [sig       ] [1400/3634] Forecasting GENK...
[2025-12-01T20:38:05.559619] [INFO ] [sig       ] Generating forecast for: GENK
[2025-12-01T20:38:05.559677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GENK' from 'https://tdm.silogroup.org/data/derivative_storage/GENK.csv'.
[2025-12-01T20:38:05.571787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GENK'.
[2025-12-01T20:38:05.572209] [INFO ] [FORECASTER] Starting predict_future for GENK
[2025-12-01T20:38:05.573114] [DEBUG] [LOCAL     ] No optimal features file found for GENK: ./output/feature-sets/GENK.txt
[2025-12-01T20:38:05.573163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:05.573194] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:05.573219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:05.573274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:05.627960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:05.628874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:05.628960] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:05.628991] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:05.752378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:05.752532] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:05.752589] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:05.752622] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:05.755944] [DEBUG] [FORECASTER] GENK: Forecast T+1@11:T+2@11: UP (p=91.80%)
[2025-12-01T20:38:05.756213] [INFO ] [FORECASTER] Completed predict_future for GENK
[2025-12-01T20:38:05.756336] [INFO ] [sig       ] GENK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:05.894879] [INFO ] [LOCAL     ] Saved forecast: GENK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GENK.txt
[2025-12-01T20:38:05.895023] [INFO ] [sig       ] [1400/3634] Completed GENK in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-01T20:38:05.895064] [INFO ] [sig       ] [1401/3634] Forecasting GEOS...
[2025-12-01T20:38:05.895092] [INFO ] [sig       ] Generating forecast for: GEOS
[2025-12-01T20:38:05.895120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEOS' from 'https://tdm.silogroup.org/data/derivative_storage/GEOS.csv'.
[2025-12-01T20:38:05.906281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEOS'.
[2025-12-01T20:38:05.906548] [INFO ] [FORECASTER] Starting predict_future for GEOS
[2025-12-01T20:38:05.907296] [DEBUG] [LOCAL     ] No optimal features file found for GEOS: ./output/feature-sets/GEOS.txt
[2025-12-01T20:38:05.907345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:05.907376] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:05.907402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:05.907456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:05.964691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:05.965331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:05.965409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:05.965442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:06.087384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:06.087539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:06.087603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:06.087657] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:06.093850] [DEBUG] [FORECASTER] GEOS: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-12-01T20:38:06.094127] [INFO ] [FORECASTER] Completed predict_future for GEOS
[2025-12-01T20:38:06.094247] [INFO ] [sig       ] GEOS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:06.233462] [INFO ] [LOCAL     ] Saved forecast: GEOS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GEOS.txt
[2025-12-01T20:38:06.233601] [INFO ] [sig       ] [1401/3634] Completed GEOS in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-01T20:38:06.233639] [INFO ] [sig       ] [1402/3634] Forecasting GERN...
[2025-12-01T20:38:06.233667] [INFO ] [sig       ] Generating forecast for: GERN
[2025-12-01T20:38:06.233695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GERN' from 'https://tdm.silogroup.org/data/derivative_storage/GERN.csv'.
[2025-12-01T20:38:06.244771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GERN'.
[2025-12-01T20:38:06.245073] [INFO ] [FORECASTER] Starting predict_future for GERN
[2025-12-01T20:38:06.245835] [DEBUG] [LOCAL     ] No optimal features file found for GERN: ./output/feature-sets/GERN.txt
[2025-12-01T20:38:06.245885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:06.245943] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:06.245972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:06.246027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:06.302609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:06.303395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:06.303481] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:06.303513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:06.436434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:06.436606] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:06.436646] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:06.436674] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:06.440056] [DEBUG] [FORECASTER] GERN: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-12-01T20:38:06.440321] [INFO ] [FORECASTER] Completed predict_future for GERN
[2025-12-01T20:38:06.440444] [INFO ] [sig       ] GERN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:06.579527] [INFO ] [LOCAL     ] Saved forecast: GERN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GERN.txt
[2025-12-01T20:38:06.579683] [INFO ] [sig       ] [1402/3634] Completed GERN in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-01T20:38:06.579723] [INFO ] [sig       ] [1403/3634] Forecasting GES...
[2025-12-01T20:38:06.579751] [INFO ] [sig       ] Generating forecast for: GES
[2025-12-01T20:38:06.579779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GES' from 'https://tdm.silogroup.org/data/derivative_storage/GES.csv'.
[2025-12-01T20:38:06.590698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GES'.
[2025-12-01T20:38:06.590962] [INFO ] [FORECASTER] Starting predict_future for GES
[2025-12-01T20:38:06.591702] [DEBUG] [LOCAL     ] No optimal features file found for GES: ./output/feature-sets/GES.txt
[2025-12-01T20:38:06.591750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:06.591780] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:06.591806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:06.591860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:06.647773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:06.648482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:06.648559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:06.648608] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:06.765533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:06.765698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:06.765740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:06.765788] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:06.769370] [DEBUG] [FORECASTER] GES: Forecast T+1@11:T+2@11: DOWN (p=43.37%)
[2025-12-01T20:38:06.769656] [INFO ] [FORECASTER] Completed predict_future for GES
[2025-12-01T20:38:06.769778] [INFO ] [sig       ] GES: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:06.911671] [INFO ] [LOCAL     ] Saved forecast: GES	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GES.txt
[2025-12-01T20:38:06.911809] [INFO ] [sig       ] [1403/3634] Completed GES in 0.3s | 2.98 sym/s | Total: 7.8m | ETA: 12.5m
[2025-12-01T20:38:06.911845] [INFO ] [sig       ] [1404/3634] Forecasting GEVO...
[2025-12-01T20:38:06.911874] [INFO ] [sig       ] Generating forecast for: GEVO
[2025-12-01T20:38:06.911901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GEVO' from 'https://tdm.silogroup.org/data/derivative_storage/GEVO.csv'.
[2025-12-01T20:38:06.923467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GEVO'.
[2025-12-01T20:38:06.923767] [INFO ] [FORECASTER] Starting predict_future for GEVO
[2025-12-01T20:38:06.924498] [DEBUG] [LOCAL     ] No optimal features file found for GEVO: ./output/feature-sets/GEVO.txt
[2025-12-01T20:38:06.924546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:06.924594] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:06.924622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:06.924675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:06.983205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:06.984029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:06.984129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:06.984163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:07.105832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:07.105985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:07.106025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:07.106052] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:07.109429] [DEBUG] [FORECASTER] GEVO: Forecast T+1@11:T+2@11: DOWN (p=34.96%)
[2025-12-01T20:38:07.109712] [INFO ] [FORECASTER] Completed predict_future for GEVO
[2025-12-01T20:38:07.109834] [INFO ] [sig       ] GEVO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:07.249618] [INFO ] [LOCAL     ] Saved forecast: GEVO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GEVO.txt
[2025-12-01T20:38:07.249739] [INFO ] [sig       ] [1404/3634] Completed GEVO in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-01T20:38:07.249776] [INFO ] [sig       ] [1405/3634] Forecasting GFF...
[2025-12-01T20:38:07.249803] [INFO ] [sig       ] Generating forecast for: GFF
[2025-12-01T20:38:07.249831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFF' from 'https://tdm.silogroup.org/data/derivative_storage/GFF.csv'.
[2025-12-01T20:38:07.260974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFF'.
[2025-12-01T20:38:07.261313] [INFO ] [FORECASTER] Starting predict_future for GFF
[2025-12-01T20:38:07.262083] [DEBUG] [LOCAL     ] No optimal features file found for GFF: ./output/feature-sets/GFF.txt
[2025-12-01T20:38:07.262133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:07.262164] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:07.262189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:07.262244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:07.321954] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:07.322785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:07.322865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:07.322914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:07.440014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:07.440174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:07.440213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:07.440273] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:07.443488] [DEBUG] [FORECASTER] GFF: Forecast T+1@11:T+2@11: UP (p=86.17%)
[2025-12-01T20:38:07.443771] [INFO ] [FORECASTER] Completed predict_future for GFF
[2025-12-01T20:38:07.443891] [INFO ] [sig       ] GFF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:07.588512] [INFO ] [LOCAL     ] Saved forecast: GFF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GFF.txt
[2025-12-01T20:38:07.588674] [INFO ] [sig       ] [1405/3634] Completed GFF in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-01T20:38:07.588712] [INFO ] [sig       ] [1406/3634] Forecasting GFI...
[2025-12-01T20:38:07.588741] [INFO ] [sig       ] Generating forecast for: GFI
[2025-12-01T20:38:07.588770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFI' from 'https://tdm.silogroup.org/data/derivative_storage/GFI.csv'.
[2025-12-01T20:38:07.600264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFI'.
[2025-12-01T20:38:07.600530] [INFO ] [FORECASTER] Starting predict_future for GFI
[2025-12-01T20:38:07.601326] [DEBUG] [LOCAL     ] No optimal features file found for GFI: ./output/feature-sets/GFI.txt
[2025-12-01T20:38:07.601376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:07.601406] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:07.601431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:07.601485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:07.659513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:07.660307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:07.660406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:07.660440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:07.785327] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:07.785475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:07.785512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:07.785539] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:07.788967] [DEBUG] [FORECASTER] GFI: Forecast T+1@11:T+2@11: DOWN (p=26.06%)
[2025-12-01T20:38:07.789311] [INFO ] [FORECASTER] Completed predict_future for GFI
[2025-12-01T20:38:07.789463] [INFO ] [sig       ] GFI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:07.929952] [INFO ] [LOCAL     ] Saved forecast: GFI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GFI.txt
[2025-12-01T20:38:07.930082] [INFO ] [sig       ] [1406/3634] Completed GFI in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-01T20:38:07.930119] [INFO ] [sig       ] [1407/3634] Forecasting GFL...
[2025-12-01T20:38:07.930148] [INFO ] [sig       ] Generating forecast for: GFL
[2025-12-01T20:38:07.930176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFL' from 'https://tdm.silogroup.org/data/derivative_storage/GFL.csv'.
[2025-12-01T20:38:07.945305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFL'.
[2025-12-01T20:38:07.945775] [INFO ] [FORECASTER] Starting predict_future for GFL
[2025-12-01T20:38:07.946757] [DEBUG] [LOCAL     ] No optimal features file found for GFL: ./output/feature-sets/GFL.txt
[2025-12-01T20:38:07.946817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:07.946856] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:07.946889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:07.946998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:08.008187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:08.009075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:08.009157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:08.009188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:08.128671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:08.128829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:08.128866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:08.128895] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:08.132203] [DEBUG] [FORECASTER] GFL: Forecast T+1@11:T+2@11: UP (p=95.00%)
[2025-12-01T20:38:08.132474] [INFO ] [FORECASTER] Completed predict_future for GFL
[2025-12-01T20:38:08.132618] [INFO ] [sig       ] GFL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:08.269631] [INFO ] [LOCAL     ] Saved forecast: GFL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GFL.txt
[2025-12-01T20:38:08.269781] [INFO ] [sig       ] [1407/3634] Completed GFL in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-01T20:38:08.269817] [INFO ] [sig       ] [1408/3634] Forecasting GFS...
[2025-12-01T20:38:08.269847] [INFO ] [sig       ] Generating forecast for: GFS
[2025-12-01T20:38:08.269877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GFS' from 'https://tdm.silogroup.org/data/derivative_storage/GFS.csv'.
[2025-12-01T20:38:08.280625] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GFS'.
[2025-12-01T20:38:08.280938] [INFO ] [FORECASTER] Starting predict_future for GFS
[2025-12-01T20:38:08.281720] [DEBUG] [LOCAL     ] No optimal features file found for GFS: ./output/feature-sets/GFS.txt
[2025-12-01T20:38:08.281773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:08.281804] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:08.281831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:08.281886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:08.338708] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:08.339490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:08.339570] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:08.339623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:08.456358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:08.456511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:08.456549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:08.456594] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:08.462952] [DEBUG] [FORECASTER] GFS: Forecast T+1@11:T+2@11: UP (p=91.02%)
[2025-12-01T20:38:08.463267] [INFO ] [FORECASTER] Completed predict_future for GFS
[2025-12-01T20:38:08.463394] [INFO ] [sig       ] GFS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:08.602852] [INFO ] [LOCAL     ] Saved forecast: GFS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GFS.txt
[2025-12-01T20:38:08.602996] [INFO ] [sig       ] [1408/3634] Completed GFS in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.5m
[2025-12-01T20:38:08.603034] [INFO ] [sig       ] [1409/3634] Forecasting GGAL...
[2025-12-01T20:38:08.603061] [INFO ] [sig       ] Generating forecast for: GGAL
[2025-12-01T20:38:08.603089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGAL' from 'https://tdm.silogroup.org/data/derivative_storage/GGAL.csv'.
[2025-12-01T20:38:08.613957] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GGAL'.
[2025-12-01T20:38:08.614297] [INFO ] [FORECASTER] Starting predict_future for GGAL
[2025-12-01T20:38:08.615050] [DEBUG] [LOCAL     ] No optimal features file found for GGAL: ./output/feature-sets/GGAL.txt
[2025-12-01T20:38:08.615111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:08.615142] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:08.615167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:08.615222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:08.671273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:08.672186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:08.672265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:08.672298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:08.790956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:08.791116] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:08.791154] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:08.791181] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:08.794481] [DEBUG] [FORECASTER] GGAL: Forecast T+1@11:T+2@11: DOWN (p=33.45%)
[2025-12-01T20:38:08.794782] [INFO ] [FORECASTER] Completed predict_future for GGAL
[2025-12-01T20:38:08.794914] [INFO ] [sig       ] GGAL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:08.934059] [INFO ] [LOCAL     ] Saved forecast: GGAL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GGAL.txt
[2025-12-01T20:38:08.934192] [INFO ] [sig       ] [1409/3634] Completed GGAL in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-01T20:38:08.934229] [INFO ] [sig       ] [1410/3634] Forecasting GGB...
[2025-12-01T20:38:08.934257] [INFO ] [sig       ] Generating forecast for: GGB
[2025-12-01T20:38:08.934286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGB' from 'https://tdm.silogroup.org/data/derivative_storage/GGB.csv'.
[2025-12-01T20:38:08.945315] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GGB'.
[2025-12-01T20:38:08.945592] [INFO ] [FORECASTER] Starting predict_future for GGB
[2025-12-01T20:38:08.946307] [DEBUG] [LOCAL     ] No optimal features file found for GGB: ./output/feature-sets/GGB.txt
[2025-12-01T20:38:08.946356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:08.946386] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:08.946412] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:08.946466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:09.006961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:09.007880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:09.007971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:09.008005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:09.129770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:09.129917] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:09.129954] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:09.129981] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:09.133178] [DEBUG] [FORECASTER] GGB: Forecast T+1@11:T+2@11: DOWN (p=8.95%)
[2025-12-01T20:38:09.133434] [INFO ] [FORECASTER] Completed predict_future for GGB
[2025-12-01T20:38:09.133549] [INFO ] [sig       ] GGB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:09.277257] [INFO ] [LOCAL     ] Saved forecast: GGB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GGB.txt
[2025-12-01T20:38:09.277405] [INFO ] [sig       ] [1410/3634] Completed GGB in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-01T20:38:09.277442] [INFO ] [sig       ] [1411/3634] Forecasting GGG...
[2025-12-01T20:38:09.277470] [INFO ] [sig       ] Generating forecast for: GGG
[2025-12-01T20:38:09.277498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGG' from 'https://tdm.silogroup.org/data/derivative_storage/GGG.csv'.
[2025-12-01T20:38:09.288347] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GGG'.
[2025-12-01T20:38:09.288628] [INFO ] [FORECASTER] Starting predict_future for GGG
[2025-12-01T20:38:09.289349] [DEBUG] [LOCAL     ] No optimal features file found for GGG: ./output/feature-sets/GGG.txt
[2025-12-01T20:38:09.289397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:09.289427] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:09.289452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:09.289505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:09.344500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:09.345281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:09.345357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:09.345389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:09.462847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:09.462995] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:09.463032] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:09.463060] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:09.466278] [DEBUG] [FORECASTER] GGG: Forecast T+1@11:T+2@11: UP (p=55.15%)
[2025-12-01T20:38:09.466532] [INFO ] [FORECASTER] Completed predict_future for GGG
[2025-12-01T20:38:09.466667] [INFO ] [sig       ] GGG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:09.603802] [INFO ] [LOCAL     ] Saved forecast: GGG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GGG.txt
[2025-12-01T20:38:09.603927] [INFO ] [sig       ] [1411/3634] Completed GGG in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-01T20:38:09.603963] [INFO ] [sig       ] [1412/3634] Forecasting GGLL...
[2025-12-01T20:38:09.603992] [INFO ] [sig       ] Generating forecast for: GGLL
[2025-12-01T20:38:09.604021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLL' from 'https://tdm.silogroup.org/data/derivative_storage/GGLL.csv'.
[2025-12-01T20:38:09.614716] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GGLL'.
[2025-12-01T20:38:09.614966] [INFO ] [FORECASTER] Starting predict_future for GGLL
[2025-12-01T20:38:09.615694] [DEBUG] [LOCAL     ] No optimal features file found for GGLL: ./output/feature-sets/GGLL.txt
[2025-12-01T20:38:09.615744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:09.615773] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:09.615799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:09.615853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:09.672442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:09.673289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:09.673401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:09.673435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:09.788979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:09.789124] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:09.789162] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:09.789189] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:09.792419] [DEBUG] [FORECASTER] GGLL: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-01T20:38:09.792694] [INFO ] [FORECASTER] Completed predict_future for GGLL
[2025-12-01T20:38:09.792813] [INFO ] [sig       ] GGLL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:09.934526] [INFO ] [LOCAL     ] Saved forecast: GGLL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GGLL.txt
[2025-12-01T20:38:09.934682] [INFO ] [sig       ] [1412/3634] Completed GGLL in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-01T20:38:09.934727] [INFO ] [sig       ] [1413/3634] Forecasting GGLS...
[2025-12-01T20:38:09.934757] [INFO ] [sig       ] Generating forecast for: GGLS
[2025-12-01T20:38:09.934812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GGLS' from 'https://tdm.silogroup.org/data/derivative_storage/GGLS.csv'.
[2025-12-01T20:38:09.945957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GGLS'.
[2025-12-01T20:38:09.946232] [INFO ] [FORECASTER] Starting predict_future for GGLS
[2025-12-01T20:38:09.946991] [DEBUG] [LOCAL     ] No optimal features file found for GGLS: ./output/feature-sets/GGLS.txt
[2025-12-01T20:38:09.947040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:09.947069] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:09.947094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:09.947148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:10.002994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:10.003839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:10.003918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:10.003948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:10.123319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:10.123470] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:10.123508] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:10.123537] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:10.126843] [DEBUG] [FORECASTER] GGLS: Forecast T+1@11:T+2@11: DOWN (p=40.59%)
[2025-12-01T20:38:10.127121] [INFO ] [FORECASTER] Completed predict_future for GGLS
[2025-12-01T20:38:10.127245] [INFO ] [sig       ] GGLS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:10.264477] [INFO ] [LOCAL     ] Saved forecast: GGLS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GGLS.txt
[2025-12-01T20:38:10.264634] [INFO ] [sig       ] [1413/3634] Completed GGLS in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-01T20:38:10.264672] [INFO ] [sig       ] [1414/3634] Forecasting GH...
[2025-12-01T20:38:10.264702] [INFO ] [sig       ] Generating forecast for: GH
[2025-12-01T20:38:10.264730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GH' from 'https://tdm.silogroup.org/data/derivative_storage/GH.csv'.
[2025-12-01T20:38:10.275523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GH'.
[2025-12-01T20:38:10.275808] [INFO ] [FORECASTER] Starting predict_future for GH
[2025-12-01T20:38:10.276525] [DEBUG] [LOCAL     ] No optimal features file found for GH: ./output/feature-sets/GH.txt
[2025-12-01T20:38:10.276590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:10.276622] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:10.276647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:10.276702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:10.331761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:10.332536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:10.332635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:10.332667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:10.453805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:10.453954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:10.453993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:10.454019] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:10.457335] [DEBUG] [FORECASTER] GH: Forecast T+1@11:T+2@11: UP (p=73.29%)
[2025-12-01T20:38:10.457636] [INFO ] [FORECASTER] Completed predict_future for GH
[2025-12-01T20:38:10.457757] [INFO ] [sig       ] GH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:10.594803] [INFO ] [LOCAL     ] Saved forecast: GH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GH.txt
[2025-12-01T20:38:10.594952] [INFO ] [sig       ] [1414/3634] Completed GH in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-01T20:38:10.594990] [INFO ] [sig       ] [1415/3634] Forecasting GHI...
[2025-12-01T20:38:10.595018] [INFO ] [sig       ] Generating forecast for: GHI
[2025-12-01T20:38:10.595046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHI' from 'https://tdm.silogroup.org/data/derivative_storage/GHI.csv'.
[2025-12-01T20:38:10.606291] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GHI'.
[2025-12-01T20:38:10.606596] [INFO ] [FORECASTER] Starting predict_future for GHI
[2025-12-01T20:38:10.607314] [DEBUG] [LOCAL     ] No optimal features file found for GHI: ./output/feature-sets/GHI.txt
[2025-12-01T20:38:10.607363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:10.607393] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:10.607418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:10.607472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:10.666319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:10.667085] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:10.667161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:10.667194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:10.782530] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:10.782693] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:10.782730] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:10.782758] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:10.785981] [DEBUG] [FORECASTER] GHI: Forecast T+1@11:T+2@11: DOWN (p=27.18%)
[2025-12-01T20:38:10.786267] [INFO ] [FORECASTER] Completed predict_future for GHI
[2025-12-01T20:38:10.786383] [INFO ] [sig       ] GHI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:10.925330] [INFO ] [LOCAL     ] Saved forecast: GHI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GHI.txt
[2025-12-01T20:38:10.925501] [INFO ] [sig       ] [1415/3634] Completed GHI in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-01T20:38:10.925539] [INFO ] [sig       ] [1416/3634] Forecasting GHM...
[2025-12-01T20:38:10.925568] [INFO ] [sig       ] Generating forecast for: GHM
[2025-12-01T20:38:10.925639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHM' from 'https://tdm.silogroup.org/data/derivative_storage/GHM.csv'.
[2025-12-01T20:38:10.936296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHM'.
[2025-12-01T20:38:10.936552] [INFO ] [FORECASTER] Starting predict_future for GHM
[2025-12-01T20:38:10.937287] [DEBUG] [LOCAL     ] No optimal features file found for GHM: ./output/feature-sets/GHM.txt
[2025-12-01T20:38:10.937335] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:10.937365] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:10.937391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:10.937445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:10.993286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:10.994107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:10.994193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:10.994225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:11.114258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:11.114412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:11.114467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:11.114496] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:11.117778] [DEBUG] [FORECASTER] GHM: Forecast T+1@11:T+2@11: UP (p=57.16%)
[2025-12-01T20:38:11.118036] [INFO ] [FORECASTER] Completed predict_future for GHM
[2025-12-01T20:38:11.118157] [INFO ] [sig       ] GHM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:11.256152] [INFO ] [LOCAL     ] Saved forecast: GHM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GHM.txt
[2025-12-01T20:38:11.256287] [INFO ] [sig       ] [1416/3634] Completed GHM in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-01T20:38:11.256324] [INFO ] [sig       ] [1417/3634] Forecasting GHRS...
[2025-12-01T20:38:11.256352] [INFO ] [sig       ] Generating forecast for: GHRS
[2025-12-01T20:38:11.256382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHRS' from 'https://tdm.silogroup.org/data/derivative_storage/GHRS.csv'.
[2025-12-01T20:38:11.267369] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GHRS'.
[2025-12-01T20:38:11.267643] [INFO ] [FORECASTER] Starting predict_future for GHRS
[2025-12-01T20:38:11.268383] [DEBUG] [LOCAL     ] No optimal features file found for GHRS: ./output/feature-sets/GHRS.txt
[2025-12-01T20:38:11.268432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:11.268460] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:11.268485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:11.268539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:11.323983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:11.324615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:11.324689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:11.324720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:11.448378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:11.448562] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:11.448619] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:11.448648] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:11.452121] [DEBUG] [FORECASTER] GHRS: Forecast T+1@11:T+2@11: UP (p=84.18%)
[2025-12-01T20:38:11.452415] [INFO ] [FORECASTER] Completed predict_future for GHRS
[2025-12-01T20:38:11.452545] [INFO ] [sig       ] GHRS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:11.592078] [INFO ] [LOCAL     ] Saved forecast: GHRS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GHRS.txt
[2025-12-01T20:38:11.592230] [INFO ] [sig       ] [1417/3634] Completed GHRS in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-01T20:38:11.592268] [INFO ] [sig       ] [1418/3634] Forecasting GHY...
[2025-12-01T20:38:11.592297] [INFO ] [sig       ] Generating forecast for: GHY
[2025-12-01T20:38:11.592353] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GHY' from 'https://tdm.silogroup.org/data/derivative_storage/GHY.csv'.
[2025-12-01T20:38:11.603735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GHY'.
[2025-12-01T20:38:11.604074] [INFO ] [FORECASTER] Starting predict_future for GHY
[2025-12-01T20:38:11.604860] [DEBUG] [LOCAL     ] No optimal features file found for GHY: ./output/feature-sets/GHY.txt
[2025-12-01T20:38:11.604911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:11.604942] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:11.604969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:11.605026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:11.662332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:11.663149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:11.663234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:11.663266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:11.791005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:11.791196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:11.791260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:11.791309] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:11.796706] [DEBUG] [FORECASTER] GHY: Forecast T+1@11:T+2@11: UP (p=86.26%)
[2025-12-01T20:38:11.797152] [INFO ] [FORECASTER] Completed predict_future for GHY
[2025-12-01T20:38:11.797351] [INFO ] [sig       ] GHY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:11.935635] [INFO ] [LOCAL     ] Saved forecast: GHY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GHY.txt
[2025-12-01T20:38:11.935766] [INFO ] [sig       ] [1418/3634] Completed GHY in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-01T20:38:11.935804] [INFO ] [sig       ] [1419/3634] Forecasting GIB...
[2025-12-01T20:38:11.935833] [INFO ] [sig       ] Generating forecast for: GIB
[2025-12-01T20:38:11.935861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIB' from 'https://tdm.silogroup.org/data/derivative_storage/GIB.csv'.
[2025-12-01T20:38:11.947021] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GIB'.
[2025-12-01T20:38:11.947295] [INFO ] [FORECASTER] Starting predict_future for GIB
[2025-12-01T20:38:11.948038] [DEBUG] [LOCAL     ] No optimal features file found for GIB: ./output/feature-sets/GIB.txt
[2025-12-01T20:38:11.948086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:11.948144] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:11.948174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:11.948228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:12.002671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:12.003431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:12.003511] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:12.003542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:12.121178] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:12.121336] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:12.121372] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:12.121400] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:12.124733] [DEBUG] [FORECASTER] GIB: Forecast T+1@11:T+2@11: DOWN (p=0.51%)
[2025-12-01T20:38:12.124995] [INFO ] [FORECASTER] Completed predict_future for GIB
[2025-12-01T20:38:12.125117] [INFO ] [sig       ] GIB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:12.264917] [INFO ] [LOCAL     ] Saved forecast: GIB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GIB.txt
[2025-12-01T20:38:12.265070] [INFO ] [sig       ] [1419/3634] Completed GIB in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-01T20:38:12.265130] [INFO ] [sig       ] [1420/3634] Forecasting GIFI...
[2025-12-01T20:38:12.265159] [INFO ] [sig       ] Generating forecast for: GIFI
[2025-12-01T20:38:12.265188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIFI' from 'https://tdm.silogroup.org/data/derivative_storage/GIFI.csv'.
[2025-12-01T20:38:12.278300] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GIFI'.
[2025-12-01T20:38:12.278720] [INFO ] [FORECASTER] Starting predict_future for GIFI
[2025-12-01T20:38:12.279471] [DEBUG] [LOCAL     ] No optimal features file found for GIFI: ./output/feature-sets/GIFI.txt
[2025-12-01T20:38:12.279521] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:12.279564] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:12.279611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:12.279669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:12.336156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:12.336807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:12.336883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:12.336914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:12.450343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:12.450494] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:12.450531] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:12.450557] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:12.453783] [DEBUG] [FORECASTER] GIFI: Forecast T+1@11:T+2@11: UP (p=80.12%)
[2025-12-01T20:38:12.454042] [INFO ] [FORECASTER] Completed predict_future for GIFI
[2025-12-01T20:38:12.454164] [INFO ] [sig       ] GIFI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:12.591397] [INFO ] [LOCAL     ] Saved forecast: GIFI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GIFI.txt
[2025-12-01T20:38:12.591545] [INFO ] [sig       ] [1420/3634] Completed GIFI in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-01T20:38:12.591602] [INFO ] [sig       ] [1421/3634] Forecasting GIII...
[2025-12-01T20:38:12.591632] [INFO ] [sig       ] Generating forecast for: GIII
[2025-12-01T20:38:12.591660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIII' from 'https://tdm.silogroup.org/data/derivative_storage/GIII.csv'.
[2025-12-01T20:38:12.602333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIII'.
[2025-12-01T20:38:12.602624] [INFO ] [FORECASTER] Starting predict_future for GIII
[2025-12-01T20:38:12.603342] [DEBUG] [LOCAL     ] No optimal features file found for GIII: ./output/feature-sets/GIII.txt
[2025-12-01T20:38:12.603390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:12.603421] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:12.603446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:12.603500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:12.657808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:12.658645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:12.658725] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:12.658756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:12.774714] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:12.774861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:12.774898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:12.774925] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:12.778122] [DEBUG] [FORECASTER] GIII: Forecast T+1@11:T+2@11: UP (p=89.92%)
[2025-12-01T20:38:12.781335] [INFO ] [FORECASTER] Completed predict_future for GIII
[2025-12-01T20:38:12.781494] [INFO ] [sig       ] GIII: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:12.917042] [INFO ] [LOCAL     ] Saved forecast: GIII	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GIII.txt
[2025-12-01T20:38:12.917167] [INFO ] [sig       ] [1421/3634] Completed GIII in 0.3s | 2.98 sym/s | Total: 7.9m | ETA: 12.4m
[2025-12-01T20:38:12.917204] [INFO ] [sig       ] [1422/3634] Forecasting GIL...
[2025-12-01T20:38:12.917231] [INFO ] [sig       ] Generating forecast for: GIL
[2025-12-01T20:38:12.917260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIL' from 'https://tdm.silogroup.org/data/derivative_storage/GIL.csv'.
[2025-12-01T20:38:12.928986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIL'.
[2025-12-01T20:38:12.929271] [INFO ] [FORECASTER] Starting predict_future for GIL
[2025-12-01T20:38:12.930014] [DEBUG] [LOCAL     ] No optimal features file found for GIL: ./output/feature-sets/GIL.txt
[2025-12-01T20:38:12.930062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:12.930091] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:12.930115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:12.930173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:12.985742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:12.986290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:12.986365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:12.986394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:13.106078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:13.106184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:13.106218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:13.106275] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:13.109396] [DEBUG] [FORECASTER] GIL: Forecast T+1@11:T+2@11: DOWN (p=26.69%)
[2025-12-01T20:38:13.109677] [INFO ] [FORECASTER] Completed predict_future for GIL
[2025-12-01T20:38:13.109796] [INFO ] [sig       ] GIL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:13.247416] [INFO ] [LOCAL     ] Saved forecast: GIL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GIL.txt
[2025-12-01T20:38:13.247520] [INFO ] [sig       ] [1422/3634] Completed GIL in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-01T20:38:13.247555] [INFO ] [sig       ] [1423/3634] Forecasting GILD...
[2025-12-01T20:38:13.247601] [INFO ] [sig       ] Generating forecast for: GILD
[2025-12-01T20:38:13.247630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GILD' from 'https://tdm.silogroup.org/data/derivative_storage/GILD.csv'.
[2025-12-01T20:38:13.259047] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GILD'.
[2025-12-01T20:38:13.259315] [INFO ] [FORECASTER] Starting predict_future for GILD
[2025-12-01T20:38:13.260052] [DEBUG] [LOCAL     ] No optimal features file found for GILD: ./output/feature-sets/GILD.txt
[2025-12-01T20:38:13.260101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:13.260131] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:13.260157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:13.260215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:13.316590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:13.317436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:13.317521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:13.317554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:13.435373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:13.435517] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:13.435554] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:13.435596] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:13.438795] [DEBUG] [FORECASTER] GILD: Forecast T+1@11:T+2@11: UP (p=82.32%)
[2025-12-01T20:38:13.439048] [INFO ] [FORECASTER] Completed predict_future for GILD
[2025-12-01T20:38:13.439184] [INFO ] [sig       ] GILD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:13.579812] [INFO ] [LOCAL     ] Saved forecast: GILD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GILD.txt
[2025-12-01T20:38:13.579924] [INFO ] [sig       ] [1423/3634] Completed GILD in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-01T20:38:13.579968] [INFO ] [sig       ] [1424/3634] Forecasting GIS...
[2025-12-01T20:38:13.580002] [INFO ] [sig       ] Generating forecast for: GIS
[2025-12-01T20:38:13.580033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GIS' from 'https://tdm.silogroup.org/data/derivative_storage/GIS.csv'.
[2025-12-01T20:38:13.590851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GIS'.
[2025-12-01T20:38:13.591096] [INFO ] [FORECASTER] Starting predict_future for GIS
[2025-12-01T20:38:13.591829] [DEBUG] [LOCAL     ] No optimal features file found for GIS: ./output/feature-sets/GIS.txt
[2025-12-01T20:38:13.591877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:13.591907] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:13.591932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:13.591986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:13.647413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:13.648007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:13.648080] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:13.648111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:13.765003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:13.765123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:13.765157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:13.765184] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:13.768295] [DEBUG] [FORECASTER] GIS: Forecast T+1@11:T+2@11: UP (p=97.63%)
[2025-12-01T20:38:13.768566] [INFO ] [FORECASTER] Completed predict_future for GIS
[2025-12-01T20:38:13.768702] [INFO ] [sig       ] GIS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:13.907322] [INFO ] [LOCAL     ] Saved forecast: GIS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GIS.txt
[2025-12-01T20:38:13.907426] [INFO ] [sig       ] [1424/3634] Completed GIS in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-01T20:38:13.907463] [INFO ] [sig       ] [1425/3634] Forecasting GKOS...
[2025-12-01T20:38:13.907491] [INFO ] [sig       ] Generating forecast for: GKOS
[2025-12-01T20:38:13.907520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GKOS' from 'https://tdm.silogroup.org/data/derivative_storage/GKOS.csv'.
[2025-12-01T20:38:13.918117] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GKOS'.
[2025-12-01T20:38:13.918396] [INFO ] [FORECASTER] Starting predict_future for GKOS
[2025-12-01T20:38:13.919120] [DEBUG] [LOCAL     ] No optimal features file found for GKOS: ./output/feature-sets/GKOS.txt
[2025-12-01T20:38:13.919171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:13.919201] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:13.919226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:13.919280] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:13.974959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:13.975518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:13.975608] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:13.975641] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:14.095484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:14.095616] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:14.095652] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:14.095696] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:14.098769] [DEBUG] [FORECASTER] GKOS: Forecast T+1@11:T+2@11: DOWN (p=4.98%)
[2025-12-01T20:38:14.099029] [INFO ] [FORECASTER] Completed predict_future for GKOS
[2025-12-01T20:38:14.099146] [INFO ] [sig       ] GKOS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:14.239027] [INFO ] [LOCAL     ] Saved forecast: GKOS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GKOS.txt
[2025-12-01T20:38:14.239158] [INFO ] [sig       ] [1425/3634] Completed GKOS in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-01T20:38:14.239196] [INFO ] [sig       ] [1426/3634] Forecasting GL...
[2025-12-01T20:38:14.239225] [INFO ] [sig       ] Generating forecast for: GL
[2025-12-01T20:38:14.239260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GL' from 'https://tdm.silogroup.org/data/derivative_storage/GL.csv'.
[2025-12-01T20:38:14.250052] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GL'.
[2025-12-01T20:38:14.250330] [INFO ] [FORECASTER] Starting predict_future for GL
[2025-12-01T20:38:14.251069] [DEBUG] [LOCAL     ] No optimal features file found for GL: ./output/feature-sets/GL.txt
[2025-12-01T20:38:14.251117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:14.251147] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:14.251172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:14.251226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:14.305659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:14.306263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:14.306343] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:14.306373] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:14.429408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:14.429543] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:14.429598] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:14.429628] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:14.432862] [DEBUG] [FORECASTER] GL: Forecast T+1@11:T+2@11: UP (p=54.07%)
[2025-12-01T20:38:14.433124] [INFO ] [FORECASTER] Completed predict_future for GL
[2025-12-01T20:38:14.433245] [INFO ] [sig       ] GL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:14.573606] [INFO ] [LOCAL     ] Saved forecast: GL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GL.txt
[2025-12-01T20:38:14.573729] [INFO ] [sig       ] [1426/3634] Completed GL in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.4m
[2025-12-01T20:38:14.573766] [INFO ] [sig       ] [1427/3634] Forecasting GLAD...
[2025-12-01T20:38:14.573794] [INFO ] [sig       ] Generating forecast for: GLAD
[2025-12-01T20:38:14.573821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLAD' from 'https://tdm.silogroup.org/data/derivative_storage/GLAD.csv'.
[2025-12-01T20:38:14.584429] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLAD'.
[2025-12-01T20:38:14.584696] [INFO ] [FORECASTER] Starting predict_future for GLAD
[2025-12-01T20:38:14.585406] [DEBUG] [LOCAL     ] No optimal features file found for GLAD: ./output/feature-sets/GLAD.txt
[2025-12-01T20:38:14.585455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:14.585484] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:14.585509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:14.585563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:14.640057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:14.640646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:14.640718] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:14.640748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:14.753440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:14.753536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:14.753584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:14.753631] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:14.756629] [DEBUG] [FORECASTER] GLAD: Forecast T+1@11:T+2@11: UP (p=92.10%)
[2025-12-01T20:38:14.756878] [INFO ] [FORECASTER] Completed predict_future for GLAD
[2025-12-01T20:38:14.756994] [INFO ] [sig       ] GLAD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:14.894308] [INFO ] [LOCAL     ] Saved forecast: GLAD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GLAD.txt
[2025-12-01T20:38:14.894415] [INFO ] [sig       ] [1427/3634] Completed GLAD in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-01T20:38:14.894450] [INFO ] [sig       ] [1428/3634] Forecasting GLBE...
[2025-12-01T20:38:14.894477] [INFO ] [sig       ] Generating forecast for: GLBE
[2025-12-01T20:38:14.894504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBE' from 'https://tdm.silogroup.org/data/derivative_storage/GLBE.csv'.
[2025-12-01T20:38:14.905111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBE'.
[2025-12-01T20:38:14.905361] [INFO ] [FORECASTER] Starting predict_future for GLBE
[2025-12-01T20:38:14.906084] [DEBUG] [LOCAL     ] No optimal features file found for GLBE: ./output/feature-sets/GLBE.txt
[2025-12-01T20:38:14.906133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:14.906163] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:14.906188] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:14.906242] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:14.964676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:14.965319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:14.965392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:14.965422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:15.084694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:15.084839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:15.084875] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:15.084901] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:15.088037] [DEBUG] [FORECASTER] GLBE: Forecast T+1@11:T+2@11: UP (p=94.05%)
[2025-12-01T20:38:15.088292] [INFO ] [FORECASTER] Completed predict_future for GLBE
[2025-12-01T20:38:15.088430] [INFO ] [sig       ] GLBE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:15.224307] [INFO ] [LOCAL     ] Saved forecast: GLBE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GLBE.txt
[2025-12-01T20:38:15.224414] [INFO ] [sig       ] [1428/3634] Completed GLBE in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-01T20:38:15.224449] [INFO ] [sig       ] [1429/3634] Forecasting GLBS...
[2025-12-01T20:38:15.224476] [INFO ] [sig       ] Generating forecast for: GLBS
[2025-12-01T20:38:15.224503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLBS' from 'https://tdm.silogroup.org/data/derivative_storage/GLBS.csv'.
[2025-12-01T20:38:15.235472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLBS'.
[2025-12-01T20:38:15.235789] [INFO ] [FORECASTER] Starting predict_future for GLBS
[2025-12-01T20:38:15.236504] [DEBUG] [LOCAL     ] No optimal features file found for GLBS: ./output/feature-sets/GLBS.txt
[2025-12-01T20:38:15.236551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:15.236605] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:15.236633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:15.236686] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:15.291501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:15.292099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:15.292199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:15.292245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:15.401141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:15.401250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:15.401284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:15.401311] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:15.404403] [DEBUG] [FORECASTER] GLBS: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-12-01T20:38:15.404681] [INFO ] [FORECASTER] Completed predict_future for GLBS
[2025-12-01T20:38:15.404801] [INFO ] [sig       ] GLBS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:15.543099] [INFO ] [LOCAL     ] Saved forecast: GLBS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GLBS.txt
[2025-12-01T20:38:15.543212] [INFO ] [sig       ] [1429/3634] Completed GLBS in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-01T20:38:15.543249] [INFO ] [sig       ] [1430/3634] Forecasting GLDD...
[2025-12-01T20:38:15.543277] [INFO ] [sig       ] Generating forecast for: GLDD
[2025-12-01T20:38:15.543310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLDD' from 'https://tdm.silogroup.org/data/derivative_storage/GLDD.csv'.
[2025-12-01T20:38:15.555304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLDD'.
[2025-12-01T20:38:15.555687] [INFO ] [FORECASTER] Starting predict_future for GLDD
[2025-12-01T20:38:15.556477] [DEBUG] [LOCAL     ] No optimal features file found for GLDD: ./output/feature-sets/GLDD.txt
[2025-12-01T20:38:15.556527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:15.556557] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:15.556604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:15.556659] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:15.612316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:15.613138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:15.613218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:15.613251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:15.731354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:15.731461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:15.731494] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:15.731521] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:15.734627] [DEBUG] [FORECASTER] GLDD: Forecast T+1@11:T+2@11: UP (p=89.20%)
[2025-12-01T20:38:15.734882] [INFO ] [FORECASTER] Completed predict_future for GLDD
[2025-12-01T20:38:15.734996] [INFO ] [sig       ] GLDD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:15.877505] [INFO ] [LOCAL     ] Saved forecast: GLDD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GLDD.txt
[2025-12-01T20:38:15.877643] [INFO ] [sig       ] [1430/3634] Completed GLDD in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-01T20:38:15.877681] [INFO ] [sig       ] [1431/3634] Forecasting GLNG...
[2025-12-01T20:38:15.877708] [INFO ] [sig       ] Generating forecast for: GLNG
[2025-12-01T20:38:15.877736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLNG' from 'https://tdm.silogroup.org/data/derivative_storage/GLNG.csv'.
[2025-12-01T20:38:15.888728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLNG'.
[2025-12-01T20:38:15.889009] [INFO ] [FORECASTER] Starting predict_future for GLNG
[2025-12-01T20:38:15.889826] [DEBUG] [LOCAL     ] No optimal features file found for GLNG: ./output/feature-sets/GLNG.txt
[2025-12-01T20:38:15.889877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:15.889907] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:15.889944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:15.890000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:15.946393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:15.946992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:15.947078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:15.947111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:16.064534] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:16.064661] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:16.064695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:16.064722] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:16.067816] [DEBUG] [FORECASTER] GLNG: Forecast T+1@11:T+2@11: DOWN (p=31.86%)
[2025-12-01T20:38:16.068067] [INFO ] [FORECASTER] Completed predict_future for GLNG
[2025-12-01T20:38:16.068183] [INFO ] [sig       ] GLNG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:16.203813] [INFO ] [LOCAL     ] Saved forecast: GLNG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GLNG.txt
[2025-12-01T20:38:16.203923] [INFO ] [sig       ] [1431/3634] Completed GLNG in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-01T20:38:16.203959] [INFO ] [sig       ] [1432/3634] Forecasting GLOB...
[2025-12-01T20:38:16.203987] [INFO ] [sig       ] Generating forecast for: GLOB
[2025-12-01T20:38:16.204015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLOB' from 'https://tdm.silogroup.org/data/derivative_storage/GLOB.csv'.
[2025-12-01T20:38:16.214860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLOB'.
[2025-12-01T20:38:16.215117] [INFO ] [FORECASTER] Starting predict_future for GLOB
[2025-12-01T20:38:16.215865] [DEBUG] [LOCAL     ] No optimal features file found for GLOB: ./output/feature-sets/GLOB.txt
[2025-12-01T20:38:16.215913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:16.215942] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:16.215966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:16.216019] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:16.271078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:16.271736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:16.271812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:16.271842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:16.385729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:16.385852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:16.385887] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:16.385914] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:16.389052] [DEBUG] [FORECASTER] GLOB: Forecast T+1@11:T+2@11: UP (p=92.86%)
[2025-12-01T20:38:16.389341] [INFO ] [FORECASTER] Completed predict_future for GLOB
[2025-12-01T20:38:16.389456] [INFO ] [sig       ] GLOB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:16.528993] [INFO ] [LOCAL     ] Saved forecast: GLOB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GLOB.txt
[2025-12-01T20:38:16.529147] [INFO ] [sig       ] [1432/3634] Completed GLOB in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-01T20:38:16.529185] [INFO ] [sig       ] [1433/3634] Forecasting GLP...
[2025-12-01T20:38:16.529214] [INFO ] [sig       ] Generating forecast for: GLP
[2025-12-01T20:38:16.529242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLP' from 'https://tdm.silogroup.org/data/derivative_storage/GLP.csv'.
[2025-12-01T20:38:16.539904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLP'.
[2025-12-01T20:38:16.540177] [INFO ] [FORECASTER] Starting predict_future for GLP
[2025-12-01T20:38:16.540929] [DEBUG] [LOCAL     ] No optimal features file found for GLP: ./output/feature-sets/GLP.txt
[2025-12-01T20:38:16.540977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:16.541008] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:16.541034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:16.541092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:16.598374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:16.599063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:16.599140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:16.599173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:16.719455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:16.719616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:16.719654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:16.719680] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:16.722906] [DEBUG] [FORECASTER] GLP: Forecast T+1@11:T+2@11: UP (p=59.09%)
[2025-12-01T20:38:16.723162] [INFO ] [FORECASTER] Completed predict_future for GLP
[2025-12-01T20:38:16.723277] [INFO ] [sig       ] GLP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:16.859937] [INFO ] [LOCAL     ] Saved forecast: GLP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GLP.txt
[2025-12-01T20:38:16.860045] [INFO ] [sig       ] [1433/3634] Completed GLP in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-01T20:38:16.860080] [INFO ] [sig       ] [1434/3634] Forecasting GLPG...
[2025-12-01T20:38:16.860108] [INFO ] [sig       ] Generating forecast for: GLPG
[2025-12-01T20:38:16.860136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPG' from 'https://tdm.silogroup.org/data/derivative_storage/GLPG.csv'.
[2025-12-01T20:38:16.871008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPG'.
[2025-12-01T20:38:16.871275] [INFO ] [FORECASTER] Starting predict_future for GLPG
[2025-12-01T20:38:16.872002] [DEBUG] [LOCAL     ] No optimal features file found for GLPG: ./output/feature-sets/GLPG.txt
[2025-12-01T20:38:16.872052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:16.872081] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:16.872107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:16.872161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:16.928090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:16.928726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:16.928801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:16.928832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:17.051344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:17.051469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:17.051504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:17.051530] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:17.054693] [DEBUG] [FORECASTER] GLPG: Forecast T+1@11:T+2@11: DOWN (p=16.66%)
[2025-12-01T20:38:17.054946] [INFO ] [FORECASTER] Completed predict_future for GLPG
[2025-12-01T20:38:17.055062] [INFO ] [sig       ] GLPG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:17.193080] [INFO ] [LOCAL     ] Saved forecast: GLPG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GLPG.txt
[2025-12-01T20:38:17.193198] [INFO ] [sig       ] [1434/3634] Completed GLPG in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-01T20:38:17.193241] [INFO ] [sig       ] [1435/3634] Forecasting GLPI...
[2025-12-01T20:38:17.193275] [INFO ] [sig       ] Generating forecast for: GLPI
[2025-12-01T20:38:17.193316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLPI' from 'https://tdm.silogroup.org/data/derivative_storage/GLPI.csv'.
[2025-12-01T20:38:17.204420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLPI'.
[2025-12-01T20:38:17.204698] [INFO ] [FORECASTER] Starting predict_future for GLPI
[2025-12-01T20:38:17.205400] [DEBUG] [LOCAL     ] No optimal features file found for GLPI: ./output/feature-sets/GLPI.txt
[2025-12-01T20:38:17.205448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:17.205477] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:17.205502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:17.205555] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:17.263506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:17.264206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:17.264280] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:17.264311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:17.378548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:17.378682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:17.378716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:17.378743] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:17.381856] [DEBUG] [FORECASTER] GLPI: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-12-01T20:38:17.382108] [INFO ] [FORECASTER] Completed predict_future for GLPI
[2025-12-01T20:38:17.382222] [INFO ] [sig       ] GLPI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:17.520790] [INFO ] [LOCAL     ] Saved forecast: GLPI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GLPI.txt
[2025-12-01T20:38:17.520905] [INFO ] [sig       ] [1435/3634] Completed GLPI in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-01T20:38:17.520942] [INFO ] [sig       ] [1436/3634] Forecasting GLRE...
[2025-12-01T20:38:17.520970] [INFO ] [sig       ] Generating forecast for: GLRE
[2025-12-01T20:38:17.520999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLRE' from 'https://tdm.silogroup.org/data/derivative_storage/GLRE.csv'.
[2025-12-01T20:38:17.531817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLRE'.
[2025-12-01T20:38:17.532094] [INFO ] [FORECASTER] Starting predict_future for GLRE
[2025-12-01T20:38:17.532853] [DEBUG] [LOCAL     ] No optimal features file found for GLRE: ./output/feature-sets/GLRE.txt
[2025-12-01T20:38:17.532903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:17.532961] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:17.532988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:17.533044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:17.590973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:17.591605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:17.591681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:17.591713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:17.708770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:17.708924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:17.708961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:17.708988] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:17.712321] [DEBUG] [FORECASTER] GLRE: Forecast T+1@11:T+2@11: UP (p=98.48%)
[2025-12-01T20:38:17.712605] [INFO ] [FORECASTER] Completed predict_future for GLRE
[2025-12-01T20:38:17.712731] [INFO ] [sig       ] GLRE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:17.851242] [INFO ] [LOCAL     ] Saved forecast: GLRE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GLRE.txt
[2025-12-01T20:38:17.851372] [INFO ] [sig       ] [1436/3634] Completed GLRE in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-01T20:38:17.851409] [INFO ] [sig       ] [1437/3634] Forecasting GLSI...
[2025-12-01T20:38:17.851436] [INFO ] [sig       ] Generating forecast for: GLSI
[2025-12-01T20:38:17.851465] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLSI' from 'https://tdm.silogroup.org/data/derivative_storage/GLSI.csv'.
[2025-12-01T20:38:17.864005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLSI'.
[2025-12-01T20:38:17.864310] [INFO ] [FORECASTER] Starting predict_future for GLSI
[2025-12-01T20:38:17.865064] [DEBUG] [LOCAL     ] No optimal features file found for GLSI: ./output/feature-sets/GLSI.txt
[2025-12-01T20:38:17.865112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:17.865141] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:17.865166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:17.865230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:17.921063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:17.921679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:17.921757] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:17.921788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:18.041367] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:18.041527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:18.041565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:18.041610] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:18.044814] [DEBUG] [FORECASTER] GLSI: Forecast T+1@11:T+2@11: UP (p=63.29%)
[2025-12-01T20:38:18.045066] [INFO ] [FORECASTER] Completed predict_future for GLSI
[2025-12-01T20:38:18.045183] [INFO ] [sig       ] GLSI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:18.183666] [INFO ] [LOCAL     ] Saved forecast: GLSI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GLSI.txt
[2025-12-01T20:38:18.183776] [INFO ] [sig       ] [1437/3634] Completed GLSI in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-01T20:38:18.183812] [INFO ] [sig       ] [1438/3634] Forecasting GLTO...
[2025-12-01T20:38:18.183841] [INFO ] [sig       ] Generating forecast for: GLTO
[2025-12-01T20:38:18.183869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLTO' from 'https://tdm.silogroup.org/data/derivative_storage/GLTO.csv'.
[2025-12-01T20:38:18.194988] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GLTO'.
[2025-12-01T20:38:18.195279] [INFO ] [FORECASTER] Starting predict_future for GLTO
[2025-12-01T20:38:18.196020] [DEBUG] [LOCAL     ] No optimal features file found for GLTO: ./output/feature-sets/GLTO.txt
[2025-12-01T20:38:18.196068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:18.196098] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:18.196124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:18.196178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:18.251633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:18.252210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:18.252290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:18.252322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:18.363280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:18.363412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:18.363455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:18.363482] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:18.366710] [DEBUG] [FORECASTER] GLTO: Forecast T+1@11:T+2@11: DOWN (p=1.77%)
[2025-12-01T20:38:18.366978] [INFO ] [FORECASTER] Completed predict_future for GLTO
[2025-12-01T20:38:18.367101] [INFO ] [sig       ] GLTO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:18.505527] [INFO ] [LOCAL     ] Saved forecast: GLTO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GLTO.txt
[2025-12-01T20:38:18.505645] [INFO ] [sig       ] [1438/3634] Completed GLTO in 0.3s | 2.98 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-01T20:38:18.505683] [INFO ] [sig       ] [1439/3634] Forecasting GLUE...
[2025-12-01T20:38:18.505709] [INFO ] [sig       ] Generating forecast for: GLUE
[2025-12-01T20:38:18.505737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GLUE' from 'https://tdm.silogroup.org/data/derivative_storage/GLUE.csv'.
[2025-12-01T20:38:18.517648] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GLUE'.
[2025-12-01T20:38:18.517943] [INFO ] [FORECASTER] Starting predict_future for GLUE
[2025-12-01T20:38:18.518739] [DEBUG] [LOCAL     ] No optimal features file found for GLUE: ./output/feature-sets/GLUE.txt
[2025-12-01T20:38:18.518788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:18.518818] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:18.518843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:18.518896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:18.573386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:18.573993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:18.574068] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:18.574099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:18.689423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:18.689544] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:18.689594] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:18.689654] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:18.692780] [DEBUG] [FORECASTER] GLUE: Forecast T+1@11:T+2@11: DOWN (p=33.61%)
[2025-12-01T20:38:18.693043] [INFO ] [FORECASTER] Completed predict_future for GLUE
[2025-12-01T20:38:18.693162] [INFO ] [sig       ] GLUE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:18.871554] [INFO ] [LOCAL     ] Saved forecast: GLUE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GLUE.txt
[2025-12-01T20:38:18.871702] [INFO ] [sig       ] [1439/3634] Completed GLUE in 0.4s | 2.98 sym/s | Total: 8.0m | ETA: 12.3m
[2025-12-01T20:38:18.871740] [INFO ] [sig       ] [1440/3634] Forecasting GMAB...
[2025-12-01T20:38:18.871768] [INFO ] [sig       ] Generating forecast for: GMAB
[2025-12-01T20:38:18.871796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMAB' from 'https://tdm.silogroup.org/data/derivative_storage/GMAB.csv'.
[2025-12-01T20:38:18.883624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMAB'.
[2025-12-01T20:38:18.883980] [INFO ] [FORECASTER] Starting predict_future for GMAB
[2025-12-01T20:38:18.884747] [DEBUG] [LOCAL     ] No optimal features file found for GMAB: ./output/feature-sets/GMAB.txt
[2025-12-01T20:38:18.884800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:18.884830] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:18.884856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:18.884911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:18.939872] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:18.940695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:18.940772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:18.940803] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:19.063356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:19.063515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:19.063556] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:19.063603] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:19.067014] [DEBUG] [FORECASTER] GMAB: Forecast T+1@11:T+2@11: DOWN (p=27.45%)
[2025-12-01T20:38:19.067286] [INFO ] [FORECASTER] Completed predict_future for GMAB
[2025-12-01T20:38:19.067415] [INFO ] [sig       ] GMAB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:19.207143] [INFO ] [LOCAL     ] Saved forecast: GMAB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GMAB.txt
[2025-12-01T20:38:19.207261] [INFO ] [sig       ] [1440/3634] Completed GMAB in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-01T20:38:19.207299] [INFO ] [sig       ] [1441/3634] Forecasting GME...
[2025-12-01T20:38:19.207326] [INFO ] [sig       ] Generating forecast for: GME
[2025-12-01T20:38:19.207354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GME' from 'https://tdm.silogroup.org/data/derivative_storage/GME.csv'.
[2025-12-01T20:38:19.218134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GME'.
[2025-12-01T20:38:19.218416] [INFO ] [FORECASTER] Starting predict_future for GME
[2025-12-01T20:38:19.219151] [DEBUG] [LOCAL     ] No optimal features file found for GME: ./output/feature-sets/GME.txt
[2025-12-01T20:38:19.219199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:19.219228] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:19.219253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:19.219312] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:19.274315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:19.274886] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:19.274958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:19.274989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:19.393549] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:19.393694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:19.393730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:19.393758] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:19.396924] [DEBUG] [FORECASTER] GME: Forecast T+1@11:T+2@11: DOWN (p=17.51%)
[2025-12-01T20:38:19.397175] [INFO ] [FORECASTER] Completed predict_future for GME
[2025-12-01T20:38:19.397292] [INFO ] [sig       ] GME: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:19.537183] [INFO ] [LOCAL     ] Saved forecast: GME	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GME.txt
[2025-12-01T20:38:19.537284] [INFO ] [sig       ] [1441/3634] Completed GME in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-01T20:38:19.537323] [INFO ] [sig       ] [1442/3634] Forecasting GMED...
[2025-12-01T20:38:19.537352] [INFO ] [sig       ] Generating forecast for: GMED
[2025-12-01T20:38:19.537380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMED' from 'https://tdm.silogroup.org/data/derivative_storage/GMED.csv'.
[2025-12-01T20:38:19.547827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMED'.
[2025-12-01T20:38:19.548075] [INFO ] [FORECASTER] Starting predict_future for GMED
[2025-12-01T20:38:19.548866] [DEBUG] [LOCAL     ] No optimal features file found for GMED: ./output/feature-sets/GMED.txt
[2025-12-01T20:38:19.548916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:19.548946] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:19.548973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:19.549040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:19.607060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:19.607692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:19.607786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:19.607818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:19.728835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:19.728954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:19.728989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:19.729016] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:19.732049] [DEBUG] [FORECASTER] GMED: Forecast T+1@11:T+2@11: DOWN (p=34.71%)
[2025-12-01T20:38:19.732301] [INFO ] [FORECASTER] Completed predict_future for GMED
[2025-12-01T20:38:19.732419] [INFO ] [sig       ] GMED: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:19.874874] [INFO ] [LOCAL     ] Saved forecast: GMED	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GMED.txt
[2025-12-01T20:38:19.874978] [INFO ] [sig       ] [1442/3634] Completed GMED in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-01T20:38:19.875014] [INFO ] [sig       ] [1443/3634] Forecasting GMM...
[2025-12-01T20:38:19.875041] [INFO ] [sig       ] Generating forecast for: GMM
[2025-12-01T20:38:19.875068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMM' from 'https://tdm.silogroup.org/data/derivative_storage/GMM.csv'.
[2025-12-01T20:38:19.885912] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GMM'.
[2025-12-01T20:38:19.886192] [INFO ] [FORECASTER] Starting predict_future for GMM
[2025-12-01T20:38:19.886927] [DEBUG] [LOCAL     ] No optimal features file found for GMM: ./output/feature-sets/GMM.txt
[2025-12-01T20:38:19.886975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:19.887005] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:19.887031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:19.887085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:19.944494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:19.945367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:19.945450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:19.945483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:20.054213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:20.054364] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:20.054402] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:20.054429] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:20.057735] [DEBUG] [FORECASTER] GMM: Forecast T+1@11:T+2@11: DOWN (p=41.88%)
[2025-12-01T20:38:20.057997] [INFO ] [FORECASTER] Completed predict_future for GMM
[2025-12-01T20:38:20.058116] [INFO ] [sig       ] GMM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:20.200328] [INFO ] [LOCAL     ] Saved forecast: GMM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GMM.txt
[2025-12-01T20:38:20.200443] [INFO ] [sig       ] [1443/3634] Completed GMM in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.3m
[2025-12-01T20:38:20.200480] [INFO ] [sig       ] [1444/3634] Forecasting GMRE...
[2025-12-01T20:38:20.200510] [INFO ] [sig       ] Generating forecast for: GMRE
[2025-12-01T20:38:20.200539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GMRE' from 'https://tdm.silogroup.org/data/derivative_storage/GMRE.csv'.
[2025-12-01T20:38:20.211488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GMRE'.
[2025-12-01T20:38:20.211759] [INFO ] [FORECASTER] Starting predict_future for GMRE
[2025-12-01T20:38:20.212461] [DEBUG] [LOCAL     ] No optimal features file found for GMRE: ./output/feature-sets/GMRE.txt
[2025-12-01T20:38:20.212519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:20.212549] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:20.212596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:20.212653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:20.268511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:20.269113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:20.269189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:20.269219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:20.389194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:20.389323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:20.389365] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:20.389397] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:20.392508] [DEBUG] [FORECASTER] GMRE: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-12-01T20:38:20.392776] [INFO ] [FORECASTER] Completed predict_future for GMRE
[2025-12-01T20:38:20.392893] [INFO ] [sig       ] GMRE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:20.530183] [INFO ] [LOCAL     ] Saved forecast: GMRE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GMRE.txt
[2025-12-01T20:38:20.530289] [INFO ] [sig       ] [1444/3634] Completed GMRE in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-01T20:38:20.530328] [INFO ] [sig       ] [1445/3634] Forecasting GNE...
[2025-12-01T20:38:20.530355] [INFO ] [sig       ] Generating forecast for: GNE
[2025-12-01T20:38:20.530383] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNE' from 'https://tdm.silogroup.org/data/derivative_storage/GNE.csv'.
[2025-12-01T20:38:20.541483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNE'.
[2025-12-01T20:38:20.541745] [INFO ] [FORECASTER] Starting predict_future for GNE
[2025-12-01T20:38:20.542453] [DEBUG] [LOCAL     ] No optimal features file found for GNE: ./output/feature-sets/GNE.txt
[2025-12-01T20:38:20.542501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:20.542531] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:20.542556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:20.542631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:20.597182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:20.597780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:20.597852] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:20.597883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:20.712804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:20.712913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:20.712946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:20.712972] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:20.715997] [DEBUG] [FORECASTER] GNE: Forecast T+1@11:T+2@11: UP (p=76.82%)
[2025-12-01T20:38:20.716248] [INFO ] [FORECASTER] Completed predict_future for GNE
[2025-12-01T20:38:20.716369] [INFO ] [sig       ] GNE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:20.855092] [INFO ] [LOCAL     ] Saved forecast: GNE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GNE.txt
[2025-12-01T20:38:20.855195] [INFO ] [sig       ] [1445/3634] Completed GNE in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-01T20:38:20.855230] [INFO ] [sig       ] [1446/3634] Forecasting GNK...
[2025-12-01T20:38:20.855258] [INFO ] [sig       ] Generating forecast for: GNK
[2025-12-01T20:38:20.855285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNK' from 'https://tdm.silogroup.org/data/derivative_storage/GNK.csv'.
[2025-12-01T20:38:20.866971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNK'.
[2025-12-01T20:38:20.867224] [INFO ] [FORECASTER] Starting predict_future for GNK
[2025-12-01T20:38:20.867963] [DEBUG] [LOCAL     ] No optimal features file found for GNK: ./output/feature-sets/GNK.txt
[2025-12-01T20:38:20.868011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:20.868041] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:20.868066] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:20.868120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:20.924786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:20.925350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:20.925452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:20.925484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:21.048122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:21.048273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:21.048328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:21.048360] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:21.051694] [DEBUG] [FORECASTER] GNK: Forecast T+1@11:T+2@11: DOWN (p=31.05%)
[2025-12-01T20:38:21.051974] [INFO ] [FORECASTER] Completed predict_future for GNK
[2025-12-01T20:38:21.052100] [INFO ] [sig       ] GNK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:21.196152] [INFO ] [LOCAL     ] Saved forecast: GNK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GNK.txt
[2025-12-01T20:38:21.196271] [INFO ] [sig       ] [1446/3634] Completed GNK in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-01T20:38:21.196309] [INFO ] [sig       ] [1447/3634] Forecasting GNL...
[2025-12-01T20:38:21.196337] [INFO ] [sig       ] Generating forecast for: GNL
[2025-12-01T20:38:21.196365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNL' from 'https://tdm.silogroup.org/data/derivative_storage/GNL.csv'.
[2025-12-01T20:38:21.207108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNL'.
[2025-12-01T20:38:21.207346] [INFO ] [FORECASTER] Starting predict_future for GNL
[2025-12-01T20:38:21.208080] [DEBUG] [LOCAL     ] No optimal features file found for GNL: ./output/feature-sets/GNL.txt
[2025-12-01T20:38:21.208129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:21.208160] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:21.208185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:21.208240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:21.263322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:21.263893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:21.263965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:21.263996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:21.379784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:21.379908] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:21.379944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:21.379971] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:21.383099] [DEBUG] [FORECASTER] GNL: Forecast T+1@11:T+2@11: DOWN (p=42.63%)
[2025-12-01T20:38:21.383353] [INFO ] [FORECASTER] Completed predict_future for GNL
[2025-12-01T20:38:21.383478] [INFO ] [sig       ] GNL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:21.522142] [INFO ] [LOCAL     ] Saved forecast: GNL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GNL.txt
[2025-12-01T20:38:21.522251] [INFO ] [sig       ] [1447/3634] Completed GNL in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-01T20:38:21.522294] [INFO ] [sig       ] [1448/3634] Forecasting GNLN...
[2025-12-01T20:38:21.522323] [INFO ] [sig       ] Generating forecast for: GNLN
[2025-12-01T20:38:21.522355] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLN' from 'https://tdm.silogroup.org/data/derivative_storage/GNLN.csv'.
[2025-12-01T20:38:21.533175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLN'.
[2025-12-01T20:38:21.533461] [INFO ] [FORECASTER] Starting predict_future for GNLN
[2025-12-01T20:38:21.534205] [DEBUG] [LOCAL     ] No optimal features file found for GNLN: ./output/feature-sets/GNLN.txt
[2025-12-01T20:38:21.534253] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:21.534282] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:21.534307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:21.534361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:21.590143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:21.590761] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:21.590834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:21.590865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:21.695917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:21.696033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:21.696067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:21.696094] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:21.699197] [DEBUG] [FORECASTER] GNLN: Forecast T+1@11:T+2@11: UP (p=72.73%)
[2025-12-01T20:38:21.699449] [INFO ] [FORECASTER] Completed predict_future for GNLN
[2025-12-01T20:38:21.699583] [INFO ] [sig       ] GNLN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:21.837507] [INFO ] [LOCAL     ] Saved forecast: GNLN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GNLN.txt
[2025-12-01T20:38:21.837638] [INFO ] [sig       ] [1448/3634] Completed GNLN in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-01T20:38:21.837675] [INFO ] [sig       ] [1449/3634] Forecasting GNLX...
[2025-12-01T20:38:21.837702] [INFO ] [sig       ] Generating forecast for: GNLX
[2025-12-01T20:38:21.837729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNLX' from 'https://tdm.silogroup.org/data/derivative_storage/GNLX.csv'.
[2025-12-01T20:38:21.849074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNLX'.
[2025-12-01T20:38:21.849360] [INFO ] [FORECASTER] Starting predict_future for GNLX
[2025-12-01T20:38:21.850123] [DEBUG] [LOCAL     ] No optimal features file found for GNLX: ./output/feature-sets/GNLX.txt
[2025-12-01T20:38:21.850173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:21.850205] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:21.850231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:21.850286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:21.906915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:21.907522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:21.907615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:21.907648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:22.024853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:22.024980] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:22.025015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:22.025042] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:22.028270] [DEBUG] [FORECASTER] GNLX: Forecast T+1@11:T+2@11: UP (p=85.74%)
[2025-12-01T20:38:22.028589] [INFO ] [FORECASTER] Completed predict_future for GNLX
[2025-12-01T20:38:22.028712] [INFO ] [sig       ] GNLX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:22.173600] [INFO ] [LOCAL     ] Saved forecast: GNLX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GNLX.txt
[2025-12-01T20:38:22.173786] [INFO ] [sig       ] [1449/3634] Completed GNLX in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-01T20:38:22.173824] [INFO ] [sig       ] [1450/3634] Forecasting GNMA...
[2025-12-01T20:38:22.173853] [INFO ] [sig       ] Generating forecast for: GNMA
[2025-12-01T20:38:22.173883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNMA' from 'https://tdm.silogroup.org/data/derivative_storage/GNMA.csv'.
[2025-12-01T20:38:22.185008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNMA'.
[2025-12-01T20:38:22.185374] [INFO ] [FORECASTER] Starting predict_future for GNMA
[2025-12-01T20:38:22.186156] [DEBUG] [LOCAL     ] No optimal features file found for GNMA: ./output/feature-sets/GNMA.txt
[2025-12-01T20:38:22.186207] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:22.186239] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:22.186266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:22.186322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:22.243526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:22.244368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:22.244448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:22.244480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:22.357450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:22.357596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:22.357633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:22.357660] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:22.360876] [DEBUG] [FORECASTER] GNMA: Forecast T+1@11:T+2@11: DOWN (p=46.97%)
[2025-12-01T20:38:22.361129] [INFO ] [FORECASTER] Completed predict_future for GNMA
[2025-12-01T20:38:22.361245] [INFO ] [sig       ] GNMA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:22.497846] [INFO ] [LOCAL     ] Saved forecast: GNMA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GNMA.txt
[2025-12-01T20:38:22.497955] [INFO ] [sig       ] [1450/3634] Completed GNMA in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-01T20:38:22.497990] [INFO ] [sig       ] [1451/3634] Forecasting GNOM...
[2025-12-01T20:38:22.498017] [INFO ] [sig       ] Generating forecast for: GNOM
[2025-12-01T20:38:22.498045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNOM' from 'https://tdm.silogroup.org/data/derivative_storage/GNOM.csv'.
[2025-12-01T20:38:22.510739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNOM'.
[2025-12-01T20:38:22.511096] [INFO ] [FORECASTER] Starting predict_future for GNOM
[2025-12-01T20:38:22.511910] [DEBUG] [LOCAL     ] No optimal features file found for GNOM: ./output/feature-sets/GNOM.txt
[2025-12-01T20:38:22.511960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:22.511990] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:22.512015] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:22.512069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:22.566991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:22.567824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:22.567906] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:22.567938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:22.686980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:22.687133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:22.687187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:22.687215] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:22.690837] [DEBUG] [FORECASTER] GNOM: Forecast T+1@11:T+2@11: DOWN (p=1.49%)
[2025-12-01T20:38:22.691182] [INFO ] [FORECASTER] Completed predict_future for GNOM
[2025-12-01T20:38:22.691342] [INFO ] [sig       ] GNOM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:22.837156] [INFO ] [LOCAL     ] Saved forecast: GNOM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GNOM.txt
[2025-12-01T20:38:22.837295] [INFO ] [sig       ] [1451/3634] Completed GNOM in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-01T20:38:22.837335] [INFO ] [sig       ] [1452/3634] Forecasting GNPX...
[2025-12-01T20:38:22.837367] [INFO ] [sig       ] Generating forecast for: GNPX
[2025-12-01T20:38:22.837398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNPX' from 'https://tdm.silogroup.org/data/derivative_storage/GNPX.csv'.
[2025-12-01T20:38:22.848922] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GNPX'.
[2025-12-01T20:38:22.849212] [INFO ] [FORECASTER] Starting predict_future for GNPX
[2025-12-01T20:38:22.850053] [DEBUG] [LOCAL     ] No optimal features file found for GNPX: ./output/feature-sets/GNPX.txt
[2025-12-01T20:38:22.850105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:22.850135] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:22.850160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:22.850216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:22.910055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:22.910838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:22.910916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:22.910948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:23.027404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:23.027557] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:23.027611] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:23.027640] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:23.030879] [DEBUG] [FORECASTER] GNPX: Forecast T+1@11:T+2@11: DOWN (p=47.61%)
[2025-12-01T20:38:23.031137] [INFO ] [FORECASTER] Completed predict_future for GNPX
[2025-12-01T20:38:23.031254] [INFO ] [sig       ] GNPX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:23.168561] [INFO ] [LOCAL     ] Saved forecast: GNPX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GNPX.txt
[2025-12-01T20:38:23.168700] [INFO ] [sig       ] [1452/3634] Completed GNPX in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-01T20:38:23.168738] [INFO ] [sig       ] [1453/3634] Forecasting GNRC...
[2025-12-01T20:38:23.168766] [INFO ] [sig       ] Generating forecast for: GNRC
[2025-12-01T20:38:23.168795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNRC' from 'https://tdm.silogroup.org/data/derivative_storage/GNRC.csv'.
[2025-12-01T20:38:23.180422] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GNRC'.
[2025-12-01T20:38:23.180746] [INFO ] [FORECASTER] Starting predict_future for GNRC
[2025-12-01T20:38:23.181484] [DEBUG] [LOCAL     ] No optimal features file found for GNRC: ./output/feature-sets/GNRC.txt
[2025-12-01T20:38:23.181532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:23.181613] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:23.181640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:23.181693] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:23.236254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:23.237150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:23.237232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:23.237264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:23.362044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:23.362195] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:23.362231] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:23.362257] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:23.365502] [DEBUG] [FORECASTER] GNRC: Forecast T+1@11:T+2@11: DOWN (p=4.38%)
[2025-12-01T20:38:23.365774] [INFO ] [FORECASTER] Completed predict_future for GNRC
[2025-12-01T20:38:23.365892] [INFO ] [sig       ] GNRC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:23.508802] [INFO ] [LOCAL     ] Saved forecast: GNRC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GNRC.txt
[2025-12-01T20:38:23.508909] [INFO ] [sig       ] [1453/3634] Completed GNRC in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-01T20:38:23.508945] [INFO ] [sig       ] [1454/3634] Forecasting GNSS...
[2025-12-01T20:38:23.508972] [INFO ] [sig       ] Generating forecast for: GNSS
[2025-12-01T20:38:23.509000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNSS' from 'https://tdm.silogroup.org/data/derivative_storage/GNSS.csv'.
[2025-12-01T20:38:23.520275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GNSS'.
[2025-12-01T20:38:23.520526] [INFO ] [FORECASTER] Starting predict_future for GNSS
[2025-12-01T20:38:23.521272] [DEBUG] [LOCAL     ] No optimal features file found for GNSS: ./output/feature-sets/GNSS.txt
[2025-12-01T20:38:23.521321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:23.521351] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:23.521376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:23.521430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:23.577859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:23.578463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:23.578539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:23.578586] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:23.697013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:23.697133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:23.697167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:23.697193] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:23.700422] [DEBUG] [FORECASTER] GNSS: Forecast T+1@11:T+2@11: DOWN (p=42.20%)
[2025-12-01T20:38:23.700701] [INFO ] [FORECASTER] Completed predict_future for GNSS
[2025-12-01T20:38:23.700821] [INFO ] [sig       ] GNSS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:23.843349] [INFO ] [LOCAL     ] Saved forecast: GNSS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GNSS.txt
[2025-12-01T20:38:23.843457] [INFO ] [sig       ] [1454/3634] Completed GNSS in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-01T20:38:23.843492] [INFO ] [sig       ] [1455/3634] Forecasting GNTX...
[2025-12-01T20:38:23.843519] [INFO ] [sig       ] Generating forecast for: GNTX
[2025-12-01T20:38:23.843546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GNTX' from 'https://tdm.silogroup.org/data/derivative_storage/GNTX.csv'.
[2025-12-01T20:38:23.855500] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GNTX'.
[2025-12-01T20:38:23.855820] [INFO ] [FORECASTER] Starting predict_future for GNTX
[2025-12-01T20:38:23.856636] [DEBUG] [LOCAL     ] No optimal features file found for GNTX: ./output/feature-sets/GNTX.txt
[2025-12-01T20:38:23.856686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:23.856730] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:23.856756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:23.856810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:23.911015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:23.911781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:23.911863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:23.911894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:24.026146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:24.026305] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:24.026342] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:24.026369] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:24.029765] [DEBUG] [FORECASTER] GNTX: Forecast T+1@11:T+2@11: UP (p=87.60%)
[2025-12-01T20:38:24.030043] [INFO ] [FORECASTER] Completed predict_future for GNTX
[2025-12-01T20:38:24.030164] [INFO ] [sig       ] GNTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:24.165385] [INFO ] [LOCAL     ] Saved forecast: GNTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GNTX.txt
[2025-12-01T20:38:24.165521] [INFO ] [sig       ] [1455/3634] Completed GNTX in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-01T20:38:24.165558] [INFO ] [sig       ] [1456/3634] Forecasting GO...
[2025-12-01T20:38:24.165605] [INFO ] [sig       ] Generating forecast for: GO
[2025-12-01T20:38:24.165662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GO' from 'https://tdm.silogroup.org/data/derivative_storage/GO.csv'.
[2025-12-01T20:38:24.177186] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GO'.
[2025-12-01T20:38:24.177547] [INFO ] [FORECASTER] Starting predict_future for GO
[2025-12-01T20:38:24.178302] [DEBUG] [LOCAL     ] No optimal features file found for GO: ./output/feature-sets/GO.txt
[2025-12-01T20:38:24.178369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:24.178400] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:24.178424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:24.178477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:24.233241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:24.233930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:24.234006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:24.234037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:24.354410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:24.354566] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:24.354620] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:24.354680] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:24.357896] [DEBUG] [FORECASTER] GO: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-01T20:38:24.358155] [INFO ] [FORECASTER] Completed predict_future for GO
[2025-12-01T20:38:24.358274] [INFO ] [sig       ] GO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:24.497742] [INFO ] [LOCAL     ] Saved forecast: GO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GO.txt
[2025-12-01T20:38:24.497897] [INFO ] [sig       ] [1456/3634] Completed GO in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-01T20:38:24.497934] [INFO ] [sig       ] [1457/3634] Forecasting GOCO...
[2025-12-01T20:38:24.497964] [INFO ] [sig       ] Generating forecast for: GOCO
[2025-12-01T20:38:24.497993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOCO' from 'https://tdm.silogroup.org/data/derivative_storage/GOCO.csv'.
[2025-12-01T20:38:24.509820] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GOCO'.
[2025-12-01T20:38:24.510199] [INFO ] [FORECASTER] Starting predict_future for GOCO
[2025-12-01T20:38:24.511011] [DEBUG] [LOCAL     ] No optimal features file found for GOCO: ./output/feature-sets/GOCO.txt
[2025-12-01T20:38:24.511062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:24.511093] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:24.511118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:24.511173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:24.569024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:24.569906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:24.569988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:24.570020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:24.695337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:24.695482] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:24.695519] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:24.695546] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:24.698820] [DEBUG] [FORECASTER] GOCO: Forecast T+1@11:T+2@11: UP (p=75.84%)
[2025-12-01T20:38:24.699079] [INFO ] [FORECASTER] Completed predict_future for GOCO
[2025-12-01T20:38:24.699199] [INFO ] [sig       ] GOCO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:24.837541] [INFO ] [LOCAL     ] Saved forecast: GOCO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GOCO.txt
[2025-12-01T20:38:24.837677] [INFO ] [sig       ] [1457/3634] Completed GOCO in 0.3s | 2.98 sym/s | Total: 8.1m | ETA: 12.2m
[2025-12-01T20:38:24.837714] [INFO ] [sig       ] [1458/3634] Forecasting GOF...
[2025-12-01T20:38:24.837741] [INFO ] [sig       ] Generating forecast for: GOF
[2025-12-01T20:38:24.837769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOF' from 'https://tdm.silogroup.org/data/derivative_storage/GOF.csv'.
[2025-12-01T20:38:24.849129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOF'.
[2025-12-01T20:38:24.849390] [INFO ] [FORECASTER] Starting predict_future for GOF
[2025-12-01T20:38:24.850131] [DEBUG] [LOCAL     ] No optimal features file found for GOF: ./output/feature-sets/GOF.txt
[2025-12-01T20:38:24.850180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:24.850209] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:24.850235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:24.850289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:24.906045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:24.906738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:24.906812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:24.906842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:25.027265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:25.027402] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:25.027437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:25.027466] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:25.030757] [DEBUG] [FORECASTER] GOF: Forecast T+1@11:T+2@11: UP (p=73.50%)
[2025-12-01T20:38:25.031015] [INFO ] [FORECASTER] Completed predict_future for GOF
[2025-12-01T20:38:25.031133] [INFO ] [sig       ] GOF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:25.168684] [INFO ] [LOCAL     ] Saved forecast: GOF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GOF.txt
[2025-12-01T20:38:25.168806] [INFO ] [sig       ] [1458/3634] Completed GOF in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-01T20:38:25.168843] [INFO ] [sig       ] [1459/3634] Forecasting GOGO...
[2025-12-01T20:38:25.168878] [INFO ] [sig       ] Generating forecast for: GOGO
[2025-12-01T20:38:25.168908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOGO' from 'https://tdm.silogroup.org/data/derivative_storage/GOGO.csv'.
[2025-12-01T20:38:25.180093] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOGO'.
[2025-12-01T20:38:25.180429] [INFO ] [FORECASTER] Starting predict_future for GOGO
[2025-12-01T20:38:25.181191] [DEBUG] [LOCAL     ] No optimal features file found for GOGO: ./output/feature-sets/GOGO.txt
[2025-12-01T20:38:25.181240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:25.181269] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:25.181294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:25.181348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:25.237589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:25.238196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:25.238271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:25.238302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:25.354799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:25.354938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:25.354974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:25.355001] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:25.358177] [DEBUG] [FORECASTER] GOGO: Forecast T+1@11:T+2@11: UP (p=76.79%)
[2025-12-01T20:38:25.358446] [INFO ] [FORECASTER] Completed predict_future for GOGO
[2025-12-01T20:38:25.358564] [INFO ] [sig       ] GOGO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:25.496187] [INFO ] [LOCAL     ] Saved forecast: GOGO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GOGO.txt
[2025-12-01T20:38:25.496305] [INFO ] [sig       ] [1459/3634] Completed GOGO in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-01T20:38:25.496341] [INFO ] [sig       ] [1460/3634] Forecasting GOLF...
[2025-12-01T20:38:25.496368] [INFO ] [sig       ] Generating forecast for: GOLF
[2025-12-01T20:38:25.496404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOLF' from 'https://tdm.silogroup.org/data/derivative_storage/GOLF.csv'.
[2025-12-01T20:38:25.507206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOLF'.
[2025-12-01T20:38:25.507485] [INFO ] [FORECASTER] Starting predict_future for GOLF
[2025-12-01T20:38:25.508227] [DEBUG] [LOCAL     ] No optimal features file found for GOLF: ./output/feature-sets/GOLF.txt
[2025-12-01T20:38:25.508276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:25.508322] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:25.508350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:25.508406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:25.563876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:25.564477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:25.564550] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:25.564599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:25.680038] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:25.680181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:25.680216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:25.680243] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:25.683444] [DEBUG] [FORECASTER] GOLF: Forecast T+1@11:T+2@11: DOWN (p=27.15%)
[2025-12-01T20:38:25.683719] [INFO ] [FORECASTER] Completed predict_future for GOLF
[2025-12-01T20:38:25.683856] [INFO ] [sig       ] GOLF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:25.821394] [INFO ] [LOCAL     ] Saved forecast: GOLF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GOLF.txt
[2025-12-01T20:38:25.821519] [INFO ] [sig       ] [1460/3634] Completed GOLF in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-01T20:38:25.821555] [INFO ] [sig       ] [1461/3634] Forecasting GOOD...
[2025-12-01T20:38:25.821600] [INFO ] [sig       ] Generating forecast for: GOOD
[2025-12-01T20:38:25.821630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOD' from 'https://tdm.silogroup.org/data/derivative_storage/GOOD.csv'.
[2025-12-01T20:38:25.832714] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GOOD'.
[2025-12-01T20:38:25.832962] [INFO ] [FORECASTER] Starting predict_future for GOOD
[2025-12-01T20:38:25.833701] [DEBUG] [LOCAL     ] No optimal features file found for GOOD: ./output/feature-sets/GOOD.txt
[2025-12-01T20:38:25.833749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:25.833778] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:25.833804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:25.833857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:25.889075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:25.889746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:25.889823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:25.889854] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:26.004919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:26.005060] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:26.005095] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:26.005123] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:26.008303] [DEBUG] [FORECASTER] GOOD: Forecast T+1@11:T+2@11: DOWN (p=3.18%)
[2025-12-01T20:38:26.008624] [INFO ] [FORECASTER] Completed predict_future for GOOD
[2025-12-01T20:38:26.008741] [INFO ] [sig       ] GOOD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:26.146148] [INFO ] [LOCAL     ] Saved forecast: GOOD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GOOD.txt
[2025-12-01T20:38:26.146268] [INFO ] [sig       ] [1461/3634] Completed GOOD in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.2m
[2025-12-01T20:38:26.146304] [INFO ] [sig       ] [1462/3634] Forecasting GOOG...
[2025-12-01T20:38:26.146332] [INFO ] [sig       ] Generating forecast for: GOOG
[2025-12-01T20:38:26.146360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOG' from 'https://tdm.silogroup.org/data/derivative_storage/GOOG.csv'.
[2025-12-01T20:38:26.157143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOG'.
[2025-12-01T20:38:26.157385] [INFO ] [FORECASTER] Starting predict_future for GOOG
[2025-12-01T20:38:26.158121] [DEBUG] [LOCAL     ] No optimal features file found for GOOG: ./output/feature-sets/GOOG.txt
[2025-12-01T20:38:26.158169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:26.158199] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:26.158223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:26.158277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:26.213919] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:26.214645] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:26.214724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:26.214756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:26.336317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:26.336463] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:26.336498] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:26.336542] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:26.339797] [DEBUG] [FORECASTER] GOOG: Forecast T+1@11:T+2@11: UP (p=95.25%)
[2025-12-01T20:38:26.340053] [INFO ] [FORECASTER] Completed predict_future for GOOG
[2025-12-01T20:38:26.340172] [INFO ] [sig       ] GOOG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:26.483734] [INFO ] [LOCAL     ] Saved forecast: GOOG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GOOG.txt
[2025-12-01T20:38:26.483891] [INFO ] [sig       ] [1462/3634] Completed GOOG in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-01T20:38:26.483929] [INFO ] [sig       ] [1463/3634] Forecasting GOOGL...
[2025-12-01T20:38:26.483958] [INFO ] [sig       ] Generating forecast for: GOOGL
[2025-12-01T20:38:26.483986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOGL' from 'https://tdm.silogroup.org/data/derivative_storage/GOOGL.csv'.
[2025-12-01T20:38:26.495644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOGL'.
[2025-12-01T20:38:26.495966] [INFO ] [FORECASTER] Starting predict_future for GOOGL
[2025-12-01T20:38:26.496729] [DEBUG] [LOCAL     ] No optimal features file found for GOOGL: ./output/feature-sets/GOOGL.txt
[2025-12-01T20:38:26.496777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:26.496807] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:26.496834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:26.496889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:26.552711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:26.553547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:26.553696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:26.553730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:26.673088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:26.673240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:26.673283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:26.673312] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:26.676542] [DEBUG] [FORECASTER] GOOGL: Forecast T+1@11:T+2@11: UP (p=51.93%)
[2025-12-01T20:38:26.676816] [INFO ] [FORECASTER] Completed predict_future for GOOGL
[2025-12-01T20:38:26.676935] [INFO ] [sig       ] GOOGL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:26.813703] [INFO ] [LOCAL     ] Saved forecast: GOOGL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GOOGL.txt
[2025-12-01T20:38:26.813826] [INFO ] [sig       ] [1463/3634] Completed GOOGL in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-01T20:38:26.813862] [INFO ] [sig       ] [1464/3634] Forecasting GOOS...
[2025-12-01T20:38:26.813890] [INFO ] [sig       ] Generating forecast for: GOOS
[2025-12-01T20:38:26.813918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOOS' from 'https://tdm.silogroup.org/data/derivative_storage/GOOS.csv'.
[2025-12-01T20:38:26.824750] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOOS'.
[2025-12-01T20:38:26.825022] [INFO ] [FORECASTER] Starting predict_future for GOOS
[2025-12-01T20:38:26.825766] [DEBUG] [LOCAL     ] No optimal features file found for GOOS: ./output/feature-sets/GOOS.txt
[2025-12-01T20:38:26.825815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:26.825845] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:26.825871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:26.825925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:26.880910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:26.881481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:26.881566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:26.881616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:27.001843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:27.001982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:27.002018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:27.002045] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:27.005228] [DEBUG] [FORECASTER] GOOS: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-12-01T20:38:27.005497] [INFO ] [FORECASTER] Completed predict_future for GOOS
[2025-12-01T20:38:27.005634] [INFO ] [sig       ] GOOS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:27.142874] [INFO ] [LOCAL     ] Saved forecast: GOOS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GOOS.txt
[2025-12-01T20:38:27.142998] [INFO ] [sig       ] [1464/3634] Completed GOOS in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-01T20:38:27.143034] [INFO ] [sig       ] [1465/3634] Forecasting GOSS...
[2025-12-01T20:38:27.143061] [INFO ] [sig       ] Generating forecast for: GOSS
[2025-12-01T20:38:27.143089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOSS' from 'https://tdm.silogroup.org/data/derivative_storage/GOSS.csv'.
[2025-12-01T20:38:27.153910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOSS'.
[2025-12-01T20:38:27.154161] [INFO ] [FORECASTER] Starting predict_future for GOSS
[2025-12-01T20:38:27.154918] [DEBUG] [LOCAL     ] No optimal features file found for GOSS: ./output/feature-sets/GOSS.txt
[2025-12-01T20:38:27.154967] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:27.154997] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:27.155023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:27.155077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:27.210387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:27.211091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:27.211168] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:27.211198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:27.330942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:27.331083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:27.331119] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:27.331146] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:27.334345] [DEBUG] [FORECASTER] GOSS: Forecast T+1@11:T+2@11: UP (p=61.70%)
[2025-12-01T20:38:27.334621] [INFO ] [FORECASTER] Completed predict_future for GOSS
[2025-12-01T20:38:27.334737] [INFO ] [sig       ] GOSS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:27.473773] [INFO ] [LOCAL     ] Saved forecast: GOSS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GOSS.txt
[2025-12-01T20:38:27.473889] [INFO ] [sig       ] [1465/3634] Completed GOSS in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-01T20:38:27.473926] [INFO ] [sig       ] [1466/3634] Forecasting GOVI...
[2025-12-01T20:38:27.473953] [INFO ] [sig       ] Generating forecast for: GOVI
[2025-12-01T20:38:27.473981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GOVI' from 'https://tdm.silogroup.org/data/derivative_storage/GOVI.csv'.
[2025-12-01T20:38:27.485319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GOVI'.
[2025-12-01T20:38:27.485595] [INFO ] [FORECASTER] Starting predict_future for GOVI
[2025-12-01T20:38:27.486307] [DEBUG] [LOCAL     ] No optimal features file found for GOVI: ./output/feature-sets/GOVI.txt
[2025-12-01T20:38:27.486354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:27.486396] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:27.486423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:27.486477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:27.542265] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:27.542898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:27.542973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:27.543004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:27.659847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:27.659988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:27.660024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:27.660053] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:27.663269] [DEBUG] [FORECASTER] GOVI: Forecast T+1@11:T+2@11: UP (p=68.21%)
[2025-12-01T20:38:27.663525] [INFO ] [FORECASTER] Completed predict_future for GOVI
[2025-12-01T20:38:27.663658] [INFO ] [sig       ] GOVI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:27.802363] [INFO ] [LOCAL     ] Saved forecast: GOVI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GOVI.txt
[2025-12-01T20:38:27.802518] [INFO ] [sig       ] [1466/3634] Completed GOVI in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-01T20:38:27.802563] [INFO ] [sig       ] [1467/3634] Forecasting GPC...
[2025-12-01T20:38:27.802619] [INFO ] [sig       ] Generating forecast for: GPC
[2025-12-01T20:38:27.802651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPC' from 'https://tdm.silogroup.org/data/derivative_storage/GPC.csv'.
[2025-12-01T20:38:27.813697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPC'.
[2025-12-01T20:38:27.813954] [INFO ] [FORECASTER] Starting predict_future for GPC
[2025-12-01T20:38:27.814696] [DEBUG] [LOCAL     ] No optimal features file found for GPC: ./output/feature-sets/GPC.txt
[2025-12-01T20:38:27.814744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:27.814774] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:27.814799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:27.814853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:27.870786] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:27.871370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:27.871442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:27.871473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:27.989917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:27.990055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:27.990090] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:27.990117] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:27.993307] [DEBUG] [FORECASTER] GPC: Forecast T+1@11:T+2@11: UP (p=87.93%)
[2025-12-01T20:38:27.993591] [INFO ] [FORECASTER] Completed predict_future for GPC
[2025-12-01T20:38:27.993709] [INFO ] [sig       ] GPC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:28.131137] [INFO ] [LOCAL     ] Saved forecast: GPC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GPC.txt
[2025-12-01T20:38:28.131262] [INFO ] [sig       ] [1467/3634] Completed GPC in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-01T20:38:28.131299] [INFO ] [sig       ] [1468/3634] Forecasting GPI...
[2025-12-01T20:38:28.131327] [INFO ] [sig       ] Generating forecast for: GPI
[2025-12-01T20:38:28.131356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPI' from 'https://tdm.silogroup.org/data/derivative_storage/GPI.csv'.
[2025-12-01T20:38:28.142615] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GPI'.
[2025-12-01T20:38:28.142872] [INFO ] [FORECASTER] Starting predict_future for GPI
[2025-12-01T20:38:28.143608] [DEBUG] [LOCAL     ] No optimal features file found for GPI: ./output/feature-sets/GPI.txt
[2025-12-01T20:38:28.143657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:28.143687] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:28.143712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:28.143765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:28.199711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:28.200364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:28.200442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:28.200479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:28.323055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:28.323198] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:28.323234] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:28.323261] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:28.326450] [DEBUG] [FORECASTER] GPI: Forecast T+1@11:T+2@11: DOWN (p=4.35%)
[2025-12-01T20:38:28.326726] [INFO ] [FORECASTER] Completed predict_future for GPI
[2025-12-01T20:38:28.326844] [INFO ] [sig       ] GPI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:28.465017] [INFO ] [LOCAL     ] Saved forecast: GPI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GPI.txt
[2025-12-01T20:38:28.465141] [INFO ] [sig       ] [1468/3634] Completed GPI in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-01T20:38:28.465176] [INFO ] [sig       ] [1469/3634] Forecasting GPIQ...
[2025-12-01T20:38:28.465205] [INFO ] [sig       ] Generating forecast for: GPIQ
[2025-12-01T20:38:28.465233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIQ' from 'https://tdm.silogroup.org/data/derivative_storage/GPIQ.csv'.
[2025-12-01T20:38:28.476883] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIQ'.
[2025-12-01T20:38:28.477281] [INFO ] [FORECASTER] Starting predict_future for GPIQ
[2025-12-01T20:38:28.478096] [DEBUG] [LOCAL     ] No optimal features file found for GPIQ: ./output/feature-sets/GPIQ.txt
[2025-12-01T20:38:28.478147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:28.478179] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:28.478204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:28.478267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:28.537136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:28.538030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:28.538112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:28.538145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:28.654764] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:28.654926] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:28.654963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:28.654991] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:28.658413] [DEBUG] [FORECASTER] GPIQ: Forecast T+1@11:T+2@11: UP (p=76.29%)
[2025-12-01T20:38:28.658757] [INFO ] [FORECASTER] Completed predict_future for GPIQ
[2025-12-01T20:38:28.658895] [INFO ] [sig       ] GPIQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:28.803691] [INFO ] [LOCAL     ] Saved forecast: GPIQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GPIQ.txt
[2025-12-01T20:38:28.803848] [INFO ] [sig       ] [1469/3634] Completed GPIQ in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-01T20:38:28.803888] [INFO ] [sig       ] [1470/3634] Forecasting GPIX...
[2025-12-01T20:38:28.803922] [INFO ] [sig       ] Generating forecast for: GPIX
[2025-12-01T20:38:28.803951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPIX' from 'https://tdm.silogroup.org/data/derivative_storage/GPIX.csv'.
[2025-12-01T20:38:28.815682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPIX'.
[2025-12-01T20:38:28.815990] [INFO ] [FORECASTER] Starting predict_future for GPIX
[2025-12-01T20:38:28.816745] [DEBUG] [LOCAL     ] No optimal features file found for GPIX: ./output/feature-sets/GPIX.txt
[2025-12-01T20:38:28.816794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:28.816852] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:28.816879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:28.816934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:28.872501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:28.873135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:28.873211] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:28.873242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:28.988277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:28.988443] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:28.988481] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:28.988511] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:28.991820] [DEBUG] [FORECASTER] GPIX: Forecast T+1@11:T+2@11: DOWN (p=12.48%)
[2025-12-01T20:38:28.992078] [INFO ] [FORECASTER] Completed predict_future for GPIX
[2025-12-01T20:38:28.992194] [INFO ] [sig       ] GPIX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:29.130183] [INFO ] [LOCAL     ] Saved forecast: GPIX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GPIX.txt
[2025-12-01T20:38:29.130302] [INFO ] [sig       ] [1470/3634] Completed GPIX in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-01T20:38:29.130338] [INFO ] [sig       ] [1471/3634] Forecasting GPJA...
[2025-12-01T20:38:29.130366] [INFO ] [sig       ] Generating forecast for: GPJA
[2025-12-01T20:38:29.130393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPJA' from 'https://tdm.silogroup.org/data/derivative_storage/GPJA.csv'.
[2025-12-01T20:38:29.142472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPJA'.
[2025-12-01T20:38:29.142832] [INFO ] [FORECASTER] Starting predict_future for GPJA
[2025-12-01T20:38:29.143598] [DEBUG] [LOCAL     ] No optimal features file found for GPJA: ./output/feature-sets/GPJA.txt
[2025-12-01T20:38:29.143651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:29.143681] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:29.143707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:29.143761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:29.199130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:29.200026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:29.200112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:29.200143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:29.315942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:29.316095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:29.316135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:29.316161] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:29.319423] [DEBUG] [FORECASTER] GPJA: Forecast T+1@11:T+2@11: UP (p=52.00%)
[2025-12-01T20:38:29.319699] [INFO ] [FORECASTER] Completed predict_future for GPJA
[2025-12-01T20:38:29.319817] [INFO ] [sig       ] GPJA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:29.458285] [INFO ] [LOCAL     ] Saved forecast: GPJA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GPJA.txt
[2025-12-01T20:38:29.458470] [INFO ] [sig       ] [1471/3634] Completed GPJA in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-01T20:38:29.458508] [INFO ] [sig       ] [1472/3634] Forecasting GPK...
[2025-12-01T20:38:29.458536] [INFO ] [sig       ] Generating forecast for: GPK
[2025-12-01T20:38:29.458563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPK' from 'https://tdm.silogroup.org/data/derivative_storage/GPK.csv'.
[2025-12-01T20:38:29.470608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPK'.
[2025-12-01T20:38:29.470944] [INFO ] [FORECASTER] Starting predict_future for GPK
[2025-12-01T20:38:29.471696] [DEBUG] [LOCAL     ] No optimal features file found for GPK: ./output/feature-sets/GPK.txt
[2025-12-01T20:38:29.471744] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:29.471775] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:29.471800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:29.471854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:29.527343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:29.528169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:29.528249] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:29.528280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:29.649994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:29.650147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:29.650183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:29.650210] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:29.653469] [DEBUG] [FORECASTER] GPK: Forecast T+1@11:T+2@11: UP (p=89.89%)
[2025-12-01T20:38:29.653755] [INFO ] [FORECASTER] Completed predict_future for GPK
[2025-12-01T20:38:29.653876] [INFO ] [sig       ] GPK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:29.792511] [INFO ] [LOCAL     ] Saved forecast: GPK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GPK.txt
[2025-12-01T20:38:29.792651] [INFO ] [sig       ] [1472/3634] Completed GPK in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-01T20:38:29.792689] [INFO ] [sig       ] [1473/3634] Forecasting GPN...
[2025-12-01T20:38:29.792718] [INFO ] [sig       ] Generating forecast for: GPN
[2025-12-01T20:38:29.792747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPN' from 'https://tdm.silogroup.org/data/derivative_storage/GPN.csv'.
[2025-12-01T20:38:29.804366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPN'.
[2025-12-01T20:38:29.804682] [INFO ] [FORECASTER] Starting predict_future for GPN
[2025-12-01T20:38:29.805419] [DEBUG] [LOCAL     ] No optimal features file found for GPN: ./output/feature-sets/GPN.txt
[2025-12-01T20:38:29.805468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:29.805500] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:29.805527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:29.805596] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:29.861016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:29.861653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:29.861728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:29.861759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:29.981062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:29.981212] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:29.981248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:29.981325] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:29.984590] [DEBUG] [FORECASTER] GPN: Forecast T+1@11:T+2@11: DOWN (p=1.84%)
[2025-12-01T20:38:29.984847] [INFO ] [FORECASTER] Completed predict_future for GPN
[2025-12-01T20:38:29.984964] [INFO ] [sig       ] GPN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:30.122139] [INFO ] [LOCAL     ] Saved forecast: GPN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GPN.txt
[2025-12-01T20:38:30.122261] [INFO ] [sig       ] [1473/3634] Completed GPN in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-01T20:38:30.122299] [INFO ] [sig       ] [1474/3634] Forecasting GPRE...
[2025-12-01T20:38:30.122326] [INFO ] [sig       ] Generating forecast for: GPRE
[2025-12-01T20:38:30.122354] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRE' from 'https://tdm.silogroup.org/data/derivative_storage/GPRE.csv'.
[2025-12-01T20:38:30.133115] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GPRE'.
[2025-12-01T20:38:30.133400] [INFO ] [FORECASTER] Starting predict_future for GPRE
[2025-12-01T20:38:30.134146] [DEBUG] [LOCAL     ] No optimal features file found for GPRE: ./output/feature-sets/GPRE.txt
[2025-12-01T20:38:30.134194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:30.134223] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:30.134248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:30.134301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:30.190431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:30.191206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:30.191286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:30.191317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:30.309073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:30.309215] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:30.309251] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:30.309278] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:30.312472] [DEBUG] [FORECASTER] GPRE: Forecast T+1@11:T+2@11: UP (p=70.83%)
[2025-12-01T20:38:30.312750] [INFO ] [FORECASTER] Completed predict_future for GPRE
[2025-12-01T20:38:30.312868] [INFO ] [sig       ] GPRE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:30.450858] [INFO ] [LOCAL     ] Saved forecast: GPRE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GPRE.txt
[2025-12-01T20:38:30.450984] [INFO ] [sig       ] [1474/3634] Completed GPRE in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-01T20:38:30.451020] [INFO ] [sig       ] [1475/3634] Forecasting GPRK...
[2025-12-01T20:38:30.451047] [INFO ] [sig       ] Generating forecast for: GPRK
[2025-12-01T20:38:30.451075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRK' from 'https://tdm.silogroup.org/data/derivative_storage/GPRK.csv'.
[2025-12-01T20:38:30.461997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRK'.
[2025-12-01T20:38:30.462273] [INFO ] [FORECASTER] Starting predict_future for GPRK
[2025-12-01T20:38:30.463026] [DEBUG] [LOCAL     ] No optimal features file found for GPRK: ./output/feature-sets/GPRK.txt
[2025-12-01T20:38:30.463075] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:30.463104] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:30.463129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:30.463188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:30.518267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:30.518940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:30.519017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:30.519047] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:30.635645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:30.635788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:30.635824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:30.635851] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:30.639091] [DEBUG] [FORECASTER] GPRK: Forecast T+1@11:T+2@11: UP (p=95.37%)
[2025-12-01T20:38:30.639346] [INFO ] [FORECASTER] Completed predict_future for GPRK
[2025-12-01T20:38:30.639463] [INFO ] [sig       ] GPRK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:30.777632] [INFO ] [LOCAL     ] Saved forecast: GPRK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GPRK.txt
[2025-12-01T20:38:30.777793] [INFO ] [sig       ] [1475/3634] Completed GPRK in 0.3s | 2.98 sym/s | Total: 8.2m | ETA: 12.1m
[2025-12-01T20:38:30.777831] [INFO ] [sig       ] [1476/3634] Forecasting GPRO...
[2025-12-01T20:38:30.777859] [INFO ] [sig       ] Generating forecast for: GPRO
[2025-12-01T20:38:30.777889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GPRO' from 'https://tdm.silogroup.org/data/derivative_storage/GPRO.csv'.
[2025-12-01T20:38:30.789084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GPRO'.
[2025-12-01T20:38:30.789401] [INFO ] [FORECASTER] Starting predict_future for GPRO
[2025-12-01T20:38:30.790180] [DEBUG] [LOCAL     ] No optimal features file found for GPRO: ./output/feature-sets/GPRO.txt
[2025-12-01T20:38:30.790229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:30.790259] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:30.790284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:30.790338] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:30.845544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:30.846353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:30.846432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:30.846463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:30.968692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:30.968836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:30.968872] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:30.968899] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:30.972094] [DEBUG] [FORECASTER] GPRO: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-01T20:38:30.972349] [INFO ] [FORECASTER] Completed predict_future for GPRO
[2025-12-01T20:38:30.972464] [INFO ] [sig       ] GPRO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:31.109476] [INFO ] [LOCAL     ] Saved forecast: GPRO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GPRO.txt
[2025-12-01T20:38:31.109613] [INFO ] [sig       ] [1476/3634] Completed GPRO in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-01T20:38:31.109651] [INFO ] [sig       ] [1477/3634] Forecasting GRAB...
[2025-12-01T20:38:31.109679] [INFO ] [sig       ] Generating forecast for: GRAB
[2025-12-01T20:38:31.109707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAB' from 'https://tdm.silogroup.org/data/derivative_storage/GRAB.csv'.
[2025-12-01T20:38:31.120223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAB'.
[2025-12-01T20:38:31.120496] [INFO ] [FORECASTER] Starting predict_future for GRAB
[2025-12-01T20:38:31.121238] [DEBUG] [LOCAL     ] No optimal features file found for GRAB: ./output/feature-sets/GRAB.txt
[2025-12-01T20:38:31.121289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:31.121319] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:31.121344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:31.121408] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:31.176628] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:31.177273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:31.177348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:31.177379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:31.295265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:31.295407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:31.295444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:31.295471] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:31.298702] [DEBUG] [FORECASTER] GRAB: Forecast T+1@11:T+2@11: DOWN (p=12.28%)
[2025-12-01T20:38:31.298958] [INFO ] [FORECASTER] Completed predict_future for GRAB
[2025-12-01T20:38:31.299075] [INFO ] [sig       ] GRAB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:31.437155] [INFO ] [LOCAL     ] Saved forecast: GRAB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GRAB.txt
[2025-12-01T20:38:31.437274] [INFO ] [sig       ] [1477/3634] Completed GRAB in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-01T20:38:31.437311] [INFO ] [sig       ] [1478/3634] Forecasting GRAL...
[2025-12-01T20:38:31.437340] [INFO ] [sig       ] Generating forecast for: GRAL
[2025-12-01T20:38:31.437367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRAL' from 'https://tdm.silogroup.org/data/derivative_storage/GRAL.csv'.
[2025-12-01T20:38:31.448776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRAL'.
[2025-12-01T20:38:31.449072] [INFO ] [FORECASTER] Starting predict_future for GRAL
[2025-12-01T20:38:31.449879] [DEBUG] [LOCAL     ] No optimal features file found for GRAL: ./output/feature-sets/GRAL.txt
[2025-12-01T20:38:31.449929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:31.449959] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:31.449984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:31.450038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:31.506110] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:31.506731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:31.506805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:31.506836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:31.626868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:31.627014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:31.627052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:31.627079] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:31.630379] [DEBUG] [FORECASTER] GRAL: Forecast T+1@11:T+2@11: UP (p=60.46%)
[2025-12-01T20:38:31.630672] [INFO ] [FORECASTER] Completed predict_future for GRAL
[2025-12-01T20:38:31.630796] [INFO ] [sig       ] GRAL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:31.769750] [INFO ] [LOCAL     ] Saved forecast: GRAL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GRAL.txt
[2025-12-01T20:38:31.769887] [INFO ] [sig       ] [1478/3634] Completed GRAL in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.1m
[2025-12-01T20:38:31.769924] [INFO ] [sig       ] [1479/3634] Forecasting GRBK...
[2025-12-01T20:38:31.769953] [INFO ] [sig       ] Generating forecast for: GRBK
[2025-12-01T20:38:31.769981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRBK' from 'https://tdm.silogroup.org/data/derivative_storage/GRBK.csv'.
[2025-12-01T20:38:31.780644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRBK'.
[2025-12-01T20:38:31.780919] [INFO ] [FORECASTER] Starting predict_future for GRBK
[2025-12-01T20:38:31.781661] [DEBUG] [LOCAL     ] No optimal features file found for GRBK: ./output/feature-sets/GRBK.txt
[2025-12-01T20:38:31.781721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:31.781752] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:31.781777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:31.781831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:31.837771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:31.838603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:31.838681] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:31.838712] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:31.958814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:31.958962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:31.958999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:31.959026] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:31.962258] [DEBUG] [FORECASTER] GRBK: Forecast T+1@11:T+2@11: UP (p=95.30%)
[2025-12-01T20:38:31.962512] [INFO ] [FORECASTER] Completed predict_future for GRBK
[2025-12-01T20:38:31.962651] [INFO ] [sig       ] GRBK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:32.100793] [INFO ] [LOCAL     ] Saved forecast: GRBK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GRBK.txt
[2025-12-01T20:38:32.100919] [INFO ] [sig       ] [1479/3634] Completed GRBK in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-01T20:38:32.100956] [INFO ] [sig       ] [1480/3634] Forecasting GRC...
[2025-12-01T20:38:32.100984] [INFO ] [sig       ] Generating forecast for: GRC
[2025-12-01T20:38:32.101012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRC' from 'https://tdm.silogroup.org/data/derivative_storage/GRC.csv'.
[2025-12-01T20:38:32.112223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRC'.
[2025-12-01T20:38:32.112484] [INFO ] [FORECASTER] Starting predict_future for GRC
[2025-12-01T20:38:32.113221] [DEBUG] [LOCAL     ] No optimal features file found for GRC: ./output/feature-sets/GRC.txt
[2025-12-01T20:38:32.113270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:32.113299] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:32.113325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:32.113379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:32.169432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:32.170152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:32.170259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:32.170292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:32.287181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:32.287325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:32.287363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:32.287390] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:32.290627] [DEBUG] [FORECASTER] GRC: Forecast T+1@11:T+2@11: UP (p=95.47%)
[2025-12-01T20:38:32.290887] [INFO ] [FORECASTER] Completed predict_future for GRC
[2025-12-01T20:38:32.291007] [INFO ] [sig       ] GRC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:32.428684] [INFO ] [LOCAL     ] Saved forecast: GRC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GRC.txt
[2025-12-01T20:38:32.428827] [INFO ] [sig       ] [1480/3634] Completed GRC in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-01T20:38:32.428863] [INFO ] [sig       ] [1481/3634] Forecasting GREE...
[2025-12-01T20:38:32.428896] [INFO ] [sig       ] Generating forecast for: GREE
[2025-12-01T20:38:32.428924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GREE' from 'https://tdm.silogroup.org/data/derivative_storage/GREE.csv'.
[2025-12-01T20:38:32.440040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GREE'.
[2025-12-01T20:38:32.440316] [INFO ] [FORECASTER] Starting predict_future for GREE
[2025-12-01T20:38:32.441057] [DEBUG] [LOCAL     ] No optimal features file found for GREE: ./output/feature-sets/GREE.txt
[2025-12-01T20:38:32.441106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:32.441136] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:32.441162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:32.441216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:32.496638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:32.497359] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:32.497435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:32.497465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:32.612199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:32.612338] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:32.612374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:32.612401] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:32.615608] [DEBUG] [FORECASTER] GREE: Forecast T+1@11:T+2@11: DOWN (p=1.04%)
[2025-12-01T20:38:32.615863] [INFO ] [FORECASTER] Completed predict_future for GREE
[2025-12-01T20:38:32.615979] [INFO ] [sig       ] GREE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:32.755033] [INFO ] [LOCAL     ] Saved forecast: GREE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GREE.txt
[2025-12-01T20:38:32.755175] [INFO ] [sig       ] [1481/3634] Completed GREE in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-01T20:38:32.755212] [INFO ] [sig       ] [1482/3634] Forecasting GRFS...
[2025-12-01T20:38:32.755241] [INFO ] [sig       ] Generating forecast for: GRFS
[2025-12-01T20:38:32.755269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRFS' from 'https://tdm.silogroup.org/data/derivative_storage/GRFS.csv'.
[2025-12-01T20:38:32.766562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRFS'.
[2025-12-01T20:38:32.766887] [INFO ] [FORECASTER] Starting predict_future for GRFS
[2025-12-01T20:38:32.767636] [DEBUG] [LOCAL     ] No optimal features file found for GRFS: ./output/feature-sets/GRFS.txt
[2025-12-01T20:38:32.767685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:32.767715] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:32.767741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:32.767794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:32.823515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:32.824298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:32.824378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:32.824409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:32.943099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:32.943250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:32.943287] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:32.943315] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:32.946595] [DEBUG] [FORECASTER] GRFS: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-12-01T20:38:32.946853] [INFO ] [FORECASTER] Completed predict_future for GRFS
[2025-12-01T20:38:32.946971] [INFO ] [sig       ] GRFS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:33.083639] [INFO ] [LOCAL     ] Saved forecast: GRFS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GRFS.txt
[2025-12-01T20:38:33.083771] [INFO ] [sig       ] [1482/3634] Completed GRFS in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-01T20:38:33.083807] [INFO ] [sig       ] [1483/3634] Forecasting GRI...
[2025-12-01T20:38:33.083836] [INFO ] [sig       ] Generating forecast for: GRI
[2025-12-01T20:38:33.083864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRI' from 'https://tdm.silogroup.org/data/derivative_storage/GRI.csv'.
[2025-12-01T20:38:33.094717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRI'.
[2025-12-01T20:38:33.094973] [INFO ] [FORECASTER] Starting predict_future for GRI
[2025-12-01T20:38:33.095718] [DEBUG] [LOCAL     ] No optimal features file found for GRI: ./output/feature-sets/GRI.txt
[2025-12-01T20:38:33.095765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:33.095796] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:33.095821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:33.095875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:33.150810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:33.151378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:33.151452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:33.151483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:33.268459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:33.268628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:33.268666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:33.268695] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:33.271946] [DEBUG] [FORECASTER] GRI: Forecast T+1@11:T+2@11: DOWN (p=27.73%)
[2025-12-01T20:38:33.272200] [INFO ] [FORECASTER] Completed predict_future for GRI
[2025-12-01T20:38:33.272317] [INFO ] [sig       ] GRI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:33.409545] [INFO ] [LOCAL     ] Saved forecast: GRI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GRI.txt
[2025-12-01T20:38:33.409723] [INFO ] [sig       ] [1483/3634] Completed GRI in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-01T20:38:33.409761] [INFO ] [sig       ] [1484/3634] Forecasting GRID...
[2025-12-01T20:38:33.409788] [INFO ] [sig       ] Generating forecast for: GRID
[2025-12-01T20:38:33.409818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRID' from 'https://tdm.silogroup.org/data/derivative_storage/GRID.csv'.
[2025-12-01T20:38:33.421143] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRID'.
[2025-12-01T20:38:33.421402] [INFO ] [FORECASTER] Starting predict_future for GRID
[2025-12-01T20:38:33.422138] [DEBUG] [LOCAL     ] No optimal features file found for GRID: ./output/feature-sets/GRID.txt
[2025-12-01T20:38:33.422187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:33.422217] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:33.422243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:33.422297] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:33.478337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:33.478970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:33.479044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:33.479075] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:33.600462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:33.600621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:33.600660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:33.600687] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:33.603889] [DEBUG] [FORECASTER] GRID: Forecast T+1@11:T+2@11: DOWN (p=14.54%)
[2025-12-01T20:38:33.604161] [INFO ] [FORECASTER] Completed predict_future for GRID
[2025-12-01T20:38:33.604278] [INFO ] [sig       ] GRID: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:33.742703] [INFO ] [LOCAL     ] Saved forecast: GRID	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GRID.txt
[2025-12-01T20:38:33.742823] [INFO ] [sig       ] [1484/3634] Completed GRID in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-01T20:38:33.742858] [INFO ] [sig       ] [1485/3634] Forecasting GRMN...
[2025-12-01T20:38:33.742886] [INFO ] [sig       ] Generating forecast for: GRMN
[2025-12-01T20:38:33.742914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRMN' from 'https://tdm.silogroup.org/data/derivative_storage/GRMN.csv'.
[2025-12-01T20:38:33.753902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRMN'.
[2025-12-01T20:38:33.754173] [INFO ] [FORECASTER] Starting predict_future for GRMN
[2025-12-01T20:38:33.754936] [DEBUG] [LOCAL     ] No optimal features file found for GRMN: ./output/feature-sets/GRMN.txt
[2025-12-01T20:38:33.754985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:33.755016] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:33.755042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:33.755096] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:33.813170] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:33.814081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:33.814169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:33.814201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:33.933820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:33.933971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:33.934008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:33.934035] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:33.937253] [DEBUG] [FORECASTER] GRMN: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-12-01T20:38:33.937508] [INFO ] [FORECASTER] Completed predict_future for GRMN
[2025-12-01T20:38:33.937646] [INFO ] [sig       ] GRMN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:34.077030] [INFO ] [LOCAL     ] Saved forecast: GRMN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GRMN.txt
[2025-12-01T20:38:34.077162] [INFO ] [sig       ] [1485/3634] Completed GRMN in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-01T20:38:34.077199] [INFO ] [sig       ] [1486/3634] Forecasting GRND...
[2025-12-01T20:38:34.077227] [INFO ] [sig       ] Generating forecast for: GRND
[2025-12-01T20:38:34.077255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRND' from 'https://tdm.silogroup.org/data/derivative_storage/GRND.csv'.
[2025-12-01T20:38:34.088442] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRND'.
[2025-12-01T20:38:34.088813] [INFO ] [FORECASTER] Starting predict_future for GRND
[2025-12-01T20:38:34.089543] [DEBUG] [LOCAL     ] No optimal features file found for GRND: ./output/feature-sets/GRND.txt
[2025-12-01T20:38:34.089610] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:34.089642] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:34.089667] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:34.089721] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:34.145117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:34.145742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:34.145816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:34.145846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:34.267814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:34.267979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:34.268016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:34.268044] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:34.271378] [DEBUG] [FORECASTER] GRND: Forecast T+1@11:T+2@11: UP (p=89.11%)
[2025-12-01T20:38:34.271668] [INFO ] [FORECASTER] Completed predict_future for GRND
[2025-12-01T20:38:34.271807] [INFO ] [sig       ] GRND: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:34.408651] [INFO ] [LOCAL     ] Saved forecast: GRND	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GRND.txt
[2025-12-01T20:38:34.408776] [INFO ] [sig       ] [1486/3634] Completed GRND in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-01T20:38:34.408813] [INFO ] [sig       ] [1487/3634] Forecasting GRPN...
[2025-12-01T20:38:34.408841] [INFO ] [sig       ] Generating forecast for: GRPN
[2025-12-01T20:38:34.408868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRPN' from 'https://tdm.silogroup.org/data/derivative_storage/GRPN.csv'.
[2025-12-01T20:38:34.420015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRPN'.
[2025-12-01T20:38:34.420288] [INFO ] [FORECASTER] Starting predict_future for GRPN
[2025-12-01T20:38:34.421054] [DEBUG] [LOCAL     ] No optimal features file found for GRPN: ./output/feature-sets/GRPN.txt
[2025-12-01T20:38:34.421103] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:34.421160] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:34.421186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:34.421240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:34.475921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:34.476630] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:34.476712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:34.476743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:34.599596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:34.599742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:34.599779] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:34.599806] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:34.603042] [DEBUG] [FORECASTER] GRPN: Forecast T+1@11:T+2@11: DOWN (p=35.37%)
[2025-12-01T20:38:34.603305] [INFO ] [FORECASTER] Completed predict_future for GRPN
[2025-12-01T20:38:34.603424] [INFO ] [sig       ] GRPN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:34.739160] [INFO ] [LOCAL     ] Saved forecast: GRPN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GRPN.txt
[2025-12-01T20:38:34.739301] [INFO ] [sig       ] [1487/3634] Completed GRPN in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-01T20:38:34.739353] [INFO ] [sig       ] [1488/3634] Forecasting GRVY...
[2025-12-01T20:38:34.739389] [INFO ] [sig       ] Generating forecast for: GRVY
[2025-12-01T20:38:34.739430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRVY' from 'https://tdm.silogroup.org/data/derivative_storage/GRVY.csv'.
[2025-12-01T20:38:34.750673] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GRVY'.
[2025-12-01T20:38:34.750982] [INFO ] [FORECASTER] Starting predict_future for GRVY
[2025-12-01T20:38:34.751728] [DEBUG] [LOCAL     ] No optimal features file found for GRVY: ./output/feature-sets/GRVY.txt
[2025-12-01T20:38:34.751776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:34.751805] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:34.751830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:34.751884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:34.806875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:34.807605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:34.807686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:34.807718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:34.914846] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:34.914991] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:34.915029] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:34.915057] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:34.918374] [DEBUG] [FORECASTER] GRVY: Forecast T+1@11:T+2@11: DOWN (p=36.06%)
[2025-12-01T20:38:34.918659] [INFO ] [FORECASTER] Completed predict_future for GRVY
[2025-12-01T20:38:34.918782] [INFO ] [sig       ] GRVY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:35.055093] [INFO ] [LOCAL     ] Saved forecast: GRVY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GRVY.txt
[2025-12-01T20:38:35.055233] [INFO ] [sig       ] [1488/3634] Completed GRVY in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-01T20:38:35.055269] [INFO ] [sig       ] [1489/3634] Forecasting GRWG...
[2025-12-01T20:38:35.055298] [INFO ] [sig       ] Generating forecast for: GRWG
[2025-12-01T20:38:35.055326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRWG' from 'https://tdm.silogroup.org/data/derivative_storage/GRWG.csv'.
[2025-12-01T20:38:35.066487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRWG'.
[2025-12-01T20:38:35.066801] [INFO ] [FORECASTER] Starting predict_future for GRWG
[2025-12-01T20:38:35.067527] [DEBUG] [LOCAL     ] No optimal features file found for GRWG: ./output/feature-sets/GRWG.txt
[2025-12-01T20:38:35.067602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:35.067636] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:35.067662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:35.067717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:35.123337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:35.124150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:35.124229] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:35.124262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:35.242796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:35.242943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:35.242981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:35.243015] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:35.246379] [DEBUG] [FORECASTER] GRWG: Forecast T+1@11:T+2@11: UP (p=85.05%)
[2025-12-01T20:38:35.246667] [INFO ] [FORECASTER] Completed predict_future for GRWG
[2025-12-01T20:38:35.246792] [INFO ] [sig       ] GRWG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:35.383144] [INFO ] [LOCAL     ] Saved forecast: GRWG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GRWG.txt
[2025-12-01T20:38:35.383274] [INFO ] [sig       ] [1489/3634] Completed GRWG in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-01T20:38:35.383311] [INFO ] [sig       ] [1490/3634] Forecasting GRX...
[2025-12-01T20:38:35.383338] [INFO ] [sig       ] Generating forecast for: GRX
[2025-12-01T20:38:35.383367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GRX' from 'https://tdm.silogroup.org/data/derivative_storage/GRX.csv'.
[2025-12-01T20:38:35.394685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GRX'.
[2025-12-01T20:38:35.395005] [INFO ] [FORECASTER] Starting predict_future for GRX
[2025-12-01T20:38:35.395759] [DEBUG] [LOCAL     ] No optimal features file found for GRX: ./output/feature-sets/GRX.txt
[2025-12-01T20:38:35.395820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:35.395851] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:35.395877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:35.395931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:35.450823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:35.451436] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:35.451512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:35.451542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:35.562674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:35.562822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:35.562860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:35.562927] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:35.566266] [DEBUG] [FORECASTER] GRX: Forecast T+1@11:T+2@11: DOWN (p=36.72%)
[2025-12-01T20:38:35.566609] [INFO ] [FORECASTER] Completed predict_future for GRX
[2025-12-01T20:38:35.566767] [INFO ] [sig       ] GRX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:35.704055] [INFO ] [LOCAL     ] Saved forecast: GRX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GRX.txt
[2025-12-01T20:38:35.704198] [INFO ] [sig       ] [1490/3634] Completed GRX in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-01T20:38:35.704236] [INFO ] [sig       ] [1491/3634] Forecasting GS...
[2025-12-01T20:38:35.704264] [INFO ] [sig       ] Generating forecast for: GS
[2025-12-01T20:38:35.704292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GS' from 'https://tdm.silogroup.org/data/derivative_storage/GS.csv'.
[2025-12-01T20:38:35.715259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GS'.
[2025-12-01T20:38:35.715560] [INFO ] [FORECASTER] Starting predict_future for GS
[2025-12-01T20:38:35.716342] [DEBUG] [LOCAL     ] No optimal features file found for GS: ./output/feature-sets/GS.txt
[2025-12-01T20:38:35.716393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:35.716453] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:35.716483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:35.716538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:35.775715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:35.776375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:35.776450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:35.776480] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:35.898484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:35.898655] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:35.898700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:35.898734] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:35.901942] [DEBUG] [FORECASTER] GS: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2025-12-01T20:38:35.902202] [INFO ] [FORECASTER] Completed predict_future for GS
[2025-12-01T20:38:35.902322] [INFO ] [sig       ] GS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:36.042445] [INFO ] [LOCAL     ] Saved forecast: GS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GS.txt
[2025-12-01T20:38:36.042607] [INFO ] [sig       ] [1491/3634] Completed GS in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-01T20:38:36.042646] [INFO ] [sig       ] [1492/3634] Forecasting GSBC...
[2025-12-01T20:38:36.042675] [INFO ] [sig       ] Generating forecast for: GSBC
[2025-12-01T20:38:36.042710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBC' from 'https://tdm.silogroup.org/data/derivative_storage/GSBC.csv'.
[2025-12-01T20:38:36.053433] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GSBC'.
[2025-12-01T20:38:36.053788] [INFO ] [FORECASTER] Starting predict_future for GSBC
[2025-12-01T20:38:36.054517] [DEBUG] [LOCAL     ] No optimal features file found for GSBC: ./output/feature-sets/GSBC.txt
[2025-12-01T20:38:36.054584] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:36.054617] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:36.054642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:36.054698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:36.109219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:36.109888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:36.109964] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:36.109995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:36.224723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:36.224872] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:36.224908] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:36.224935] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:36.228139] [DEBUG] [FORECASTER] GSBC: Forecast T+1@11:T+2@11: DOWN (p=22.14%)
[2025-12-01T20:38:36.228413] [INFO ] [FORECASTER] Completed predict_future for GSBC
[2025-12-01T20:38:36.228530] [INFO ] [sig       ] GSBC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:36.369771] [INFO ] [LOCAL     ] Saved forecast: GSBC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GSBC.txt
[2025-12-01T20:38:36.369931] [INFO ] [sig       ] [1492/3634] Completed GSBC in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-01T20:38:36.369970] [INFO ] [sig       ] [1493/3634] Forecasting GSBD...
[2025-12-01T20:38:36.369996] [INFO ] [sig       ] Generating forecast for: GSBD
[2025-12-01T20:38:36.370026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSBD' from 'https://tdm.silogroup.org/data/derivative_storage/GSBD.csv'.
[2025-12-01T20:38:36.380943] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSBD'.
[2025-12-01T20:38:36.381324] [INFO ] [FORECASTER] Starting predict_future for GSBD
[2025-12-01T20:38:36.382098] [DEBUG] [LOCAL     ] No optimal features file found for GSBD: ./output/feature-sets/GSBD.txt
[2025-12-01T20:38:36.382147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:36.382177] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:36.382201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:36.382254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:36.438483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:36.439201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:36.439281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:36.439314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:36.555878] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:36.556029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:36.556068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:36.556095] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:36.559348] [DEBUG] [FORECASTER] GSBD: Forecast T+1@11:T+2@11: DOWN (p=23.38%)
[2025-12-01T20:38:36.559638] [INFO ] [FORECASTER] Completed predict_future for GSBD
[2025-12-01T20:38:36.559787] [INFO ] [sig       ] GSBD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:36.695850] [INFO ] [LOCAL     ] Saved forecast: GSBD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GSBD.txt
[2025-12-01T20:38:36.695980] [INFO ] [sig       ] [1493/3634] Completed GSBD in 0.3s | 2.98 sym/s | Total: 8.3m | ETA: 12.0m
[2025-12-01T20:38:36.696046] [INFO ] [sig       ] [1494/3634] Forecasting GSHD...
[2025-12-01T20:38:36.696075] [INFO ] [sig       ] Generating forecast for: GSHD
[2025-12-01T20:38:36.696104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSHD' from 'https://tdm.silogroup.org/data/derivative_storage/GSHD.csv'.
[2025-12-01T20:38:36.707064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSHD'.
[2025-12-01T20:38:36.707339] [INFO ] [FORECASTER] Starting predict_future for GSHD
[2025-12-01T20:38:36.708076] [DEBUG] [LOCAL     ] No optimal features file found for GSHD: ./output/feature-sets/GSHD.txt
[2025-12-01T20:38:36.708124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:36.708154] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:36.708180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:36.708234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:36.762741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:36.763379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:36.763455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:36.763486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:36.881380] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:36.881526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:36.881562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:36.881605] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:36.884805] [DEBUG] [FORECASTER] GSHD: Forecast T+1@11:T+2@11: UP (p=50.45%)
[2025-12-01T20:38:36.885058] [INFO ] [FORECASTER] Completed predict_future for GSHD
[2025-12-01T20:38:36.885177] [INFO ] [sig       ] GSHD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:37.023267] [INFO ] [LOCAL     ] Saved forecast: GSHD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GSHD.txt
[2025-12-01T20:38:37.023403] [INFO ] [sig       ] [1494/3634] Completed GSHD in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-01T20:38:37.023441] [INFO ] [sig       ] [1495/3634] Forecasting GSK...
[2025-12-01T20:38:37.023470] [INFO ] [sig       ] Generating forecast for: GSK
[2025-12-01T20:38:37.023498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSK' from 'https://tdm.silogroup.org/data/derivative_storage/GSK.csv'.
[2025-12-01T20:38:37.103543] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GSK'.
[2025-12-01T20:38:37.103874] [INFO ] [FORECASTER] Starting predict_future for GSK
[2025-12-01T20:38:37.104627] [DEBUG] [LOCAL     ] No optimal features file found for GSK: ./output/feature-sets/GSK.txt
[2025-12-01T20:38:37.104676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:37.104709] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:37.104736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:37.104790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:37.159494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:37.160244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:37.160321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:37.160352] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:37.285320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:37.285466] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:37.285502] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:37.285529] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:37.288836] [DEBUG] [FORECASTER] GSK: Forecast T+1@11:T+2@11: UP (p=92.31%)
[2025-12-01T20:38:37.289097] [INFO ] [FORECASTER] Completed predict_future for GSK
[2025-12-01T20:38:37.289233] [INFO ] [sig       ] GSK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:37.425787] [INFO ] [LOCAL     ] Saved forecast: GSK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GSK.txt
[2025-12-01T20:38:37.425914] [INFO ] [sig       ] [1495/3634] Completed GSK in 0.4s | 2.98 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-01T20:38:37.425951] [INFO ] [sig       ] [1496/3634] Forecasting GSL...
[2025-12-01T20:38:37.425979] [INFO ] [sig       ] Generating forecast for: GSL
[2025-12-01T20:38:37.426007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSL' from 'https://tdm.silogroup.org/data/derivative_storage/GSL.csv'.
[2025-12-01T20:38:37.436813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSL'.
[2025-12-01T20:38:37.437122] [INFO ] [FORECASTER] Starting predict_future for GSL
[2025-12-01T20:38:37.437873] [DEBUG] [LOCAL     ] No optimal features file found for GSL: ./output/feature-sets/GSL.txt
[2025-12-01T20:38:37.437923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:37.437953] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:37.437978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:37.438032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:37.492438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:37.493117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:37.493193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:37.493224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:37.612159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:37.612302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:37.612338] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:37.612365] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:37.615550] [DEBUG] [FORECASTER] GSL: Forecast T+1@11:T+2@11: UP (p=80.04%)
[2025-12-01T20:38:37.615875] [INFO ] [FORECASTER] Completed predict_future for GSL
[2025-12-01T20:38:37.615994] [INFO ] [sig       ] GSL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:37.752047] [INFO ] [LOCAL     ] Saved forecast: GSL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GSL.txt
[2025-12-01T20:38:37.752178] [INFO ] [sig       ] [1496/3634] Completed GSL in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 12.0m
[2025-12-01T20:38:37.752214] [INFO ] [sig       ] [1497/3634] Forecasting GSM...
[2025-12-01T20:38:37.752243] [INFO ] [sig       ] Generating forecast for: GSM
[2025-12-01T20:38:37.752272] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GSM' from 'https://tdm.silogroup.org/data/derivative_storage/GSM.csv'.
[2025-12-01T20:38:37.763267] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GSM'.
[2025-12-01T20:38:37.763551] [INFO ] [FORECASTER] Starting predict_future for GSM
[2025-12-01T20:38:37.764290] [DEBUG] [LOCAL     ] No optimal features file found for GSM: ./output/feature-sets/GSM.txt
[2025-12-01T20:38:37.764339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:37.764368] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:37.764395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:37.764449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:37.819732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:37.820505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:37.820631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:37.820663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:37.937561] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:37.937717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:37.937771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:37.937800] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:37.941061] [DEBUG] [FORECASTER] GSM: Forecast T+1@11:T+2@11: UP (p=72.63%)
[2025-12-01T20:38:37.941325] [INFO ] [FORECASTER] Completed predict_future for GSM
[2025-12-01T20:38:37.941444] [INFO ] [sig       ] GSM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:38.096898] [INFO ] [LOCAL     ] Saved forecast: GSM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GSM.txt
[2025-12-01T20:38:38.097091] [INFO ] [sig       ] [1497/3634] Completed GSM in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-01T20:38:38.097146] [INFO ] [sig       ] [1498/3634] Forecasting GTES...
[2025-12-01T20:38:38.097190] [INFO ] [sig       ] Generating forecast for: GTES
[2025-12-01T20:38:38.097233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTES' from 'https://tdm.silogroup.org/data/derivative_storage/GTES.csv'.
[2025-12-01T20:38:38.111430] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GTES'.
[2025-12-01T20:38:38.111800] [INFO ] [FORECASTER] Starting predict_future for GTES
[2025-12-01T20:38:38.112784] [DEBUG] [LOCAL     ] No optimal features file found for GTES: ./output/feature-sets/GTES.txt
[2025-12-01T20:38:38.112846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:38.112886] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:38.112922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:38.113000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:38.171491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:38.172315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:38.172397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:38.172429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:38.288142] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:38.288288] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:38.288349] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:38.288380] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:38.291723] [DEBUG] [FORECASTER] GTES: Forecast T+1@11:T+2@11: DOWN (p=9.17%)
[2025-12-01T20:38:38.291988] [INFO ] [FORECASTER] Completed predict_future for GTES
[2025-12-01T20:38:38.292123] [INFO ] [sig       ] GTES: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:38.429879] [INFO ] [LOCAL     ] Saved forecast: GTES	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/GTES.txt
[2025-12-01T20:38:38.430018] [INFO ] [sig       ] [1498/3634] Completed GTES in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-01T20:38:38.430055] [INFO ] [sig       ] [1499/3634] Forecasting GTLB...
[2025-12-01T20:38:38.430083] [INFO ] [sig       ] Generating forecast for: GTLB
[2025-12-01T20:38:38.430171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLB' from 'https://tdm.silogroup.org/data/derivative_storage/GTLB.csv'.
[2025-12-01T20:38:38.441243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLB'.
[2025-12-01T20:38:38.441552] [INFO ] [FORECASTER] Starting predict_future for GTLB
[2025-12-01T20:38:38.442343] [DEBUG] [LOCAL     ] No optimal features file found for GTLB: ./output/feature-sets/GTLB.txt
[2025-12-01T20:38:38.442395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:38.442427] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:38.442455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:38.442511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:38.498226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:38.498898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:38.498986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:38.499018] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:38.614230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:38.614373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:38.614410] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:38.614437] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:38.617635] [DEBUG] [FORECASTER] GTLB: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-12-01T20:38:38.617893] [INFO ] [FORECASTER] Completed predict_future for GTLB
[2025-12-01T20:38:38.618012] [INFO ] [sig       ] GTLB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:38.755207] [INFO ] [LOCAL     ] Saved forecast: GTLB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GTLB.txt
[2025-12-01T20:38:38.755341] [INFO ] [sig       ] [1499/3634] Completed GTLB in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-01T20:38:38.755378] [INFO ] [sig       ] [1500/3634] Forecasting GTLS...
[2025-12-01T20:38:38.755407] [INFO ] [sig       ] Generating forecast for: GTLS
[2025-12-01T20:38:38.755435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTLS' from 'https://tdm.silogroup.org/data/derivative_storage/GTLS.csv'.
[2025-12-01T20:38:38.766490] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTLS'.
[2025-12-01T20:38:38.766766] [INFO ] [FORECASTER] Starting predict_future for GTLS
[2025-12-01T20:38:38.767507] [DEBUG] [LOCAL     ] No optimal features file found for GTLS: ./output/feature-sets/GTLS.txt
[2025-12-01T20:38:38.767566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:38.767623] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:38.767649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:38.767703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:38.824264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:38.825131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:38.825213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:38.825245] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:38.947746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:38.947896] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:38.947934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:38.947962] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:38.951244] [DEBUG] [FORECASTER] GTLS: Forecast T+1@11:T+2@11: DOWN (p=30.24%)
[2025-12-01T20:38:38.951530] [INFO ] [FORECASTER] Completed predict_future for GTLS
[2025-12-01T20:38:38.951688] [INFO ] [sig       ] GTLS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:39.088496] [INFO ] [LOCAL     ] Saved forecast: GTLS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GTLS.txt
[2025-12-01T20:38:39.088645] [INFO ] [sig       ] [1500/3634] Completed GTLS in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-01T20:38:39.088689] [INFO ] [sig       ] [1501/3634] Forecasting GTN...
[2025-12-01T20:38:39.088724] [INFO ] [sig       ] Generating forecast for: GTN
[2025-12-01T20:38:39.088759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTN' from 'https://tdm.silogroup.org/data/derivative_storage/GTN.csv'.
[2025-12-01T20:38:39.099652] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GTN'.
[2025-12-01T20:38:39.099967] [INFO ] [FORECASTER] Starting predict_future for GTN
[2025-12-01T20:38:39.100736] [DEBUG] [LOCAL     ] No optimal features file found for GTN: ./output/feature-sets/GTN.txt
[2025-12-01T20:38:39.100788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:39.100831] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:39.100860] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:39.100923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:39.158031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:39.158881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:39.158962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:39.158995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:39.284746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:39.284892] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:39.284930] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:39.284958] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:39.288254] [DEBUG] [FORECASTER] GTN: Forecast T+1@11:T+2@11: UP (p=73.62%)
[2025-12-01T20:38:39.288546] [INFO ] [FORECASTER] Completed predict_future for GTN
[2025-12-01T20:38:39.288684] [INFO ] [sig       ] GTN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:39.427417] [INFO ] [LOCAL     ] Saved forecast: GTN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GTN.txt
[2025-12-01T20:38:39.427546] [INFO ] [sig       ] [1501/3634] Completed GTN in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-01T20:38:39.427600] [INFO ] [sig       ] [1502/3634] Forecasting GTX...
[2025-12-01T20:38:39.427629] [INFO ] [sig       ] Generating forecast for: GTX
[2025-12-01T20:38:39.427658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTX' from 'https://tdm.silogroup.org/data/derivative_storage/GTX.csv'.
[2025-12-01T20:38:39.438991] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GTX'.
[2025-12-01T20:38:39.439351] [INFO ] [FORECASTER] Starting predict_future for GTX
[2025-12-01T20:38:39.440125] [DEBUG] [LOCAL     ] No optimal features file found for GTX: ./output/feature-sets/GTX.txt
[2025-12-01T20:38:39.440175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:39.440206] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:39.440232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:39.440288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:39.497844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:39.498777] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:39.498860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:39.498892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:39.616379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:39.616528] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:39.616565] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:39.616609] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:39.619950] [DEBUG] [FORECASTER] GTX: Forecast T+1@11:T+2@11: UP (p=55.05%)
[2025-12-01T20:38:39.620221] [INFO ] [FORECASTER] Completed predict_future for GTX
[2025-12-01T20:38:39.620342] [INFO ] [sig       ] GTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:39.760525] [INFO ] [LOCAL     ] Saved forecast: GTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GTX.txt
[2025-12-01T20:38:39.760673] [INFO ] [sig       ] [1502/3634] Completed GTX in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-01T20:38:39.760712] [INFO ] [sig       ] [1503/3634] Forecasting GTY...
[2025-12-01T20:38:39.760740] [INFO ] [sig       ] Generating forecast for: GTY
[2025-12-01T20:38:39.760768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GTY' from 'https://tdm.silogroup.org/data/derivative_storage/GTY.csv'.
[2025-12-01T20:38:39.771800] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GTY'.
[2025-12-01T20:38:39.772073] [INFO ] [FORECASTER] Starting predict_future for GTY
[2025-12-01T20:38:39.772819] [DEBUG] [LOCAL     ] No optimal features file found for GTY: ./output/feature-sets/GTY.txt
[2025-12-01T20:38:39.772868] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:39.772898] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:39.772924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:39.772978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:39.830407] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:39.831039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:39.831113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:39.831144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:39.947347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:39.947496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:39.947536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:39.947564] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:39.950807] [DEBUG] [FORECASTER] GTY: Forecast T+1@11:T+2@11: DOWN (p=31.23%)
[2025-12-01T20:38:39.951062] [INFO ] [FORECASTER] Completed predict_future for GTY
[2025-12-01T20:38:39.951178] [INFO ] [sig       ] GTY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:40.088290] [INFO ] [LOCAL     ] Saved forecast: GTY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GTY.txt
[2025-12-01T20:38:40.088465] [INFO ] [sig       ] [1503/3634] Completed GTY in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-01T20:38:40.088502] [INFO ] [sig       ] [1504/3634] Forecasting GUG...
[2025-12-01T20:38:40.088531] [INFO ] [sig       ] Generating forecast for: GUG
[2025-12-01T20:38:40.088559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GUG' from 'https://tdm.silogroup.org/data/derivative_storage/GUG.csv'.
[2025-12-01T20:38:40.100394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GUG'.
[2025-12-01T20:38:40.100797] [INFO ] [FORECASTER] Starting predict_future for GUG
[2025-12-01T20:38:40.101549] [DEBUG] [LOCAL     ] No optimal features file found for GUG: ./output/feature-sets/GUG.txt
[2025-12-01T20:38:40.101618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:40.101676] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:40.101703] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:40.101758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:40.156714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:40.157522] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:40.157620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:40.157654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:40.272301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:40.272447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:40.272486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:40.272512] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:40.275773] [DEBUG] [FORECASTER] GUG: Forecast T+1@11:T+2@11: UP (p=58.06%)
[2025-12-01T20:38:40.276035] [INFO ] [FORECASTER] Completed predict_future for GUG
[2025-12-01T20:38:40.276156] [INFO ] [sig       ] GUG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:40.415477] [INFO ] [LOCAL     ] Saved forecast: GUG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GUG.txt
[2025-12-01T20:38:40.415632] [INFO ] [sig       ] [1504/3634] Completed GUG in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-01T20:38:40.415673] [INFO ] [sig       ] [1505/3634] Forecasting GVA...
[2025-12-01T20:38:40.415702] [INFO ] [sig       ] Generating forecast for: GVA
[2025-12-01T20:38:40.415737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GVA' from 'https://tdm.silogroup.org/data/derivative_storage/GVA.csv'.
[2025-12-01T20:38:40.427088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GVA'.
[2025-12-01T20:38:40.427352] [INFO ] [FORECASTER] Starting predict_future for GVA
[2025-12-01T20:38:40.428086] [DEBUG] [LOCAL     ] No optimal features file found for GVA: ./output/feature-sets/GVA.txt
[2025-12-01T20:38:40.428135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:40.428165] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:40.428190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:40.428244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:40.484162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:40.484841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:40.484918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:40.484949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:40.601891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:40.602039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:40.602076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:40.602104] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:40.605406] [DEBUG] [FORECASTER] GVA: Forecast T+1@11:T+2@11: DOWN (p=40.69%)
[2025-12-01T20:38:40.605691] [INFO ] [FORECASTER] Completed predict_future for GVA
[2025-12-01T20:38:40.605813] [INFO ] [sig       ] GVA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:40.745154] [INFO ] [LOCAL     ] Saved forecast: GVA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GVA.txt
[2025-12-01T20:38:40.745275] [INFO ] [sig       ] [1505/3634] Completed GVA in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-01T20:38:40.745311] [INFO ] [sig       ] [1506/3634] Forecasting GWH...
[2025-12-01T20:38:40.745338] [INFO ] [sig       ] Generating forecast for: GWH
[2025-12-01T20:38:40.745366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWH' from 'https://tdm.silogroup.org/data/derivative_storage/GWH.csv'.
[2025-12-01T20:38:40.756432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GWH'.
[2025-12-01T20:38:40.756717] [INFO ] [FORECASTER] Starting predict_future for GWH
[2025-12-01T20:38:40.757446] [DEBUG] [LOCAL     ] No optimal features file found for GWH: ./output/feature-sets/GWH.txt
[2025-12-01T20:38:40.757494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:40.757535] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:40.757560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:40.757644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:40.814030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:40.814795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:40.814872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:40.814903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:40.935492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:40.935651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:40.935689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:40.935717] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:40.938988] [DEBUG] [FORECASTER] GWH: Forecast T+1@11:T+2@11: UP (p=64.82%)
[2025-12-01T20:38:40.939248] [INFO ] [FORECASTER] Completed predict_future for GWH
[2025-12-01T20:38:40.939367] [INFO ] [sig       ] GWH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:41.081379] [INFO ] [LOCAL     ] Saved forecast: GWH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GWH.txt
[2025-12-01T20:38:41.081508] [INFO ] [sig       ] [1506/3634] Completed GWH in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-01T20:38:41.081546] [INFO ] [sig       ] [1507/3634] Forecasting GWRE...
[2025-12-01T20:38:41.081592] [INFO ] [sig       ] Generating forecast for: GWRE
[2025-12-01T20:38:41.081623] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRE' from 'https://tdm.silogroup.org/data/derivative_storage/GWRE.csv'.
[2025-12-01T20:38:41.093361] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GWRE'.
[2025-12-01T20:38:41.093686] [INFO ] [FORECASTER] Starting predict_future for GWRE
[2025-12-01T20:38:41.094425] [DEBUG] [LOCAL     ] No optimal features file found for GWRE: ./output/feature-sets/GWRE.txt
[2025-12-01T20:38:41.094473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:41.094503] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:41.094529] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:41.094613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:41.151682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:41.152559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:41.152664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:41.152696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:41.272425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:41.272604] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:41.272643] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:41.272710] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:41.276107] [DEBUG] [FORECASTER] GWRE: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-12-01T20:38:41.276367] [INFO ] [FORECASTER] Completed predict_future for GWRE
[2025-12-01T20:38:41.276485] [INFO ] [sig       ] GWRE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:41.413477] [INFO ] [LOCAL     ] Saved forecast: GWRE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GWRE.txt
[2025-12-01T20:38:41.413623] [INFO ] [sig       ] [1507/3634] Completed GWRE in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-01T20:38:41.413662] [INFO ] [sig       ] [1508/3634] Forecasting GWRS...
[2025-12-01T20:38:41.413690] [INFO ] [sig       ] Generating forecast for: GWRS
[2025-12-01T20:38:41.413718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GWRS' from 'https://tdm.silogroup.org/data/derivative_storage/GWRS.csv'.
[2025-12-01T20:38:41.424457] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'GWRS'.
[2025-12-01T20:38:41.424773] [INFO ] [FORECASTER] Starting predict_future for GWRS
[2025-12-01T20:38:41.425529] [DEBUG] [LOCAL     ] No optimal features file found for GWRS: ./output/feature-sets/GWRS.txt
[2025-12-01T20:38:41.425597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:41.425634] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:41.425661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:41.425716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:41.483667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:41.484323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:41.484401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:41.484434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:41.598617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:41.598748] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:41.598787] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:41.598815] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:41.602177] [DEBUG] [FORECASTER] GWRS: Forecast T+1@11:T+2@11: UP (p=95.13%)
[2025-12-01T20:38:41.602459] [INFO ] [FORECASTER] Completed predict_future for GWRS
[2025-12-01T20:38:41.602593] [INFO ] [sig       ] GWRS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:41.746822] [INFO ] [LOCAL     ] Saved forecast: GWRS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/GWRS.txt
[2025-12-01T20:38:41.746975] [INFO ] [sig       ] [1508/3634] Completed GWRS in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-01T20:38:41.747016] [INFO ] [sig       ] [1509/3634] Forecasting GXAI...
[2025-12-01T20:38:41.747043] [INFO ] [sig       ] Generating forecast for: GXAI
[2025-12-01T20:38:41.747072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GXAI' from 'https://tdm.silogroup.org/data/derivative_storage/GXAI.csv'.
[2025-12-01T20:38:41.758702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GXAI'.
[2025-12-01T20:38:41.759061] [INFO ] [FORECASTER] Starting predict_future for GXAI
[2025-12-01T20:38:41.759838] [DEBUG] [LOCAL     ] No optimal features file found for GXAI: ./output/feature-sets/GXAI.txt
[2025-12-01T20:38:41.759887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:41.759916] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:41.759941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:41.759994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:41.815216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:41.816070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:41.816155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:41.816187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:41.937303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:41.937462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:41.937501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:41.937528] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:41.940872] [DEBUG] [FORECASTER] GXAI: Forecast T+1@11:T+2@11: DOWN (p=13.76%)
[2025-12-01T20:38:41.941145] [INFO ] [FORECASTER] Completed predict_future for GXAI
[2025-12-01T20:38:41.941267] [INFO ] [sig       ] GXAI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:42.084719] [INFO ] [LOCAL     ] Saved forecast: GXAI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/GXAI.txt
[2025-12-01T20:38:42.084871] [INFO ] [sig       ] [1509/3634] Completed GXAI in 0.3s | 2.98 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-01T20:38:42.085093] [INFO ] [sig       ] [1510/3634] Forecasting GYRE...
[2025-12-01T20:38:42.085122] [INFO ] [sig       ] Generating forecast for: GYRE
[2025-12-01T20:38:42.085152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'GYRE' from 'https://tdm.silogroup.org/data/derivative_storage/GYRE.csv'.
[2025-12-01T20:38:42.098022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'GYRE'.
[2025-12-01T20:38:42.098466] [INFO ] [FORECASTER] Starting predict_future for GYRE
[2025-12-01T20:38:42.099539] [DEBUG] [LOCAL     ] No optimal features file found for GYRE: ./output/feature-sets/GYRE.txt
[2025-12-01T20:38:42.099614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:42.099650] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:42.099675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:42.099729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:42.158845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:42.159747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:42.159832] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:42.159863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:42.278728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:42.278888] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:42.278925] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:42.278952] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:42.282355] [DEBUG] [FORECASTER] GYRE: Forecast T+1@11:T+2@11: UP (p=79.63%)
[2025-12-01T20:38:42.282685] [INFO ] [FORECASTER] Completed predict_future for GYRE
[2025-12-01T20:38:42.282818] [INFO ] [sig       ] GYRE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:42.458945] [INFO ] [LOCAL     ] Saved forecast: GYRE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/GYRE.txt
[2025-12-01T20:38:42.459152] [INFO ] [sig       ] [1510/3634] Completed GYRE in 0.4s | 2.98 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-01T20:38:42.459218] [INFO ] [sig       ] [1511/3634] Forecasting H...
[2025-12-01T20:38:42.459270] [INFO ] [sig       ] Generating forecast for: H
[2025-12-01T20:38:42.459320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'H' from 'https://tdm.silogroup.org/data/derivative_storage/H.csv'.
[2025-12-01T20:38:42.472962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'H'.
[2025-12-01T20:38:42.473404] [INFO ] [FORECASTER] Starting predict_future for H
[2025-12-01T20:38:42.474264] [DEBUG] [LOCAL     ] No optimal features file found for H: ./output/feature-sets/H.txt
[2025-12-01T20:38:42.474318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:42.474351] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:42.474378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:42.474434] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:42.531178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:42.532117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:42.532208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:42.532266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:42.655149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:42.655319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:42.655369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:42.655405] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:42.659074] [DEBUG] [FORECASTER] H: Forecast T+1@11:T+2@11: DOWN (p=43.50%)
[2025-12-01T20:38:42.659392] [INFO ] [FORECASTER] Completed predict_future for H
[2025-12-01T20:38:42.659530] [INFO ] [sig       ] H: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:42.821921] [INFO ] [LOCAL     ] Saved forecast: H	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/H.txt
[2025-12-01T20:38:42.822121] [INFO ] [sig       ] [1511/3634] Completed H in 0.4s | 2.98 sym/s | Total: 8.4m | ETA: 11.9m
[2025-12-01T20:38:42.822168] [INFO ] [sig       ] [1512/3634] Forecasting HAE...
[2025-12-01T20:38:42.822200] [INFO ] [sig       ] Generating forecast for: HAE
[2025-12-01T20:38:42.822232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAE' from 'https://tdm.silogroup.org/data/derivative_storage/HAE.csv'.
[2025-12-01T20:38:42.833788] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HAE'.
[2025-12-01T20:38:42.834186] [INFO ] [FORECASTER] Starting predict_future for HAE
[2025-12-01T20:38:42.835011] [DEBUG] [LOCAL     ] No optimal features file found for HAE: ./output/feature-sets/HAE.txt
[2025-12-01T20:38:42.835062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:42.835094] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:42.835121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:42.835175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:42.893247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:42.894242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:42.894330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:42.894366] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:43.021305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:43.021467] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:43.021506] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:43.021532] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:43.026200] [DEBUG] [FORECASTER] HAE: Forecast T+1@11:T+2@11: DOWN (p=7.49%)
[2025-12-01T20:38:43.026669] [INFO ] [FORECASTER] Completed predict_future for HAE
[2025-12-01T20:38:43.026856] [INFO ] [sig       ] HAE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:43.173988] [INFO ] [LOCAL     ] Saved forecast: HAE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HAE.txt
[2025-12-01T20:38:43.174152] [INFO ] [sig       ] [1512/3634] Completed HAE in 0.4s | 2.98 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-01T20:38:43.174191] [INFO ] [sig       ] [1513/3634] Forecasting HAFC...
[2025-12-01T20:38:43.174220] [INFO ] [sig       ] Generating forecast for: HAFC
[2025-12-01T20:38:43.174248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAFC' from 'https://tdm.silogroup.org/data/derivative_storage/HAFC.csv'.
[2025-12-01T20:38:43.189376] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAFC'.
[2025-12-01T20:38:43.189843] [INFO ] [FORECASTER] Starting predict_future for HAFC
[2025-12-01T20:38:43.190847] [DEBUG] [LOCAL     ] No optimal features file found for HAFC: ./output/feature-sets/HAFC.txt
[2025-12-01T20:38:43.190909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:43.190950] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:43.190985] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:43.191066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:43.257090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:43.258064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:43.258161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:43.258195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:43.380879] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:43.381033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:43.381257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:43.381285] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:43.384650] [DEBUG] [FORECASTER] HAFC: Forecast T+1@11:T+2@11: UP (p=64.87%)
[2025-12-01T20:38:43.384924] [INFO ] [FORECASTER] Completed predict_future for HAFC
[2025-12-01T20:38:43.385051] [INFO ] [sig       ] HAFC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:43.526879] [INFO ] [LOCAL     ] Saved forecast: HAFC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HAFC.txt
[2025-12-01T20:38:43.527228] [INFO ] [sig       ] [1513/3634] Completed HAFC in 0.4s | 2.98 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-01T20:38:43.527269] [INFO ] [sig       ] [1514/3634] Forecasting HAIN...
[2025-12-01T20:38:43.527297] [INFO ] [sig       ] Generating forecast for: HAIN
[2025-12-01T20:38:43.527326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAIN' from 'https://tdm.silogroup.org/data/derivative_storage/HAIN.csv'.
[2025-12-01T20:38:43.539549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAIN'.
[2025-12-01T20:38:43.539909] [INFO ] [FORECASTER] Starting predict_future for HAIN
[2025-12-01T20:38:43.540713] [DEBUG] [LOCAL     ] No optimal features file found for HAIN: ./output/feature-sets/HAIN.txt
[2025-12-01T20:38:43.540778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:43.540810] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:43.540838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:43.540894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:43.606313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:43.607593] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:43.607732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:43.607771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:43.747551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:43.747713] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:43.747751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:43.747780] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:43.751136] [DEBUG] [FORECASTER] HAIN: Forecast T+1@11:T+2@11: DOWN (p=35.01%)
[2025-12-01T20:38:43.751410] [INFO ] [FORECASTER] Completed predict_future for HAIN
[2025-12-01T20:38:43.751534] [INFO ] [sig       ] HAIN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:43.891210] [INFO ] [LOCAL     ] Saved forecast: HAIN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HAIN.txt
[2025-12-01T20:38:43.891348] [INFO ] [sig       ] [1514/3634] Completed HAIN in 0.4s | 2.98 sym/s | Total: 8.5m | ETA: 11.9m
[2025-12-01T20:38:43.891386] [INFO ] [sig       ] [1515/3634] Forecasting HAL...
[2025-12-01T20:38:43.891415] [INFO ] [sig       ] Generating forecast for: HAL
[2025-12-01T20:38:43.891444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAL' from 'https://tdm.silogroup.org/data/derivative_storage/HAL.csv'.
[2025-12-01T20:38:43.903339] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAL'.
[2025-12-01T20:38:43.903753] [INFO ] [FORECASTER] Starting predict_future for HAL
[2025-12-01T20:38:43.904593] [DEBUG] [LOCAL     ] No optimal features file found for HAL: ./output/feature-sets/HAL.txt
[2025-12-01T20:38:43.904645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:43.904676] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:43.904702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:43.904758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:43.960426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:43.961283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:43.961364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:43.961396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:44.084641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:44.084795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:44.084834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:44.084861] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:44.088198] [DEBUG] [FORECASTER] HAL: Forecast T+1@11:T+2@11: DOWN (p=28.54%)
[2025-12-01T20:38:44.088509] [INFO ] [FORECASTER] Completed predict_future for HAL
[2025-12-01T20:38:44.088659] [INFO ] [sig       ] HAL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:44.229062] [INFO ] [LOCAL     ] Saved forecast: HAL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HAL.txt
[2025-12-01T20:38:44.229209] [INFO ] [sig       ] [1515/3634] Completed HAL in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-01T20:38:44.229248] [INFO ] [sig       ] [1516/3634] Forecasting HALO...
[2025-12-01T20:38:44.229276] [INFO ] [sig       ] Generating forecast for: HALO
[2025-12-01T20:38:44.229304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HALO' from 'https://tdm.silogroup.org/data/derivative_storage/HALO.csv'.
[2025-12-01T20:38:44.240919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HALO'.
[2025-12-01T20:38:44.241217] [INFO ] [FORECASTER] Starting predict_future for HALO
[2025-12-01T20:38:44.241990] [DEBUG] [LOCAL     ] No optimal features file found for HALO: ./output/feature-sets/HALO.txt
[2025-12-01T20:38:44.242040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:44.242070] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:44.242094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:44.242148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:44.296980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:44.297707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:44.297788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:44.297819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:44.423326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:44.423474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:44.423513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:44.423541] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:44.426932] [DEBUG] [FORECASTER] HALO: Forecast T+1@11:T+2@11: DOWN (p=29.36%)
[2025-12-01T20:38:44.427249] [INFO ] [FORECASTER] Completed predict_future for HALO
[2025-12-01T20:38:44.427390] [INFO ] [sig       ] HALO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:44.573035] [INFO ] [LOCAL     ] Saved forecast: HALO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HALO.txt
[2025-12-01T20:38:44.573195] [INFO ] [sig       ] [1516/3634] Completed HALO in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-01T20:38:44.573248] [INFO ] [sig       ] [1517/3634] Forecasting HAS...
[2025-12-01T20:38:44.573280] [INFO ] [sig       ] Generating forecast for: HAS
[2025-12-01T20:38:44.573310] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HAS' from 'https://tdm.silogroup.org/data/derivative_storage/HAS.csv'.
[2025-12-01T20:38:44.584852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HAS'.
[2025-12-01T20:38:44.585214] [INFO ] [FORECASTER] Starting predict_future for HAS
[2025-12-01T20:38:44.585985] [DEBUG] [LOCAL     ] No optimal features file found for HAS: ./output/feature-sets/HAS.txt
[2025-12-01T20:38:44.586034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:44.586064] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:44.586090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:44.586144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:44.645519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:44.646383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:44.646465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:44.646498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:44.764340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:44.764494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:44.764531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:44.764559] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:44.767831] [DEBUG] [FORECASTER] HAS: Forecast T+1@11:T+2@11: UP (p=51.71%)
[2025-12-01T20:38:44.768104] [INFO ] [FORECASTER] Completed predict_future for HAS
[2025-12-01T20:38:44.768227] [INFO ] [sig       ] HAS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:44.908594] [INFO ] [LOCAL     ] Saved forecast: HAS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HAS.txt
[2025-12-01T20:38:44.908750] [INFO ] [sig       ] [1517/3634] Completed HAS in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-01T20:38:44.908795] [INFO ] [sig       ] [1518/3634] Forecasting HASI...
[2025-12-01T20:38:44.908828] [INFO ] [sig       ] Generating forecast for: HASI
[2025-12-01T20:38:44.908864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HASI' from 'https://tdm.silogroup.org/data/derivative_storage/HASI.csv'.
[2025-12-01T20:38:44.921203] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HASI'.
[2025-12-01T20:38:44.921561] [INFO ] [FORECASTER] Starting predict_future for HASI
[2025-12-01T20:38:44.922386] [DEBUG] [LOCAL     ] No optimal features file found for HASI: ./output/feature-sets/HASI.txt
[2025-12-01T20:38:44.922437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:44.922469] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:44.922494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:44.922548] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:44.980889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:44.981717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:44.981800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:44.981836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:45.107850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:45.108004] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:45.108042] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:45.108069] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:45.111742] [DEBUG] [FORECASTER] HASI: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-01T20:38:45.112026] [INFO ] [FORECASTER] Completed predict_future for HASI
[2025-12-01T20:38:45.112153] [INFO ] [sig       ] HASI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:45.257427] [INFO ] [LOCAL     ] Saved forecast: HASI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HASI.txt
[2025-12-01T20:38:45.257614] [INFO ] [sig       ] [1518/3634] Completed HASI in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-01T20:38:45.257657] [INFO ] [sig       ] [1519/3634] Forecasting HBAN...
[2025-12-01T20:38:45.257685] [INFO ] [sig       ] Generating forecast for: HBAN
[2025-12-01T20:38:45.257714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBAN' from 'https://tdm.silogroup.org/data/derivative_storage/HBAN.csv'.
[2025-12-01T20:38:45.269783] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBAN'.
[2025-12-01T20:38:45.270043] [INFO ] [FORECASTER] Starting predict_future for HBAN
[2025-12-01T20:38:45.270800] [DEBUG] [LOCAL     ] No optimal features file found for HBAN: ./output/feature-sets/HBAN.txt
[2025-12-01T20:38:45.270857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:45.270894] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:45.270924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:45.270991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:45.326109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:45.326716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:45.326789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:45.326820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:45.447991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:45.448137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:45.448174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:45.448200] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:45.451460] [DEBUG] [FORECASTER] HBAN: Forecast T+1@11:T+2@11: UP (p=98.95%)
[2025-12-01T20:38:45.451756] [INFO ] [FORECASTER] Completed predict_future for HBAN
[2025-12-01T20:38:45.451884] [INFO ] [sig       ] HBAN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:45.589802] [INFO ] [LOCAL     ] Saved forecast: HBAN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HBAN.txt
[2025-12-01T20:38:45.589935] [INFO ] [sig       ] [1519/3634] Completed HBAN in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-01T20:38:45.589980] [INFO ] [sig       ] [1520/3634] Forecasting HBANL...
[2025-12-01T20:38:45.590012] [INFO ] [sig       ] Generating forecast for: HBANL
[2025-12-01T20:38:45.590039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANL' from 'https://tdm.silogroup.org/data/derivative_storage/HBANL.csv'.
[2025-12-01T20:38:45.601264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANL'.
[2025-12-01T20:38:45.601555] [INFO ] [FORECASTER] Starting predict_future for HBANL
[2025-12-01T20:38:45.602307] [DEBUG] [LOCAL     ] No optimal features file found for HBANL: ./output/feature-sets/HBANL.txt
[2025-12-01T20:38:45.602355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:45.602384] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:45.602409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:45.602463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:45.658366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:45.658984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:45.659058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:45.659089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:45.769565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:45.769715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:45.769753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:45.769781] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:45.773000] [DEBUG] [FORECASTER] HBANL: Forecast T+1@11:T+2@11: DOWN (p=10.67%)
[2025-12-01T20:38:45.773256] [INFO ] [FORECASTER] Completed predict_future for HBANL
[2025-12-01T20:38:45.773375] [INFO ] [sig       ] HBANL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:45.912116] [INFO ] [LOCAL     ] Saved forecast: HBANL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HBANL.txt
[2025-12-01T20:38:45.912231] [INFO ] [sig       ] [1520/3634] Completed HBANL in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-01T20:38:45.912267] [INFO ] [sig       ] [1521/3634] Forecasting HBANP...
[2025-12-01T20:38:45.912296] [INFO ] [sig       ] Generating forecast for: HBANP
[2025-12-01T20:38:45.912324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBANP' from 'https://tdm.silogroup.org/data/derivative_storage/HBANP.csv'.
[2025-12-01T20:38:45.923610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBANP'.
[2025-12-01T20:38:45.923865] [INFO ] [FORECASTER] Starting predict_future for HBANP
[2025-12-01T20:38:45.924604] [DEBUG] [LOCAL     ] No optimal features file found for HBANP: ./output/feature-sets/HBANP.txt
[2025-12-01T20:38:45.924653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:45.924708] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:45.924736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:45.924790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:45.979902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:45.980614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:45.980691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:45.980722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:46.092730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:46.092894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:46.092931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:46.092958] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:46.096158] [DEBUG] [FORECASTER] HBANP: Forecast T+1@11:T+2@11: UP (p=91.55%)
[2025-12-01T20:38:46.096416] [INFO ] [FORECASTER] Completed predict_future for HBANP
[2025-12-01T20:38:46.096532] [INFO ] [sig       ] HBANP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:46.234429] [INFO ] [LOCAL     ] Saved forecast: HBANP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HBANP.txt
[2025-12-01T20:38:46.234550] [INFO ] [sig       ] [1521/3634] Completed HBANP in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-01T20:38:46.234605] [INFO ] [sig       ] [1522/3634] Forecasting HBB...
[2025-12-01T20:38:46.234635] [INFO ] [sig       ] Generating forecast for: HBB
[2025-12-01T20:38:46.234663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBB' from 'https://tdm.silogroup.org/data/derivative_storage/HBB.csv'.
[2025-12-01T20:38:46.245943] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HBB'.
[2025-12-01T20:38:46.246247] [INFO ] [FORECASTER] Starting predict_future for HBB
[2025-12-01T20:38:46.246977] [DEBUG] [LOCAL     ] No optimal features file found for HBB: ./output/feature-sets/HBB.txt
[2025-12-01T20:38:46.247025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:46.247055] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:46.247081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:46.247135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:46.302136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:46.302791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:46.302867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:46.302899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:46.417649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:46.417798] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:46.417837] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:46.417865] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:46.421094] [DEBUG] [FORECASTER] HBB: Forecast T+1@11:T+2@11: UP (p=96.33%)
[2025-12-01T20:38:46.421348] [INFO ] [FORECASTER] Completed predict_future for HBB
[2025-12-01T20:38:46.421465] [INFO ] [sig       ] HBB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:46.558828] [INFO ] [LOCAL     ] Saved forecast: HBB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HBB.txt
[2025-12-01T20:38:46.558945] [INFO ] [sig       ] [1522/3634] Completed HBB in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-01T20:38:46.558980] [INFO ] [sig       ] [1523/3634] Forecasting HBCP...
[2025-12-01T20:38:46.559009] [INFO ] [sig       ] Generating forecast for: HBCP
[2025-12-01T20:38:46.559036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBCP' from 'https://tdm.silogroup.org/data/derivative_storage/HBCP.csv'.
[2025-12-01T20:38:46.570082] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBCP'.
[2025-12-01T20:38:46.570390] [INFO ] [FORECASTER] Starting predict_future for HBCP
[2025-12-01T20:38:46.571134] [DEBUG] [LOCAL     ] No optimal features file found for HBCP: ./output/feature-sets/HBCP.txt
[2025-12-01T20:38:46.571183] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:46.571212] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:46.571237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:46.571291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:46.626135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:46.626968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:46.627047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:46.627078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:46.742933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:46.743116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:46.743153] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:46.743179] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:46.746390] [DEBUG] [FORECASTER] HBCP: Forecast T+1@11:T+2@11: DOWN (p=35.20%)
[2025-12-01T20:38:46.746670] [INFO ] [FORECASTER] Completed predict_future for HBCP
[2025-12-01T20:38:46.746786] [INFO ] [sig       ] HBCP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:46.888723] [INFO ] [LOCAL     ] Saved forecast: HBCP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HBCP.txt
[2025-12-01T20:38:46.888858] [INFO ] [sig       ] [1523/3634] Completed HBCP in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-01T20:38:46.888902] [INFO ] [sig       ] [1524/3634] Forecasting HBM...
[2025-12-01T20:38:46.888937] [INFO ] [sig       ] Generating forecast for: HBM
[2025-12-01T20:38:46.888976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBM' from 'https://tdm.silogroup.org/data/derivative_storage/HBM.csv'.
[2025-12-01T20:38:46.899274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBM'.
[2025-12-01T20:38:46.899545] [INFO ] [FORECASTER] Starting predict_future for HBM
[2025-12-01T20:38:46.900284] [DEBUG] [LOCAL     ] No optimal features file found for HBM: ./output/feature-sets/HBM.txt
[2025-12-01T20:38:46.900332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:46.900361] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:46.900386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:46.900439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:46.955806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:46.956385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:46.956459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:46.956490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:47.076768] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:47.076914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:47.076950] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:47.077034] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:47.080422] [DEBUG] [FORECASTER] HBM: Forecast T+1@11:T+2@11: DOWN (p=24.23%)
[2025-12-01T20:38:47.080702] [INFO ] [FORECASTER] Completed predict_future for HBM
[2025-12-01T20:38:47.080820] [INFO ] [sig       ] HBM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:47.218657] [INFO ] [LOCAL     ] Saved forecast: HBM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HBM.txt
[2025-12-01T20:38:47.218785] [INFO ] [sig       ] [1524/3634] Completed HBM in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-01T20:38:47.218823] [INFO ] [sig       ] [1525/3634] Forecasting HBNC...
[2025-12-01T20:38:47.218852] [INFO ] [sig       ] Generating forecast for: HBNC
[2025-12-01T20:38:47.218881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HBNC' from 'https://tdm.silogroup.org/data/derivative_storage/HBNC.csv'.
[2025-12-01T20:38:47.229911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HBNC'.
[2025-12-01T20:38:47.230169] [INFO ] [FORECASTER] Starting predict_future for HBNC
[2025-12-01T20:38:47.230897] [DEBUG] [LOCAL     ] No optimal features file found for HBNC: ./output/feature-sets/HBNC.txt
[2025-12-01T20:38:47.230945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:47.230986] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:47.231012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:47.231065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:47.287325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:47.288027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:47.288113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:47.288144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:47.406261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:47.406410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:47.406446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:47.406472] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:47.409806] [DEBUG] [FORECASTER] HBNC: Forecast T+1@11:T+2@11: UP (p=86.19%)
[2025-12-01T20:38:47.410103] [INFO ] [FORECASTER] Completed predict_future for HBNC
[2025-12-01T20:38:47.410221] [INFO ] [sig       ] HBNC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:47.550207] [INFO ] [LOCAL     ] Saved forecast: HBNC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HBNC.txt
[2025-12-01T20:38:47.550354] [INFO ] [sig       ] [1525/3634] Completed HBNC in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-01T20:38:47.550391] [INFO ] [sig       ] [1526/3634] Forecasting HCA...
[2025-12-01T20:38:47.550418] [INFO ] [sig       ] Generating forecast for: HCA
[2025-12-01T20:38:47.550447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCA' from 'https://tdm.silogroup.org/data/derivative_storage/HCA.csv'.
[2025-12-01T20:38:47.562050] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCA'.
[2025-12-01T20:38:47.562408] [INFO ] [FORECASTER] Starting predict_future for HCA
[2025-12-01T20:38:47.563172] [DEBUG] [LOCAL     ] No optimal features file found for HCA: ./output/feature-sets/HCA.txt
[2025-12-01T20:38:47.563221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:47.563251] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:47.563277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:47.563331] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:47.618686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:47.619318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:47.619393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:47.619423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:47.734994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:47.735133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:47.735169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:47.735195] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:47.738400] [DEBUG] [FORECASTER] HCA: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-01T20:38:47.738674] [INFO ] [FORECASTER] Completed predict_future for HCA
[2025-12-01T20:38:47.738792] [INFO ] [sig       ] HCA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:47.876705] [INFO ] [LOCAL     ] Saved forecast: HCA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HCA.txt
[2025-12-01T20:38:47.876836] [INFO ] [sig       ] [1526/3634] Completed HCA in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-01T20:38:47.876873] [INFO ] [sig       ] [1527/3634] Forecasting HCC...
[2025-12-01T20:38:47.876900] [INFO ] [sig       ] Generating forecast for: HCC
[2025-12-01T20:38:47.876929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCC' from 'https://tdm.silogroup.org/data/derivative_storage/HCC.csv'.
[2025-12-01T20:38:47.887983] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HCC'.
[2025-12-01T20:38:47.888344] [INFO ] [FORECASTER] Starting predict_future for HCC
[2025-12-01T20:38:47.889206] [DEBUG] [LOCAL     ] No optimal features file found for HCC: ./output/feature-sets/HCC.txt
[2025-12-01T20:38:47.889256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:47.889287] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:47.889313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:47.889369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:47.946035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:47.946868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:47.946952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:47.946984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:48.064831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:48.064978] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:48.065016] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:48.065043] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:48.068256] [DEBUG] [FORECASTER] HCC: Forecast T+1@11:T+2@11: UP (p=83.91%)
[2025-12-01T20:38:48.068530] [INFO ] [FORECASTER] Completed predict_future for HCC
[2025-12-01T20:38:48.068669] [INFO ] [sig       ] HCC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:48.207042] [INFO ] [LOCAL     ] Saved forecast: HCC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HCC.txt
[2025-12-01T20:38:48.207183] [INFO ] [sig       ] [1527/3634] Completed HCC in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-01T20:38:48.207223] [INFO ] [sig       ] [1528/3634] Forecasting HCI...
[2025-12-01T20:38:48.207282] [INFO ] [sig       ] Generating forecast for: HCI
[2025-12-01T20:38:48.207315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCI' from 'https://tdm.silogroup.org/data/derivative_storage/HCI.csv'.
[2025-12-01T20:38:48.218903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCI'.
[2025-12-01T20:38:48.219266] [INFO ] [FORECASTER] Starting predict_future for HCI
[2025-12-01T20:38:48.220051] [DEBUG] [LOCAL     ] No optimal features file found for HCI: ./output/feature-sets/HCI.txt
[2025-12-01T20:38:48.220100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:48.220130] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:48.220155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:48.220210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:48.276447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:48.277275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:48.277354] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:48.277386] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:48.391115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:48.391261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:48.391298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:48.391325] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:48.394560] [DEBUG] [FORECASTER] HCI: Forecast T+1@11:T+2@11: DOWN (p=41.74%)
[2025-12-01T20:38:48.394861] [INFO ] [FORECASTER] Completed predict_future for HCI
[2025-12-01T20:38:48.394991] [INFO ] [sig       ] HCI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:48.534207] [INFO ] [LOCAL     ] Saved forecast: HCI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HCI.txt
[2025-12-01T20:38:48.534357] [INFO ] [sig       ] [1528/3634] Completed HCI in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-01T20:38:48.534396] [INFO ] [sig       ] [1529/3634] Forecasting HCM...
[2025-12-01T20:38:48.534430] [INFO ] [sig       ] Generating forecast for: HCM
[2025-12-01T20:38:48.534459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCM' from 'https://tdm.silogroup.org/data/derivative_storage/HCM.csv'.
[2025-12-01T20:38:48.546111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCM'.
[2025-12-01T20:38:48.546499] [INFO ] [FORECASTER] Starting predict_future for HCM
[2025-12-01T20:38:48.547269] [DEBUG] [LOCAL     ] No optimal features file found for HCM: ./output/feature-sets/HCM.txt
[2025-12-01T20:38:48.547320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:48.547351] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:48.547376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:48.547430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:48.602747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:48.603554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:48.603655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:48.603686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:48.721192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:48.721308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:48.721342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:48.721369] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:48.724447] [DEBUG] [FORECASTER] HCM: Forecast T+1@11:T+2@11: UP (p=80.73%)
[2025-12-01T20:38:48.724719] [INFO ] [FORECASTER] Completed predict_future for HCM
[2025-12-01T20:38:48.724836] [INFO ] [sig       ] HCM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:48.865255] [INFO ] [LOCAL     ] Saved forecast: HCM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HCM.txt
[2025-12-01T20:38:48.865364] [INFO ] [sig       ] [1529/3634] Completed HCM in 0.3s | 2.98 sym/s | Total: 8.5m | ETA: 11.8m
[2025-12-01T20:38:48.865398] [INFO ] [sig       ] [1530/3634] Forecasting HCSG...
[2025-12-01T20:38:48.865426] [INFO ] [sig       ] Generating forecast for: HCSG
[2025-12-01T20:38:48.865454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCSG' from 'https://tdm.silogroup.org/data/derivative_storage/HCSG.csv'.
[2025-12-01T20:38:48.877692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HCSG'.
[2025-12-01T20:38:48.878073] [INFO ] [FORECASTER] Starting predict_future for HCSG
[2025-12-01T20:38:48.878902] [DEBUG] [LOCAL     ] No optimal features file found for HCSG: ./output/feature-sets/HCSG.txt
[2025-12-01T20:38:48.878950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:48.878979] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:48.879003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:48.879056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:48.933614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:48.934423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:48.934530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:48.934562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:49.051857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:49.052020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:49.052058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:49.052086] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:49.055514] [DEBUG] [FORECASTER] HCSG: Forecast T+1@11:T+2@11: UP (p=90.24%)
[2025-12-01T20:38:49.055802] [INFO ] [FORECASTER] Completed predict_future for HCSG
[2025-12-01T20:38:49.055932] [INFO ] [sig       ] HCSG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:49.195870] [INFO ] [LOCAL     ] Saved forecast: HCSG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HCSG.txt
[2025-12-01T20:38:49.196027] [INFO ] [sig       ] [1530/3634] Completed HCSG in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-01T20:38:49.196065] [INFO ] [sig       ] [1531/3634] Forecasting HCTI...
[2025-12-01T20:38:49.196093] [INFO ] [sig       ] Generating forecast for: HCTI
[2025-12-01T20:38:49.196121] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HCTI' from 'https://tdm.silogroup.org/data/derivative_storage/HCTI.csv'.
[2025-12-01T20:38:49.208464] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HCTI'.
[2025-12-01T20:38:49.208911] [INFO ] [FORECASTER] Starting predict_future for HCTI
[2025-12-01T20:38:49.209771] [DEBUG] [LOCAL     ] No optimal features file found for HCTI: ./output/feature-sets/HCTI.txt
[2025-12-01T20:38:49.209826] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:49.209858] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:49.209888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:49.209947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:49.265157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:49.265977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:49.266104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:49.266136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:49.375834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:49.375983] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:49.376021] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:49.376048] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:49.379294] [DEBUG] [FORECASTER] HCTI: Forecast T+1@11:T+2@11: UP (p=75.40%)
[2025-12-01T20:38:49.379552] [INFO ] [FORECASTER] Completed predict_future for HCTI
[2025-12-01T20:38:49.379693] [INFO ] [sig       ] HCTI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:49.517098] [INFO ] [LOCAL     ] Saved forecast: HCTI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HCTI.txt
[2025-12-01T20:38:49.517225] [INFO ] [sig       ] [1531/3634] Completed HCTI in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-01T20:38:49.517262] [INFO ] [sig       ] [1532/3634] Forecasting HD...
[2025-12-01T20:38:49.517290] [INFO ] [sig       ] Generating forecast for: HD
[2025-12-01T20:38:49.517319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HD' from 'https://tdm.silogroup.org/data/derivative_storage/HD.csv'.
[2025-12-01T20:38:49.528557] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HD'.
[2025-12-01T20:38:49.528880] [INFO ] [FORECASTER] Starting predict_future for HD
[2025-12-01T20:38:49.529686] [DEBUG] [LOCAL     ] No optimal features file found for HD: ./output/feature-sets/HD.txt
[2025-12-01T20:38:49.529736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:49.529768] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:49.529796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:49.529852] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:49.587473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:49.588141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:49.588218] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:49.588251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:49.704763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:49.704888] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:49.704923] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:49.704965] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:49.708077] [DEBUG] [FORECASTER] HD: Forecast T+1@11:T+2@11: UP (p=99.74%)
[2025-12-01T20:38:49.708353] [INFO ] [FORECASTER] Completed predict_future for HD
[2025-12-01T20:38:49.708473] [INFO ] [sig       ] HD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:49.847681] [INFO ] [LOCAL     ] Saved forecast: HD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HD.txt
[2025-12-01T20:38:49.847796] [INFO ] [sig       ] [1532/3634] Completed HD in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.8m
[2025-12-01T20:38:49.847832] [INFO ] [sig       ] [1533/3634] Forecasting HDB...
[2025-12-01T20:38:49.847860] [INFO ] [sig       ] Generating forecast for: HDB
[2025-12-01T20:38:49.847888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDB' from 'https://tdm.silogroup.org/data/derivative_storage/HDB.csv'.
[2025-12-01T20:38:49.862528] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HDB'.
[2025-12-01T20:38:49.862947] [INFO ] [FORECASTER] Starting predict_future for HDB
[2025-12-01T20:38:49.863734] [DEBUG] [LOCAL     ] No optimal features file found for HDB: ./output/feature-sets/HDB.txt
[2025-12-01T20:38:49.863783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:49.863813] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:49.863839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:49.863892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:49.919168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:49.920040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:49.920131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:49.920166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:50.039972] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:50.040123] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:50.040160] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:50.040187] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:50.043441] [DEBUG] [FORECASTER] HDB: Forecast T+1@11:T+2@11: UP (p=60.06%)
[2025-12-01T20:38:50.043740] [INFO ] [FORECASTER] Completed predict_future for HDB
[2025-12-01T20:38:50.043866] [INFO ] [sig       ] HDB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:50.182264] [INFO ] [LOCAL     ] Saved forecast: HDB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HDB.txt
[2025-12-01T20:38:50.182412] [INFO ] [sig       ] [1533/3634] Completed HDB in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-01T20:38:50.182458] [INFO ] [sig       ] [1534/3634] Forecasting HDSN...
[2025-12-01T20:38:50.182486] [INFO ] [sig       ] Generating forecast for: HDSN
[2025-12-01T20:38:50.182513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HDSN' from 'https://tdm.silogroup.org/data/derivative_storage/HDSN.csv'.
[2025-12-01T20:38:50.193992] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HDSN'.
[2025-12-01T20:38:50.194308] [INFO ] [FORECASTER] Starting predict_future for HDSN
[2025-12-01T20:38:50.195088] [DEBUG] [LOCAL     ] No optimal features file found for HDSN: ./output/feature-sets/HDSN.txt
[2025-12-01T20:38:50.195140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:50.195172] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:50.195199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:50.195255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:50.251327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:50.251924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:50.251998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:50.252042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:50.365793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:50.365932] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:50.365967] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:50.365994] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:50.369230] [DEBUG] [FORECASTER] HDSN: Forecast T+1@11:T+2@11: UP (p=74.07%)
[2025-12-01T20:38:50.369484] [INFO ] [FORECASTER] Completed predict_future for HDSN
[2025-12-01T20:38:50.369618] [INFO ] [sig       ] HDSN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:50.507143] [INFO ] [LOCAL     ] Saved forecast: HDSN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HDSN.txt
[2025-12-01T20:38:50.507321] [INFO ] [sig       ] [1534/3634] Completed HDSN in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-01T20:38:50.507386] [INFO ] [sig       ] [1535/3634] Forecasting HE...
[2025-12-01T20:38:50.507424] [INFO ] [sig       ] Generating forecast for: HE
[2025-12-01T20:38:50.507464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HE' from 'https://tdm.silogroup.org/data/derivative_storage/HE.csv'.
[2025-12-01T20:38:50.518723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HE'.
[2025-12-01T20:38:50.519005] [INFO ] [FORECASTER] Starting predict_future for HE
[2025-12-01T20:38:50.519766] [DEBUG] [LOCAL     ] No optimal features file found for HE: ./output/feature-sets/HE.txt
[2025-12-01T20:38:50.519815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:50.519846] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:50.519873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:50.519928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:50.575766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:50.576368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:50.576440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:50.576470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:50.696292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:50.696438] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:50.696475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:50.696502] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:50.699745] [DEBUG] [FORECASTER] HE: Forecast T+1@11:T+2@11: DOWN (p=41.41%)
[2025-12-01T20:38:50.700016] [INFO ] [FORECASTER] Completed predict_future for HE
[2025-12-01T20:38:50.700153] [INFO ] [sig       ] HE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:50.838180] [INFO ] [LOCAL     ] Saved forecast: HE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HE.txt
[2025-12-01T20:38:50.838301] [INFO ] [sig       ] [1535/3634] Completed HE in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-01T20:38:50.838358] [INFO ] [sig       ] [1536/3634] Forecasting HEI...
[2025-12-01T20:38:50.838390] [INFO ] [sig       ] Generating forecast for: HEI
[2025-12-01T20:38:50.838418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEI' from 'https://tdm.silogroup.org/data/derivative_storage/HEI.csv'.
[2025-12-01T20:38:50.849317] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HEI'.
[2025-12-01T20:38:50.849690] [INFO ] [FORECASTER] Starting predict_future for HEI
[2025-12-01T20:38:50.850476] [DEBUG] [LOCAL     ] No optimal features file found for HEI: ./output/feature-sets/HEI.txt
[2025-12-01T20:38:50.850525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:50.850554] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:50.850604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:50.850674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:50.905560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:50.906391] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:50.906472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:50.906502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:51.030128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:51.030307] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:51.030358] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:51.030389] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:51.033789] [DEBUG] [FORECASTER] HEI: Forecast T+1@11:T+2@11: DOWN (p=9.53%)
[2025-12-01T20:38:51.034056] [INFO ] [FORECASTER] Completed predict_future for HEI
[2025-12-01T20:38:51.034176] [INFO ] [sig       ] HEI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:51.173833] [INFO ] [LOCAL     ] Saved forecast: HEI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HEI.txt
[2025-12-01T20:38:51.173968] [INFO ] [sig       ] [1536/3634] Completed HEI in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-01T20:38:51.174013] [INFO ] [sig       ] [1537/3634] Forecasting HELE...
[2025-12-01T20:38:51.174042] [INFO ] [sig       ] Generating forecast for: HELE
[2025-12-01T20:38:51.174100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HELE' from 'https://tdm.silogroup.org/data/derivative_storage/HELE.csv'.
[2025-12-01T20:38:51.185486] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HELE'.
[2025-12-01T20:38:51.185839] [INFO ] [FORECASTER] Starting predict_future for HELE
[2025-12-01T20:38:51.186597] [DEBUG] [LOCAL     ] No optimal features file found for HELE: ./output/feature-sets/HELE.txt
[2025-12-01T20:38:51.186646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:51.186676] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:51.186702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:51.186757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:51.242160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:51.243150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:51.243257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:51.243292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:51.364207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:51.364356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:51.364394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:51.364421] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:51.367843] [DEBUG] [FORECASTER] HELE: Forecast T+1@11:T+2@11: UP (p=97.81%)
[2025-12-01T20:38:51.368158] [INFO ] [FORECASTER] Completed predict_future for HELE
[2025-12-01T20:38:51.368292] [INFO ] [sig       ] HELE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:51.514199] [INFO ] [LOCAL     ] Saved forecast: HELE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HELE.txt
[2025-12-01T20:38:51.514350] [INFO ] [sig       ] [1537/3634] Completed HELE in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-01T20:38:51.514389] [INFO ] [sig       ] [1538/3634] Forecasting HEPS...
[2025-12-01T20:38:51.514417] [INFO ] [sig       ] Generating forecast for: HEPS
[2025-12-01T20:38:51.514445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEPS' from 'https://tdm.silogroup.org/data/derivative_storage/HEPS.csv'.
[2025-12-01T20:38:51.526213] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HEPS'.
[2025-12-01T20:38:51.526621] [INFO ] [FORECASTER] Starting predict_future for HEPS
[2025-12-01T20:38:51.527381] [DEBUG] [LOCAL     ] No optimal features file found for HEPS: ./output/feature-sets/HEPS.txt
[2025-12-01T20:38:51.527445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:51.527505] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:51.527533] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:51.527604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:51.582798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:51.583664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:51.583758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:51.583789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:51.702717] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:51.702867] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:51.702905] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:51.702932] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:51.706167] [DEBUG] [FORECASTER] HEPS: Forecast T+1@11:T+2@11: UP (p=67.45%)
[2025-12-01T20:38:51.706434] [INFO ] [FORECASTER] Completed predict_future for HEPS
[2025-12-01T20:38:51.706558] [INFO ] [sig       ] HEPS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:51.846496] [INFO ] [LOCAL     ] Saved forecast: HEPS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HEPS.txt
[2025-12-01T20:38:51.846676] [INFO ] [sig       ] [1538/3634] Completed HEPS in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-01T20:38:51.846718] [INFO ] [sig       ] [1539/3634] Forecasting HEQ...
[2025-12-01T20:38:51.846746] [INFO ] [sig       ] Generating forecast for: HEQ
[2025-12-01T20:38:51.846776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HEQ' from 'https://tdm.silogroup.org/data/derivative_storage/HEQ.csv'.
[2025-12-01T20:38:51.857734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HEQ'.
[2025-12-01T20:38:51.858108] [INFO ] [FORECASTER] Starting predict_future for HEQ
[2025-12-01T20:38:51.858901] [DEBUG] [LOCAL     ] No optimal features file found for HEQ: ./output/feature-sets/HEQ.txt
[2025-12-01T20:38:51.858950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:51.858980] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:51.859006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:51.859060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:51.915021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:51.915847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:51.915924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:51.915955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:52.031708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:52.031853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:52.031891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:52.031919] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:52.035210] [DEBUG] [FORECASTER] HEQ: Forecast T+1@11:T+2@11: DOWN (p=5.25%)
[2025-12-01T20:38:52.035473] [INFO ] [FORECASTER] Completed predict_future for HEQ
[2025-12-01T20:38:52.035611] [INFO ] [sig       ] HEQ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:52.174789] [INFO ] [LOCAL     ] Saved forecast: HEQ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HEQ.txt
[2025-12-01T20:38:52.174966] [INFO ] [sig       ] [1539/3634] Completed HEQ in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-01T20:38:52.175005] [INFO ] [sig       ] [1540/3634] Forecasting HERO...
[2025-12-01T20:38:52.175034] [INFO ] [sig       ] Generating forecast for: HERO
[2025-12-01T20:38:52.175063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HERO' from 'https://tdm.silogroup.org/data/derivative_storage/HERO.csv'.
[2025-12-01T20:38:52.186208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HERO'.
[2025-12-01T20:38:52.186520] [INFO ] [FORECASTER] Starting predict_future for HERO
[2025-12-01T20:38:52.187260] [DEBUG] [LOCAL     ] No optimal features file found for HERO: ./output/feature-sets/HERO.txt
[2025-12-01T20:38:52.187309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:52.187339] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:52.187365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:52.187418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:52.242442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:52.243272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:52.243353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:52.243384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:52.362724] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:52.362878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:52.362914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:52.362941] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:52.366219] [DEBUG] [FORECASTER] HERO: Forecast T+1@11:T+2@11: DOWN (p=36.78%)
[2025-12-01T20:38:52.366479] [INFO ] [FORECASTER] Completed predict_future for HERO
[2025-12-01T20:38:52.366618] [INFO ] [sig       ] HERO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:52.503804] [INFO ] [LOCAL     ] Saved forecast: HERO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HERO.txt
[2025-12-01T20:38:52.503930] [INFO ] [sig       ] [1540/3634] Completed HERO in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-01T20:38:52.503965] [INFO ] [sig       ] [1541/3634] Forecasting HESM...
[2025-12-01T20:38:52.503993] [INFO ] [sig       ] Generating forecast for: HESM
[2025-12-01T20:38:52.504022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HESM' from 'https://tdm.silogroup.org/data/derivative_storage/HESM.csv'.
[2025-12-01T20:38:52.514752] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HESM'.
[2025-12-01T20:38:52.515029] [INFO ] [FORECASTER] Starting predict_future for HESM
[2025-12-01T20:38:52.515770] [DEBUG] [LOCAL     ] No optimal features file found for HESM: ./output/feature-sets/HESM.txt
[2025-12-01T20:38:52.515819] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:52.515849] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:52.515874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:52.515927] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:52.570932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:52.571561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:52.571653] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:52.571685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:52.693516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:52.693639] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:52.693673] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:52.693729] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:52.696852] [DEBUG] [FORECASTER] HESM: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-01T20:38:52.697140] [INFO ] [FORECASTER] Completed predict_future for HESM
[2025-12-01T20:38:52.697271] [INFO ] [sig       ] HESM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:52.836893] [INFO ] [LOCAL     ] Saved forecast: HESM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HESM.txt
[2025-12-01T20:38:52.837018] [INFO ] [sig       ] [1541/3634] Completed HESM in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-01T20:38:52.837056] [INFO ] [sig       ] [1542/3634] Forecasting HFFG...
[2025-12-01T20:38:52.837083] [INFO ] [sig       ] Generating forecast for: HFFG
[2025-12-01T20:38:52.837111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFFG' from 'https://tdm.silogroup.org/data/derivative_storage/HFFG.csv'.
[2025-12-01T20:38:52.848019] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HFFG'.
[2025-12-01T20:38:52.848364] [INFO ] [FORECASTER] Starting predict_future for HFFG
[2025-12-01T20:38:52.849154] [DEBUG] [LOCAL     ] No optimal features file found for HFFG: ./output/feature-sets/HFFG.txt
[2025-12-01T20:38:52.849212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:52.849242] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:52.849268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:52.849322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:52.905023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:52.905747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:52.905822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:52.905852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:53.018869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:53.018993] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:53.019027] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:53.019053] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:53.022180] [DEBUG] [FORECASTER] HFFG: Forecast T+1@11:T+2@11: UP (p=70.68%)
[2025-12-01T20:38:53.022433] [INFO ] [FORECASTER] Completed predict_future for HFFG
[2025-12-01T20:38:53.022550] [INFO ] [sig       ] HFFG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:53.161310] [INFO ] [LOCAL     ] Saved forecast: HFFG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HFFG.txt
[2025-12-01T20:38:53.161436] [INFO ] [sig       ] [1542/3634] Completed HFFG in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-01T20:38:53.161472] [INFO ] [sig       ] [1543/3634] Forecasting HFRO...
[2025-12-01T20:38:53.161500] [INFO ] [sig       ] Generating forecast for: HFRO
[2025-12-01T20:38:53.161528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFRO' from 'https://tdm.silogroup.org/data/derivative_storage/HFRO.csv'.
[2025-12-01T20:38:53.173382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFRO'.
[2025-12-01T20:38:53.173786] [INFO ] [FORECASTER] Starting predict_future for HFRO
[2025-12-01T20:38:53.174590] [DEBUG] [LOCAL     ] No optimal features file found for HFRO: ./output/feature-sets/HFRO.txt
[2025-12-01T20:38:53.174640] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:53.174670] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:53.174695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:53.174749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:53.229744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:53.230615] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:53.230700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:53.230732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:53.348120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:53.348257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:53.348294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:53.348341] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:53.351666] [DEBUG] [FORECASTER] HFRO: Forecast T+1@11:T+2@11: UP (p=76.68%)
[2025-12-01T20:38:53.351936] [INFO ] [FORECASTER] Completed predict_future for HFRO
[2025-12-01T20:38:53.352055] [INFO ] [sig       ] HFRO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:53.488933] [INFO ] [LOCAL     ] Saved forecast: HFRO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HFRO.txt
[2025-12-01T20:38:53.489056] [INFO ] [sig       ] [1543/3634] Completed HFRO in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-01T20:38:53.489093] [INFO ] [sig       ] [1544/3634] Forecasting HFWA...
[2025-12-01T20:38:53.489121] [INFO ] [sig       ] Generating forecast for: HFWA
[2025-12-01T20:38:53.489150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HFWA' from 'https://tdm.silogroup.org/data/derivative_storage/HFWA.csv'.
[2025-12-01T20:38:53.500921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HFWA'.
[2025-12-01T20:38:53.501223] [INFO ] [FORECASTER] Starting predict_future for HFWA
[2025-12-01T20:38:53.502001] [DEBUG] [LOCAL     ] No optimal features file found for HFWA: ./output/feature-sets/HFWA.txt
[2025-12-01T20:38:53.502050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:53.502081] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:53.502109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:53.502164] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:53.556975] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:53.557555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:53.557649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:53.557680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:53.674403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:53.674508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:53.674542] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:53.674582] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:53.677662] [DEBUG] [FORECASTER] HFWA: Forecast T+1@11:T+2@11: DOWN (p=21.98%)
[2025-12-01T20:38:53.677913] [INFO ] [FORECASTER] Completed predict_future for HFWA
[2025-12-01T20:38:53.678029] [INFO ] [sig       ] HFWA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:53.815428] [INFO ] [LOCAL     ] Saved forecast: HFWA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HFWA.txt
[2025-12-01T20:38:53.815537] [INFO ] [sig       ] [1544/3634] Completed HFWA in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-01T20:38:53.815588] [INFO ] [sig       ] [1545/3634] Forecasting HG...
[2025-12-01T20:38:53.815619] [INFO ] [sig       ] Generating forecast for: HG
[2025-12-01T20:38:53.815647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HG' from 'https://tdm.silogroup.org/data/derivative_storage/HG.csv'.
[2025-12-01T20:38:53.826753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HG'.
[2025-12-01T20:38:53.827023] [INFO ] [FORECASTER] Starting predict_future for HG
[2025-12-01T20:38:53.827795] [DEBUG] [LOCAL     ] No optimal features file found for HG: ./output/feature-sets/HG.txt
[2025-12-01T20:38:53.827843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:53.827873] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:53.827899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:53.827952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:53.883456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:53.884036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:53.884111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:53.884141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:54.002101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:54.002255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:54.002291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:54.002318] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:54.005495] [DEBUG] [FORECASTER] HG: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-12-01T20:38:54.005772] [INFO ] [FORECASTER] Completed predict_future for HG
[2025-12-01T20:38:54.005891] [INFO ] [sig       ] HG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:54.142436] [INFO ] [LOCAL     ] Saved forecast: HG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HG.txt
[2025-12-01T20:38:54.142542] [INFO ] [sig       ] [1545/3634] Completed HG in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-01T20:38:54.142595] [INFO ] [sig       ] [1546/3634] Forecasting HGBL...
[2025-12-01T20:38:54.142626] [INFO ] [sig       ] Generating forecast for: HGBL
[2025-12-01T20:38:54.142655] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGBL' from 'https://tdm.silogroup.org/data/derivative_storage/HGBL.csv'.
[2025-12-01T20:38:54.154989] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HGBL'.
[2025-12-01T20:38:54.155342] [INFO ] [FORECASTER] Starting predict_future for HGBL
[2025-12-01T20:38:54.156143] [DEBUG] [LOCAL     ] No optimal features file found for HGBL: ./output/feature-sets/HGBL.txt
[2025-12-01T20:38:54.156192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:54.156222] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:54.156246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:54.156300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:54.212953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:54.213617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:54.213701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:54.213733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:54.330136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:54.330299] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:54.330340] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:54.330368] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:54.333779] [DEBUG] [FORECASTER] HGBL: Forecast T+1@11:T+2@11: DOWN (p=12.00%)
[2025-12-01T20:38:54.334059] [INFO ] [FORECASTER] Completed predict_future for HGBL
[2025-12-01T20:38:54.334185] [INFO ] [sig       ] HGBL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:54.474463] [INFO ] [LOCAL     ] Saved forecast: HGBL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HGBL.txt
[2025-12-01T20:38:54.474621] [INFO ] [sig       ] [1546/3634] Completed HGBL in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-01T20:38:54.474660] [INFO ] [sig       ] [1547/3634] Forecasting HGLB...
[2025-12-01T20:38:54.474688] [INFO ] [sig       ] Generating forecast for: HGLB
[2025-12-01T20:38:54.474717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGLB' from 'https://tdm.silogroup.org/data/derivative_storage/HGLB.csv'.
[2025-12-01T20:38:54.485794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGLB'.
[2025-12-01T20:38:54.486128] [INFO ] [FORECASTER] Starting predict_future for HGLB
[2025-12-01T20:38:54.486886] [DEBUG] [LOCAL     ] No optimal features file found for HGLB: ./output/feature-sets/HGLB.txt
[2025-12-01T20:38:54.486934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:54.486963] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:54.486987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:54.487040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:54.542226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:54.542910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:54.542991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:54.543023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:54.665362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:54.665516] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:54.665554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:54.665598] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:54.668884] [DEBUG] [FORECASTER] HGLB: Forecast T+1@11:T+2@11: DOWN (p=13.99%)
[2025-12-01T20:38:54.669165] [INFO ] [FORECASTER] Completed predict_future for HGLB
[2025-12-01T20:38:54.669302] [INFO ] [sig       ] HGLB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:54.806855] [INFO ] [LOCAL     ] Saved forecast: HGLB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HGLB.txt
[2025-12-01T20:38:54.806979] [INFO ] [sig       ] [1547/3634] Completed HGLB in 0.3s | 2.98 sym/s | Total: 8.6m | ETA: 11.7m
[2025-12-01T20:38:54.807015] [INFO ] [sig       ] [1548/3634] Forecasting HGTY...
[2025-12-01T20:38:54.807042] [INFO ] [sig       ] Generating forecast for: HGTY
[2025-12-01T20:38:54.807071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HGTY' from 'https://tdm.silogroup.org/data/derivative_storage/HGTY.csv'.
[2025-12-01T20:38:54.818991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HGTY'.
[2025-12-01T20:38:54.819293] [INFO ] [FORECASTER] Starting predict_future for HGTY
[2025-12-01T20:38:54.820058] [DEBUG] [LOCAL     ] No optimal features file found for HGTY: ./output/feature-sets/HGTY.txt
[2025-12-01T20:38:54.820107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:54.820136] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:54.820162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:54.820215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:54.877564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:54.878231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:54.878348] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:54.878381] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:54.994541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:54.994681] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:54.994717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:54.994744] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:54.997894] [DEBUG] [FORECASTER] HGTY: Forecast T+1@11:T+2@11: UP (p=81.81%)
[2025-12-01T20:38:54.998155] [INFO ] [FORECASTER] Completed predict_future for HGTY
[2025-12-01T20:38:54.998280] [INFO ] [sig       ] HGTY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:55.133494] [INFO ] [LOCAL     ] Saved forecast: HGTY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HGTY.txt
[2025-12-01T20:38:55.133611] [INFO ] [sig       ] [1548/3634] Completed HGTY in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-01T20:38:55.133647] [INFO ] [sig       ] [1549/3634] Forecasting HHH...
[2025-12-01T20:38:55.133677] [INFO ] [sig       ] Generating forecast for: HHH
[2025-12-01T20:38:55.133705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HHH' from 'https://tdm.silogroup.org/data/derivative_storage/HHH.csv'.
[2025-12-01T20:38:55.144457] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HHH'.
[2025-12-01T20:38:55.144738] [INFO ] [FORECASTER] Starting predict_future for HHH
[2025-12-01T20:38:55.145465] [DEBUG] [LOCAL     ] No optimal features file found for HHH: ./output/feature-sets/HHH.txt
[2025-12-01T20:38:55.145523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:55.145553] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:55.145604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:55.145665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:55.199898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:55.200520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:55.200612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:55.200644] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:55.315435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:55.315537] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:55.315585] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:55.315615] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:55.318677] [DEBUG] [FORECASTER] HHH: Forecast T+1@11:T+2@11: DOWN (p=1.72%)
[2025-12-01T20:38:55.318929] [INFO ] [FORECASTER] Completed predict_future for HHH
[2025-12-01T20:38:55.319045] [INFO ] [sig       ] HHH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:38:55.455724] [INFO ] [LOCAL     ] Saved forecast: HHH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HHH.txt
[2025-12-01T20:38:55.455834] [INFO ] [sig       ] [1549/3634] Completed HHH in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.7m
[2025-12-01T20:38:55.455869] [INFO ] [sig       ] [1550/3634] Forecasting HI...
[2025-12-01T20:38:55.455897] [INFO ] [sig       ] Generating forecast for: HI
[2025-12-01T20:38:55.455924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HI' from 'https://tdm.silogroup.org/data/derivative_storage/HI.csv'.
[2025-12-01T20:38:55.465955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HI'.
[2025-12-01T20:38:55.466216] [INFO ] [FORECASTER] Starting predict_future for HI
[2025-12-01T20:38:55.466962] [DEBUG] [LOCAL     ] No optimal features file found for HI: ./output/feature-sets/HI.txt
[2025-12-01T20:38:55.467011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:55.467040] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:55.467065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:55.467119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:55.521878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:55.522458] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:55.522534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:55.522564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:55.639533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:55.639666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:55.639702] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:55.639728] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:55.642831] [DEBUG] [FORECASTER] HI: Forecast T+1@11:T+2@11: UP (p=77.98%)
[2025-12-01T20:38:55.643082] [INFO ] [FORECASTER] Completed predict_future for HI
[2025-12-01T20:38:55.643200] [INFO ] [sig       ] HI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:55.780064] [INFO ] [LOCAL     ] Saved forecast: HI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HI.txt
[2025-12-01T20:38:55.780195] [INFO ] [sig       ] [1550/3634] Completed HI in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-01T20:38:55.780237] [INFO ] [sig       ] [1551/3634] Forecasting HIFS...
[2025-12-01T20:38:55.780266] [INFO ] [sig       ] Generating forecast for: HIFS
[2025-12-01T20:38:55.780294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIFS' from 'https://tdm.silogroup.org/data/derivative_storage/HIFS.csv'.
[2025-12-01T20:38:55.791377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIFS'.
[2025-12-01T20:38:55.791713] [INFO ] [FORECASTER] Starting predict_future for HIFS
[2025-12-01T20:38:55.792428] [DEBUG] [LOCAL     ] No optimal features file found for HIFS: ./output/feature-sets/HIFS.txt
[2025-12-01T20:38:55.792476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:55.792507] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:55.792531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:55.792608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:55.846922] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:55.847492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:55.847564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:55.847613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:55.959342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:55.959450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:55.959485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:55.959512] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:55.962715] [DEBUG] [FORECASTER] HIFS: Forecast T+1@11:T+2@11: DOWN (p=12.79%)
[2025-12-01T20:38:55.962967] [INFO ] [FORECASTER] Completed predict_future for HIFS
[2025-12-01T20:38:55.963084] [INFO ] [sig       ] HIFS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:56.099212] [INFO ] [LOCAL     ] Saved forecast: HIFS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HIFS.txt
[2025-12-01T20:38:56.099347] [INFO ] [sig       ] [1551/3634] Completed HIFS in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-01T20:38:56.099384] [INFO ] [sig       ] [1552/3634] Forecasting HIG...
[2025-12-01T20:38:56.099413] [INFO ] [sig       ] Generating forecast for: HIG
[2025-12-01T20:38:56.099442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIG' from 'https://tdm.silogroup.org/data/derivative_storage/HIG.csv'.
[2025-12-01T20:38:56.110120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIG'.
[2025-12-01T20:38:56.110381] [INFO ] [FORECASTER] Starting predict_future for HIG
[2025-12-01T20:38:56.111115] [DEBUG] [LOCAL     ] No optimal features file found for HIG: ./output/feature-sets/HIG.txt
[2025-12-01T20:38:56.111163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:56.111193] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:56.111219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:56.111273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:56.166674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:56.167261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:56.167337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:56.167367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:56.285420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:56.285528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:56.285562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:56.285606] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:56.288676] [DEBUG] [FORECASTER] HIG: Forecast T+1@11:T+2@11: UP (p=78.34%)
[2025-12-01T20:38:56.288926] [INFO ] [FORECASTER] Completed predict_future for HIG
[2025-12-01T20:38:56.289043] [INFO ] [sig       ] HIG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:56.425228] [INFO ] [LOCAL     ] Saved forecast: HIG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HIG.txt
[2025-12-01T20:38:56.425338] [INFO ] [sig       ] [1552/3634] Completed HIG in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-01T20:38:56.425380] [INFO ] [sig       ] [1553/3634] Forecasting HII...
[2025-12-01T20:38:56.425410] [INFO ] [sig       ] Generating forecast for: HII
[2025-12-01T20:38:56.425437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HII' from 'https://tdm.silogroup.org/data/derivative_storage/HII.csv'.
[2025-12-01T20:38:56.436330] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HII'.
[2025-12-01T20:38:56.436609] [INFO ] [FORECASTER] Starting predict_future for HII
[2025-12-01T20:38:56.437343] [DEBUG] [LOCAL     ] No optimal features file found for HII: ./output/feature-sets/HII.txt
[2025-12-01T20:38:56.437391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:56.437421] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:56.437446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:56.437500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:56.491706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:56.492257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:56.492330] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:56.492360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:56.613285] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:56.613409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:56.613444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:56.613471] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:56.616618] [DEBUG] [FORECASTER] HII: Forecast T+1@11:T+2@11: DOWN (p=49.00%)
[2025-12-01T20:38:56.616872] [INFO ] [FORECASTER] Completed predict_future for HII
[2025-12-01T20:38:56.616989] [INFO ] [sig       ] HII: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:56.754970] [INFO ] [LOCAL     ] Saved forecast: HII	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HII.txt
[2025-12-01T20:38:56.755089] [INFO ] [sig       ] [1553/3634] Completed HII in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-01T20:38:56.755124] [INFO ] [sig       ] [1554/3634] Forecasting HIMS...
[2025-12-01T20:38:56.755153] [INFO ] [sig       ] Generating forecast for: HIMS
[2025-12-01T20:38:56.755181] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMS' from 'https://tdm.silogroup.org/data/derivative_storage/HIMS.csv'.
[2025-12-01T20:38:56.765912] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HIMS'.
[2025-12-01T20:38:56.766177] [INFO ] [FORECASTER] Starting predict_future for HIMS
[2025-12-01T20:38:56.766918] [DEBUG] [LOCAL     ] No optimal features file found for HIMS: ./output/feature-sets/HIMS.txt
[2025-12-01T20:38:56.766966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:56.766997] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:56.767022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:56.767075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:56.821290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:56.821862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:56.821936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:56.821966] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:56.938743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:56.938867] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:56.938901] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:56.938929] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:56.942051] [DEBUG] [FORECASTER] HIMS: Forecast T+1@11:T+2@11: UP (p=97.12%)
[2025-12-01T20:38:56.942302] [INFO ] [FORECASTER] Completed predict_future for HIMS
[2025-12-01T20:38:56.942436] [INFO ] [sig       ] HIMS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:38:57.080601] [INFO ] [LOCAL     ] Saved forecast: HIMS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HIMS.txt
[2025-12-01T20:38:57.080718] [INFO ] [sig       ] [1554/3634] Completed HIMS in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-01T20:38:57.080754] [INFO ] [sig       ] [1555/3634] Forecasting HIMX...
[2025-12-01T20:38:57.080782] [INFO ] [sig       ] Generating forecast for: HIMX
[2025-12-01T20:38:57.080809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIMX' from 'https://tdm.silogroup.org/data/derivative_storage/HIMX.csv'.
[2025-12-01T20:38:57.091518] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIMX'.
[2025-12-01T20:38:57.091789] [INFO ] [FORECASTER] Starting predict_future for HIMX
[2025-12-01T20:38:57.092500] [DEBUG] [LOCAL     ] No optimal features file found for HIMX: ./output/feature-sets/HIMX.txt
[2025-12-01T20:38:57.092547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:57.092616] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:57.092644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:57.092698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:57.147395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:57.147982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:57.148056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:57.148088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:57.266743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:57.266857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:57.266892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:57.266918] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:57.270022] [DEBUG] [FORECASTER] HIMX: Forecast T+1@11:T+2@11: DOWN (p=15.00%)
[2025-12-01T20:38:57.270285] [INFO ] [FORECASTER] Completed predict_future for HIMX
[2025-12-01T20:38:57.270402] [INFO ] [sig       ] HIMX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:57.407682] [INFO ] [LOCAL     ] Saved forecast: HIMX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HIMX.txt
[2025-12-01T20:38:57.407791] [INFO ] [sig       ] [1555/3634] Completed HIMX in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-01T20:38:57.407826] [INFO ] [sig       ] [1556/3634] Forecasting HIO...
[2025-12-01T20:38:57.407854] [INFO ] [sig       ] Generating forecast for: HIO
[2025-12-01T20:38:57.407881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIO' from 'https://tdm.silogroup.org/data/derivative_storage/HIO.csv'.
[2025-12-01T20:38:57.418475] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIO'.
[2025-12-01T20:38:57.418744] [INFO ] [FORECASTER] Starting predict_future for HIO
[2025-12-01T20:38:57.419456] [DEBUG] [LOCAL     ] No optimal features file found for HIO: ./output/feature-sets/HIO.txt
[2025-12-01T20:38:57.419505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:57.419535] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:57.419560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:57.419636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:57.474464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:57.475059] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:57.475134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:57.475165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:57.591904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:57.592018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:57.592069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:57.592097] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:57.595218] [DEBUG] [FORECASTER] HIO: Forecast T+1@11:T+2@11: DOWN (p=5.60%)
[2025-12-01T20:38:57.595471] [INFO ] [FORECASTER] Completed predict_future for HIO
[2025-12-01T20:38:57.595604] [INFO ] [sig       ] HIO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:57.735112] [INFO ] [LOCAL     ] Saved forecast: HIO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HIO.txt
[2025-12-01T20:38:57.735231] [INFO ] [sig       ] [1556/3634] Completed HIO in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-01T20:38:57.735267] [INFO ] [sig       ] [1557/3634] Forecasting HIPO...
[2025-12-01T20:38:57.735295] [INFO ] [sig       ] Generating forecast for: HIPO
[2025-12-01T20:38:57.735323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIPO' from 'https://tdm.silogroup.org/data/derivative_storage/HIPO.csv'.
[2025-12-01T20:38:57.746222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIPO'.
[2025-12-01T20:38:57.746496] [INFO ] [FORECASTER] Starting predict_future for HIPO
[2025-12-01T20:38:57.747276] [DEBUG] [LOCAL     ] No optimal features file found for HIPO: ./output/feature-sets/HIPO.txt
[2025-12-01T20:38:57.747325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:57.747357] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:57.747382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:57.747437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:57.803722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:57.804340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:57.804425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:57.804459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:57.922279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:57.922395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:57.922429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:57.922455] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:57.925555] [DEBUG] [FORECASTER] HIPO: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-12-01T20:38:57.925825] [INFO ] [FORECASTER] Completed predict_future for HIPO
[2025-12-01T20:38:57.925942] [INFO ] [sig       ] HIPO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:58.065083] [INFO ] [LOCAL     ] Saved forecast: HIPO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HIPO.txt
[2025-12-01T20:38:58.065202] [INFO ] [sig       ] [1557/3634] Completed HIPO in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-01T20:38:58.065237] [INFO ] [sig       ] [1558/3634] Forecasting HITI...
[2025-12-01T20:38:58.065266] [INFO ] [sig       ] Generating forecast for: HITI
[2025-12-01T20:38:58.065294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HITI' from 'https://tdm.silogroup.org/data/derivative_storage/HITI.csv'.
[2025-12-01T20:38:58.076337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HITI'.
[2025-12-01T20:38:58.076610] [INFO ] [FORECASTER] Starting predict_future for HITI
[2025-12-01T20:38:58.077327] [DEBUG] [LOCAL     ] No optimal features file found for HITI: ./output/feature-sets/HITI.txt
[2025-12-01T20:38:58.077375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:58.077404] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:58.077429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:58.077482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:58.131992] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:58.132568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:58.132671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:58.132700] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:58.252439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:58.252565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:58.252620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:58.252680] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:58.255935] [DEBUG] [FORECASTER] HITI: Forecast T+1@11:T+2@11: UP (p=85.17%)
[2025-12-01T20:38:58.256203] [INFO ] [FORECASTER] Completed predict_future for HITI
[2025-12-01T20:38:58.256325] [INFO ] [sig       ] HITI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:38:58.393994] [INFO ] [LOCAL     ] Saved forecast: HITI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HITI.txt
[2025-12-01T20:38:58.394112] [INFO ] [sig       ] [1558/3634] Completed HITI in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-01T20:38:58.394147] [INFO ] [sig       ] [1559/3634] Forecasting HIVE...
[2025-12-01T20:38:58.394175] [INFO ] [sig       ] Generating forecast for: HIVE
[2025-12-01T20:38:58.394203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIVE' from 'https://tdm.silogroup.org/data/derivative_storage/HIVE.csv'.
[2025-12-01T20:38:58.408123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIVE'.
[2025-12-01T20:38:58.408422] [INFO ] [FORECASTER] Starting predict_future for HIVE
[2025-12-01T20:38:58.409179] [DEBUG] [LOCAL     ] No optimal features file found for HIVE: ./output/feature-sets/HIVE.txt
[2025-12-01T20:38:58.409230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:58.409260] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:58.409286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:58.409340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:58.464709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:58.465282] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:58.465366] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:58.465403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:58.582529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:58.582663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:58.582699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:58.582725] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:58.585882] [DEBUG] [FORECASTER] HIVE: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-01T20:38:58.586137] [INFO ] [FORECASTER] Completed predict_future for HIVE
[2025-12-01T20:38:58.586258] [INFO ] [sig       ] HIVE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:58.724801] [INFO ] [LOCAL     ] Saved forecast: HIVE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HIVE.txt
[2025-12-01T20:38:58.724925] [INFO ] [sig       ] [1559/3634] Completed HIVE in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-01T20:38:58.724961] [INFO ] [sig       ] [1560/3634] Forecasting HIX...
[2025-12-01T20:38:58.724989] [INFO ] [sig       ] Generating forecast for: HIX
[2025-12-01T20:38:58.725017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HIX' from 'https://tdm.silogroup.org/data/derivative_storage/HIX.csv'.
[2025-12-01T20:38:58.735472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HIX'.
[2025-12-01T20:38:58.735752] [INFO ] [FORECASTER] Starting predict_future for HIX
[2025-12-01T20:38:58.736463] [DEBUG] [LOCAL     ] No optimal features file found for HIX: ./output/feature-sets/HIX.txt
[2025-12-01T20:38:58.736511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:58.736551] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:58.736601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:58.736658] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:58.793133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:58.793740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:58.793816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:58.793848] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:58.906409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:58.906525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:58.906561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:58.906607] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:58.909780] [DEBUG] [FORECASTER] HIX: Forecast T+1@11:T+2@11: DOWN (p=1.50%)
[2025-12-01T20:38:58.910041] [INFO ] [FORECASTER] Completed predict_future for HIX
[2025-12-01T20:38:58.910161] [INFO ] [sig       ] HIX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:59.047831] [INFO ] [LOCAL     ] Saved forecast: HIX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HIX.txt
[2025-12-01T20:38:59.047948] [INFO ] [sig       ] [1560/3634] Completed HIX in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-01T20:38:59.047985] [INFO ] [sig       ] [1561/3634] Forecasting HL...
[2025-12-01T20:38:59.048013] [INFO ] [sig       ] Generating forecast for: HL
[2025-12-01T20:38:59.048042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HL' from 'https://tdm.silogroup.org/data/derivative_storage/HL.csv'.
[2025-12-01T20:38:59.058691] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HL'.
[2025-12-01T20:38:59.058951] [INFO ] [FORECASTER] Starting predict_future for HL
[2025-12-01T20:38:59.059689] [DEBUG] [LOCAL     ] No optimal features file found for HL: ./output/feature-sets/HL.txt
[2025-12-01T20:38:59.059737] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:59.059766] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:59.059791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:59.059845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:59.114721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:59.115289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:59.115364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:59.115394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:59.237411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:59.237526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:59.237561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:59.237604] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:59.240748] [DEBUG] [FORECASTER] HL: Forecast T+1@11:T+2@11: DOWN (p=24.68%)
[2025-12-01T20:38:59.240999] [INFO ] [FORECASTER] Completed predict_future for HL
[2025-12-01T20:38:59.241116] [INFO ] [sig       ] HL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:59.377778] [INFO ] [LOCAL     ] Saved forecast: HL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HL.txt
[2025-12-01T20:38:59.377885] [INFO ] [sig       ] [1561/3634] Completed HL in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-01T20:38:59.377920] [INFO ] [sig       ] [1562/3634] Forecasting HLAL...
[2025-12-01T20:38:59.377949] [INFO ] [sig       ] Generating forecast for: HLAL
[2025-12-01T20:38:59.377977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLAL' from 'https://tdm.silogroup.org/data/derivative_storage/HLAL.csv'.
[2025-12-01T20:38:59.389413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLAL'.
[2025-12-01T20:38:59.389722] [INFO ] [FORECASTER] Starting predict_future for HLAL
[2025-12-01T20:38:59.390494] [DEBUG] [LOCAL     ] No optimal features file found for HLAL: ./output/feature-sets/HLAL.txt
[2025-12-01T20:38:59.390544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:59.390597] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:59.390631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:59.390690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:59.447967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:59.448625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:59.448703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:59.448734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:59.567095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:59.567208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:38:59.567242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:59.567269] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:59.570453] [DEBUG] [FORECASTER] HLAL: Forecast T+1@11:T+2@11: DOWN (p=18.73%)
[2025-12-01T20:38:59.570741] [INFO ] [FORECASTER] Completed predict_future for HLAL
[2025-12-01T20:38:59.570861] [INFO ] [sig       ] HLAL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:38:59.708093] [INFO ] [LOCAL     ] Saved forecast: HLAL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HLAL.txt
[2025-12-01T20:38:59.708197] [INFO ] [sig       ] [1562/3634] Completed HLAL in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-01T20:38:59.708233] [INFO ] [sig       ] [1563/3634] Forecasting HLF...
[2025-12-01T20:38:59.708260] [INFO ] [sig       ] Generating forecast for: HLF
[2025-12-01T20:38:59.708288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLF' from 'https://tdm.silogroup.org/data/derivative_storage/HLF.csv'.
[2025-12-01T20:38:59.718735] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HLF'.
[2025-12-01T20:38:59.718987] [INFO ] [FORECASTER] Starting predict_future for HLF
[2025-12-01T20:38:59.719728] [DEBUG] [LOCAL     ] No optimal features file found for HLF: ./output/feature-sets/HLF.txt
[2025-12-01T20:38:59.719776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:38:59.719806] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:38:59.719831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:38:59.719890] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:38:59.777548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:38:59.778260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:38:59.778351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:38:59.778393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:38:59.898924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:38:59.899059] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:38:59.899096] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:38:59.899123] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:38:59.902346] [DEBUG] [FORECASTER] HLF: Forecast T+1@11:T+2@11: UP (p=67.34%)
[2025-12-01T20:38:59.902622] [INFO ] [FORECASTER] Completed predict_future for HLF
[2025-12-01T20:38:59.902740] [INFO ] [sig       ] HLF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:39:00.038414] [INFO ] [LOCAL     ] Saved forecast: HLF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HLF.txt
[2025-12-01T20:39:00.038538] [INFO ] [sig       ] [1563/3634] Completed HLF in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-01T20:39:00.038590] [INFO ] [sig       ] [1564/3634] Forecasting HLI...
[2025-12-01T20:39:00.038620] [INFO ] [sig       ] Generating forecast for: HLI
[2025-12-01T20:39:00.038657] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLI' from 'https://tdm.silogroup.org/data/derivative_storage/HLI.csv'.
[2025-12-01T20:39:00.049279] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HLI'.
[2025-12-01T20:39:00.049567] [INFO ] [FORECASTER] Starting predict_future for HLI
[2025-12-01T20:39:00.050307] [DEBUG] [LOCAL     ] No optimal features file found for HLI: ./output/feature-sets/HLI.txt
[2025-12-01T20:39:00.050354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:00.050384] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:00.050409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:00.050463] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:00.104669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:00.105284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:00.105358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:00.105389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:00.216604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:00.216745] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:00.216781] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:00.216808] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:00.219999] [DEBUG] [FORECASTER] HLI: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-12-01T20:39:00.220256] [INFO ] [FORECASTER] Completed predict_future for HLI
[2025-12-01T20:39:00.220376] [INFO ] [sig       ] HLI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:39:00.355976] [INFO ] [LOCAL     ] Saved forecast: HLI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HLI.txt
[2025-12-01T20:39:00.356095] [INFO ] [sig       ] [1564/3634] Completed HLI in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-01T20:39:00.356130] [INFO ] [sig       ] [1565/3634] Forecasting HLIO...
[2025-12-01T20:39:00.356158] [INFO ] [sig       ] Generating forecast for: HLIO
[2025-12-01T20:39:00.356186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLIO' from 'https://tdm.silogroup.org/data/derivative_storage/HLIO.csv'.
[2025-12-01T20:39:00.366949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLIO'.
[2025-12-01T20:39:00.367228] [INFO ] [FORECASTER] Starting predict_future for HLIO
[2025-12-01T20:39:00.367970] [DEBUG] [LOCAL     ] No optimal features file found for HLIO: ./output/feature-sets/HLIO.txt
[2025-12-01T20:39:00.368019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:00.368048] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:00.368075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:00.368129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:00.422077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:00.422696] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:00.422796] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:00.422828] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:00.543618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:00.543780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:00.543818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:00.543846] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:00.547123] [DEBUG] [FORECASTER] HLIO: Forecast T+1@11:T+2@11: DOWN (p=16.28%)
[2025-12-01T20:39:00.547379] [INFO ] [FORECASTER] Completed predict_future for HLIO
[2025-12-01T20:39:00.547496] [INFO ] [sig       ] HLIO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:00.688030] [INFO ] [LOCAL     ] Saved forecast: HLIO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HLIO.txt
[2025-12-01T20:39:00.688166] [INFO ] [sig       ] [1565/3634] Completed HLIO in 0.3s | 2.98 sym/s | Total: 8.7m | ETA: 11.6m
[2025-12-01T20:39:00.688204] [INFO ] [sig       ] [1566/3634] Forecasting HLLY...
[2025-12-01T20:39:00.688232] [INFO ] [sig       ] Generating forecast for: HLLY
[2025-12-01T20:39:00.688261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLLY' from 'https://tdm.silogroup.org/data/derivative_storage/HLLY.csv'.
[2025-12-01T20:39:00.699732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLLY'.
[2025-12-01T20:39:00.700036] [INFO ] [FORECASTER] Starting predict_future for HLLY
[2025-12-01T20:39:00.700799] [DEBUG] [LOCAL     ] No optimal features file found for HLLY: ./output/feature-sets/HLLY.txt
[2025-12-01T20:39:00.700849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:00.700880] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:00.700906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:00.700962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:00.759803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:00.760617] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:00.760698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:00.760731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:00.878850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:00.879025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:00.879073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:00.879107] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:00.882432] [DEBUG] [FORECASTER] HLLY: Forecast T+1@11:T+2@11: UP (p=88.37%)
[2025-12-01T20:39:00.882738] [INFO ] [FORECASTER] Completed predict_future for HLLY
[2025-12-01T20:39:00.882870] [INFO ] [sig       ] HLLY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:01.027305] [INFO ] [LOCAL     ] Saved forecast: HLLY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HLLY.txt
[2025-12-01T20:39:01.027449] [INFO ] [sig       ] [1566/3634] Completed HLLY in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-01T20:39:01.027486] [INFO ] [sig       ] [1567/3634] Forecasting HLMN...
[2025-12-01T20:39:01.027515] [INFO ] [sig       ] Generating forecast for: HLMN
[2025-12-01T20:39:01.027543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLMN' from 'https://tdm.silogroup.org/data/derivative_storage/HLMN.csv'.
[2025-12-01T20:39:01.038917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLMN'.
[2025-12-01T20:39:01.039276] [INFO ] [FORECASTER] Starting predict_future for HLMN
[2025-12-01T20:39:01.040124] [DEBUG] [LOCAL     ] No optimal features file found for HLMN: ./output/feature-sets/HLMN.txt
[2025-12-01T20:39:01.040174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:01.040205] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:01.040233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:01.040290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:01.108558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:01.109408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:01.109492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:01.109524] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:01.235854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:01.236023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:01.236062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:01.236106] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:01.239619] [DEBUG] [FORECASTER] HLMN: Forecast T+1@11:T+2@11: UP (p=93.82%)
[2025-12-01T20:39:01.239891] [INFO ] [FORECASTER] Completed predict_future for HLMN
[2025-12-01T20:39:01.240014] [INFO ] [sig       ] HLMN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:01.379945] [INFO ] [LOCAL     ] Saved forecast: HLMN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HLMN.txt
[2025-12-01T20:39:01.380067] [INFO ] [sig       ] [1567/3634] Completed HLMN in 0.4s | 2.98 sym/s | Total: 8.8m | ETA: 11.6m
[2025-12-01T20:39:01.380103] [INFO ] [sig       ] [1568/3634] Forecasting HLN...
[2025-12-01T20:39:01.380131] [INFO ] [sig       ] Generating forecast for: HLN
[2025-12-01T20:39:01.380158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLN' from 'https://tdm.silogroup.org/data/derivative_storage/HLN.csv'.
[2025-12-01T20:39:01.391199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLN'.
[2025-12-01T20:39:01.391503] [INFO ] [FORECASTER] Starting predict_future for HLN
[2025-12-01T20:39:01.392364] [DEBUG] [LOCAL     ] No optimal features file found for HLN: ./output/feature-sets/HLN.txt
[2025-12-01T20:39:01.392415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:01.392447] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:01.392473] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:01.392529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:01.450053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:01.451154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:01.451267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:01.451310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:01.594864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:01.595022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:01.595062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:01.595091] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:01.598524] [DEBUG] [FORECASTER] HLN: Forecast T+1@11:T+2@11: UP (p=78.79%)
[2025-12-01T20:39:01.598904] [INFO ] [FORECASTER] Completed predict_future for HLN
[2025-12-01T20:39:01.599054] [INFO ] [sig       ] HLN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:01.739717] [INFO ] [LOCAL     ] Saved forecast: HLN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HLN.txt
[2025-12-01T20:39:01.739897] [INFO ] [sig       ] [1568/3634] Completed HLN in 0.4s | 2.98 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-01T20:39:01.739936] [INFO ] [sig       ] [1569/3634] Forecasting HLNE...
[2025-12-01T20:39:01.739966] [INFO ] [sig       ] Generating forecast for: HLNE
[2025-12-01T20:39:01.739995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLNE' from 'https://tdm.silogroup.org/data/derivative_storage/HLNE.csv'.
[2025-12-01T20:39:01.752093] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HLNE'.
[2025-12-01T20:39:01.752436] [INFO ] [FORECASTER] Starting predict_future for HLNE
[2025-12-01T20:39:01.753233] [DEBUG] [LOCAL     ] No optimal features file found for HLNE: ./output/feature-sets/HLNE.txt
[2025-12-01T20:39:01.753286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:01.753317] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:01.753344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:01.753399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:01.810305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:01.811016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:01.811096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:01.811129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:01.928052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:01.928205] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:01.928245] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:01.928274] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:01.931654] [DEBUG] [FORECASTER] HLNE: Forecast T+1@11:T+2@11: DOWN (p=37.12%)
[2025-12-01T20:39:01.931922] [INFO ] [FORECASTER] Completed predict_future for HLNE
[2025-12-01T20:39:01.932045] [INFO ] [sig       ] HLNE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:39:02.076011] [INFO ] [LOCAL     ] Saved forecast: HLNE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HLNE.txt
[2025-12-01T20:39:02.076157] [INFO ] [sig       ] [1569/3634] Completed HLNE in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-01T20:39:02.076196] [INFO ] [sig       ] [1570/3634] Forecasting HLX...
[2025-12-01T20:39:02.076225] [INFO ] [sig       ] Generating forecast for: HLX
[2025-12-01T20:39:02.076257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HLX' from 'https://tdm.silogroup.org/data/derivative_storage/HLX.csv'.
[2025-12-01T20:39:02.087530] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HLX'.
[2025-12-01T20:39:02.087846] [INFO ] [FORECASTER] Starting predict_future for HLX
[2025-12-01T20:39:02.088657] [DEBUG] [LOCAL     ] No optimal features file found for HLX: ./output/feature-sets/HLX.txt
[2025-12-01T20:39:02.088708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:02.088738] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:02.088765] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:02.088820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:02.148833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:02.149555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:02.149652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:02.149686] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:02.265511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:02.265676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:02.265716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:02.265743] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:02.268990] [DEBUG] [FORECASTER] HLX: Forecast T+1@11:T+2@11: UP (p=75.15%)
[2025-12-01T20:39:02.269247] [INFO ] [FORECASTER] Completed predict_future for HLX
[2025-12-01T20:39:02.269367] [INFO ] [sig       ] HLX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:02.454278] [INFO ] [LOCAL     ] Saved forecast: HLX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HLX.txt
[2025-12-01T20:39:02.454415] [INFO ] [sig       ] [1570/3634] Completed HLX in 0.4s | 2.98 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-01T20:39:02.454452] [INFO ] [sig       ] [1571/3634] Forecasting HMC...
[2025-12-01T20:39:02.454481] [INFO ] [sig       ] Generating forecast for: HMC
[2025-12-01T20:39:02.454509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMC' from 'https://tdm.silogroup.org/data/derivative_storage/HMC.csv'.
[2025-12-01T20:39:02.465984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMC'.
[2025-12-01T20:39:02.466322] [INFO ] [FORECASTER] Starting predict_future for HMC
[2025-12-01T20:39:02.467243] [DEBUG] [LOCAL     ] No optimal features file found for HMC: ./output/feature-sets/HMC.txt
[2025-12-01T20:39:02.467295] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:02.467327] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:02.467354] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:02.467422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:02.528225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:02.529084] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:02.529178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:02.529214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:02.654722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:02.654870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:02.654908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:02.654937] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:02.658350] [DEBUG] [FORECASTER] HMC: Forecast T+1@11:T+2@11: DOWN (p=12.09%)
[2025-12-01T20:39:02.658657] [INFO ] [FORECASTER] Completed predict_future for HMC
[2025-12-01T20:39:02.658786] [INFO ] [sig       ] HMC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:02.805321] [INFO ] [LOCAL     ] Saved forecast: HMC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HMC.txt
[2025-12-01T20:39:02.805451] [INFO ] [sig       ] [1571/3634] Completed HMC in 0.4s | 2.98 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-01T20:39:02.805487] [INFO ] [sig       ] [1572/3634] Forecasting HMN...
[2025-12-01T20:39:02.805515] [INFO ] [sig       ] Generating forecast for: HMN
[2025-12-01T20:39:02.805543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMN' from 'https://tdm.silogroup.org/data/derivative_storage/HMN.csv'.
[2025-12-01T20:39:02.817177] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HMN'.
[2025-12-01T20:39:02.817503] [INFO ] [FORECASTER] Starting predict_future for HMN
[2025-12-01T20:39:02.818335] [DEBUG] [LOCAL     ] No optimal features file found for HMN: ./output/feature-sets/HMN.txt
[2025-12-01T20:39:02.818387] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:02.818447] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:02.818475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:02.818531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:02.878732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:02.879519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:02.879617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:02.879653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:02.997356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:02.997507] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:02.997546] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:02.997589] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:03.001027] [DEBUG] [FORECASTER] HMN: Forecast T+1@11:T+2@11: DOWN (p=15.90%)
[2025-12-01T20:39:03.001300] [INFO ] [FORECASTER] Completed predict_future for HMN
[2025-12-01T20:39:03.001424] [INFO ] [sig       ] HMN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:39:03.149641] [INFO ] [LOCAL     ] Saved forecast: HMN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HMN.txt
[2025-12-01T20:39:03.149768] [INFO ] [sig       ] [1572/3634] Completed HMN in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-01T20:39:03.149806] [INFO ] [sig       ] [1573/3634] Forecasting HMY...
[2025-12-01T20:39:03.149834] [INFO ] [sig       ] Generating forecast for: HMY
[2025-12-01T20:39:03.149862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HMY' from 'https://tdm.silogroup.org/data/derivative_storage/HMY.csv'.
[2025-12-01T20:39:03.161660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HMY'.
[2025-12-01T20:39:03.161936] [INFO ] [FORECASTER] Starting predict_future for HMY
[2025-12-01T20:39:03.162681] [DEBUG] [LOCAL     ] No optimal features file found for HMY: ./output/feature-sets/HMY.txt
[2025-12-01T20:39:03.162742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:03.162772] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:03.162796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:03.162851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:03.218352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:03.218989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:03.219077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:03.219111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:03.340883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:03.341009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:03.341046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:03.341073] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:03.344260] [DEBUG] [FORECASTER] HMY: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-01T20:39:03.344514] [INFO ] [FORECASTER] Completed predict_future for HMY
[2025-12-01T20:39:03.344649] [INFO ] [sig       ] HMY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:03.481689] [INFO ] [LOCAL     ] Saved forecast: HMY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HMY.txt
[2025-12-01T20:39:03.481814] [INFO ] [sig       ] [1573/3634] Completed HMY in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-01T20:39:03.481851] [INFO ] [sig       ] [1574/3634] Forecasting HNDL...
[2025-12-01T20:39:03.481879] [INFO ] [sig       ] Generating forecast for: HNDL
[2025-12-01T20:39:03.481907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNDL' from 'https://tdm.silogroup.org/data/derivative_storage/HNDL.csv'.
[2025-12-01T20:39:03.492674] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HNDL'.
[2025-12-01T20:39:03.492930] [INFO ] [FORECASTER] Starting predict_future for HNDL
[2025-12-01T20:39:03.493662] [DEBUG] [LOCAL     ] No optimal features file found for HNDL: ./output/feature-sets/HNDL.txt
[2025-12-01T20:39:03.493711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:03.493741] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:03.493767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:03.493821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:03.548010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:03.548648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:03.548723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:03.548753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:03.666031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:03.666170] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:03.666205] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:03.666231] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:03.669444] [DEBUG] [FORECASTER] HNDL: Forecast T+1@11:T+2@11: DOWN (p=9.25%)
[2025-12-01T20:39:03.669717] [INFO ] [FORECASTER] Completed predict_future for HNDL
[2025-12-01T20:39:03.669835] [INFO ] [sig       ] HNDL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:39:03.806822] [INFO ] [LOCAL     ] Saved forecast: HNDL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HNDL.txt
[2025-12-01T20:39:03.806943] [INFO ] [sig       ] [1574/3634] Completed HNDL in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-01T20:39:03.806979] [INFO ] [sig       ] [1575/3634] Forecasting HNI...
[2025-12-01T20:39:03.807007] [INFO ] [sig       ] Generating forecast for: HNI
[2025-12-01T20:39:03.807036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNI' from 'https://tdm.silogroup.org/data/derivative_storage/HNI.csv'.
[2025-12-01T20:39:03.817672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNI'.
[2025-12-01T20:39:03.817940] [INFO ] [FORECASTER] Starting predict_future for HNI
[2025-12-01T20:39:03.818748] [DEBUG] [LOCAL     ] No optimal features file found for HNI: ./output/feature-sets/HNI.txt
[2025-12-01T20:39:03.818797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:03.818827] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:03.818852] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:03.818906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:03.873438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:03.874041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:03.874116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:03.874147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:03.994128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:03.994282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:03.994323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:03.994388] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:03.997794] [DEBUG] [FORECASTER] HNI: Forecast T+1@11:T+2@11: DOWN (p=23.95%)
[2025-12-01T20:39:03.998062] [INFO ] [FORECASTER] Completed predict_future for HNI
[2025-12-01T20:39:03.998186] [INFO ] [sig       ] HNI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:04.135682] [INFO ] [LOCAL     ] Saved forecast: HNI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HNI.txt
[2025-12-01T20:39:04.135820] [INFO ] [sig       ] [1575/3634] Completed HNI in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-01T20:39:04.135858] [INFO ] [sig       ] [1576/3634] Forecasting HNRG...
[2025-12-01T20:39:04.135887] [INFO ] [sig       ] Generating forecast for: HNRG
[2025-12-01T20:39:04.135916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HNRG' from 'https://tdm.silogroup.org/data/derivative_storage/HNRG.csv'.
[2025-12-01T20:39:04.147226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HNRG'.
[2025-12-01T20:39:04.147560] [INFO ] [FORECASTER] Starting predict_future for HNRG
[2025-12-01T20:39:04.148364] [DEBUG] [LOCAL     ] No optimal features file found for HNRG: ./output/feature-sets/HNRG.txt
[2025-12-01T20:39:04.148414] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:04.148445] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:04.148471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:04.148527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:04.205382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:04.206096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:04.206172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:04.206204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:04.323967] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:04.324111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:04.324147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:04.324173] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:04.327372] [DEBUG] [FORECASTER] HNRG: Forecast T+1@11:T+2@11: DOWN (p=21.26%)
[2025-12-01T20:39:04.327659] [INFO ] [FORECASTER] Completed predict_future for HNRG
[2025-12-01T20:39:04.327796] [INFO ] [sig       ] HNRG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:04.465248] [INFO ] [LOCAL     ] Saved forecast: HNRG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HNRG.txt
[2025-12-01T20:39:04.465376] [INFO ] [sig       ] [1576/3634] Completed HNRG in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-01T20:39:04.465419] [INFO ] [sig       ] [1577/3634] Forecasting HOG...
[2025-12-01T20:39:04.465448] [INFO ] [sig       ] Generating forecast for: HOG
[2025-12-01T20:39:04.465476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOG' from 'https://tdm.silogroup.org/data/derivative_storage/HOG.csv'.
[2025-12-01T20:39:04.477731] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HOG'.
[2025-12-01T20:39:04.478151] [INFO ] [FORECASTER] Starting predict_future for HOG
[2025-12-01T20:39:04.479096] [DEBUG] [LOCAL     ] No optimal features file found for HOG: ./output/feature-sets/HOG.txt
[2025-12-01T20:39:04.479147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:04.479179] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:04.479204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:04.479265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:04.538987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:04.539779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:04.539860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:04.539891] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:04.665287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:04.665441] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:04.665480] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:04.665507] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:04.668745] [DEBUG] [FORECASTER] HOG: Forecast T+1@11:T+2@11: DOWN (p=5.43%)
[2025-12-01T20:39:04.669003] [INFO ] [FORECASTER] Completed predict_future for HOG
[2025-12-01T20:39:04.669122] [INFO ] [sig       ] HOG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:39:04.810148] [INFO ] [LOCAL     ] Saved forecast: HOG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HOG.txt
[2025-12-01T20:39:04.810282] [INFO ] [sig       ] [1577/3634] Completed HOG in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-01T20:39:04.810327] [INFO ] [sig       ] [1578/3634] Forecasting HOLO...
[2025-12-01T20:39:04.810365] [INFO ] [sig       ] Generating forecast for: HOLO
[2025-12-01T20:39:04.810394] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLO' from 'https://tdm.silogroup.org/data/derivative_storage/HOLO.csv'.
[2025-12-01T20:39:04.822070] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLO'.
[2025-12-01T20:39:04.822393] [INFO ] [FORECASTER] Starting predict_future for HOLO
[2025-12-01T20:39:04.823160] [DEBUG] [LOCAL     ] No optimal features file found for HOLO: ./output/feature-sets/HOLO.txt
[2025-12-01T20:39:04.823210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:04.823239] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:04.823267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:04.823326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:04.882255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:04.883014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:04.883100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:04.883133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:05.001336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:05.001481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:05.001518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:05.001545] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:05.004801] [DEBUG] [FORECASTER] HOLO: Forecast T+1@11:T+2@11: DOWN (p=30.46%)
[2025-12-01T20:39:05.005097] [INFO ] [FORECASTER] Completed predict_future for HOLO
[2025-12-01T20:39:05.005247] [INFO ] [sig       ] HOLO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:05.146606] [INFO ] [LOCAL     ] Saved forecast: HOLO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HOLO.txt
[2025-12-01T20:39:05.146727] [INFO ] [sig       ] [1578/3634] Completed HOLO in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-01T20:39:05.146764] [INFO ] [sig       ] [1579/3634] Forecasting HOLX...
[2025-12-01T20:39:05.146792] [INFO ] [sig       ] Generating forecast for: HOLX
[2025-12-01T20:39:05.146820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOLX' from 'https://tdm.silogroup.org/data/derivative_storage/HOLX.csv'.
[2025-12-01T20:39:05.158452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOLX'.
[2025-12-01T20:39:05.158749] [INFO ] [FORECASTER] Starting predict_future for HOLX
[2025-12-01T20:39:05.159465] [DEBUG] [LOCAL     ] No optimal features file found for HOLX: ./output/feature-sets/HOLX.txt
[2025-12-01T20:39:05.159513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:05.159544] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:05.159589] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:05.159664] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:05.215785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:05.216367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:05.216443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:05.216475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:05.337434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:05.337590] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:05.337630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:05.337659] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:05.340960] [DEBUG] [FORECASTER] HOLX: Forecast T+1@11:T+2@11: UP (p=83.16%)
[2025-12-01T20:39:05.341235] [INFO ] [FORECASTER] Completed predict_future for HOLX
[2025-12-01T20:39:05.341361] [INFO ] [sig       ] HOLX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:05.481019] [INFO ] [LOCAL     ] Saved forecast: HOLX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HOLX.txt
[2025-12-01T20:39:05.481136] [INFO ] [sig       ] [1579/3634] Completed HOLX in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-01T20:39:05.481173] [INFO ] [sig       ] [1580/3634] Forecasting HOMB...
[2025-12-01T20:39:05.481201] [INFO ] [sig       ] Generating forecast for: HOMB
[2025-12-01T20:39:05.481229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOMB' from 'https://tdm.silogroup.org/data/derivative_storage/HOMB.csv'.
[2025-12-01T20:39:05.494200] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HOMB'.
[2025-12-01T20:39:05.494587] [INFO ] [FORECASTER] Starting predict_future for HOMB
[2025-12-01T20:39:05.495352] [DEBUG] [LOCAL     ] No optimal features file found for HOMB: ./output/feature-sets/HOMB.txt
[2025-12-01T20:39:05.495403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:05.495434] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:05.495459] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:05.495513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:05.549909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:05.550698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:05.550781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:05.550813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:05.668229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:05.668407] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:05.668464] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:05.668493] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:05.671921] [DEBUG] [FORECASTER] HOMB: Forecast T+1@11:T+2@11: UP (p=55.39%)
[2025-12-01T20:39:05.672189] [INFO ] [FORECASTER] Completed predict_future for HOMB
[2025-12-01T20:39:05.672313] [INFO ] [sig       ] HOMB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:39:05.813854] [INFO ] [LOCAL     ] Saved forecast: HOMB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HOMB.txt
[2025-12-01T20:39:05.813985] [INFO ] [sig       ] [1580/3634] Completed HOMB in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-01T20:39:05.814029] [INFO ] [sig       ] [1581/3634] Forecasting HON...
[2025-12-01T20:39:05.814059] [INFO ] [sig       ] Generating forecast for: HON
[2025-12-01T20:39:05.814087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HON' from 'https://tdm.silogroup.org/data/derivative_storage/HON.csv'.
[2025-12-01T20:39:05.826106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HON'.
[2025-12-01T20:39:05.826426] [INFO ] [FORECASTER] Starting predict_future for HON
[2025-12-01T20:39:05.827189] [DEBUG] [LOCAL     ] No optimal features file found for HON: ./output/feature-sets/HON.txt
[2025-12-01T20:39:05.827238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:05.827268] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:05.827293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:05.827346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:05.882202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:05.882875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:05.882951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:05.882982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:06.005711] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:06.005864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:06.005903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:06.005929] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:06.009203] [DEBUG] [FORECASTER] HON: Forecast T+1@11:T+2@11: DOWN (p=36.02%)
[2025-12-01T20:39:06.009464] [INFO ] [FORECASTER] Completed predict_future for HON
[2025-12-01T20:39:06.009600] [INFO ] [sig       ] HON: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:06.146012] [INFO ] [LOCAL     ] Saved forecast: HON	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HON.txt
[2025-12-01T20:39:06.146133] [INFO ] [sig       ] [1581/3634] Completed HON in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-01T20:39:06.146170] [INFO ] [sig       ] [1582/3634] Forecasting HOOD...
[2025-12-01T20:39:06.146199] [INFO ] [sig       ] Generating forecast for: HOOD
[2025-12-01T20:39:06.146227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOOD' from 'https://tdm.silogroup.org/data/derivative_storage/HOOD.csv'.
[2025-12-01T20:39:06.158137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOOD'.
[2025-12-01T20:39:06.158513] [INFO ] [FORECASTER] Starting predict_future for HOOD
[2025-12-01T20:39:06.159281] [DEBUG] [LOCAL     ] No optimal features file found for HOOD: ./output/feature-sets/HOOD.txt
[2025-12-01T20:39:06.159341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:06.159377] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:06.159408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:06.159474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:06.215781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:06.216478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:06.216603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:06.216640] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:06.337788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:06.337944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:06.337983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:06.338011] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:06.341407] [DEBUG] [FORECASTER] HOOD: Forecast T+1@11:T+2@11: DOWN (p=31.07%)
[2025-12-01T20:39:06.341698] [INFO ] [FORECASTER] Completed predict_future for HOOD
[2025-12-01T20:39:06.341823] [INFO ] [sig       ] HOOD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:06.483811] [INFO ] [LOCAL     ] Saved forecast: HOOD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HOOD.txt
[2025-12-01T20:39:06.483939] [INFO ] [sig       ] [1582/3634] Completed HOOD in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-01T20:39:06.483976] [INFO ] [sig       ] [1583/3634] Forecasting HOPE...
[2025-12-01T20:39:06.484004] [INFO ] [sig       ] Generating forecast for: HOPE
[2025-12-01T20:39:06.484032] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOPE' from 'https://tdm.silogroup.org/data/derivative_storage/HOPE.csv'.
[2025-12-01T20:39:06.495172] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOPE'.
[2025-12-01T20:39:06.495480] [INFO ] [FORECASTER] Starting predict_future for HOPE
[2025-12-01T20:39:06.496230] [DEBUG] [LOCAL     ] No optimal features file found for HOPE: ./output/feature-sets/HOPE.txt
[2025-12-01T20:39:06.496278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:06.496309] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:06.496335] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:06.496389] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:06.553211] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:06.554050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:06.554134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:06.554165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:06.665946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:06.666099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:06.666137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:06.666164] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:06.669607] [DEBUG] [FORECASTER] HOPE: Forecast T+1@11:T+2@11: DOWN (p=10.68%)
[2025-12-01T20:39:06.669892] [INFO ] [FORECASTER] Completed predict_future for HOPE
[2025-12-01T20:39:06.670021] [INFO ] [sig       ] HOPE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:06.815318] [INFO ] [LOCAL     ] Saved forecast: HOPE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HOPE.txt
[2025-12-01T20:39:06.815484] [INFO ] [sig       ] [1583/3634] Completed HOPE in 0.3s | 2.98 sym/s | Total: 8.8m | ETA: 11.5m
[2025-12-01T20:39:06.815525] [INFO ] [sig       ] [1584/3634] Forecasting HOTH...
[2025-12-01T20:39:06.815555] [INFO ] [sig       ] Generating forecast for: HOTH
[2025-12-01T20:39:06.815600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOTH' from 'https://tdm.silogroup.org/data/derivative_storage/HOTH.csv'.
[2025-12-01T20:39:06.826804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOTH'.
[2025-12-01T20:39:06.827127] [INFO ] [FORECASTER] Starting predict_future for HOTH
[2025-12-01T20:39:06.827927] [DEBUG] [LOCAL     ] No optimal features file found for HOTH: ./output/feature-sets/HOTH.txt
[2025-12-01T20:39:06.827977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:06.828019] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:06.828047] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:06.828102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:06.884914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:06.885703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:06.885784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:06.885816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:07.003769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:07.003920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:07.003958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:07.003985] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:07.007321] [DEBUG] [FORECASTER] HOTH: Forecast T+1@11:T+2@11: DOWN (p=48.94%)
[2025-12-01T20:39:07.007614] [INFO ] [FORECASTER] Completed predict_future for HOTH
[2025-12-01T20:39:07.007740] [INFO ] [sig       ] HOTH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:07.149438] [INFO ] [LOCAL     ] Saved forecast: HOTH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HOTH.txt
[2025-12-01T20:39:07.149595] [INFO ] [sig       ] [1584/3634] Completed HOTH in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-01T20:39:07.149635] [INFO ] [sig       ] [1585/3634] Forecasting HOUS...
[2025-12-01T20:39:07.149664] [INFO ] [sig       ] Generating forecast for: HOUS
[2025-12-01T20:39:07.149692] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HOUS' from 'https://tdm.silogroup.org/data/derivative_storage/HOUS.csv'.
[2025-12-01T20:39:07.162950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HOUS'.
[2025-12-01T20:39:07.163266] [INFO ] [FORECASTER] Starting predict_future for HOUS
[2025-12-01T20:39:07.164038] [DEBUG] [LOCAL     ] No optimal features file found for HOUS: ./output/feature-sets/HOUS.txt
[2025-12-01T20:39:07.164088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:07.164120] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:07.164146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:07.164202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:07.220930] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:07.221665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:07.221745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:07.221779] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:07.346616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:07.346770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:07.346820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:07.346859] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:07.350310] [DEBUG] [FORECASTER] HOUS: Forecast T+1@11:T+2@11: DOWN (p=0.85%)
[2025-12-01T20:39:07.350650] [INFO ] [FORECASTER] Completed predict_future for HOUS
[2025-12-01T20:39:07.350787] [INFO ] [sig       ] HOUS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:07.492467] [INFO ] [LOCAL     ] Saved forecast: HOUS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HOUS.txt
[2025-12-01T20:39:07.492621] [INFO ] [sig       ] [1585/3634] Completed HOUS in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.5m
[2025-12-01T20:39:07.492661] [INFO ] [sig       ] [1586/3634] Forecasting HP...
[2025-12-01T20:39:07.492692] [INFO ] [sig       ] Generating forecast for: HP
[2025-12-01T20:39:07.492720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HP' from 'https://tdm.silogroup.org/data/derivative_storage/HP.csv'.
[2025-12-01T20:39:07.503867] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HP'.
[2025-12-01T20:39:07.504177] [INFO ] [FORECASTER] Starting predict_future for HP
[2025-12-01T20:39:07.504957] [DEBUG] [LOCAL     ] No optimal features file found for HP: ./output/feature-sets/HP.txt
[2025-12-01T20:39:07.505006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:07.505036] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:07.505061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:07.505114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:07.563015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:07.563812] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:07.563891] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:07.563924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:07.689479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:07.689656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:07.689694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:07.689722] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:07.693060] [DEBUG] [FORECASTER] HP: Forecast T+1@11:T+2@11: UP (p=77.48%)
[2025-12-01T20:39:07.693325] [INFO ] [FORECASTER] Completed predict_future for HP
[2025-12-01T20:39:07.693449] [INFO ] [sig       ] HP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:07.833739] [INFO ] [LOCAL     ] Saved forecast: HP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HP.txt
[2025-12-01T20:39:07.833876] [INFO ] [sig       ] [1586/3634] Completed HP in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-01T20:39:07.833915] [INFO ] [sig       ] [1587/3634] Forecasting HPE...
[2025-12-01T20:39:07.833943] [INFO ] [sig       ] Generating forecast for: HPE
[2025-12-01T20:39:07.833972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPE' from 'https://tdm.silogroup.org/data/derivative_storage/HPE.csv'.
[2025-12-01T20:39:07.845681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPE'.
[2025-12-01T20:39:07.846018] [INFO ] [FORECASTER] Starting predict_future for HPE
[2025-12-01T20:39:07.846865] [DEBUG] [LOCAL     ] No optimal features file found for HPE: ./output/feature-sets/HPE.txt
[2025-12-01T20:39:07.846916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:07.846946] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:07.846972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:07.847027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:07.904719] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:07.905466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:07.905547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:07.905599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:08.029322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:08.029480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:08.029543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:08.029606] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:08.032977] [DEBUG] [FORECASTER] HPE: Forecast T+1@11:T+2@11: DOWN (p=2.66%)
[2025-12-01T20:39:08.033261] [INFO ] [FORECASTER] Completed predict_future for HPE
[2025-12-01T20:39:08.033418] [INFO ] [sig       ] HPE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:08.180484] [INFO ] [LOCAL     ] Saved forecast: HPE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HPE.txt
[2025-12-01T20:39:08.180639] [INFO ] [sig       ] [1587/3634] Completed HPE in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-01T20:39:08.180679] [INFO ] [sig       ] [1588/3634] Forecasting HPF...
[2025-12-01T20:39:08.180716] [INFO ] [sig       ] Generating forecast for: HPF
[2025-12-01T20:39:08.180746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPF' from 'https://tdm.silogroup.org/data/derivative_storage/HPF.csv'.
[2025-12-01T20:39:08.192794] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPF'.
[2025-12-01T20:39:08.193119] [INFO ] [FORECASTER] Starting predict_future for HPF
[2025-12-01T20:39:08.193906] [DEBUG] [LOCAL     ] No optimal features file found for HPF: ./output/feature-sets/HPF.txt
[2025-12-01T20:39:08.193956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:08.193986] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:08.194011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:08.194064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:08.248801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:08.249399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:08.249487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:08.249522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:08.367434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:08.367601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:08.367639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:08.367666] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:08.370860] [DEBUG] [FORECASTER] HPF: Forecast T+1@11:T+2@11: UP (p=83.17%)
[2025-12-01T20:39:08.371118] [INFO ] [FORECASTER] Completed predict_future for HPF
[2025-12-01T20:39:08.371236] [INFO ] [sig       ] HPF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:08.510020] [INFO ] [LOCAL     ] Saved forecast: HPF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HPF.txt
[2025-12-01T20:39:08.510147] [INFO ] [sig       ] [1588/3634] Completed HPF in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-01T20:39:08.510184] [INFO ] [sig       ] [1589/3634] Forecasting HPI...
[2025-12-01T20:39:08.510212] [INFO ] [sig       ] Generating forecast for: HPI
[2025-12-01T20:39:08.510240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPI' from 'https://tdm.silogroup.org/data/derivative_storage/HPI.csv'.
[2025-12-01T20:39:08.521626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPI'.
[2025-12-01T20:39:08.521882] [INFO ] [FORECASTER] Starting predict_future for HPI
[2025-12-01T20:39:08.522621] [DEBUG] [LOCAL     ] No optimal features file found for HPI: ./output/feature-sets/HPI.txt
[2025-12-01T20:39:08.522694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:08.522726] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:08.522752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:08.522806] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:08.577597] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:08.578204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:08.578278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:08.578334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:08.700306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:08.700471] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:08.700507] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:08.700533] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:08.703851] [DEBUG] [FORECASTER] HPI: Forecast T+1@11:T+2@11: UP (p=67.86%)
[2025-12-01T20:39:08.704117] [INFO ] [FORECASTER] Completed predict_future for HPI
[2025-12-01T20:39:08.704248] [INFO ] [sig       ] HPI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:08.843222] [INFO ] [LOCAL     ] Saved forecast: HPI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HPI.txt
[2025-12-01T20:39:08.843342] [INFO ] [sig       ] [1589/3634] Completed HPI in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-01T20:39:08.843379] [INFO ] [sig       ] [1590/3634] Forecasting HPK...
[2025-12-01T20:39:08.843412] [INFO ] [sig       ] Generating forecast for: HPK
[2025-12-01T20:39:08.843441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPK' from 'https://tdm.silogroup.org/data/derivative_storage/HPK.csv'.
[2025-12-01T20:39:08.854277] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPK'.
[2025-12-01T20:39:08.854530] [INFO ] [FORECASTER] Starting predict_future for HPK
[2025-12-01T20:39:08.855256] [DEBUG] [LOCAL     ] No optimal features file found for HPK: ./output/feature-sets/HPK.txt
[2025-12-01T20:39:08.855304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:08.855334] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:08.855359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:08.855417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:08.910376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:08.910966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:08.911038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:08.911067] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:09.030824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:09.030938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:09.030973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:09.031000] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:09.034086] [DEBUG] [FORECASTER] HPK: Forecast T+1@11:T+2@11: DOWN (p=41.79%)
[2025-12-01T20:39:09.034341] [INFO ] [FORECASTER] Completed predict_future for HPK
[2025-12-01T20:39:09.034459] [INFO ] [sig       ] HPK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:09.171112] [INFO ] [LOCAL     ] Saved forecast: HPK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HPK.txt
[2025-12-01T20:39:09.171213] [INFO ] [sig       ] [1590/3634] Completed HPK in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-01T20:39:09.171248] [INFO ] [sig       ] [1591/3634] Forecasting HPP...
[2025-12-01T20:39:09.171276] [INFO ] [sig       ] Generating forecast for: HPP
[2025-12-01T20:39:09.171304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPP' from 'https://tdm.silogroup.org/data/derivative_storage/HPP.csv'.
[2025-12-01T20:39:09.182257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPP'.
[2025-12-01T20:39:09.182508] [INFO ] [FORECASTER] Starting predict_future for HPP
[2025-12-01T20:39:09.183239] [DEBUG] [LOCAL     ] No optimal features file found for HPP: ./output/feature-sets/HPP.txt
[2025-12-01T20:39:09.183288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:09.183318] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:09.183343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:09.183397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:09.238163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:09.238753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:09.238826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:09.238856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:09.354968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:09.355069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:09.355102] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:09.355146] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:09.358146] [DEBUG] [FORECASTER] HPP: Forecast T+1@11:T+2@11: DOWN (p=17.39%)
[2025-12-01T20:39:09.358418] [INFO ] [FORECASTER] Completed predict_future for HPP
[2025-12-01T20:39:09.358538] [INFO ] [sig       ] HPP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:09.495010] [INFO ] [LOCAL     ] Saved forecast: HPP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HPP.txt
[2025-12-01T20:39:09.495113] [INFO ] [sig       ] [1591/3634] Completed HPP in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-01T20:39:09.495148] [INFO ] [sig       ] [1592/3634] Forecasting HPQ...
[2025-12-01T20:39:09.495176] [INFO ] [sig       ] Generating forecast for: HPQ
[2025-12-01T20:39:09.495205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPQ' from 'https://tdm.silogroup.org/data/derivative_storage/HPQ.csv'.
[2025-12-01T20:39:09.506212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPQ'.
[2025-12-01T20:39:09.506475] [INFO ] [FORECASTER] Starting predict_future for HPQ
[2025-12-01T20:39:09.507213] [DEBUG] [LOCAL     ] No optimal features file found for HPQ: ./output/feature-sets/HPQ.txt
[2025-12-01T20:39:09.507263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:09.507292] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:09.507318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:09.507373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:09.562500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:09.563099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:09.563173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:09.563205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:09.682639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:09.682749] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:09.682814] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:09.682842] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:09.685959] [DEBUG] [FORECASTER] HPQ: Forecast T+1@11:T+2@11: DOWN (p=42.88%)
[2025-12-01T20:39:09.686218] [INFO ] [FORECASTER] Completed predict_future for HPQ
[2025-12-01T20:39:09.686336] [INFO ] [sig       ] HPQ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:09.823323] [INFO ] [LOCAL     ] Saved forecast: HPQ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HPQ.txt
[2025-12-01T20:39:09.823427] [INFO ] [sig       ] [1592/3634] Completed HPQ in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-01T20:39:09.823462] [INFO ] [sig       ] [1593/3634] Forecasting HPS...
[2025-12-01T20:39:09.823490] [INFO ] [sig       ] Generating forecast for: HPS
[2025-12-01T20:39:09.823518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HPS' from 'https://tdm.silogroup.org/data/derivative_storage/HPS.csv'.
[2025-12-01T20:39:09.834313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HPS'.
[2025-12-01T20:39:09.834586] [INFO ] [FORECASTER] Starting predict_future for HPS
[2025-12-01T20:39:09.835303] [DEBUG] [LOCAL     ] No optimal features file found for HPS: ./output/feature-sets/HPS.txt
[2025-12-01T20:39:09.835351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:09.835381] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:09.835406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:09.835460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:09.890537] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:09.891111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:09.891183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:09.891225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:10.006770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:10.006864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:10.006896] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:10.006922] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:10.009901] [DEBUG] [FORECASTER] HPS: Forecast T+1@11:T+2@11: UP (p=72.05%)
[2025-12-01T20:39:10.010147] [INFO ] [FORECASTER] Completed predict_future for HPS
[2025-12-01T20:39:10.010260] [INFO ] [sig       ] HPS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:10.146699] [INFO ] [LOCAL     ] Saved forecast: HPS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HPS.txt
[2025-12-01T20:39:10.146803] [INFO ] [sig       ] [1593/3634] Completed HPS in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-01T20:39:10.146838] [INFO ] [sig       ] [1594/3634] Forecasting HQI...
[2025-12-01T20:39:10.146866] [INFO ] [sig       ] Generating forecast for: HQI
[2025-12-01T20:39:10.146894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQI' from 'https://tdm.silogroup.org/data/derivative_storage/HQI.csv'.
[2025-12-01T20:39:10.157650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQI'.
[2025-12-01T20:39:10.157937] [INFO ] [FORECASTER] Starting predict_future for HQI
[2025-12-01T20:39:10.158697] [DEBUG] [LOCAL     ] No optimal features file found for HQI: ./output/feature-sets/HQI.txt
[2025-12-01T20:39:10.158745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:10.158775] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:10.158801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:10.158855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:10.213825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:10.214376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:10.214448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:10.214478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:10.313492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:10.313614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:10.313650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:10.313676] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:10.316651] [DEBUG] [FORECASTER] HQI: Forecast T+1@11:T+2@11: UP (p=57.40%)
[2025-12-01T20:39:10.316897] [INFO ] [FORECASTER] Completed predict_future for HQI
[2025-12-01T20:39:10.317012] [INFO ] [sig       ] HQI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:10.457399] [INFO ] [LOCAL     ] Saved forecast: HQI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HQI.txt
[2025-12-01T20:39:10.457512] [INFO ] [sig       ] [1594/3634] Completed HQI in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-01T20:39:10.457547] [INFO ] [sig       ] [1595/3634] Forecasting HQL...
[2025-12-01T20:39:10.457592] [INFO ] [sig       ] Generating forecast for: HQL
[2025-12-01T20:39:10.457622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQL' from 'https://tdm.silogroup.org/data/derivative_storage/HQL.csv'.
[2025-12-01T20:39:10.469027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQL'.
[2025-12-01T20:39:10.469282] [INFO ] [FORECASTER] Starting predict_future for HQL
[2025-12-01T20:39:10.470056] [DEBUG] [LOCAL     ] No optimal features file found for HQL: ./output/feature-sets/HQL.txt
[2025-12-01T20:39:10.470105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:10.470135] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:10.470159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:10.470225] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:10.526299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:10.526869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:10.526941] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:10.526971] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:10.648517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:10.648668] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:10.648705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:10.648732] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:10.651908] [DEBUG] [FORECASTER] HQL: Forecast T+1@11:T+2@11: UP (p=94.46%)
[2025-12-01T20:39:10.652164] [INFO ] [FORECASTER] Completed predict_future for HQL
[2025-12-01T20:39:10.652279] [INFO ] [sig       ] HQL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:10.789656] [INFO ] [LOCAL     ] Saved forecast: HQL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HQL.txt
[2025-12-01T20:39:10.789761] [INFO ] [sig       ] [1595/3634] Completed HQL in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-01T20:39:10.789798] [INFO ] [sig       ] [1596/3634] Forecasting HQY...
[2025-12-01T20:39:10.789823] [INFO ] [sig       ] Generating forecast for: HQY
[2025-12-01T20:39:10.789876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HQY' from 'https://tdm.silogroup.org/data/derivative_storage/HQY.csv'.
[2025-12-01T20:39:10.801258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HQY'.
[2025-12-01T20:39:10.801532] [INFO ] [FORECASTER] Starting predict_future for HQY
[2025-12-01T20:39:10.802270] [DEBUG] [LOCAL     ] No optimal features file found for HQY: ./output/feature-sets/HQY.txt
[2025-12-01T20:39:10.802319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:10.802350] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:10.802375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:10.802428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:10.859460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:10.860055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:10.860132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:10.860163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:10.977608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:10.977727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:10.977762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:10.977789] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:10.980998] [DEBUG] [FORECASTER] HQY: Forecast T+1@11:T+2@11: DOWN (p=16.11%)
[2025-12-01T20:39:10.981263] [INFO ] [FORECASTER] Completed predict_future for HQY
[2025-12-01T20:39:10.981385] [INFO ] [sig       ] HQY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:11.119231] [INFO ] [LOCAL     ] Saved forecast: HQY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HQY.txt
[2025-12-01T20:39:11.119356] [INFO ] [sig       ] [1596/3634] Completed HQY in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-01T20:39:11.119393] [INFO ] [sig       ] [1597/3634] Forecasting HRB...
[2025-12-01T20:39:11.119421] [INFO ] [sig       ] Generating forecast for: HRB
[2025-12-01T20:39:11.119448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRB' from 'https://tdm.silogroup.org/data/derivative_storage/HRB.csv'.
[2025-12-01T20:39:11.130258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRB'.
[2025-12-01T20:39:11.130533] [INFO ] [FORECASTER] Starting predict_future for HRB
[2025-12-01T20:39:11.131281] [DEBUG] [LOCAL     ] No optimal features file found for HRB: ./output/feature-sets/HRB.txt
[2025-12-01T20:39:11.131340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:11.131370] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:11.131396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:11.131450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:11.186065] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:11.186650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:11.186723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:11.186752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:11.304832] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:11.304944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:11.304978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:11.305006] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:11.308074] [DEBUG] [FORECASTER] HRB: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2025-12-01T20:39:11.308350] [INFO ] [FORECASTER] Completed predict_future for HRB
[2025-12-01T20:39:11.308466] [INFO ] [sig       ] HRB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:11.445449] [INFO ] [LOCAL     ] Saved forecast: HRB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HRB.txt
[2025-12-01T20:39:11.445558] [INFO ] [sig       ] [1597/3634] Completed HRB in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-01T20:39:11.445611] [INFO ] [sig       ] [1598/3634] Forecasting HRL...
[2025-12-01T20:39:11.445640] [INFO ] [sig       ] Generating forecast for: HRL
[2025-12-01T20:39:11.445669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRL' from 'https://tdm.silogroup.org/data/derivative_storage/HRL.csv'.
[2025-12-01T20:39:11.456612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRL'.
[2025-12-01T20:39:11.456892] [INFO ] [FORECASTER] Starting predict_future for HRL
[2025-12-01T20:39:11.457634] [DEBUG] [LOCAL     ] No optimal features file found for HRL: ./output/feature-sets/HRL.txt
[2025-12-01T20:39:11.457683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:11.457713] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:11.457738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:11.457792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:11.512780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:11.513347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:11.513421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:11.513451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:11.633536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:11.633678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:11.633714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:11.633740] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:11.636920] [DEBUG] [FORECASTER] HRL: Forecast T+1@11:T+2@11: UP (p=88.31%)
[2025-12-01T20:39:11.637173] [INFO ] [FORECASTER] Completed predict_future for HRL
[2025-12-01T20:39:11.637290] [INFO ] [sig       ] HRL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:11.773483] [INFO ] [LOCAL     ] Saved forecast: HRL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HRL.txt
[2025-12-01T20:39:11.773602] [INFO ] [sig       ] [1598/3634] Completed HRL in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-01T20:39:11.773641] [INFO ] [sig       ] [1599/3634] Forecasting HRMY...
[2025-12-01T20:39:11.773669] [INFO ] [sig       ] Generating forecast for: HRMY
[2025-12-01T20:39:11.773697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRMY' from 'https://tdm.silogroup.org/data/derivative_storage/HRMY.csv'.
[2025-12-01T20:39:11.785462] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRMY'.
[2025-12-01T20:39:11.785789] [INFO ] [FORECASTER] Starting predict_future for HRMY
[2025-12-01T20:39:11.786543] [DEBUG] [LOCAL     ] No optimal features file found for HRMY: ./output/feature-sets/HRMY.txt
[2025-12-01T20:39:11.786618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:11.786649] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:11.786674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:11.786728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:11.843230] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:11.843928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:11.844004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:11.844035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:11.959216] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:11.959348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:11.959384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:11.959412] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:11.962620] [DEBUG] [FORECASTER] HRMY: Forecast T+1@11:T+2@11: DOWN (p=46.92%)
[2025-12-01T20:39:11.962874] [INFO ] [FORECASTER] Completed predict_future for HRMY
[2025-12-01T20:39:11.962990] [INFO ] [sig       ] HRMY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:12.100979] [INFO ] [LOCAL     ] Saved forecast: HRMY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HRMY.txt
[2025-12-01T20:39:12.101093] [INFO ] [sig       ] [1599/3634] Completed HRMY in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-01T20:39:12.101129] [INFO ] [sig       ] [1600/3634] Forecasting HRTG...
[2025-12-01T20:39:12.101158] [INFO ] [sig       ] Generating forecast for: HRTG
[2025-12-01T20:39:12.101189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTG' from 'https://tdm.silogroup.org/data/derivative_storage/HRTG.csv'.
[2025-12-01T20:39:12.112196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTG'.
[2025-12-01T20:39:12.112468] [INFO ] [FORECASTER] Starting predict_future for HRTG
[2025-12-01T20:39:12.113201] [DEBUG] [LOCAL     ] No optimal features file found for HRTG: ./output/feature-sets/HRTG.txt
[2025-12-01T20:39:12.113249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:12.113279] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:12.113305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:12.113359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:12.168721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:12.169315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:12.169387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:12.169418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:12.286677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:12.286807] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:12.286843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:12.286871] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:12.290080] [DEBUG] [FORECASTER] HRTG: Forecast T+1@11:T+2@11: UP (p=63.60%)
[2025-12-01T20:39:12.290334] [INFO ] [FORECASTER] Completed predict_future for HRTG
[2025-12-01T20:39:12.290452] [INFO ] [sig       ] HRTG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:12.428027] [INFO ] [LOCAL     ] Saved forecast: HRTG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HRTG.txt
[2025-12-01T20:39:12.428173] [INFO ] [sig       ] [1600/3634] Completed HRTG in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-01T20:39:12.428211] [INFO ] [sig       ] [1601/3634] Forecasting HRTX...
[2025-12-01T20:39:12.428239] [INFO ] [sig       ] Generating forecast for: HRTX
[2025-12-01T20:39:12.428268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRTX' from 'https://tdm.silogroup.org/data/derivative_storage/HRTX.csv'.
[2025-12-01T20:39:12.439526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HRTX'.
[2025-12-01T20:39:12.439854] [INFO ] [FORECASTER] Starting predict_future for HRTX
[2025-12-01T20:39:12.440638] [DEBUG] [LOCAL     ] No optimal features file found for HRTX: ./output/feature-sets/HRTX.txt
[2025-12-01T20:39:12.440688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:12.440718] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:12.440743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:12.440796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:12.499740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:12.500370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:12.500452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:12.500484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:12.616993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:12.617125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:12.617161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:12.617188] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:12.620485] [DEBUG] [FORECASTER] HRTX: Forecast T+1@11:T+2@11: UP (p=70.45%)
[2025-12-01T20:39:12.620775] [INFO ] [FORECASTER] Completed predict_future for HRTX
[2025-12-01T20:39:12.620897] [INFO ] [sig       ] HRTX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:12.757796] [INFO ] [LOCAL     ] Saved forecast: HRTX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HRTX.txt
[2025-12-01T20:39:12.757947] [INFO ] [sig       ] [1601/3634] Completed HRTX in 0.3s | 2.98 sym/s | Total: 8.9m | ETA: 11.4m
[2025-12-01T20:39:12.757985] [INFO ] [sig       ] [1602/3634] Forecasting HRZN...
[2025-12-01T20:39:12.758014] [INFO ] [sig       ] Generating forecast for: HRZN
[2025-12-01T20:39:12.758042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HRZN' from 'https://tdm.silogroup.org/data/derivative_storage/HRZN.csv'.
[2025-12-01T20:39:12.768668] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HRZN'.
[2025-12-01T20:39:12.768932] [INFO ] [FORECASTER] Starting predict_future for HRZN
[2025-12-01T20:39:12.769668] [DEBUG] [LOCAL     ] No optimal features file found for HRZN: ./output/feature-sets/HRZN.txt
[2025-12-01T20:39:12.769717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:12.769747] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:12.769772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:12.769826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:12.824911] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:12.825506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:12.825599] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:12.825633] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:12.941668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:12.941811] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:12.941848] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:12.941874] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:12.945098] [DEBUG] [FORECASTER] HRZN: Forecast T+1@11:T+2@11: UP (p=82.08%)
[2025-12-01T20:39:12.945370] [INFO ] [FORECASTER] Completed predict_future for HRZN
[2025-12-01T20:39:12.945513] [INFO ] [sig       ] HRZN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:39:13.082198] [INFO ] [LOCAL     ] Saved forecast: HRZN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/HRZN.txt
[2025-12-01T20:39:13.082339] [INFO ] [sig       ] [1602/3634] Completed HRZN in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.4m
[2025-12-01T20:39:13.082377] [INFO ] [sig       ] [1603/3634] Forecasting HSAI...
[2025-12-01T20:39:13.082407] [INFO ] [sig       ] Generating forecast for: HSAI
[2025-12-01T20:39:13.082436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSAI' from 'https://tdm.silogroup.org/data/derivative_storage/HSAI.csv'.
[2025-12-01T20:39:13.093167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSAI'.
[2025-12-01T20:39:13.093440] [INFO ] [FORECASTER] Starting predict_future for HSAI
[2025-12-01T20:39:13.094196] [DEBUG] [LOCAL     ] No optimal features file found for HSAI: ./output/feature-sets/HSAI.txt
[2025-12-01T20:39:13.094245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:13.094273] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:13.094298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:13.094351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:13.149071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:13.149686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:13.149761] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:13.149791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:13.267226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:13.267362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:13.267398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:13.267425] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:13.270698] [DEBUG] [FORECASTER] HSAI: Forecast T+1@11:T+2@11: UP (p=97.46%)
[2025-12-01T20:39:13.270960] [INFO ] [FORECASTER] Completed predict_future for HSAI
[2025-12-01T20:39:13.271078] [INFO ] [sig       ] HSAI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:13.407680] [INFO ] [LOCAL     ] Saved forecast: HSAI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HSAI.txt
[2025-12-01T20:39:13.407793] [INFO ] [sig       ] [1603/3634] Completed HSAI in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:13.407830] [INFO ] [sig       ] [1604/3634] Forecasting HSBC...
[2025-12-01T20:39:13.407858] [INFO ] [sig       ] Generating forecast for: HSBC
[2025-12-01T20:39:13.407885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSBC' from 'https://tdm.silogroup.org/data/derivative_storage/HSBC.csv'.
[2025-12-01T20:39:13.418736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSBC'.
[2025-12-01T20:39:13.419032] [INFO ] [FORECASTER] Starting predict_future for HSBC
[2025-12-01T20:39:13.419774] [DEBUG] [LOCAL     ] No optimal features file found for HSBC: ./output/feature-sets/HSBC.txt
[2025-12-01T20:39:13.419822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:13.419852] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:13.419878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:13.419932] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:13.474714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:13.475524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:13.475623] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:13.475656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:13.592510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:13.592666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:13.592703] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:13.592729] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:13.595845] [DEBUG] [FORECASTER] HSBC: Forecast T+1@11:T+2@11: UP (p=51.96%)
[2025-12-01T20:39:13.596099] [INFO ] [FORECASTER] Completed predict_future for HSBC
[2025-12-01T20:39:13.596219] [INFO ] [sig       ] HSBC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:13.734280] [INFO ] [LOCAL     ] Saved forecast: HSBC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HSBC.txt
[2025-12-01T20:39:13.734396] [INFO ] [sig       ] [1604/3634] Completed HSBC in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:13.734432] [INFO ] [sig       ] [1605/3634] Forecasting HSCS...
[2025-12-01T20:39:13.734460] [INFO ] [sig       ] Generating forecast for: HSCS
[2025-12-01T20:39:13.734488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSCS' from 'https://tdm.silogroup.org/data/derivative_storage/HSCS.csv'.
[2025-12-01T20:39:13.745794] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HSCS'.
[2025-12-01T20:39:13.746103] [INFO ] [FORECASTER] Starting predict_future for HSCS
[2025-12-01T20:39:13.746849] [DEBUG] [LOCAL     ] No optimal features file found for HSCS: ./output/feature-sets/HSCS.txt
[2025-12-01T20:39:13.746896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:13.746926] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:13.746951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:13.747005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:13.802208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:13.802811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:13.802884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:13.802915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:13.914924] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:13.915076] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:13.915113] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:13.915139] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:13.918497] [DEBUG] [FORECASTER] HSCS: Forecast T+1@11:T+2@11: DOWN (p=49.62%)
[2025-12-01T20:39:13.918785] [INFO ] [FORECASTER] Completed predict_future for HSCS
[2025-12-01T20:39:13.918911] [INFO ] [sig       ] HSCS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:39:14.057226] [INFO ] [LOCAL     ] Saved forecast: HSCS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HSCS.txt
[2025-12-01T20:39:14.057394] [INFO ] [sig       ] [1605/3634] Completed HSCS in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:14.057443] [INFO ] [sig       ] [1606/3634] Forecasting HSHP...
[2025-12-01T20:39:14.057474] [INFO ] [sig       ] Generating forecast for: HSHP
[2025-12-01T20:39:14.057503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSHP' from 'https://tdm.silogroup.org/data/derivative_storage/HSHP.csv'.
[2025-12-01T20:39:14.067525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSHP'.
[2025-12-01T20:39:14.067830] [INFO ] [FORECASTER] Starting predict_future for HSHP
[2025-12-01T20:39:14.068645] [DEBUG] [LOCAL     ] No optimal features file found for HSHP: ./output/feature-sets/HSHP.txt
[2025-12-01T20:39:14.068695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:14.068725] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:14.068749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:14.068803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:14.123339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:14.123943] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:14.124015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:14.124045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:14.243911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:14.244052] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:14.244089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:14.244115] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:14.247317] [DEBUG] [FORECASTER] HSHP: Forecast T+1@11:T+2@11: DOWN (p=4.78%)
[2025-12-01T20:39:14.247590] [INFO ] [FORECASTER] Completed predict_future for HSHP
[2025-12-01T20:39:14.247712] [INFO ] [sig       ] HSHP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:14.384779] [INFO ] [LOCAL     ] Saved forecast: HSHP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HSHP.txt
[2025-12-01T20:39:14.384886] [INFO ] [sig       ] [1606/3634] Completed HSHP in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:14.384923] [INFO ] [sig       ] [1607/3634] Forecasting HSIC...
[2025-12-01T20:39:14.384950] [INFO ] [sig       ] Generating forecast for: HSIC
[2025-12-01T20:39:14.384977] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSIC' from 'https://tdm.silogroup.org/data/derivative_storage/HSIC.csv'.
[2025-12-01T20:39:14.395741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSIC'.
[2025-12-01T20:39:14.395995] [INFO ] [FORECASTER] Starting predict_future for HSIC
[2025-12-01T20:39:14.396775] [DEBUG] [LOCAL     ] No optimal features file found for HSIC: ./output/feature-sets/HSIC.txt
[2025-12-01T20:39:14.396824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:14.396855] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:14.396880] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:14.396934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:14.452460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:14.453043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:14.453115] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:14.453145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:14.573668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:14.573770] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:14.573803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:14.573830] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:14.576967] [DEBUG] [FORECASTER] HSIC: Forecast T+1@11:T+2@11: DOWN (p=1.44%)
[2025-12-01T20:39:14.577218] [INFO ] [FORECASTER] Completed predict_future for HSIC
[2025-12-01T20:39:14.577334] [INFO ] [sig       ] HSIC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:14.714841] [INFO ] [LOCAL     ] Saved forecast: HSIC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HSIC.txt
[2025-12-01T20:39:14.714954] [INFO ] [sig       ] [1607/3634] Completed HSIC in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:14.714991] [INFO ] [sig       ] [1608/3634] Forecasting HSII...
[2025-12-01T20:39:14.715019] [INFO ] [sig       ] Generating forecast for: HSII
[2025-12-01T20:39:14.715046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSII' from 'https://tdm.silogroup.org/data/derivative_storage/HSII.csv'.
[2025-12-01T20:39:14.725727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSII'.
[2025-12-01T20:39:14.725982] [INFO ] [FORECASTER] Starting predict_future for HSII
[2025-12-01T20:39:14.726723] [DEBUG] [LOCAL     ] No optimal features file found for HSII: ./output/feature-sets/HSII.txt
[2025-12-01T20:39:14.726782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:14.726813] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:14.726838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:14.726892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:14.782119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:14.782694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:14.782766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:14.782796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:14.899931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:14.900045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:14.900079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:14.900106] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:14.903191] [DEBUG] [FORECASTER] HSII: Forecast T+1@11:T+2@11: UP (p=79.71%)
[2025-12-01T20:39:14.903440] [INFO ] [FORECASTER] Completed predict_future for HSII
[2025-12-01T20:39:14.903559] [INFO ] [sig       ] HSII: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:15.039391] [INFO ] [LOCAL     ] Saved forecast: HSII	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HSII.txt
[2025-12-01T20:39:15.039493] [INFO ] [sig       ] [1608/3634] Completed HSII in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:15.039529] [INFO ] [sig       ] [1609/3634] Forecasting HSTM...
[2025-12-01T20:39:15.039557] [INFO ] [sig       ] Generating forecast for: HSTM
[2025-12-01T20:39:15.039601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSTM' from 'https://tdm.silogroup.org/data/derivative_storage/HSTM.csv'.
[2025-12-01T20:39:15.050193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HSTM'.
[2025-12-01T20:39:15.050449] [INFO ] [FORECASTER] Starting predict_future for HSTM
[2025-12-01T20:39:15.051193] [DEBUG] [LOCAL     ] No optimal features file found for HSTM: ./output/feature-sets/HSTM.txt
[2025-12-01T20:39:15.051242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:15.051271] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:15.051297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:15.051351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:15.106741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:15.107302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:15.107374] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:15.107404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:15.223553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:15.223696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:15.223731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:15.223758] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:15.226860] [DEBUG] [FORECASTER] HSTM: Forecast T+1@11:T+2@11: DOWN (p=14.52%)
[2025-12-01T20:39:15.227114] [INFO ] [FORECASTER] Completed predict_future for HSTM
[2025-12-01T20:39:15.227234] [INFO ] [sig       ] HSTM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:15.364635] [INFO ] [LOCAL     ] Saved forecast: HSTM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HSTM.txt
[2025-12-01T20:39:15.364745] [INFO ] [sig       ] [1609/3634] Completed HSTM in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:15.364781] [INFO ] [sig       ] [1610/3634] Forecasting HSY...
[2025-12-01T20:39:15.364808] [INFO ] [sig       ] Generating forecast for: HSY
[2025-12-01T20:39:15.364835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HSY' from 'https://tdm.silogroup.org/data/derivative_storage/HSY.csv'.
[2025-12-01T20:39:15.376056] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HSY'.
[2025-12-01T20:39:15.376323] [INFO ] [FORECASTER] Starting predict_future for HSY
[2025-12-01T20:39:15.377067] [DEBUG] [LOCAL     ] No optimal features file found for HSY: ./output/feature-sets/HSY.txt
[2025-12-01T20:39:15.377116] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:15.377151] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:15.377177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:15.377231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:15.431551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:15.432127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:15.432202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:15.432232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:15.546608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:15.546711] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:15.546745] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:15.546772] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:15.549838] [DEBUG] [FORECASTER] HSY: Forecast T+1@11:T+2@11: DOWN (p=11.73%)
[2025-12-01T20:39:15.550088] [INFO ] [FORECASTER] Completed predict_future for HSY
[2025-12-01T20:39:15.550203] [INFO ] [sig       ] HSY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:39:15.686787] [INFO ] [LOCAL     ] Saved forecast: HSY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HSY.txt
[2025-12-01T20:39:15.686896] [INFO ] [sig       ] [1610/3634] Completed HSY in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:15.686932] [INFO ] [sig       ] [1611/3634] Forecasting HTBK...
[2025-12-01T20:39:15.686960] [INFO ] [sig       ] Generating forecast for: HTBK
[2025-12-01T20:39:15.686987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTBK' from 'https://tdm.silogroup.org/data/derivative_storage/HTBK.csv'.
[2025-12-01T20:39:15.697362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTBK'.
[2025-12-01T20:39:15.697641] [INFO ] [FORECASTER] Starting predict_future for HTBK
[2025-12-01T20:39:15.698374] [DEBUG] [LOCAL     ] No optimal features file found for HTBK: ./output/feature-sets/HTBK.txt
[2025-12-01T20:39:15.698422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:15.698451] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:15.698476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:15.698530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:15.752892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:15.753450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:15.753523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:15.753553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:15.873651] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:15.873758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:15.873792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:15.873817] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:15.876860] [DEBUG] [FORECASTER] HTBK: Forecast T+1@11:T+2@11: DOWN (p=22.09%)
[2025-12-01T20:39:15.877113] [INFO ] [FORECASTER] Completed predict_future for HTBK
[2025-12-01T20:39:15.877229] [INFO ] [sig       ] HTBK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:16.018470] [INFO ] [LOCAL     ] Saved forecast: HTBK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HTBK.txt
[2025-12-01T20:39:16.018597] [INFO ] [sig       ] [1611/3634] Completed HTBK in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:16.018643] [INFO ] [sig       ] [1612/3634] Forecasting HTD...
[2025-12-01T20:39:16.018671] [INFO ] [sig       ] Generating forecast for: HTD
[2025-12-01T20:39:16.018699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTD' from 'https://tdm.silogroup.org/data/derivative_storage/HTD.csv'.
[2025-12-01T20:39:16.029521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTD'.
[2025-12-01T20:39:16.029806] [INFO ] [FORECASTER] Starting predict_future for HTD
[2025-12-01T20:39:16.030532] [DEBUG] [LOCAL     ] No optimal features file found for HTD: ./output/feature-sets/HTD.txt
[2025-12-01T20:39:16.030596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:16.030628] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:16.030654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:16.030716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:16.086921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:16.087498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:16.087587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:16.087619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:16.206113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:16.206229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:16.206263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:16.206290] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:16.209441] [DEBUG] [FORECASTER] HTD: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-01T20:39:16.209735] [INFO ] [FORECASTER] Completed predict_future for HTD
[2025-12-01T20:39:16.209856] [INFO ] [sig       ] HTD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:16.345661] [INFO ] [LOCAL     ] Saved forecast: HTD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HTD.txt
[2025-12-01T20:39:16.345765] [INFO ] [sig       ] [1612/3634] Completed HTD in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:16.345825] [INFO ] [sig       ] [1613/3634] Forecasting HTGC...
[2025-12-01T20:39:16.345855] [INFO ] [sig       ] Generating forecast for: HTGC
[2025-12-01T20:39:16.345883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTGC' from 'https://tdm.silogroup.org/data/derivative_storage/HTGC.csv'.
[2025-12-01T20:39:16.356612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTGC'.
[2025-12-01T20:39:16.356885] [INFO ] [FORECASTER] Starting predict_future for HTGC
[2025-12-01T20:39:16.357635] [DEBUG] [LOCAL     ] No optimal features file found for HTGC: ./output/feature-sets/HTGC.txt
[2025-12-01T20:39:16.357683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:16.357713] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:16.357737] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:16.357791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:16.412353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:16.413200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:16.413282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:16.413312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:16.529678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:16.529828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:16.529866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:16.529893] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:16.533093] [DEBUG] [FORECASTER] HTGC: Forecast T+1@11:T+2@11: DOWN (p=16.16%)
[2025-12-01T20:39:16.533353] [INFO ] [FORECASTER] Completed predict_future for HTGC
[2025-12-01T20:39:16.533488] [INFO ] [sig       ] HTGC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:16.669646] [INFO ] [LOCAL     ] Saved forecast: HTGC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HTGC.txt
[2025-12-01T20:39:16.669757] [INFO ] [sig       ] [1613/3634] Completed HTGC in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:16.669791] [INFO ] [sig       ] [1614/3634] Forecasting HTH...
[2025-12-01T20:39:16.669820] [INFO ] [sig       ] Generating forecast for: HTH
[2025-12-01T20:39:16.669847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTH' from 'https://tdm.silogroup.org/data/derivative_storage/HTH.csv'.
[2025-12-01T20:39:16.680756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTH'.
[2025-12-01T20:39:16.681009] [INFO ] [FORECASTER] Starting predict_future for HTH
[2025-12-01T20:39:16.681739] [DEBUG] [LOCAL     ] No optimal features file found for HTH: ./output/feature-sets/HTH.txt
[2025-12-01T20:39:16.681788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:16.681817] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:16.681842] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:16.681896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:16.736166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:16.736748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:16.736819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:16.736849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:16.847814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:16.847933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:16.847968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:16.847995] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:16.851164] [DEBUG] [FORECASTER] HTH: Forecast T+1@11:T+2@11: DOWN (p=45.63%)
[2025-12-01T20:39:16.851424] [INFO ] [FORECASTER] Completed predict_future for HTH
[2025-12-01T20:39:16.851543] [INFO ] [sig       ] HTH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:16.988361] [INFO ] [LOCAL     ] Saved forecast: HTH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HTH.txt
[2025-12-01T20:39:16.988473] [INFO ] [sig       ] [1614/3634] Completed HTH in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:16.988510] [INFO ] [sig       ] [1615/3634] Forecasting HTLD...
[2025-12-01T20:39:16.988538] [INFO ] [sig       ] Generating forecast for: HTLD
[2025-12-01T20:39:16.988565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTLD' from 'https://tdm.silogroup.org/data/derivative_storage/HTLD.csv'.
[2025-12-01T20:39:16.999333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTLD'.
[2025-12-01T20:39:16.999620] [INFO ] [FORECASTER] Starting predict_future for HTLD
[2025-12-01T20:39:17.000360] [DEBUG] [LOCAL     ] No optimal features file found for HTLD: ./output/feature-sets/HTLD.txt
[2025-12-01T20:39:17.000408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:17.000438] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:17.000464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:17.000518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:17.055288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:17.055903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:17.055976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:17.056006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:17.174001] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:17.174129] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:17.174182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:17.174209] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:17.177396] [DEBUG] [FORECASTER] HTLD: Forecast T+1@11:T+2@11: DOWN (p=2.33%)
[2025-12-01T20:39:17.177673] [INFO ] [FORECASTER] Completed predict_future for HTLD
[2025-12-01T20:39:17.177791] [INFO ] [sig       ] HTLD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:17.314986] [INFO ] [LOCAL     ] Saved forecast: HTLD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HTLD.txt
[2025-12-01T20:39:17.315108] [INFO ] [sig       ] [1615/3634] Completed HTLD in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:17.315144] [INFO ] [sig       ] [1616/3634] Forecasting HTOO...
[2025-12-01T20:39:17.315172] [INFO ] [sig       ] Generating forecast for: HTOO
[2025-12-01T20:39:17.315200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTOO' from 'https://tdm.silogroup.org/data/derivative_storage/HTOO.csv'.
[2025-12-01T20:39:17.326371] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTOO'.
[2025-12-01T20:39:17.326693] [INFO ] [FORECASTER] Starting predict_future for HTOO
[2025-12-01T20:39:17.327437] [DEBUG] [LOCAL     ] No optimal features file found for HTOO: ./output/feature-sets/HTOO.txt
[2025-12-01T20:39:17.327487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:17.327517] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:17.327588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:17.327665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:17.389312] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:17.390267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:17.390368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:17.390415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:17.515958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:17.516118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:17.516160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:17.516188] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:17.520092] [DEBUG] [FORECASTER] HTOO: Forecast T+1@11:T+2@11: DOWN (p=14.05%)
[2025-12-01T20:39:17.520369] [INFO ] [FORECASTER] Completed predict_future for HTOO
[2025-12-01T20:39:17.520492] [INFO ] [sig       ] HTOO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:17.659882] [INFO ] [LOCAL     ] Saved forecast: HTOO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HTOO.txt
[2025-12-01T20:39:17.660006] [INFO ] [sig       ] [1616/3634] Completed HTOO in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:17.660042] [INFO ] [sig       ] [1617/3634] Forecasting HTZ...
[2025-12-01T20:39:17.660071] [INFO ] [sig       ] Generating forecast for: HTZ
[2025-12-01T20:39:17.660099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HTZ' from 'https://tdm.silogroup.org/data/derivative_storage/HTZ.csv'.
[2025-12-01T20:39:17.670869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HTZ'.
[2025-12-01T20:39:17.671142] [INFO ] [FORECASTER] Starting predict_future for HTZ
[2025-12-01T20:39:17.671882] [DEBUG] [LOCAL     ] No optimal features file found for HTZ: ./output/feature-sets/HTZ.txt
[2025-12-01T20:39:17.671930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:17.671960] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:17.671986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:17.672040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:17.727623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:17.728240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:17.728368] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:17.728406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:17.855691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:17.855836] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:17.855879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:17.855915] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:17.859221] [DEBUG] [FORECASTER] HTZ: Forecast T+1@11:T+2@11: UP (p=90.43%)
[2025-12-01T20:39:17.859482] [INFO ] [FORECASTER] Completed predict_future for HTZ
[2025-12-01T20:39:17.859633] [INFO ] [sig       ] HTZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:18.001820] [INFO ] [LOCAL     ] Saved forecast: HTZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HTZ.txt
[2025-12-01T20:39:18.001947] [INFO ] [sig       ] [1617/3634] Completed HTZ in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:18.001986] [INFO ] [sig       ] [1618/3634] Forecasting HUBB...
[2025-12-01T20:39:18.002013] [INFO ] [sig       ] Generating forecast for: HUBB
[2025-12-01T20:39:18.002040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBB' from 'https://tdm.silogroup.org/data/derivative_storage/HUBB.csv'.
[2025-12-01T20:39:18.012719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBB'.
[2025-12-01T20:39:18.012989] [INFO ] [FORECASTER] Starting predict_future for HUBB
[2025-12-01T20:39:18.013739] [DEBUG] [LOCAL     ] No optimal features file found for HUBB: ./output/feature-sets/HUBB.txt
[2025-12-01T20:39:18.013788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:18.013821] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:18.013847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:18.013901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:18.068197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:18.068934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:18.069011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:18.069042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:18.183471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:18.183622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:18.183659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:18.183685] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:18.186921] [DEBUG] [FORECASTER] HUBB: Forecast T+1@11:T+2@11: UP (p=91.61%)
[2025-12-01T20:39:18.187180] [INFO ] [FORECASTER] Completed predict_future for HUBB
[2025-12-01T20:39:18.187299] [INFO ] [sig       ] HUBB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:18.324073] [INFO ] [LOCAL     ] Saved forecast: HUBB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HUBB.txt
[2025-12-01T20:39:18.324199] [INFO ] [sig       ] [1618/3634] Completed HUBB in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:18.324236] [INFO ] [sig       ] [1619/3634] Forecasting HUBG...
[2025-12-01T20:39:18.324264] [INFO ] [sig       ] Generating forecast for: HUBG
[2025-12-01T20:39:18.324292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBG' from 'https://tdm.silogroup.org/data/derivative_storage/HUBG.csv'.
[2025-12-01T20:39:18.335270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBG'.
[2025-12-01T20:39:18.335557] [INFO ] [FORECASTER] Starting predict_future for HUBG
[2025-12-01T20:39:18.336299] [DEBUG] [LOCAL     ] No optimal features file found for HUBG: ./output/feature-sets/HUBG.txt
[2025-12-01T20:39:18.336347] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:18.336387] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:18.336414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:18.336467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:18.391419] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:18.392020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:18.392092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:18.392123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:18.507804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:18.507935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:18.507970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:18.507996] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:18.511356] [DEBUG] [FORECASTER] HUBG: Forecast T+1@11:T+2@11: UP (p=78.30%)
[2025-12-01T20:39:18.511666] [INFO ] [FORECASTER] Completed predict_future for HUBG
[2025-12-01T20:39:18.511799] [INFO ] [sig       ] HUBG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:18.649750] [INFO ] [LOCAL     ] Saved forecast: HUBG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HUBG.txt
[2025-12-01T20:39:18.649867] [INFO ] [sig       ] [1619/3634] Completed HUBG in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:18.649904] [INFO ] [sig       ] [1620/3634] Forecasting HUBS...
[2025-12-01T20:39:18.649932] [INFO ] [sig       ] Generating forecast for: HUBS
[2025-12-01T20:39:18.649959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUBS' from 'https://tdm.silogroup.org/data/derivative_storage/HUBS.csv'.
[2025-12-01T20:39:18.660938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUBS'.
[2025-12-01T20:39:18.661195] [INFO ] [FORECASTER] Starting predict_future for HUBS
[2025-12-01T20:39:18.661935] [DEBUG] [LOCAL     ] No optimal features file found for HUBS: ./output/feature-sets/HUBS.txt
[2025-12-01T20:39:18.661984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:18.662014] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:18.662039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:18.662093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:18.717831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:18.718520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:18.718615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:18.718649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:18.836386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:18.836528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:18.836564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:18.836608] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:18.839830] [DEBUG] [FORECASTER] HUBS: Forecast T+1@11:T+2@11: DOWN (p=29.62%)
[2025-12-01T20:39:18.840083] [INFO ] [FORECASTER] Completed predict_future for HUBS
[2025-12-01T20:39:18.840199] [INFO ] [sig       ] HUBS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:18.975281] [INFO ] [LOCAL     ] Saved forecast: HUBS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HUBS.txt
[2025-12-01T20:39:18.975414] [INFO ] [sig       ] [1620/3634] Completed HUBS in 0.3s | 2.98 sym/s | Total: 9.0m | ETA: 11.3m
[2025-12-01T20:39:18.975451] [INFO ] [sig       ] [1621/3634] Forecasting HUM...
[2025-12-01T20:39:18.975479] [INFO ] [sig       ] Generating forecast for: HUM
[2025-12-01T20:39:18.975509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUM' from 'https://tdm.silogroup.org/data/derivative_storage/HUM.csv'.
[2025-12-01T20:39:18.986095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUM'.
[2025-12-01T20:39:18.986395] [INFO ] [FORECASTER] Starting predict_future for HUM
[2025-12-01T20:39:18.987130] [DEBUG] [LOCAL     ] No optimal features file found for HUM: ./output/feature-sets/HUM.txt
[2025-12-01T20:39:18.987178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:18.987207] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:18.987233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:18.987288] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:19.042360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:19.043028] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:19.043103] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:19.043133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:19.161994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:19.162145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:19.162181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:19.162208] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:19.165524] [DEBUG] [FORECASTER] HUM: Forecast T+1@11:T+2@11: DOWN (p=12.31%)
[2025-12-01T20:39:19.165805] [INFO ] [FORECASTER] Completed predict_future for HUM
[2025-12-01T20:39:19.165928] [INFO ] [sig       ] HUM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:19.302147] [INFO ] [LOCAL     ] Saved forecast: HUM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HUM.txt
[2025-12-01T20:39:19.302276] [INFO ] [sig       ] [1621/3634] Completed HUM in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:19.302312] [INFO ] [sig       ] [1622/3634] Forecasting HUMA...
[2025-12-01T20:39:19.302340] [INFO ] [sig       ] Generating forecast for: HUMA
[2025-12-01T20:39:19.302369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUMA' from 'https://tdm.silogroup.org/data/derivative_storage/HUMA.csv'.
[2025-12-01T20:39:19.313189] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUMA'.
[2025-12-01T20:39:19.313449] [INFO ] [FORECASTER] Starting predict_future for HUMA
[2025-12-01T20:39:19.314246] [DEBUG] [LOCAL     ] No optimal features file found for HUMA: ./output/feature-sets/HUMA.txt
[2025-12-01T20:39:19.314297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:19.314326] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:19.314351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:19.314404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:19.369554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:19.370251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:19.370328] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:19.370361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:19.491585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:19.491715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:19.491752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:19.491778] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:19.495021] [DEBUG] [FORECASTER] HUMA: Forecast T+1@11:T+2@11: DOWN (p=19.64%)
[2025-12-01T20:39:19.495280] [INFO ] [FORECASTER] Completed predict_future for HUMA
[2025-12-01T20:39:19.495399] [INFO ] [sig       ] HUMA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:19.631337] [INFO ] [LOCAL     ] Saved forecast: HUMA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HUMA.txt
[2025-12-01T20:39:19.631453] [INFO ] [sig       ] [1622/3634] Completed HUMA in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:19.631489] [INFO ] [sig       ] [1623/3634] Forecasting HUN...
[2025-12-01T20:39:19.631522] [INFO ] [sig       ] Generating forecast for: HUN
[2025-12-01T20:39:19.631550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUN' from 'https://tdm.silogroup.org/data/derivative_storage/HUN.csv'.
[2025-12-01T20:39:19.642431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUN'.
[2025-12-01T20:39:19.642737] [INFO ] [FORECASTER] Starting predict_future for HUN
[2025-12-01T20:39:19.643454] [DEBUG] [LOCAL     ] No optimal features file found for HUN: ./output/feature-sets/HUN.txt
[2025-12-01T20:39:19.643502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:19.643532] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:19.643557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:19.643651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:19.698069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:19.698752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:19.698999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:19.699034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:19.816154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:19.816297] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:19.816335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:19.816364] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:19.819797] [DEBUG] [FORECASTER] HUN: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-12-01T20:39:19.820056] [INFO ] [FORECASTER] Completed predict_future for HUN
[2025-12-01T20:39:19.820175] [INFO ] [sig       ] HUN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:19.959126] [INFO ] [LOCAL     ] Saved forecast: HUN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HUN.txt
[2025-12-01T20:39:19.959252] [INFO ] [sig       ] [1623/3634] Completed HUN in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:19.959290] [INFO ] [sig       ] [1624/3634] Forecasting HURC...
[2025-12-01T20:39:19.959318] [INFO ] [sig       ] Generating forecast for: HURC
[2025-12-01T20:39:19.959346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURC' from 'https://tdm.silogroup.org/data/derivative_storage/HURC.csv'.
[2025-12-01T20:39:19.970585] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURC'.
[2025-12-01T20:39:19.970887] [INFO ] [FORECASTER] Starting predict_future for HURC
[2025-12-01T20:39:19.971619] [DEBUG] [LOCAL     ] No optimal features file found for HURC: ./output/feature-sets/HURC.txt
[2025-12-01T20:39:19.971668] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:19.971697] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:19.971722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:19.971777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:20.030096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:20.030905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:20.030984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:20.031016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:20.142503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:20.142667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:20.142705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:20.142732] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:20.145968] [DEBUG] [FORECASTER] HURC: Forecast T+1@11:T+2@11: DOWN (p=41.28%)
[2025-12-01T20:39:20.146239] [INFO ] [FORECASTER] Completed predict_future for HURC
[2025-12-01T20:39:20.146358] [INFO ] [sig       ] HURC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:20.280972] [INFO ] [LOCAL     ] Saved forecast: HURC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HURC.txt
[2025-12-01T20:39:20.281097] [INFO ] [sig       ] [1624/3634] Completed HURC in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:20.281133] [INFO ] [sig       ] [1625/3634] Forecasting HURN...
[2025-12-01T20:39:20.281162] [INFO ] [sig       ] Generating forecast for: HURN
[2025-12-01T20:39:20.281190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HURN' from 'https://tdm.silogroup.org/data/derivative_storage/HURN.csv'.
[2025-12-01T20:39:20.292949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HURN'.
[2025-12-01T20:39:20.293272] [INFO ] [FORECASTER] Starting predict_future for HURN
[2025-12-01T20:39:20.294047] [DEBUG] [LOCAL     ] No optimal features file found for HURN: ./output/feature-sets/HURN.txt
[2025-12-01T20:39:20.294097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:20.294128] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:20.294155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:20.294211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:20.350114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:20.350793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:20.350877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:20.350919] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:20.468434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:20.468604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:20.468641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:20.468668] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:20.471914] [DEBUG] [FORECASTER] HURN: Forecast T+1@11:T+2@11: UP (p=88.74%)
[2025-12-01T20:39:20.472176] [INFO ] [FORECASTER] Completed predict_future for HURN
[2025-12-01T20:39:20.472293] [INFO ] [sig       ] HURN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:20.608103] [INFO ] [LOCAL     ] Saved forecast: HURN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HURN.txt
[2025-12-01T20:39:20.608227] [INFO ] [sig       ] [1625/3634] Completed HURN in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:20.608264] [INFO ] [sig       ] [1626/3634] Forecasting HUYA...
[2025-12-01T20:39:20.608291] [INFO ] [sig       ] Generating forecast for: HUYA
[2025-12-01T20:39:20.608332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HUYA' from 'https://tdm.silogroup.org/data/derivative_storage/HUYA.csv'.
[2025-12-01T20:39:20.619269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HUYA'.
[2025-12-01T20:39:20.619527] [INFO ] [FORECASTER] Starting predict_future for HUYA
[2025-12-01T20:39:20.620249] [DEBUG] [LOCAL     ] No optimal features file found for HUYA: ./output/feature-sets/HUYA.txt
[2025-12-01T20:39:20.620297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:20.620327] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:20.620352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:20.620406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:20.675713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:20.676384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:20.676491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:20.676523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:20.798207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:20.798394] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:20.798433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:20.798477] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:20.801697] [DEBUG] [FORECASTER] HUYA: Forecast T+1@11:T+2@11: DOWN (p=0.77%)
[2025-12-01T20:39:20.801951] [INFO ] [FORECASTER] Completed predict_future for HUYA
[2025-12-01T20:39:20.802070] [INFO ] [sig       ] HUYA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:20.938104] [INFO ] [LOCAL     ] Saved forecast: HUYA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HUYA.txt
[2025-12-01T20:39:20.938218] [INFO ] [sig       ] [1626/3634] Completed HUYA in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:20.938253] [INFO ] [sig       ] [1627/3634] Forecasting HWC...
[2025-12-01T20:39:20.938281] [INFO ] [sig       ] Generating forecast for: HWC
[2025-12-01T20:39:20.938324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWC' from 'https://tdm.silogroup.org/data/derivative_storage/HWC.csv'.
[2025-12-01T20:39:20.949278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWC'.
[2025-12-01T20:39:20.949542] [INFO ] [FORECASTER] Starting predict_future for HWC
[2025-12-01T20:39:20.950271] [DEBUG] [LOCAL     ] No optimal features file found for HWC: ./output/feature-sets/HWC.txt
[2025-12-01T20:39:20.950319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:20.950350] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:20.950375] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:20.950429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:21.006139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:21.006838] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:21.006913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:21.006946] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:21.125587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:21.125719] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:21.125756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:21.125783] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:21.128986] [DEBUG] [FORECASTER] HWC: Forecast T+1@11:T+2@11: UP (p=74.92%)
[2025-12-01T20:39:21.129241] [INFO ] [FORECASTER] Completed predict_future for HWC
[2025-12-01T20:39:21.129358] [INFO ] [sig       ] HWC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:21.266028] [INFO ] [LOCAL     ] Saved forecast: HWC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HWC.txt
[2025-12-01T20:39:21.266143] [INFO ] [sig       ] [1627/3634] Completed HWC in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:21.266180] [INFO ] [sig       ] [1628/3634] Forecasting HWH...
[2025-12-01T20:39:21.266207] [INFO ] [sig       ] Generating forecast for: HWH
[2025-12-01T20:39:21.266234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWH' from 'https://tdm.silogroup.org/data/derivative_storage/HWH.csv'.
[2025-12-01T20:39:21.278203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWH'.
[2025-12-01T20:39:21.278595] [INFO ] [FORECASTER] Starting predict_future for HWH
[2025-12-01T20:39:21.279347] [DEBUG] [LOCAL     ] No optimal features file found for HWH: ./output/feature-sets/HWH.txt
[2025-12-01T20:39:21.279395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:21.279425] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:21.279450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:21.279503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:21.333856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:21.334652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:21.334734] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:21.334787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:21.457520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:21.457691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:21.457730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:21.457758] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:21.461118] [DEBUG] [FORECASTER] HWH: Forecast T+1@11:T+2@11: UP (p=71.26%)
[2025-12-01T20:39:21.461378] [INFO ] [FORECASTER] Completed predict_future for HWH
[2025-12-01T20:39:21.461496] [INFO ] [sig       ] HWH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:21.598206] [INFO ] [LOCAL     ] Saved forecast: HWH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HWH.txt
[2025-12-01T20:39:21.598351] [INFO ] [sig       ] [1628/3634] Completed HWH in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:21.598390] [INFO ] [sig       ] [1629/3634] Forecasting HWKN...
[2025-12-01T20:39:21.598419] [INFO ] [sig       ] Generating forecast for: HWKN
[2025-12-01T20:39:21.598447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWKN' from 'https://tdm.silogroup.org/data/derivative_storage/HWKN.csv'.
[2025-12-01T20:39:21.609437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HWKN'.
[2025-12-01T20:39:21.609709] [INFO ] [FORECASTER] Starting predict_future for HWKN
[2025-12-01T20:39:21.610421] [DEBUG] [LOCAL     ] No optimal features file found for HWKN: ./output/feature-sets/HWKN.txt
[2025-12-01T20:39:21.610469] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:21.610499] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:21.610524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:21.610600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:21.666831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:21.667490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:21.667569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:21.667619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:21.783824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:21.783972] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:21.784009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:21.784036] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:21.787242] [DEBUG] [FORECASTER] HWKN: Forecast T+1@11:T+2@11: UP (p=67.76%)
[2025-12-01T20:39:21.787502] [INFO ] [FORECASTER] Completed predict_future for HWKN
[2025-12-01T20:39:21.787638] [INFO ] [sig       ] HWKN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:21.923558] [INFO ] [LOCAL     ] Saved forecast: HWKN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HWKN.txt
[2025-12-01T20:39:21.923738] [INFO ] [sig       ] [1629/3634] Completed HWKN in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:21.923779] [INFO ] [sig       ] [1630/3634] Forecasting HWM...
[2025-12-01T20:39:21.923809] [INFO ] [sig       ] Generating forecast for: HWM
[2025-12-01T20:39:21.923838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HWM' from 'https://tdm.silogroup.org/data/derivative_storage/HWM.csv'.
[2025-12-01T20:39:21.935006] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HWM'.
[2025-12-01T20:39:21.935276] [INFO ] [FORECASTER] Starting predict_future for HWM
[2025-12-01T20:39:21.936011] [DEBUG] [LOCAL     ] No optimal features file found for HWM: ./output/feature-sets/HWM.txt
[2025-12-01T20:39:21.936060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:21.936090] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:21.936116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:21.936181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:21.991246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:21.991842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:21.991916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:21.991948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:22.109368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:22.109509] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:22.109545] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:22.109590] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:22.112812] [DEBUG] [FORECASTER] HWM: Forecast T+1@11:T+2@11: DOWN (p=4.08%)
[2025-12-01T20:39:22.113070] [INFO ] [FORECASTER] Completed predict_future for HWM
[2025-12-01T20:39:22.113185] [INFO ] [sig       ] HWM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:39:22.250188] [INFO ] [LOCAL     ] Saved forecast: HWM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HWM.txt
[2025-12-01T20:39:22.250315] [INFO ] [sig       ] [1630/3634] Completed HWM in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:22.250352] [INFO ] [sig       ] [1631/3634] Forecasting HXL...
[2025-12-01T20:39:22.250380] [INFO ] [sig       ] Generating forecast for: HXL
[2025-12-01T20:39:22.250408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HXL' from 'https://tdm.silogroup.org/data/derivative_storage/HXL.csv'.
[2025-12-01T20:39:22.261294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HXL'.
[2025-12-01T20:39:22.261589] [INFO ] [FORECASTER] Starting predict_future for HXL
[2025-12-01T20:39:22.262301] [DEBUG] [LOCAL     ] No optimal features file found for HXL: ./output/feature-sets/HXL.txt
[2025-12-01T20:39:22.262349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:22.262379] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:22.262405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:22.262459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:22.316864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:22.317435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:22.317506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:22.317537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:22.439831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:22.439966] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:22.440002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:22.440029] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:22.443215] [DEBUG] [FORECASTER] HXL: Forecast T+1@11:T+2@11: UP (p=67.33%)
[2025-12-01T20:39:22.443470] [INFO ] [FORECASTER] Completed predict_future for HXL
[2025-12-01T20:39:22.443604] [INFO ] [sig       ] HXL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:22.580234] [INFO ] [LOCAL     ] Saved forecast: HXL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HXL.txt
[2025-12-01T20:39:22.580350] [INFO ] [sig       ] [1631/3634] Completed HXL in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:22.580386] [INFO ] [sig       ] [1632/3634] Forecasting HY...
[2025-12-01T20:39:22.580414] [INFO ] [sig       ] Generating forecast for: HY
[2025-12-01T20:39:22.580442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HY' from 'https://tdm.silogroup.org/data/derivative_storage/HY.csv'.
[2025-12-01T20:39:22.590880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HY'.
[2025-12-01T20:39:22.591132] [INFO ] [FORECASTER] Starting predict_future for HY
[2025-12-01T20:39:22.591851] [DEBUG] [LOCAL     ] No optimal features file found for HY: ./output/feature-sets/HY.txt
[2025-12-01T20:39:22.591911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:22.591943] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:22.591968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:22.592021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:22.647090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:22.647686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:22.647759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:22.647789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:22.765271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:22.765390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:22.765425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:22.765453] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:22.768632] [DEBUG] [FORECASTER] HY: Forecast T+1@11:T+2@11: DOWN (p=20.51%)
[2025-12-01T20:39:22.768926] [INFO ] [FORECASTER] Completed predict_future for HY
[2025-12-01T20:39:22.769050] [INFO ] [sig       ] HY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:22.905388] [INFO ] [LOCAL     ] Saved forecast: HY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HY.txt
[2025-12-01T20:39:22.905502] [INFO ] [sig       ] [1632/3634] Completed HY in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:22.905539] [INFO ] [sig       ] [1633/3634] Forecasting HYFM...
[2025-12-01T20:39:22.905568] [INFO ] [sig       ] Generating forecast for: HYFM
[2025-12-01T20:39:22.905614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYFM' from 'https://tdm.silogroup.org/data/derivative_storage/HYFM.csv'.
[2025-12-01T20:39:22.916173] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HYFM'.
[2025-12-01T20:39:22.916447] [INFO ] [FORECASTER] Starting predict_future for HYFM
[2025-12-01T20:39:22.917175] [DEBUG] [LOCAL     ] No optimal features file found for HYFM: ./output/feature-sets/HYFM.txt
[2025-12-01T20:39:22.917223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:22.917278] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:22.917306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:22.917360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:22.972181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:22.972800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:22.972873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:22.972904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:23.085122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:23.085266] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:23.085303] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:23.085329] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:23.088569] [DEBUG] [FORECASTER] HYFM: Forecast T+1@11:T+2@11: DOWN (p=28.77%)
[2025-12-01T20:39:23.088846] [INFO ] [FORECASTER] Completed predict_future for HYFM
[2025-12-01T20:39:23.088977] [INFO ] [sig       ] HYFM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:39:23.225987] [INFO ] [LOCAL     ] Saved forecast: HYFM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HYFM.txt
[2025-12-01T20:39:23.226101] [INFO ] [sig       ] [1633/3634] Completed HYFM in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:23.226137] [INFO ] [sig       ] [1634/3634] Forecasting HYI...
[2025-12-01T20:39:23.226166] [INFO ] [sig       ] Generating forecast for: HYI
[2025-12-01T20:39:23.226193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYI' from 'https://tdm.silogroup.org/data/derivative_storage/HYI.csv'.
[2025-12-01T20:39:23.236804] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYI'.
[2025-12-01T20:39:23.237102] [INFO ] [FORECASTER] Starting predict_future for HYI
[2025-12-01T20:39:23.238191] [DEBUG] [LOCAL     ] No optimal features file found for HYI: ./output/feature-sets/HYI.txt
[2025-12-01T20:39:23.238254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:23.238286] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:23.238337] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:23.238401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:23.294967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:23.295644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:23.295722] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:23.295755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:23.412699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:23.412828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:23.412864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:23.412891] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:23.416077] [DEBUG] [FORECASTER] HYI: Forecast T+1@11:T+2@11: UP (p=84.33%)
[2025-12-01T20:39:23.416337] [INFO ] [FORECASTER] Completed predict_future for HYI
[2025-12-01T20:39:23.416452] [INFO ] [sig       ] HYI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:23.554009] [INFO ] [LOCAL     ] Saved forecast: HYI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HYI.txt
[2025-12-01T20:39:23.554123] [INFO ] [sig       ] [1634/3634] Completed HYI in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:23.554160] [INFO ] [sig       ] [1635/3634] Forecasting HYLS...
[2025-12-01T20:39:23.554187] [INFO ] [sig       ] Generating forecast for: HYLS
[2025-12-01T20:39:23.554215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYLS' from 'https://tdm.silogroup.org/data/derivative_storage/HYLS.csv'.
[2025-12-01T20:39:23.565035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYLS'.
[2025-12-01T20:39:23.565296] [INFO ] [FORECASTER] Starting predict_future for HYLS
[2025-12-01T20:39:23.566032] [DEBUG] [LOCAL     ] No optimal features file found for HYLS: ./output/feature-sets/HYLS.txt
[2025-12-01T20:39:23.566081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:23.566111] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:23.566136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:23.566190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:23.622120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:23.622708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:23.622781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:23.622814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:23.737552] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:23.737707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:23.737742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:23.737769] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:23.740973] [DEBUG] [FORECASTER] HYLS: Forecast T+1@11:T+2@11: DOWN (p=26.75%)
[2025-12-01T20:39:23.741231] [INFO ] [FORECASTER] Completed predict_future for HYLS
[2025-12-01T20:39:23.741346] [INFO ] [sig       ] HYLS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:23.879029] [INFO ] [LOCAL     ] Saved forecast: HYLS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/HYLS.txt
[2025-12-01T20:39:23.879145] [INFO ] [sig       ] [1635/3634] Completed HYLS in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:23.879181] [INFO ] [sig       ] [1636/3634] Forecasting HYMC...
[2025-12-01T20:39:23.879209] [INFO ] [sig       ] Generating forecast for: HYMC
[2025-12-01T20:39:23.879237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYMC' from 'https://tdm.silogroup.org/data/derivative_storage/HYMC.csv'.
[2025-12-01T20:39:23.889967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYMC'.
[2025-12-01T20:39:23.890237] [INFO ] [FORECASTER] Starting predict_future for HYMC
[2025-12-01T20:39:23.890975] [DEBUG] [LOCAL     ] No optimal features file found for HYMC: ./output/feature-sets/HYMC.txt
[2025-12-01T20:39:23.891023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:23.891052] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:23.891078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:23.891131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:23.945689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:23.946249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:23.946322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:23.946353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:24.060932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:24.061063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:24.061099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:24.061160] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:24.064433] [DEBUG] [FORECASTER] HYMC: Forecast T+1@11:T+2@11: UP (p=65.94%)
[2025-12-01T20:39:24.064714] [INFO ] [FORECASTER] Completed predict_future for HYMC
[2025-12-01T20:39:24.064836] [INFO ] [sig       ] HYMC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:24.204142] [INFO ] [LOCAL     ] Saved forecast: HYMC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HYMC.txt
[2025-12-01T20:39:24.204252] [INFO ] [sig       ] [1636/3634] Completed HYMC in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:24.204289] [INFO ] [sig       ] [1637/3634] Forecasting HYXF...
[2025-12-01T20:39:24.204318] [INFO ] [sig       ] Generating forecast for: HYXF
[2025-12-01T20:39:24.204346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYXF' from 'https://tdm.silogroup.org/data/derivative_storage/HYXF.csv'.
[2025-12-01T20:39:24.215945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'HYXF'.
[2025-12-01T20:39:24.216226] [INFO ] [FORECASTER] Starting predict_future for HYXF
[2025-12-01T20:39:24.217000] [DEBUG] [LOCAL     ] No optimal features file found for HYXF: ./output/feature-sets/HYXF.txt
[2025-12-01T20:39:24.217050] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:24.217079] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:24.217105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:24.217158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:24.275914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:24.276675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:24.276758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:24.276796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:24.385359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:24.385476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:24.385510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:24.385536] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:24.388658] [DEBUG] [FORECASTER] HYXF: Forecast T+1@11:T+2@11: UP (p=93.26%)
[2025-12-01T20:39:24.388966] [INFO ] [FORECASTER] Completed predict_future for HYXF
[2025-12-01T20:39:24.389083] [INFO ] [sig       ] HYXF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:24.528523] [INFO ] [LOCAL     ] Saved forecast: HYXF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/HYXF.txt
[2025-12-01T20:39:24.528678] [INFO ] [sig       ] [1637/3634] Completed HYXF in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.2m
[2025-12-01T20:39:24.528719] [INFO ] [sig       ] [1638/3634] Forecasting HYZD...
[2025-12-01T20:39:24.528748] [INFO ] [sig       ] Generating forecast for: HYZD
[2025-12-01T20:39:24.528776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HYZD' from 'https://tdm.silogroup.org/data/derivative_storage/HYZD.csv'.
[2025-12-01T20:39:24.539953] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HYZD'.
[2025-12-01T20:39:24.540271] [INFO ] [FORECASTER] Starting predict_future for HYZD
[2025-12-01T20:39:24.541004] [DEBUG] [LOCAL     ] No optimal features file found for HYZD: ./output/feature-sets/HYZD.txt
[2025-12-01T20:39:24.541052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:24.541082] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:24.541106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:24.541160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:24.596723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:24.597375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:24.597450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:24.597481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:24.714185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:24.714336] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:24.714373] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:24.714402] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:24.717644] [DEBUG] [FORECASTER] HYZD: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-12-01T20:39:24.717919] [INFO ] [FORECASTER] Completed predict_future for HYZD
[2025-12-01T20:39:24.718043] [INFO ] [sig       ] HYZD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:39:24.864811] [INFO ] [LOCAL     ] Saved forecast: HYZD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HYZD.txt
[2025-12-01T20:39:24.864971] [INFO ] [sig       ] [1638/3634] Completed HYZD in 0.3s | 2.98 sym/s | Total: 9.1m | ETA: 11.1m
[2025-12-01T20:39:24.865008] [INFO ] [sig       ] [1639/3634] Forecasting HZO...
[2025-12-01T20:39:24.865037] [INFO ] [sig       ] Generating forecast for: HZO
[2025-12-01T20:39:24.865067] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'HZO' from 'https://tdm.silogroup.org/data/derivative_storage/HZO.csv'.
[2025-12-01T20:39:24.876046] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'HZO'.
[2025-12-01T20:39:24.876320] [INFO ] [FORECASTER] Starting predict_future for HZO
[2025-12-01T20:39:24.877066] [DEBUG] [LOCAL     ] No optimal features file found for HZO: ./output/feature-sets/HZO.txt
[2025-12-01T20:39:24.877114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:24.877143] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:24.877168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:24.877221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:24.932079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:24.932783] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:24.932859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:24.932890] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:25.050029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:25.050190] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:25.050228] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:25.050255] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:25.053485] [DEBUG] [FORECASTER] HZO: Forecast T+1@11:T+2@11: DOWN (p=3.47%)
[2025-12-01T20:39:25.053772] [INFO ] [FORECASTER] Completed predict_future for HZO
[2025-12-01T20:39:25.053891] [INFO ] [sig       ] HZO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:39:25.191220] [INFO ] [LOCAL     ] Saved forecast: HZO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/HZO.txt
[2025-12-01T20:39:25.191343] [INFO ] [sig       ] [1639/3634] Completed HZO in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:25.191379] [INFO ] [sig       ] [1640/3634] Forecasting IAC...
[2025-12-01T20:39:25.191407] [INFO ] [sig       ] Generating forecast for: IAC
[2025-12-01T20:39:25.191435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAC' from 'https://tdm.silogroup.org/data/derivative_storage/IAC.csv'.
[2025-12-01T20:39:25.202123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAC'.
[2025-12-01T20:39:25.202392] [INFO ] [FORECASTER] Starting predict_future for IAC
[2025-12-01T20:39:25.203129] [DEBUG] [LOCAL     ] No optimal features file found for IAC: ./output/feature-sets/IAC.txt
[2025-12-01T20:39:25.203178] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:25.203208] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:25.203234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:25.203287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:25.258005] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:25.258722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:25.258799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:25.258830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:25.379175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:25.379307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:25.379341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:25.379368] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:25.382528] [DEBUG] [FORECASTER] IAC: Forecast T+1@11:T+2@11: UP (p=73.50%)
[2025-12-01T20:39:25.382802] [INFO ] [FORECASTER] Completed predict_future for IAC
[2025-12-01T20:39:25.382923] [INFO ] [sig       ] IAC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:25.519049] [INFO ] [LOCAL     ] Saved forecast: IAC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IAC.txt
[2025-12-01T20:39:25.519152] [INFO ] [sig       ] [1640/3634] Completed IAC in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:25.519189] [INFO ] [sig       ] [1641/3634] Forecasting IAE...
[2025-12-01T20:39:25.519217] [INFO ] [sig       ] Generating forecast for: IAE
[2025-12-01T20:39:25.519245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAE' from 'https://tdm.silogroup.org/data/derivative_storage/IAE.csv'.
[2025-12-01T20:39:25.530453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAE'.
[2025-12-01T20:39:25.530761] [INFO ] [FORECASTER] Starting predict_future for IAE
[2025-12-01T20:39:25.531469] [DEBUG] [LOCAL     ] No optimal features file found for IAE: ./output/feature-sets/IAE.txt
[2025-12-01T20:39:25.531518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:25.531548] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:25.531598] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:25.531655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:25.586525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:25.587122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:25.587194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:25.587225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:25.698994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:25.699105] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:25.699140] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:25.699166] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:25.702235] [DEBUG] [FORECASTER] IAE: Forecast T+1@11:T+2@11: DOWN (p=47.09%)
[2025-12-01T20:39:25.702492] [INFO ] [FORECASTER] Completed predict_future for IAE
[2025-12-01T20:39:25.702628] [INFO ] [sig       ] IAE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:25.843977] [INFO ] [LOCAL     ] Saved forecast: IAE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IAE.txt
[2025-12-01T20:39:25.844108] [INFO ] [sig       ] [1641/3634] Completed IAE in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:25.844151] [INFO ] [sig       ] [1642/3634] Forecasting IAG...
[2025-12-01T20:39:25.844185] [INFO ] [sig       ] Generating forecast for: IAG
[2025-12-01T20:39:25.844216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAG' from 'https://tdm.silogroup.org/data/derivative_storage/IAG.csv'.
[2025-12-01T20:39:25.855289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAG'.
[2025-12-01T20:39:25.855541] [INFO ] [FORECASTER] Starting predict_future for IAG
[2025-12-01T20:39:25.856264] [DEBUG] [LOCAL     ] No optimal features file found for IAG: ./output/feature-sets/IAG.txt
[2025-12-01T20:39:25.856312] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:25.856349] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:25.856374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:25.856429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:25.911987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:25.912560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:25.912649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:25.912681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:26.033598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:26.033730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:26.033766] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:26.033793] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:26.036958] [DEBUG] [FORECASTER] IAG: Forecast T+1@11:T+2@11: UP (p=64.42%)
[2025-12-01T20:39:26.037226] [INFO ] [FORECASTER] Completed predict_future for IAG
[2025-12-01T20:39:26.037343] [INFO ] [sig       ] IAG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:26.175290] [INFO ] [LOCAL     ] Saved forecast: IAG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IAG.txt
[2025-12-01T20:39:26.175423] [INFO ] [sig       ] [1642/3634] Completed IAG in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:26.175459] [INFO ] [sig       ] [1643/3634] Forecasting IAS...
[2025-12-01T20:39:26.175487] [INFO ] [sig       ] Generating forecast for: IAS
[2025-12-01T20:39:26.175515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IAS' from 'https://tdm.silogroup.org/data/derivative_storage/IAS.csv'.
[2025-12-01T20:39:26.186492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IAS'.
[2025-12-01T20:39:26.186777] [INFO ] [FORECASTER] Starting predict_future for IAS
[2025-12-01T20:39:26.187488] [DEBUG] [LOCAL     ] No optimal features file found for IAS: ./output/feature-sets/IAS.txt
[2025-12-01T20:39:26.187537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:26.187597] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:26.187626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:26.187681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:26.243014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:26.243711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:26.243816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:26.243849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:26.359128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:26.359249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:26.359283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:26.359310] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:26.362422] [DEBUG] [FORECASTER] IAS: Forecast T+1@11:T+2@11: DOWN (p=42.37%)
[2025-12-01T20:39:26.362699] [INFO ] [FORECASTER] Completed predict_future for IAS
[2025-12-01T20:39:26.362816] [INFO ] [sig       ] IAS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:26.503674] [INFO ] [LOCAL     ] Saved forecast: IAS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IAS.txt
[2025-12-01T20:39:26.503822] [INFO ] [sig       ] [1643/3634] Completed IAS in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:26.503859] [INFO ] [sig       ] [1644/3634] Forecasting IBB...
[2025-12-01T20:39:26.503890] [INFO ] [sig       ] Generating forecast for: IBB
[2025-12-01T20:39:26.503918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBB' from 'https://tdm.silogroup.org/data/derivative_storage/IBB.csv'.
[2025-12-01T20:39:26.515641] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'IBB'.
[2025-12-01T20:39:26.515950] [INFO ] [FORECASTER] Starting predict_future for IBB
[2025-12-01T20:39:26.516690] [DEBUG] [LOCAL     ] No optimal features file found for IBB: ./output/feature-sets/IBB.txt
[2025-12-01T20:39:26.516739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:26.516769] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:26.516795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:26.516849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:26.571914] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:26.572737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:26.572815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:26.572846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:26.695507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:26.695677] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:26.695722] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:26.695750] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:26.698991] [DEBUG] [FORECASTER] IBB: Forecast T+1@11:T+2@11: UP (p=72.64%)
[2025-12-01T20:39:26.699249] [INFO ] [FORECASTER] Completed predict_future for IBB
[2025-12-01T20:39:26.699366] [INFO ] [sig       ] IBB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:39:26.835414] [INFO ] [LOCAL     ] Saved forecast: IBB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IBB.txt
[2025-12-01T20:39:26.835531] [INFO ] [sig       ] [1644/3634] Completed IBB in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:26.835567] [INFO ] [sig       ] [1645/3634] Forecasting IBBQ...
[2025-12-01T20:39:26.835617] [INFO ] [sig       ] Generating forecast for: IBBQ
[2025-12-01T20:39:26.835646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBBQ' from 'https://tdm.silogroup.org/data/derivative_storage/IBBQ.csv'.
[2025-12-01T20:39:26.846230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBBQ'.
[2025-12-01T20:39:26.846563] [INFO ] [FORECASTER] Starting predict_future for IBBQ
[2025-12-01T20:39:26.847321] [DEBUG] [LOCAL     ] No optimal features file found for IBBQ: ./output/feature-sets/IBBQ.txt
[2025-12-01T20:39:26.847370] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:26.847400] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:26.847426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:26.847479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:26.901965] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:26.902634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:26.902710] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:26.902741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:27.006954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:27.007092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:27.007128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:27.007156] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:27.010344] [DEBUG] [FORECASTER] IBBQ: Forecast T+1@11:T+2@11: UP (p=58.40%)
[2025-12-01T20:39:27.010616] [INFO ] [FORECASTER] Completed predict_future for IBBQ
[2025-12-01T20:39:27.010735] [INFO ] [sig       ] IBBQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:27.148046] [INFO ] [LOCAL     ] Saved forecast: IBBQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IBBQ.txt
[2025-12-01T20:39:27.148171] [INFO ] [sig       ] [1645/3634] Completed IBBQ in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:27.148207] [INFO ] [sig       ] [1646/3634] Forecasting IBCP...
[2025-12-01T20:39:27.148236] [INFO ] [sig       ] Generating forecast for: IBCP
[2025-12-01T20:39:27.148264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBCP' from 'https://tdm.silogroup.org/data/derivative_storage/IBCP.csv'.
[2025-12-01T20:39:27.158721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBCP'.
[2025-12-01T20:39:27.159003] [INFO ] [FORECASTER] Starting predict_future for IBCP
[2025-12-01T20:39:27.159739] [DEBUG] [LOCAL     ] No optimal features file found for IBCP: ./output/feature-sets/IBCP.txt
[2025-12-01T20:39:27.159787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:27.159817] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:27.159847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:27.159906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:27.215326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:27.216051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:27.216126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:27.216157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:27.332168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:27.332305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:27.332341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:27.332368] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:27.335541] [DEBUG] [FORECASTER] IBCP: Forecast T+1@11:T+2@11: DOWN (p=7.59%)
[2025-12-01T20:39:27.335818] [INFO ] [FORECASTER] Completed predict_future for IBCP
[2025-12-01T20:39:27.335936] [INFO ] [sig       ] IBCP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:27.473382] [INFO ] [LOCAL     ] Saved forecast: IBCP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IBCP.txt
[2025-12-01T20:39:27.473536] [INFO ] [sig       ] [1646/3634] Completed IBCP in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:27.473596] [INFO ] [sig       ] [1647/3634] Forecasting IBEX...
[2025-12-01T20:39:27.473627] [INFO ] [sig       ] Generating forecast for: IBEX
[2025-12-01T20:39:27.473656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBEX' from 'https://tdm.silogroup.org/data/derivative_storage/IBEX.csv'.
[2025-12-01T20:39:27.484242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBEX'.
[2025-12-01T20:39:27.484520] [INFO ] [FORECASTER] Starting predict_future for IBEX
[2025-12-01T20:39:27.485258] [DEBUG] [LOCAL     ] No optimal features file found for IBEX: ./output/feature-sets/IBEX.txt
[2025-12-01T20:39:27.485307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:27.485337] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:27.485361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:27.485415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:27.540477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:27.541118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:27.541193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:27.541223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:27.662191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:27.662336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:27.662373] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:27.662399] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:27.665643] [DEBUG] [FORECASTER] IBEX: Forecast T+1@11:T+2@11: DOWN (p=18.67%)
[2025-12-01T20:39:27.665903] [INFO ] [FORECASTER] Completed predict_future for IBEX
[2025-12-01T20:39:27.666026] [INFO ] [sig       ] IBEX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:27.802880] [INFO ] [LOCAL     ] Saved forecast: IBEX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IBEX.txt
[2025-12-01T20:39:27.803028] [INFO ] [sig       ] [1647/3634] Completed IBEX in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:27.803066] [INFO ] [sig       ] [1648/3634] Forecasting IBM...
[2025-12-01T20:39:27.803094] [INFO ] [sig       ] Generating forecast for: IBM
[2025-12-01T20:39:27.803122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBM' from 'https://tdm.silogroup.org/data/derivative_storage/IBM.csv'.
[2025-12-01T20:39:27.834235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBM'.
[2025-12-01T20:39:27.834521] [INFO ] [FORECASTER] Starting predict_future for IBM
[2025-12-01T20:39:27.835265] [DEBUG] [LOCAL     ] No optimal features file found for IBM: ./output/feature-sets/IBM.txt
[2025-12-01T20:39:27.835313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:27.835343] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:27.835369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:27.835423] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:27.890565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:27.891197] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:27.891269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:27.891300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:28.009715] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:28.009849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:28.009886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:28.009913] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:28.013076] [DEBUG] [FORECASTER] IBM: Forecast T+1@11:T+2@11: UP (p=94.16%)
[2025-12-01T20:39:28.013332] [INFO ] [FORECASTER] Completed predict_future for IBM
[2025-12-01T20:39:28.013491] [INFO ] [sig       ] IBM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:28.148544] [INFO ] [LOCAL     ] Saved forecast: IBM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IBM.txt
[2025-12-01T20:39:28.148683] [INFO ] [sig       ] [1648/3634] Completed IBM in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:28.148720] [INFO ] [sig       ] [1649/3634] Forecasting IBN...
[2025-12-01T20:39:28.148749] [INFO ] [sig       ] Generating forecast for: IBN
[2025-12-01T20:39:28.148777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBN' from 'https://tdm.silogroup.org/data/derivative_storage/IBN.csv'.
[2025-12-01T20:39:28.159789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBN'.
[2025-12-01T20:39:28.160070] [INFO ] [FORECASTER] Starting predict_future for IBN
[2025-12-01T20:39:28.160808] [DEBUG] [LOCAL     ] No optimal features file found for IBN: ./output/feature-sets/IBN.txt
[2025-12-01T20:39:28.160856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:28.160886] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:28.160911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:28.160965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:28.216079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:28.216775] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:28.216850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:28.216881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:28.335695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:28.335841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:28.335877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:28.335904] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:28.339131] [DEBUG] [FORECASTER] IBN: Forecast T+1@11:T+2@11: DOWN (p=11.09%)
[2025-12-01T20:39:28.339394] [INFO ] [FORECASTER] Completed predict_future for IBN
[2025-12-01T20:39:28.339514] [INFO ] [sig       ] IBN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:28.475238] [INFO ] [LOCAL     ] Saved forecast: IBN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IBN.txt
[2025-12-01T20:39:28.475363] [INFO ] [sig       ] [1649/3634] Completed IBN in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:28.475399] [INFO ] [sig       ] [1650/3634] Forecasting IBOC...
[2025-12-01T20:39:28.475428] [INFO ] [sig       ] Generating forecast for: IBOC
[2025-12-01T20:39:28.475455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBOC' from 'https://tdm.silogroup.org/data/derivative_storage/IBOC.csv'.
[2025-12-01T20:39:28.486756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBOC'.
[2025-12-01T20:39:28.487053] [INFO ] [FORECASTER] Starting predict_future for IBOC
[2025-12-01T20:39:28.487787] [DEBUG] [LOCAL     ] No optimal features file found for IBOC: ./output/feature-sets/IBOC.txt
[2025-12-01T20:39:28.487835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:28.487891] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:28.487917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:28.487973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:28.542228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:28.542841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:28.542916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:28.542947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:28.655132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:28.655279] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:28.655317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:28.655362] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:28.658598] [DEBUG] [FORECASTER] IBOC: Forecast T+1@11:T+2@11: DOWN (p=14.04%)
[2025-12-01T20:39:28.658859] [INFO ] [FORECASTER] Completed predict_future for IBOC
[2025-12-01T20:39:28.658977] [INFO ] [sig       ] IBOC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:28.798102] [INFO ] [LOCAL     ] Saved forecast: IBOC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IBOC.txt
[2025-12-01T20:39:28.798238] [INFO ] [sig       ] [1650/3634] Completed IBOC in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:28.798276] [INFO ] [sig       ] [1651/3634] Forecasting IBP...
[2025-12-01T20:39:28.798305] [INFO ] [sig       ] Generating forecast for: IBP
[2025-12-01T20:39:28.798349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBP' from 'https://tdm.silogroup.org/data/derivative_storage/IBP.csv'.
[2025-12-01T20:39:28.809421] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBP'.
[2025-12-01T20:39:28.809736] [INFO ] [FORECASTER] Starting predict_future for IBP
[2025-12-01T20:39:28.810465] [DEBUG] [LOCAL     ] No optimal features file found for IBP: ./output/feature-sets/IBP.txt
[2025-12-01T20:39:28.810513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:28.810543] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:28.810585] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:28.810642] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:28.865991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:28.866833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:28.866919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:28.866950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:28.986891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:28.987048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:28.987087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:28.987115] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:28.990432] [DEBUG] [FORECASTER] IBP: Forecast T+1@11:T+2@11: DOWN (p=5.37%)
[2025-12-01T20:39:28.990717] [INFO ] [FORECASTER] Completed predict_future for IBP
[2025-12-01T20:39:28.990840] [INFO ] [sig       ] IBP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:29.131848] [INFO ] [LOCAL     ] Saved forecast: IBP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IBP.txt
[2025-12-01T20:39:29.132018] [INFO ] [sig       ] [1651/3634] Completed IBP in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:29.132060] [INFO ] [sig       ] [1652/3634] Forecasting IBRX...
[2025-12-01T20:39:29.132088] [INFO ] [sig       ] Generating forecast for: IBRX
[2025-12-01T20:39:29.132116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBRX' from 'https://tdm.silogroup.org/data/derivative_storage/IBRX.csv'.
[2025-12-01T20:39:29.143457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBRX'.
[2025-12-01T20:39:29.143748] [INFO ] [FORECASTER] Starting predict_future for IBRX
[2025-12-01T20:39:29.144510] [DEBUG] [LOCAL     ] No optimal features file found for IBRX: ./output/feature-sets/IBRX.txt
[2025-12-01T20:39:29.144559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:29.144610] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:29.144637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:29.144692] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:29.199511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:29.200266] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:29.200357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:29.200388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:29.315443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:29.315608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:29.315647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:29.315673] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:29.318899] [DEBUG] [FORECASTER] IBRX: Forecast T+1@11:T+2@11: UP (p=70.80%)
[2025-12-01T20:39:29.319159] [INFO ] [FORECASTER] Completed predict_future for IBRX
[2025-12-01T20:39:29.319274] [INFO ] [sig       ] IBRX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:29.457076] [INFO ] [LOCAL     ] Saved forecast: IBRX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IBRX.txt
[2025-12-01T20:39:29.457258] [INFO ] [sig       ] [1652/3634] Completed IBRX in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:29.457299] [INFO ] [sig       ] [1653/3634] Forecasting IBTF...
[2025-12-01T20:39:29.457330] [INFO ] [sig       ] Generating forecast for: IBTF
[2025-12-01T20:39:29.457361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTF' from 'https://tdm.silogroup.org/data/derivative_storage/IBTF.csv'.
[2025-12-01T20:39:29.468557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTF'.
[2025-12-01T20:39:29.468861] [INFO ] [FORECASTER] Starting predict_future for IBTF
[2025-12-01T20:39:29.469631] [DEBUG] [LOCAL     ] No optimal features file found for IBTF: ./output/feature-sets/IBTF.txt
[2025-12-01T20:39:29.469680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:29.469711] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:29.469736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:29.469790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:29.524240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:29.524829] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:29.524902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:29.524933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:29.630504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:29.630625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:29.630660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:29.630717] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:29.633778] [DEBUG] [FORECASTER] IBTF: Forecast T+1@11:T+2@11: UP (p=95.38%)
[2025-12-01T20:39:29.634032] [INFO ] [FORECASTER] Completed predict_future for IBTF
[2025-12-01T20:39:29.634148] [INFO ] [sig       ] IBTF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:29.778906] [INFO ] [LOCAL     ] Saved forecast: IBTF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IBTF.txt
[2025-12-01T20:39:29.779051] [INFO ] [sig       ] [1653/3634] Completed IBTF in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:29.779091] [INFO ] [sig       ] [1654/3634] Forecasting IBTG...
[2025-12-01T20:39:29.779121] [INFO ] [sig       ] Generating forecast for: IBTG
[2025-12-01T20:39:29.779151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTG' from 'https://tdm.silogroup.org/data/derivative_storage/IBTG.csv'.
[2025-12-01T20:39:29.791128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTG'.
[2025-12-01T20:39:29.791484] [INFO ] [FORECASTER] Starting predict_future for IBTG
[2025-12-01T20:39:29.792281] [DEBUG] [LOCAL     ] No optimal features file found for IBTG: ./output/feature-sets/IBTG.txt
[2025-12-01T20:39:29.792331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:29.792361] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:29.792400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:29.792456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:29.848525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:29.849394] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:29.849476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:29.849507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:29.971397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:29.971546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:29.971602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:29.971633] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:29.974969] [DEBUG] [FORECASTER] IBTG: Forecast T+1@11:T+2@11: DOWN (p=27.34%)
[2025-12-01T20:39:29.975264] [INFO ] [FORECASTER] Completed predict_future for IBTG
[2025-12-01T20:39:29.975393] [INFO ] [sig       ] IBTG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:30.115441] [INFO ] [LOCAL     ] Saved forecast: IBTG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IBTG.txt
[2025-12-01T20:39:30.115636] [INFO ] [sig       ] [1654/3634] Completed IBTG in 0.3s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:30.115684] [INFO ] [sig       ] [1655/3634] Forecasting IBTH...
[2025-12-01T20:39:30.115713] [INFO ] [sig       ] Generating forecast for: IBTH
[2025-12-01T20:39:30.115743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTH' from 'https://tdm.silogroup.org/data/derivative_storage/IBTH.csv'.
[2025-12-01T20:39:30.127503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTH'.
[2025-12-01T20:39:30.127914] [INFO ] [FORECASTER] Starting predict_future for IBTH
[2025-12-01T20:39:30.128941] [DEBUG] [LOCAL     ] No optimal features file found for IBTH: ./output/feature-sets/IBTH.txt
[2025-12-01T20:39:30.128996] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:30.129026] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:30.129051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:30.129120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:30.187517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:30.188424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:30.188513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:30.188546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:30.314355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:30.314514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:30.314553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:30.314605] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:30.318532] [DEBUG] [FORECASTER] IBTH: Forecast T+1@11:T+2@11: UP (p=64.78%)
[2025-12-01T20:39:30.318929] [INFO ] [FORECASTER] Completed predict_future for IBTH
[2025-12-01T20:39:30.319074] [INFO ] [sig       ] IBTH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:30.480933] [INFO ] [LOCAL     ] Saved forecast: IBTH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IBTH.txt
[2025-12-01T20:39:30.481154] [INFO ] [sig       ] [1655/3634] Completed IBTH in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 11.1m
[2025-12-01T20:39:30.481220] [INFO ] [sig       ] [1656/3634] Forecasting IBTI...
[2025-12-01T20:39:30.481270] [INFO ] [sig       ] Generating forecast for: IBTI
[2025-12-01T20:39:30.481321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTI' from 'https://tdm.silogroup.org/data/derivative_storage/IBTI.csv'.
[2025-12-01T20:39:30.497003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTI'.
[2025-12-01T20:39:30.497465] [INFO ] [FORECASTER] Starting predict_future for IBTI
[2025-12-01T20:39:30.498643] [DEBUG] [LOCAL     ] No optimal features file found for IBTI: ./output/feature-sets/IBTI.txt
[2025-12-01T20:39:30.498709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:30.498760] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:30.498804] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:30.498894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:30.561960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:30.562965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:30.563056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:30.563088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:30.692452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:30.692657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:30.692715] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:30.692757] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:30.696497] [DEBUG] [FORECASTER] IBTI: Forecast T+1@11:T+2@11: DOWN (p=31.20%)
[2025-12-01T20:39:30.696857] [INFO ] [FORECASTER] Completed predict_future for IBTI
[2025-12-01T20:39:30.697017] [INFO ] [sig       ] IBTI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:30.849657] [INFO ] [LOCAL     ] Saved forecast: IBTI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IBTI.txt
[2025-12-01T20:39:30.849827] [INFO ] [sig       ] [1656/3634] Completed IBTI in 0.4s | 2.98 sym/s | Total: 9.2m | ETA: 11.0m
[2025-12-01T20:39:30.849868] [INFO ] [sig       ] [1657/3634] Forecasting IBTJ...
[2025-12-01T20:39:30.849904] [INFO ] [sig       ] Generating forecast for: IBTJ
[2025-12-01T20:39:30.849945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTJ' from 'https://tdm.silogroup.org/data/derivative_storage/IBTJ.csv'.
[2025-12-01T20:39:30.862051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTJ'.
[2025-12-01T20:39:30.862482] [INFO ] [FORECASTER] Starting predict_future for IBTJ
[2025-12-01T20:39:30.863309] [DEBUG] [LOCAL     ] No optimal features file found for IBTJ: ./output/feature-sets/IBTJ.txt
[2025-12-01T20:39:30.863361] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:30.863393] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:30.863420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:30.863477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:30.922813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:30.923758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:30.923848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:30.923880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:31.051835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:31.051995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:31.052033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:31.052060] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:31.056268] [DEBUG] [FORECASTER] IBTJ: Forecast T+1@11:T+2@11: DOWN (p=18.08%)
[2025-12-01T20:39:31.056676] [INFO ] [FORECASTER] Completed predict_future for IBTJ
[2025-12-01T20:39:31.056826] [INFO ] [sig       ] IBTJ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:31.212251] [INFO ] [LOCAL     ] Saved forecast: IBTJ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IBTJ.txt
[2025-12-01T20:39:31.212437] [INFO ] [sig       ] [1657/3634] Completed IBTJ in 0.4s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:31.212483] [INFO ] [sig       ] [1658/3634] Forecasting IBTK...
[2025-12-01T20:39:31.212521] [INFO ] [sig       ] Generating forecast for: IBTK
[2025-12-01T20:39:31.212554] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTK' from 'https://tdm.silogroup.org/data/derivative_storage/IBTK.csv'.
[2025-12-01T20:39:31.231012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTK'.
[2025-12-01T20:39:31.231754] [INFO ] [FORECASTER] Starting predict_future for IBTK
[2025-12-01T20:39:31.233127] [DEBUG] [LOCAL     ] No optimal features file found for IBTK: ./output/feature-sets/IBTK.txt
[2025-12-01T20:39:31.233199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:31.233248] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:31.233290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:31.233381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:31.315385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:31.316882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:31.317014] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:31.317064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:31.463818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:31.463981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:31.464022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:31.464050] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:31.468101] [DEBUG] [FORECASTER] IBTK: Forecast T+1@11:T+2@11: DOWN (p=14.38%)
[2025-12-01T20:39:31.468506] [INFO ] [FORECASTER] Completed predict_future for IBTK
[2025-12-01T20:39:31.468682] [INFO ] [sig       ] IBTK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:31.611267] [INFO ] [LOCAL     ] Saved forecast: IBTK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IBTK.txt
[2025-12-01T20:39:31.611430] [INFO ] [sig       ] [1658/3634] Completed IBTK in 0.4s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:31.611472] [INFO ] [sig       ] [1659/3634] Forecasting IBTL...
[2025-12-01T20:39:31.611500] [INFO ] [sig       ] Generating forecast for: IBTL
[2025-12-01T20:39:31.611527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTL' from 'https://tdm.silogroup.org/data/derivative_storage/IBTL.csv'.
[2025-12-01T20:39:31.623329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTL'.
[2025-12-01T20:39:31.623704] [INFO ] [FORECASTER] Starting predict_future for IBTL
[2025-12-01T20:39:31.624521] [DEBUG] [LOCAL     ] No optimal features file found for IBTL: ./output/feature-sets/IBTL.txt
[2025-12-01T20:39:31.624593] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:31.624646] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:31.624693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:31.624752] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:31.683470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:31.684377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:31.684461] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:31.684495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:31.810844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:31.811208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:31.811256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:31.811287] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:31.815239] [DEBUG] [FORECASTER] IBTL: Forecast T+1@11:T+2@11: DOWN (p=34.37%)
[2025-12-01T20:39:31.815519] [INFO ] [FORECASTER] Completed predict_future for IBTL
[2025-12-01T20:39:31.815666] [INFO ] [sig       ] IBTL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:31.955449] [INFO ] [LOCAL     ] Saved forecast: IBTL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IBTL.txt
[2025-12-01T20:39:31.955619] [INFO ] [sig       ] [1659/3634] Completed IBTL in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:31.955658] [INFO ] [sig       ] [1660/3634] Forecasting IBTM...
[2025-12-01T20:39:31.955687] [INFO ] [sig       ] Generating forecast for: IBTM
[2025-12-01T20:39:31.955717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTM' from 'https://tdm.silogroup.org/data/derivative_storage/IBTM.csv'.
[2025-12-01T20:39:31.967861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTM'.
[2025-12-01T20:39:31.968255] [INFO ] [FORECASTER] Starting predict_future for IBTM
[2025-12-01T20:39:31.969168] [DEBUG] [LOCAL     ] No optimal features file found for IBTM: ./output/feature-sets/IBTM.txt
[2025-12-01T20:39:31.969224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:31.969257] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:31.969284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:31.969339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:32.028905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:32.029784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:32.029900] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:32.029934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:32.152418] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:32.152565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:32.152621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:32.152649] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:32.155862] [DEBUG] [FORECASTER] IBTM: Forecast T+1@11:T+2@11: DOWN (p=17.44%)
[2025-12-01T20:39:32.156118] [INFO ] [FORECASTER] Completed predict_future for IBTM
[2025-12-01T20:39:32.156236] [INFO ] [sig       ] IBTM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:32.294895] [INFO ] [LOCAL     ] Saved forecast: IBTM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IBTM.txt
[2025-12-01T20:39:32.295024] [INFO ] [sig       ] [1660/3634] Completed IBTM in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:32.295061] [INFO ] [sig       ] [1661/3634] Forecasting IBTO...
[2025-12-01T20:39:32.295090] [INFO ] [sig       ] Generating forecast for: IBTO
[2025-12-01T20:39:32.295118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IBTO' from 'https://tdm.silogroup.org/data/derivative_storage/IBTO.csv'.
[2025-12-01T20:39:32.305406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IBTO'.
[2025-12-01T20:39:32.305717] [INFO ] [FORECASTER] Starting predict_future for IBTO
[2025-12-01T20:39:32.306447] [DEBUG] [LOCAL     ] No optimal features file found for IBTO: ./output/feature-sets/IBTO.txt
[2025-12-01T20:39:32.306496] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:32.306527] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:32.306552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:32.306631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:32.362088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:32.362788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:32.362864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:32.362898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:32.485694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:32.485842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:32.485880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:32.485923] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:32.489337] [DEBUG] [FORECASTER] IBTO: Forecast T+1@11:T+2@11: DOWN (p=3.68%)
[2025-12-01T20:39:32.489624] [INFO ] [FORECASTER] Completed predict_future for IBTO
[2025-12-01T20:39:32.489745] [INFO ] [sig       ] IBTO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:32.628280] [INFO ] [LOCAL     ] Saved forecast: IBTO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IBTO.txt
[2025-12-01T20:39:32.628424] [INFO ] [sig       ] [1661/3634] Completed IBTO in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:32.628461] [INFO ] [sig       ] [1662/3634] Forecasting ICE...
[2025-12-01T20:39:32.628490] [INFO ] [sig       ] Generating forecast for: ICE
[2025-12-01T20:39:32.628518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICE' from 'https://tdm.silogroup.org/data/derivative_storage/ICE.csv'.
[2025-12-01T20:39:32.639609] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICE'.
[2025-12-01T20:39:32.639896] [INFO ] [FORECASTER] Starting predict_future for ICE
[2025-12-01T20:39:32.640646] [DEBUG] [LOCAL     ] No optimal features file found for ICE: ./output/feature-sets/ICE.txt
[2025-12-01T20:39:32.640694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:32.640724] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:32.640749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:32.640803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:32.697667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:32.698332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:32.698413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:32.698445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:32.819636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:32.819781] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:32.819830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:32.819860] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:32.823098] [DEBUG] [FORECASTER] ICE: Forecast T+1@11:T+2@11: DOWN (p=13.51%)
[2025-12-01T20:39:32.823354] [INFO ] [FORECASTER] Completed predict_future for ICE
[2025-12-01T20:39:32.823471] [INFO ] [sig       ] ICE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:32.964025] [INFO ] [LOCAL     ] Saved forecast: ICE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ICE.txt
[2025-12-01T20:39:32.964157] [INFO ] [sig       ] [1662/3634] Completed ICE in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:32.964195] [INFO ] [sig       ] [1663/3634] Forecasting ICFI...
[2025-12-01T20:39:32.964225] [INFO ] [sig       ] Generating forecast for: ICFI
[2025-12-01T20:39:32.964256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICFI' from 'https://tdm.silogroup.org/data/derivative_storage/ICFI.csv'.
[2025-12-01T20:39:32.975344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICFI'.
[2025-12-01T20:39:32.975705] [INFO ] [FORECASTER] Starting predict_future for ICFI
[2025-12-01T20:39:32.976489] [DEBUG] [LOCAL     ] No optimal features file found for ICFI: ./output/feature-sets/ICFI.txt
[2025-12-01T20:39:32.976540] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:32.976600] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:32.976632] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:32.976689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:33.036342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:33.037198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:33.037275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:33.037323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:33.159261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:33.159418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:33.159459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:33.159487] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:33.162940] [DEBUG] [FORECASTER] ICFI: Forecast T+1@11:T+2@11: UP (p=68.31%)
[2025-12-01T20:39:33.163233] [INFO ] [FORECASTER] Completed predict_future for ICFI
[2025-12-01T20:39:33.163375] [INFO ] [sig       ] ICFI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:33.306284] [INFO ] [LOCAL     ] Saved forecast: ICFI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ICFI.txt
[2025-12-01T20:39:33.306437] [INFO ] [sig       ] [1663/3634] Completed ICFI in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:33.306476] [INFO ] [sig       ] [1664/3634] Forecasting ICL...
[2025-12-01T20:39:33.306503] [INFO ] [sig       ] Generating forecast for: ICL
[2025-12-01T20:39:33.306532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICL' from 'https://tdm.silogroup.org/data/derivative_storage/ICL.csv'.
[2025-12-01T20:39:33.317257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICL'.
[2025-12-01T20:39:33.317515] [INFO ] [FORECASTER] Starting predict_future for ICL
[2025-12-01T20:39:33.318253] [DEBUG] [LOCAL     ] No optimal features file found for ICL: ./output/feature-sets/ICL.txt
[2025-12-01T20:39:33.318302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:33.318359] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:33.318386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:33.318457] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:33.376042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:33.376952] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:33.377049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:33.377087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:33.500345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:33.500487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:33.500524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:33.500552] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:33.503751] [DEBUG] [FORECASTER] ICL: Forecast T+1@11:T+2@11: UP (p=74.25%)
[2025-12-01T20:39:33.504009] [INFO ] [FORECASTER] Completed predict_future for ICL
[2025-12-01T20:39:33.504125] [INFO ] [sig       ] ICL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:33.643191] [INFO ] [LOCAL     ] Saved forecast: ICL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ICL.txt
[2025-12-01T20:39:33.643304] [INFO ] [sig       ] [1664/3634] Completed ICL in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:33.643340] [INFO ] [sig       ] [1665/3634] Forecasting ICLN...
[2025-12-01T20:39:33.643368] [INFO ] [sig       ] Generating forecast for: ICLN
[2025-12-01T20:39:33.643395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICLN' from 'https://tdm.silogroup.org/data/derivative_storage/ICLN.csv'.
[2025-12-01T20:39:33.655948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICLN'.
[2025-12-01T20:39:33.656376] [INFO ] [FORECASTER] Starting predict_future for ICLN
[2025-12-01T20:39:33.657174] [DEBUG] [LOCAL     ] No optimal features file found for ICLN: ./output/feature-sets/ICLN.txt
[2025-12-01T20:39:33.657224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:33.657254] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:33.657279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:33.657346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:33.713800] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:33.714975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:33.715090] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:33.715130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:33.849665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:33.849829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:33.849867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:33.849899] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:33.853370] [DEBUG] [FORECASTER] ICLN: Forecast T+1@11:T+2@11: DOWN (p=14.48%)
[2025-12-01T20:39:33.853727] [INFO ] [FORECASTER] Completed predict_future for ICLN
[2025-12-01T20:39:33.853869] [INFO ] [sig       ] ICLN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:33.997482] [INFO ] [LOCAL     ] Saved forecast: ICLN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ICLN.txt
[2025-12-01T20:39:33.997650] [INFO ] [sig       ] [1665/3634] Completed ICLN in 0.4s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:33.997692] [INFO ] [sig       ] [1666/3634] Forecasting ICMB...
[2025-12-01T20:39:33.997723] [INFO ] [sig       ] Generating forecast for: ICMB
[2025-12-01T20:39:33.997751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICMB' from 'https://tdm.silogroup.org/data/derivative_storage/ICMB.csv'.
[2025-12-01T20:39:34.008923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICMB'.
[2025-12-01T20:39:34.009264] [INFO ] [FORECASTER] Starting predict_future for ICMB
[2025-12-01T20:39:34.010027] [DEBUG] [LOCAL     ] No optimal features file found for ICMB: ./output/feature-sets/ICMB.txt
[2025-12-01T20:39:34.010076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:34.010106] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:34.010132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:34.010186] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:34.065151] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:34.065996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:34.066076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:34.066108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:34.173560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:34.173726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:34.173764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:34.173791] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:34.177383] [DEBUG] [FORECASTER] ICMB: Forecast T+1@11:T+2@11: UP (p=62.27%)
[2025-12-01T20:39:34.177693] [INFO ] [FORECASTER] Completed predict_future for ICMB
[2025-12-01T20:39:34.177825] [INFO ] [sig       ] ICMB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:34.320194] [INFO ] [LOCAL     ] Saved forecast: ICMB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ICMB.txt
[2025-12-01T20:39:34.320354] [INFO ] [sig       ] [1666/3634] Completed ICMB in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:34.320400] [INFO ] [sig       ] [1667/3634] Forecasting ICOP...
[2025-12-01T20:39:34.320430] [INFO ] [sig       ] Generating forecast for: ICOP
[2025-12-01T20:39:34.320459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICOP' from 'https://tdm.silogroup.org/data/derivative_storage/ICOP.csv'.
[2025-12-01T20:39:34.334495] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICOP'.
[2025-12-01T20:39:34.334947] [INFO ] [FORECASTER] Starting predict_future for ICOP
[2025-12-01T20:39:34.335920] [DEBUG] [LOCAL     ] No optimal features file found for ICOP: ./output/feature-sets/ICOP.txt
[2025-12-01T20:39:34.335992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:34.336068] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:34.336106] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:34.336183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:34.399094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:34.399989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:34.400074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:34.400107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:34.514242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:34.514389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:34.514426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:34.514454] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:34.517819] [DEBUG] [FORECASTER] ICOP: Forecast T+1@11:T+2@11: UP (p=68.86%)
[2025-12-01T20:39:34.518086] [INFO ] [FORECASTER] Completed predict_future for ICOP
[2025-12-01T20:39:34.518209] [INFO ] [sig       ] ICOP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:34.658526] [INFO ] [LOCAL     ] Saved forecast: ICOP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ICOP.txt
[2025-12-01T20:39:34.658697] [INFO ] [sig       ] [1667/3634] Completed ICOP in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:34.658749] [INFO ] [sig       ] [1668/3634] Forecasting ICUI...
[2025-12-01T20:39:34.658780] [INFO ] [sig       ] Generating forecast for: ICUI
[2025-12-01T20:39:34.658809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ICUI' from 'https://tdm.silogroup.org/data/derivative_storage/ICUI.csv'.
[2025-12-01T20:39:34.670553] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ICUI'.
[2025-12-01T20:39:34.670991] [INFO ] [FORECASTER] Starting predict_future for ICUI
[2025-12-01T20:39:34.671810] [DEBUG] [LOCAL     ] No optimal features file found for ICUI: ./output/feature-sets/ICUI.txt
[2025-12-01T20:39:34.671860] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:34.671891] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:34.671916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:34.671975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:34.728523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:34.729422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:34.729510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:34.729542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:34.849113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:34.849270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:34.849307] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:34.849334] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:34.852668] [DEBUG] [FORECASTER] ICUI: Forecast T+1@11:T+2@11: DOWN (p=26.05%)
[2025-12-01T20:39:34.852939] [INFO ] [FORECASTER] Completed predict_future for ICUI
[2025-12-01T20:39:34.853085] [INFO ] [sig       ] ICUI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:34.995504] [INFO ] [LOCAL     ] Saved forecast: ICUI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ICUI.txt
[2025-12-01T20:39:34.995656] [INFO ] [sig       ] [1668/3634] Completed ICUI in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:34.995695] [INFO ] [sig       ] [1669/3634] Forecasting IDA...
[2025-12-01T20:39:34.995724] [INFO ] [sig       ] Generating forecast for: IDA
[2025-12-01T20:39:34.995752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDA' from 'https://tdm.silogroup.org/data/derivative_storage/IDA.csv'.
[2025-12-01T20:39:35.007038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDA'.
[2025-12-01T20:39:35.007344] [INFO ] [FORECASTER] Starting predict_future for IDA
[2025-12-01T20:39:35.008099] [DEBUG] [LOCAL     ] No optimal features file found for IDA: ./output/feature-sets/IDA.txt
[2025-12-01T20:39:35.008148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:35.008178] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:35.008204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:35.008258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:35.065551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:35.066305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:35.066384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:35.066416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:35.184616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:35.184741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:35.184776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:35.184803] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:35.188089] [DEBUG] [FORECASTER] IDA: Forecast T+1@11:T+2@11: DOWN (p=24.88%)
[2025-12-01T20:39:35.188375] [INFO ] [FORECASTER] Completed predict_future for IDA
[2025-12-01T20:39:35.188501] [INFO ] [sig       ] IDA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:35.326261] [INFO ] [LOCAL     ] Saved forecast: IDA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IDA.txt
[2025-12-01T20:39:35.326393] [INFO ] [sig       ] [1669/3634] Completed IDA in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:35.326430] [INFO ] [sig       ] [1670/3634] Forecasting IDAI...
[2025-12-01T20:39:35.326458] [INFO ] [sig       ] Generating forecast for: IDAI
[2025-12-01T20:39:35.326487] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDAI' from 'https://tdm.silogroup.org/data/derivative_storage/IDAI.csv'.
[2025-12-01T20:39:35.338732] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'IDAI'.
[2025-12-01T20:39:35.339151] [INFO ] [FORECASTER] Starting predict_future for IDAI
[2025-12-01T20:39:35.340002] [DEBUG] [LOCAL     ] No optimal features file found for IDAI: ./output/feature-sets/IDAI.txt
[2025-12-01T20:39:35.340067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:35.340106] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:35.340138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:35.340208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:35.397334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:35.398198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:35.398282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:35.398335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:35.518199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:35.518381] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:35.518421] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:35.518506] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:35.523031] [DEBUG] [FORECASTER] IDAI: Forecast T+1@11:T+2@11: DOWN (p=13.30%)
[2025-12-01T20:39:35.523334] [INFO ] [FORECASTER] Completed predict_future for IDAI
[2025-12-01T20:39:35.523468] [INFO ] [sig       ] IDAI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:39:35.662610] [INFO ] [LOCAL     ] Saved forecast: IDAI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IDAI.txt
[2025-12-01T20:39:35.662770] [INFO ] [sig       ] [1670/3634] Completed IDAI in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:35.662817] [INFO ] [sig       ] [1671/3634] Forecasting IDCC...
[2025-12-01T20:39:35.662851] [INFO ] [sig       ] Generating forecast for: IDCC
[2025-12-01T20:39:35.662885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDCC' from 'https://tdm.silogroup.org/data/derivative_storage/IDCC.csv'.
[2025-12-01T20:39:35.675240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDCC'.
[2025-12-01T20:39:35.675642] [INFO ] [FORECASTER] Starting predict_future for IDCC
[2025-12-01T20:39:35.676424] [DEBUG] [LOCAL     ] No optimal features file found for IDCC: ./output/feature-sets/IDCC.txt
[2025-12-01T20:39:35.676476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:35.676509] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:35.676537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:35.676616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:35.734570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:35.735403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:35.735508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:35.735542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:35.854496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:35.854642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:35.854677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:35.854704] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:35.857886] [DEBUG] [FORECASTER] IDCC: Forecast T+1@11:T+2@11: UP (p=56.59%)
[2025-12-01T20:39:35.858142] [INFO ] [FORECASTER] Completed predict_future for IDCC
[2025-12-01T20:39:35.858259] [INFO ] [sig       ] IDCC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:35.995911] [INFO ] [LOCAL     ] Saved forecast: IDCC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IDCC.txt
[2025-12-01T20:39:35.996057] [INFO ] [sig       ] [1671/3634] Completed IDCC in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:35.996095] [INFO ] [sig       ] [1672/3634] Forecasting IDE...
[2025-12-01T20:39:35.996122] [INFO ] [sig       ] Generating forecast for: IDE
[2025-12-01T20:39:35.996151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDE' from 'https://tdm.silogroup.org/data/derivative_storage/IDE.csv'.
[2025-12-01T20:39:36.007202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDE'.
[2025-12-01T20:39:36.007455] [INFO ] [FORECASTER] Starting predict_future for IDE
[2025-12-01T20:39:36.008186] [DEBUG] [LOCAL     ] No optimal features file found for IDE: ./output/feature-sets/IDE.txt
[2025-12-01T20:39:36.008234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:36.008263] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:36.008289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:36.008383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:36.063470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:36.064063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:36.064135] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:36.064165] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:36.179190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:36.179316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:36.179351] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:36.179379] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:36.182562] [DEBUG] [FORECASTER] IDE: Forecast T+1@11:T+2@11: UP (p=91.48%)
[2025-12-01T20:39:36.182832] [INFO ] [FORECASTER] Completed predict_future for IDE
[2025-12-01T20:39:36.182950] [INFO ] [sig       ] IDE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:36.320353] [INFO ] [LOCAL     ] Saved forecast: IDE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IDE.txt
[2025-12-01T20:39:36.320473] [INFO ] [sig       ] [1672/3634] Completed IDE in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:36.320510] [INFO ] [sig       ] [1673/3634] Forecasting IDN...
[2025-12-01T20:39:36.320536] [INFO ] [sig       ] Generating forecast for: IDN
[2025-12-01T20:39:36.320565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDN' from 'https://tdm.silogroup.org/data/derivative_storage/IDN.csv'.
[2025-12-01T20:39:36.331374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDN'.
[2025-12-01T20:39:36.331667] [INFO ] [FORECASTER] Starting predict_future for IDN
[2025-12-01T20:39:36.332376] [DEBUG] [LOCAL     ] No optimal features file found for IDN: ./output/feature-sets/IDN.txt
[2025-12-01T20:39:36.332425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:36.332454] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:36.332479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:36.332534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:36.388258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:36.388872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:36.388944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:36.388974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:36.504202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:36.504333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:36.504369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:36.504396] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:36.507531] [DEBUG] [FORECASTER] IDN: Forecast T+1@11:T+2@11: UP (p=72.65%)
[2025-12-01T20:39:36.507801] [INFO ] [FORECASTER] Completed predict_future for IDN
[2025-12-01T20:39:36.507918] [INFO ] [sig       ] IDN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:36.645531] [INFO ] [LOCAL     ] Saved forecast: IDN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IDN.txt
[2025-12-01T20:39:36.645696] [INFO ] [sig       ] [1673/3634] Completed IDN in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 11.0m
[2025-12-01T20:39:36.645735] [INFO ] [sig       ] [1674/3634] Forecasting IDXX...
[2025-12-01T20:39:36.645763] [INFO ] [sig       ] Generating forecast for: IDXX
[2025-12-01T20:39:36.645791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDXX' from 'https://tdm.silogroup.org/data/derivative_storage/IDXX.csv'.
[2025-12-01T20:39:36.656649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDXX'.
[2025-12-01T20:39:36.656915] [INFO ] [FORECASTER] Starting predict_future for IDXX
[2025-12-01T20:39:36.657655] [DEBUG] [LOCAL     ] No optimal features file found for IDXX: ./output/feature-sets/IDXX.txt
[2025-12-01T20:39:36.657704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:36.657735] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:36.657760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:36.657815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:36.713052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:36.713657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:36.713731] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:36.713762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:36.833962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:36.834119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:36.834162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:36.834190] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:36.837419] [DEBUG] [FORECASTER] IDXX: Forecast T+1@11:T+2@11: DOWN (p=22.80%)
[2025-12-01T20:39:36.837692] [INFO ] [FORECASTER] Completed predict_future for IDXX
[2025-12-01T20:39:36.837811] [INFO ] [sig       ] IDXX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:36.975020] [INFO ] [LOCAL     ] Saved forecast: IDXX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IDXX.txt
[2025-12-01T20:39:36.975141] [INFO ] [sig       ] [1674/3634] Completed IDXX in 0.3s | 2.98 sym/s | Total: 9.3m | ETA: 10.9m
[2025-12-01T20:39:36.975178] [INFO ] [sig       ] [1675/3634] Forecasting IDYA...
[2025-12-01T20:39:36.975206] [INFO ] [sig       ] Generating forecast for: IDYA
[2025-12-01T20:39:36.975234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IDYA' from 'https://tdm.silogroup.org/data/derivative_storage/IDYA.csv'.
[2025-12-01T20:39:36.986549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IDYA'.
[2025-12-01T20:39:36.986849] [INFO ] [FORECASTER] Starting predict_future for IDYA
[2025-12-01T20:39:36.987614] [DEBUG] [LOCAL     ] No optimal features file found for IDYA: ./output/feature-sets/IDYA.txt
[2025-12-01T20:39:36.987665] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:36.987696] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:36.987722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:36.987777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:37.043104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:37.043694] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:37.043767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:37.043798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:37.159490] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:37.159648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:37.159687] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:37.159714] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:37.162936] [DEBUG] [FORECASTER] IDYA: Forecast T+1@11:T+2@11: DOWN (p=1.18%)
[2025-12-01T20:39:37.163190] [INFO ] [FORECASTER] Completed predict_future for IDYA
[2025-12-01T20:39:37.163309] [INFO ] [sig       ] IDYA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:37.300708] [INFO ] [LOCAL     ] Saved forecast: IDYA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IDYA.txt
[2025-12-01T20:39:37.300833] [INFO ] [sig       ] [1675/3634] Completed IDYA in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:37.300869] [INFO ] [sig       ] [1676/3634] Forecasting IEF...
[2025-12-01T20:39:37.300896] [INFO ] [sig       ] Generating forecast for: IEF
[2025-12-01T20:39:37.300923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEF' from 'https://tdm.silogroup.org/data/derivative_storage/IEF.csv'.
[2025-12-01T20:39:37.313504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEF'.
[2025-12-01T20:39:37.313922] [INFO ] [FORECASTER] Starting predict_future for IEF
[2025-12-01T20:39:37.314869] [DEBUG] [LOCAL     ] No optimal features file found for IEF: ./output/feature-sets/IEF.txt
[2025-12-01T20:39:37.314922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:37.314954] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:37.314980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:37.315037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:37.379798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:37.380770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:37.380875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:37.380923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:37.524151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:37.524325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:37.524368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:37.524399] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:37.528398] [DEBUG] [FORECASTER] IEF: Forecast T+1@11:T+2@11: UP (p=75.41%)
[2025-12-01T20:39:37.528753] [INFO ] [FORECASTER] Completed predict_future for IEF
[2025-12-01T20:39:37.528892] [INFO ] [sig       ] IEF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:37.678356] [INFO ] [LOCAL     ] Saved forecast: IEF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IEF.txt
[2025-12-01T20:39:37.678500] [INFO ] [sig       ] [1676/3634] Completed IEF in 0.4s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:37.678544] [INFO ] [sig       ] [1677/3634] Forecasting IEI...
[2025-12-01T20:39:37.678590] [INFO ] [sig       ] Generating forecast for: IEI
[2025-12-01T20:39:37.678622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEI' from 'https://tdm.silogroup.org/data/derivative_storage/IEI.csv'.
[2025-12-01T20:39:37.690123] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEI'.
[2025-12-01T20:39:37.690447] [INFO ] [FORECASTER] Starting predict_future for IEI
[2025-12-01T20:39:37.691240] [DEBUG] [LOCAL     ] No optimal features file found for IEI: ./output/feature-sets/IEI.txt
[2025-12-01T20:39:37.691291] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:37.691321] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:37.691348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:37.691401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:37.746263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:37.746905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:37.747018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:37.747058] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:37.867708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:37.867854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:37.867891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:37.867918] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:37.871161] [DEBUG] [FORECASTER] IEI: Forecast T+1@11:T+2@11: UP (p=97.88%)
[2025-12-01T20:39:37.871419] [INFO ] [FORECASTER] Completed predict_future for IEI
[2025-12-01T20:39:37.871539] [INFO ] [sig       ] IEI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:38.008874] [INFO ] [LOCAL     ] Saved forecast: IEI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IEI.txt
[2025-12-01T20:39:38.009038] [INFO ] [sig       ] [1677/3634] Completed IEI in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:38.009083] [INFO ] [sig       ] [1678/3634] Forecasting IEP...
[2025-12-01T20:39:38.009120] [INFO ] [sig       ] Generating forecast for: IEP
[2025-12-01T20:39:38.009156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEP' from 'https://tdm.silogroup.org/data/derivative_storage/IEP.csv'.
[2025-12-01T20:39:38.020139] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEP'.
[2025-12-01T20:39:38.020425] [INFO ] [FORECASTER] Starting predict_future for IEP
[2025-12-01T20:39:38.021170] [DEBUG] [LOCAL     ] No optimal features file found for IEP: ./output/feature-sets/IEP.txt
[2025-12-01T20:39:38.021220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:38.021264] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:38.021291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:38.021346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:38.075605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:38.076413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:38.076491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:38.076522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:38.196993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:38.197141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:38.197178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:38.197205] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:38.200464] [DEBUG] [FORECASTER] IEP: Forecast T+1@11:T+2@11: UP (p=93.07%)
[2025-12-01T20:39:38.200782] [INFO ] [FORECASTER] Completed predict_future for IEP
[2025-12-01T20:39:38.200906] [INFO ] [sig       ] IEP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:38.342792] [INFO ] [LOCAL     ] Saved forecast: IEP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IEP.txt
[2025-12-01T20:39:38.342942] [INFO ] [sig       ] [1678/3634] Completed IEP in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:38.342986] [INFO ] [sig       ] [1679/3634] Forecasting IESC...
[2025-12-01T20:39:38.343015] [INFO ] [sig       ] Generating forecast for: IESC
[2025-12-01T20:39:38.343043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IESC' from 'https://tdm.silogroup.org/data/derivative_storage/IESC.csv'.
[2025-12-01T20:39:38.354559] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'IESC'.
[2025-12-01T20:39:38.354930] [INFO ] [FORECASTER] Starting predict_future for IESC
[2025-12-01T20:39:38.355723] [DEBUG] [LOCAL     ] No optimal features file found for IESC: ./output/feature-sets/IESC.txt
[2025-12-01T20:39:38.355775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:38.355806] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:38.355831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:38.355885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:38.412124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:38.412961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:38.413045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:38.413077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:38.531404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:38.531543] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:38.531596] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:38.531626] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:38.534887] [DEBUG] [FORECASTER] IESC: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-12-01T20:39:38.535153] [INFO ] [FORECASTER] Completed predict_future for IESC
[2025-12-01T20:39:38.535275] [INFO ] [sig       ] IESC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:39:38.677554] [INFO ] [LOCAL     ] Saved forecast: IESC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IESC.txt
[2025-12-01T20:39:38.677685] [INFO ] [sig       ] [1679/3634] Completed IESC in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:38.677721] [INFO ] [sig       ] [1680/3634] Forecasting IEX...
[2025-12-01T20:39:38.677749] [INFO ] [sig       ] Generating forecast for: IEX
[2025-12-01T20:39:38.677777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IEX' from 'https://tdm.silogroup.org/data/derivative_storage/IEX.csv'.
[2025-12-01T20:39:38.689692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IEX'.
[2025-12-01T20:39:38.689993] [INFO ] [FORECASTER] Starting predict_future for IEX
[2025-12-01T20:39:38.690772] [DEBUG] [LOCAL     ] No optimal features file found for IEX: ./output/feature-sets/IEX.txt
[2025-12-01T20:39:38.690821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:38.690851] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:38.690876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:38.690929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:38.745242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:38.745844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:38.745918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:38.745949] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:38.859430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:38.859597] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:38.859635] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:38.859662] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:38.862875] [DEBUG] [FORECASTER] IEX: Forecast T+1@11:T+2@11: DOWN (p=11.41%)
[2025-12-01T20:39:38.863134] [INFO ] [FORECASTER] Completed predict_future for IEX
[2025-12-01T20:39:38.863250] [INFO ] [sig       ] IEX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:38.999895] [INFO ] [LOCAL     ] Saved forecast: IEX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IEX.txt
[2025-12-01T20:39:39.000037] [INFO ] [sig       ] [1680/3634] Completed IEX in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:39.000073] [INFO ] [sig       ] [1681/3634] Forecasting IFF...
[2025-12-01T20:39:39.000105] [INFO ] [sig       ] Generating forecast for: IFF
[2025-12-01T20:39:39.000135] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFF' from 'https://tdm.silogroup.org/data/derivative_storage/IFF.csv'.
[2025-12-01T20:39:39.011933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFF'.
[2025-12-01T20:39:39.012237] [INFO ] [FORECASTER] Starting predict_future for IFF
[2025-12-01T20:39:39.013011] [DEBUG] [LOCAL     ] No optimal features file found for IFF: ./output/feature-sets/IFF.txt
[2025-12-01T20:39:39.013059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:39.013092] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:39.013123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:39.013178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:39.068448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:39.069054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:39.069129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:39.069184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:39.190303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:39.190449] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:39.190486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:39.190513] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:39.193827] [DEBUG] [FORECASTER] IFF: Forecast T+1@11:T+2@11: UP (p=52.12%)
[2025-12-01T20:39:39.194086] [INFO ] [FORECASTER] Completed predict_future for IFF
[2025-12-01T20:39:39.194230] [INFO ] [sig       ] IFF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:39.331993] [INFO ] [LOCAL     ] Saved forecast: IFF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IFF.txt
[2025-12-01T20:39:39.332113] [INFO ] [sig       ] [1681/3634] Completed IFF in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:39.332155] [INFO ] [sig       ] [1682/3634] Forecasting IFN...
[2025-12-01T20:39:39.332184] [INFO ] [sig       ] Generating forecast for: IFN
[2025-12-01T20:39:39.332211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFN' from 'https://tdm.silogroup.org/data/derivative_storage/IFN.csv'.
[2025-12-01T20:39:39.343799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFN'.
[2025-12-01T20:39:39.344067] [INFO ] [FORECASTER] Starting predict_future for IFN
[2025-12-01T20:39:39.344827] [DEBUG] [LOCAL     ] No optimal features file found for IFN: ./output/feature-sets/IFN.txt
[2025-12-01T20:39:39.344877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:39.344908] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:39.344933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:39.344988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:39.401610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:39.402257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:39.402332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:39.402364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:39.520882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:39.521019] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:39.521055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:39.521082] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:39.524272] [DEBUG] [FORECASTER] IFN: Forecast T+1@11:T+2@11: DOWN (p=45.60%)
[2025-12-01T20:39:39.524527] [INFO ] [FORECASTER] Completed predict_future for IFN
[2025-12-01T20:39:39.524663] [INFO ] [sig       ] IFN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:39.665467] [INFO ] [LOCAL     ] Saved forecast: IFN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IFN.txt
[2025-12-01T20:39:39.665602] [INFO ] [sig       ] [1682/3634] Completed IFN in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:39.665641] [INFO ] [sig       ] [1683/3634] Forecasting IFRX...
[2025-12-01T20:39:39.665669] [INFO ] [sig       ] Generating forecast for: IFRX
[2025-12-01T20:39:39.665698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFRX' from 'https://tdm.silogroup.org/data/derivative_storage/IFRX.csv'.
[2025-12-01T20:39:39.676836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFRX'.
[2025-12-01T20:39:39.677102] [INFO ] [FORECASTER] Starting predict_future for IFRX
[2025-12-01T20:39:39.677835] [DEBUG] [LOCAL     ] No optimal features file found for IFRX: ./output/feature-sets/IFRX.txt
[2025-12-01T20:39:39.677883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:39.677913] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:39.677938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:39.677993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:39.733692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:39.734309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:39.734382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:39.734412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:39.857082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:39.857223] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:39.857265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:39.857300] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:39.860532] [DEBUG] [FORECASTER] IFRX: Forecast T+1@11:T+2@11: DOWN (p=9.14%)
[2025-12-01T20:39:39.860801] [INFO ] [FORECASTER] Completed predict_future for IFRX
[2025-12-01T20:39:39.860939] [INFO ] [sig       ] IFRX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:40.000061] [INFO ] [LOCAL     ] Saved forecast: IFRX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IFRX.txt
[2025-12-01T20:39:40.000228] [INFO ] [sig       ] [1683/3634] Completed IFRX in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:40.000267] [INFO ] [sig       ] [1684/3634] Forecasting IFS...
[2025-12-01T20:39:40.000297] [INFO ] [sig       ] Generating forecast for: IFS
[2025-12-01T20:39:40.000324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IFS' from 'https://tdm.silogroup.org/data/derivative_storage/IFS.csv'.
[2025-12-01T20:39:40.012021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IFS'.
[2025-12-01T20:39:40.012357] [INFO ] [FORECASTER] Starting predict_future for IFS
[2025-12-01T20:39:40.013109] [DEBUG] [LOCAL     ] No optimal features file found for IFS: ./output/feature-sets/IFS.txt
[2025-12-01T20:39:40.013157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:40.013218] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:40.013244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:40.013299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:40.068269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:40.069043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:40.069119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:40.069150] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:40.189357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:40.189489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:40.189524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:40.189550] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:40.192730] [DEBUG] [FORECASTER] IFS: Forecast T+1@11:T+2@11: UP (p=60.78%)
[2025-12-01T20:39:40.192985] [INFO ] [FORECASTER] Completed predict_future for IFS
[2025-12-01T20:39:40.193104] [INFO ] [sig       ] IFS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:40.333790] [INFO ] [LOCAL     ] Saved forecast: IFS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IFS.txt
[2025-12-01T20:39:40.333912] [INFO ] [sig       ] [1684/3634] Completed IFS in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:40.333948] [INFO ] [sig       ] [1685/3634] Forecasting IGA...
[2025-12-01T20:39:40.333976] [INFO ] [sig       ] Generating forecast for: IGA
[2025-12-01T20:39:40.334004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGA' from 'https://tdm.silogroup.org/data/derivative_storage/IGA.csv'.
[2025-12-01T20:39:40.345227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGA'.
[2025-12-01T20:39:40.345544] [INFO ] [FORECASTER] Starting predict_future for IGA
[2025-12-01T20:39:40.346288] [DEBUG] [LOCAL     ] No optimal features file found for IGA: ./output/feature-sets/IGA.txt
[2025-12-01T20:39:40.346337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:40.346367] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:40.346392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:40.346445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:40.402428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:40.403054] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:40.403136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:40.403174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:40.521262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:40.521390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:40.521426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:40.521469] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:40.524681] [DEBUG] [FORECASTER] IGA: Forecast T+1@11:T+2@11: UP (p=53.28%)
[2025-12-01T20:39:40.524938] [INFO ] [FORECASTER] Completed predict_future for IGA
[2025-12-01T20:39:40.525056] [INFO ] [sig       ] IGA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:40.663328] [INFO ] [LOCAL     ] Saved forecast: IGA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IGA.txt
[2025-12-01T20:39:40.663448] [INFO ] [sig       ] [1685/3634] Completed IGA in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:40.663484] [INFO ] [sig       ] [1686/3634] Forecasting IGD...
[2025-12-01T20:39:40.663512] [INFO ] [sig       ] Generating forecast for: IGD
[2025-12-01T20:39:40.663540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGD' from 'https://tdm.silogroup.org/data/derivative_storage/IGD.csv'.
[2025-12-01T20:39:40.674737] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGD'.
[2025-12-01T20:39:40.675015] [INFO ] [FORECASTER] Starting predict_future for IGD
[2025-12-01T20:39:40.675805] [DEBUG] [LOCAL     ] No optimal features file found for IGD: ./output/feature-sets/IGD.txt
[2025-12-01T20:39:40.675855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:40.675887] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:40.675914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:40.675970] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:40.733896] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:40.734542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:40.734634] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:40.734668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:40.849275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:40.849414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:40.849449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:40.849475] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:40.852676] [DEBUG] [FORECASTER] IGD: Forecast T+1@11:T+2@11: UP (p=99.71%)
[2025-12-01T20:39:40.852928] [INFO ] [FORECASTER] Completed predict_future for IGD
[2025-12-01T20:39:40.853046] [INFO ] [sig       ] IGD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:40.990946] [INFO ] [LOCAL     ] Saved forecast: IGD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IGD.txt
[2025-12-01T20:39:40.991073] [INFO ] [sig       ] [1686/3634] Completed IGD in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:40.991108] [INFO ] [sig       ] [1687/3634] Forecasting IGF...
[2025-12-01T20:39:40.991137] [INFO ] [sig       ] Generating forecast for: IGF
[2025-12-01T20:39:40.991166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGF' from 'https://tdm.silogroup.org/data/derivative_storage/IGF.csv'.
[2025-12-01T20:39:41.002435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGF'.
[2025-12-01T20:39:41.002862] [INFO ] [FORECASTER] Starting predict_future for IGF
[2025-12-01T20:39:41.003716] [DEBUG] [LOCAL     ] No optimal features file found for IGF: ./output/feature-sets/IGF.txt
[2025-12-01T20:39:41.003767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:41.003798] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:41.003824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:41.003881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:41.062184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:41.063117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:41.063199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:41.063255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:41.183595] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:41.183737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:41.183773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:41.183801] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:41.187106] [DEBUG] [FORECASTER] IGF: Forecast T+1@11:T+2@11: DOWN (p=6.72%)
[2025-12-01T20:39:41.187371] [INFO ] [FORECASTER] Completed predict_future for IGF
[2025-12-01T20:39:41.187491] [INFO ] [sig       ] IGF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:41.329031] [INFO ] [LOCAL     ] Saved forecast: IGF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IGF.txt
[2025-12-01T20:39:41.329166] [INFO ] [sig       ] [1687/3634] Completed IGF in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:41.329204] [INFO ] [sig       ] [1688/3634] Forecasting IGI...
[2025-12-01T20:39:41.329232] [INFO ] [sig       ] Generating forecast for: IGI
[2025-12-01T20:39:41.329261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGI' from 'https://tdm.silogroup.org/data/derivative_storage/IGI.csv'.
[2025-12-01T20:39:41.340888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGI'.
[2025-12-01T20:39:41.341210] [INFO ] [FORECASTER] Starting predict_future for IGI
[2025-12-01T20:39:41.342041] [DEBUG] [LOCAL     ] No optimal features file found for IGI: ./output/feature-sets/IGI.txt
[2025-12-01T20:39:41.342093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:41.342124] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:41.342151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:41.342207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:41.398208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:41.398873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:41.398947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:41.398977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:41.499469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:41.499615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:41.499652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:41.499679] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:41.502850] [DEBUG] [FORECASTER] IGI: Forecast T+1@11:T+2@11: UP (p=86.32%)
[2025-12-01T20:39:41.503102] [INFO ] [FORECASTER] Completed predict_future for IGI
[2025-12-01T20:39:41.503220] [INFO ] [sig       ] IGI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:41.641702] [INFO ] [LOCAL     ] Saved forecast: IGI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IGI.txt
[2025-12-01T20:39:41.641813] [INFO ] [sig       ] [1688/3634] Completed IGI in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:41.641847] [INFO ] [sig       ] [1689/3634] Forecasting IGIB...
[2025-12-01T20:39:41.641874] [INFO ] [sig       ] Generating forecast for: IGIB
[2025-12-01T20:39:41.641902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIB' from 'https://tdm.silogroup.org/data/derivative_storage/IGIB.csv'.
[2025-12-01T20:39:41.652724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIB'.
[2025-12-01T20:39:41.652997] [INFO ] [FORECASTER] Starting predict_future for IGIB
[2025-12-01T20:39:41.653798] [DEBUG] [LOCAL     ] No optimal features file found for IGIB: ./output/feature-sets/IGIB.txt
[2025-12-01T20:39:41.653848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:41.653879] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:41.653915] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:41.653972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:41.710735] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:41.711678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:41.711762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:41.711795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:41.837368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:41.837521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:41.837559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:41.837605] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:41.840864] [DEBUG] [FORECASTER] IGIB: Forecast T+1@11:T+2@11: DOWN (p=20.76%)
[2025-12-01T20:39:41.841127] [INFO ] [FORECASTER] Completed predict_future for IGIB
[2025-12-01T20:39:41.841247] [INFO ] [sig       ] IGIB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:41.984005] [INFO ] [LOCAL     ] Saved forecast: IGIB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IGIB.txt
[2025-12-01T20:39:41.984157] [INFO ] [sig       ] [1689/3634] Completed IGIB in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:41.984201] [INFO ] [sig       ] [1690/3634] Forecasting IGIC...
[2025-12-01T20:39:41.984236] [INFO ] [sig       ] Generating forecast for: IGIC
[2025-12-01T20:39:41.984271] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGIC' from 'https://tdm.silogroup.org/data/derivative_storage/IGIC.csv'.
[2025-12-01T20:39:41.995366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGIC'.
[2025-12-01T20:39:41.995814] [INFO ] [FORECASTER] Starting predict_future for IGIC
[2025-12-01T20:39:41.996696] [DEBUG] [LOCAL     ] No optimal features file found for IGIC: ./output/feature-sets/IGIC.txt
[2025-12-01T20:39:41.996747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:41.996779] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:41.996806] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:41.996862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:42.054991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:42.055697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:42.055776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:42.055808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:42.171840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:42.171990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:42.172031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:42.172061] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:42.175359] [DEBUG] [FORECASTER] IGIC: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-12-01T20:39:42.175641] [INFO ] [FORECASTER] Completed predict_future for IGIC
[2025-12-01T20:39:42.175765] [INFO ] [sig       ] IGIC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:42.314019] [INFO ] [LOCAL     ] Saved forecast: IGIC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IGIC.txt
[2025-12-01T20:39:42.314154] [INFO ] [sig       ] [1690/3634] Completed IGIC in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:42.314195] [INFO ] [sig       ] [1691/3634] Forecasting IGSB...
[2025-12-01T20:39:42.314224] [INFO ] [sig       ] Generating forecast for: IGSB
[2025-12-01T20:39:42.314259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IGSB' from 'https://tdm.silogroup.org/data/derivative_storage/IGSB.csv'.
[2025-12-01T20:39:42.325159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IGSB'.
[2025-12-01T20:39:42.325460] [INFO ] [FORECASTER] Starting predict_future for IGSB
[2025-12-01T20:39:42.326239] [DEBUG] [LOCAL     ] No optimal features file found for IGSB: ./output/feature-sets/IGSB.txt
[2025-12-01T20:39:42.326290] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:42.326324] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:42.326352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:42.326410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:42.383082] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:42.383821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:42.383899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:42.383932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:42.510957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:42.511135] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:42.511189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:42.511233] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:42.515524] [DEBUG] [FORECASTER] IGSB: Forecast T+1@11:T+2@11: UP (p=53.04%)
[2025-12-01T20:39:42.515878] [INFO ] [FORECASTER] Completed predict_future for IGSB
[2025-12-01T20:39:42.516022] [INFO ] [sig       ] IGSB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:42.657599] [INFO ] [LOCAL     ] Saved forecast: IGSB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IGSB.txt
[2025-12-01T20:39:42.657726] [INFO ] [sig       ] [1691/3634] Completed IGSB in 0.3s | 2.98 sym/s | Total: 9.4m | ETA: 10.9m
[2025-12-01T20:39:42.657763] [INFO ] [sig       ] [1692/3634] Forecasting IHD...
[2025-12-01T20:39:42.657792] [INFO ] [sig       ] Generating forecast for: IHD
[2025-12-01T20:39:42.657820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHD' from 'https://tdm.silogroup.org/data/derivative_storage/IHD.csv'.
[2025-12-01T20:39:42.672348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHD'.
[2025-12-01T20:39:42.672668] [INFO ] [FORECASTER] Starting predict_future for IHD
[2025-12-01T20:39:42.673423] [DEBUG] [LOCAL     ] No optimal features file found for IHD: ./output/feature-sets/IHD.txt
[2025-12-01T20:39:42.673474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:42.673505] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:42.673531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:42.673609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:42.730455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:42.731072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:42.731158] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:42.731197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:42.847658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:42.847762] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:42.847797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:42.847826] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:42.850958] [DEBUG] [FORECASTER] IHD: Forecast T+1@11:T+2@11: UP (p=98.93%)
[2025-12-01T20:39:42.851215] [INFO ] [FORECASTER] Completed predict_future for IHD
[2025-12-01T20:39:42.851340] [INFO ] [sig       ] IHD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:42.990144] [INFO ] [LOCAL     ] Saved forecast: IHD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IHD.txt
[2025-12-01T20:39:42.990265] [INFO ] [sig       ] [1692/3634] Completed IHD in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:42.990301] [INFO ] [sig       ] [1693/3634] Forecasting IHG...
[2025-12-01T20:39:42.990329] [INFO ] [sig       ] Generating forecast for: IHG
[2025-12-01T20:39:42.990363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHG' from 'https://tdm.silogroup.org/data/derivative_storage/IHG.csv'.
[2025-12-01T20:39:43.002399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHG'.
[2025-12-01T20:39:43.002783] [INFO ] [FORECASTER] Starting predict_future for IHG
[2025-12-01T20:39:43.003543] [DEBUG] [LOCAL     ] No optimal features file found for IHG: ./output/feature-sets/IHG.txt
[2025-12-01T20:39:43.003607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:43.003646] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:43.003671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:43.003724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:43.059613] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:43.060484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:43.060569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:43.060623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:43.176675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:43.176838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:43.176874] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:43.176909] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:43.180303] [DEBUG] [FORECASTER] IHG: Forecast T+1@11:T+2@11: DOWN (p=5.95%)
[2025-12-01T20:39:43.180625] [INFO ] [FORECASTER] Completed predict_future for IHG
[2025-12-01T20:39:43.180757] [INFO ] [sig       ] IHG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:43.318154] [INFO ] [LOCAL     ] Saved forecast: IHG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IHG.txt
[2025-12-01T20:39:43.318284] [INFO ] [sig       ] [1693/3634] Completed IHG in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:43.318339] [INFO ] [sig       ] [1694/3634] Forecasting IHS...
[2025-12-01T20:39:43.318371] [INFO ] [sig       ] Generating forecast for: IHS
[2025-12-01T20:39:43.318399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IHS' from 'https://tdm.silogroup.org/data/derivative_storage/IHS.csv'.
[2025-12-01T20:39:43.329282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IHS'.
[2025-12-01T20:39:43.329547] [INFO ] [FORECASTER] Starting predict_future for IHS
[2025-12-01T20:39:43.330341] [DEBUG] [LOCAL     ] No optimal features file found for IHS: ./output/feature-sets/IHS.txt
[2025-12-01T20:39:43.330391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:43.330420] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:43.330446] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:43.330500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:43.386037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:43.386670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:43.386776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:43.386808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:43.503273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:43.503418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:43.503454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:43.503481] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:43.506698] [DEBUG] [FORECASTER] IHS: Forecast T+1@11:T+2@11: UP (p=51.16%)
[2025-12-01T20:39:43.506955] [INFO ] [FORECASTER] Completed predict_future for IHS
[2025-12-01T20:39:43.507072] [INFO ] [sig       ] IHS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:43.648794] [INFO ] [LOCAL     ] Saved forecast: IHS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IHS.txt
[2025-12-01T20:39:43.648928] [INFO ] [sig       ] [1694/3634] Completed IHS in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:43.648965] [INFO ] [sig       ] [1695/3634] Forecasting IIF...
[2025-12-01T20:39:43.648993] [INFO ] [sig       ] Generating forecast for: IIF
[2025-12-01T20:39:43.649021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIF' from 'https://tdm.silogroup.org/data/derivative_storage/IIF.csv'.
[2025-12-01T20:39:43.659846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIF'.
[2025-12-01T20:39:43.660141] [INFO ] [FORECASTER] Starting predict_future for IIF
[2025-12-01T20:39:43.660917] [DEBUG] [LOCAL     ] No optimal features file found for IIF: ./output/feature-sets/IIF.txt
[2025-12-01T20:39:43.660965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:43.660995] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:43.661021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:43.661074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:43.718521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:43.719234] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:43.719313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:43.719346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:43.836932] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:43.837107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:43.837156] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:43.837185] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:43.840599] [DEBUG] [FORECASTER] IIF: Forecast T+1@11:T+2@11: DOWN (p=16.72%)
[2025-12-01T20:39:43.840871] [INFO ] [FORECASTER] Completed predict_future for IIF
[2025-12-01T20:39:43.840993] [INFO ] [sig       ] IIF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:43.978295] [INFO ] [LOCAL     ] Saved forecast: IIF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IIF.txt
[2025-12-01T20:39:43.978447] [INFO ] [sig       ] [1695/3634] Completed IIF in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:43.978486] [INFO ] [sig       ] [1696/3634] Forecasting III...
[2025-12-01T20:39:43.978516] [INFO ] [sig       ] Generating forecast for: III
[2025-12-01T20:39:43.978545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'III' from 'https://tdm.silogroup.org/data/derivative_storage/III.csv'.
[2025-12-01T20:39:43.989257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'III'.
[2025-12-01T20:39:43.989532] [INFO ] [FORECASTER] Starting predict_future for III
[2025-12-01T20:39:43.990351] [DEBUG] [LOCAL     ] No optimal features file found for III: ./output/feature-sets/III.txt
[2025-12-01T20:39:43.990409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:43.990441] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:43.990468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:43.990524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:44.047853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:44.048678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:44.048755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:44.048785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:44.164823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:44.164970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:44.165008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:44.165034] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:44.168227] [DEBUG] [FORECASTER] III: Forecast T+1@11:T+2@11: UP (p=97.59%)
[2025-12-01T20:39:44.168508] [INFO ] [FORECASTER] Completed predict_future for III
[2025-12-01T20:39:44.168644] [INFO ] [sig       ] III: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:44.308024] [INFO ] [LOCAL     ] Saved forecast: III	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/III.txt
[2025-12-01T20:39:44.308144] [INFO ] [sig       ] [1696/3634] Completed III in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:44.308180] [INFO ] [sig       ] [1697/3634] Forecasting IIIN...
[2025-12-01T20:39:44.308207] [INFO ] [sig       ] Generating forecast for: IIIN
[2025-12-01T20:39:44.308236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIIN' from 'https://tdm.silogroup.org/data/derivative_storage/IIIN.csv'.
[2025-12-01T20:39:44.318644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIIN'.
[2025-12-01T20:39:44.318911] [INFO ] [FORECASTER] Starting predict_future for IIIN
[2025-12-01T20:39:44.319656] [DEBUG] [LOCAL     ] No optimal features file found for IIIN: ./output/feature-sets/IIIN.txt
[2025-12-01T20:39:44.319705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:44.319736] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:44.319761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:44.319815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:44.375546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:44.376235] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:44.376323] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:44.376360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:44.494750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:44.494881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:44.494918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:44.494946] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:44.498148] [DEBUG] [FORECASTER] IIIN: Forecast T+1@11:T+2@11: UP (p=74.06%)
[2025-12-01T20:39:44.498425] [INFO ] [FORECASTER] Completed predict_future for IIIN
[2025-12-01T20:39:44.498544] [INFO ] [sig       ] IIIN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:44.638774] [INFO ] [LOCAL     ] Saved forecast: IIIN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IIIN.txt
[2025-12-01T20:39:44.638927] [INFO ] [sig       ] [1697/3634] Completed IIIN in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:44.638965] [INFO ] [sig       ] [1698/3634] Forecasting IIM...
[2025-12-01T20:39:44.638994] [INFO ] [sig       ] Generating forecast for: IIM
[2025-12-01T20:39:44.639022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IIM' from 'https://tdm.silogroup.org/data/derivative_storage/IIM.csv'.
[2025-12-01T20:39:44.650197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IIM'.
[2025-12-01T20:39:44.650497] [INFO ] [FORECASTER] Starting predict_future for IIM
[2025-12-01T20:39:44.651264] [DEBUG] [LOCAL     ] No optimal features file found for IIM: ./output/feature-sets/IIM.txt
[2025-12-01T20:39:44.651314] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:44.651345] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:44.651372] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:44.651427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:44.711013] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:44.711759] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:44.711841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:44.711874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:44.828831] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:44.828990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:44.829029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:44.829056] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:44.832333] [DEBUG] [FORECASTER] IIM: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-01T20:39:44.832605] [INFO ] [FORECASTER] Completed predict_future for IIM
[2025-12-01T20:39:44.832726] [INFO ] [sig       ] IIM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:44.971994] [INFO ] [LOCAL     ] Saved forecast: IIM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IIM.txt
[2025-12-01T20:39:44.972116] [INFO ] [sig       ] [1698/3634] Completed IIM in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:44.972154] [INFO ] [sig       ] [1699/3634] Forecasting ILMN...
[2025-12-01T20:39:44.972184] [INFO ] [sig       ] Generating forecast for: ILMN
[2025-12-01T20:39:44.972212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ILMN' from 'https://tdm.silogroup.org/data/derivative_storage/ILMN.csv'.
[2025-12-01T20:39:44.983234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ILMN'.
[2025-12-01T20:39:44.983582] [INFO ] [FORECASTER] Starting predict_future for ILMN
[2025-12-01T20:39:44.984315] [DEBUG] [LOCAL     ] No optimal features file found for ILMN: ./output/feature-sets/ILMN.txt
[2025-12-01T20:39:44.984363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:44.984393] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:44.984418] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:44.984472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:45.041714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:45.042407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:45.042482] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:45.042513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:45.165531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:45.165692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:45.165732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:45.165759] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:45.169070] [DEBUG] [FORECASTER] ILMN: Forecast T+1@11:T+2@11: UP (p=84.85%)
[2025-12-01T20:39:45.169360] [INFO ] [FORECASTER] Completed predict_future for ILMN
[2025-12-01T20:39:45.169496] [INFO ] [sig       ] ILMN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:45.308919] [INFO ] [LOCAL     ] Saved forecast: ILMN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ILMN.txt
[2025-12-01T20:39:45.309042] [INFO ] [sig       ] [1699/3634] Completed ILMN in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:45.309077] [INFO ] [sig       ] [1700/3634] Forecasting IMAX...
[2025-12-01T20:39:45.309105] [INFO ] [sig       ] Generating forecast for: IMAX
[2025-12-01T20:39:45.309132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMAX' from 'https://tdm.silogroup.org/data/derivative_storage/IMAX.csv'.
[2025-12-01T20:39:45.320263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMAX'.
[2025-12-01T20:39:45.320566] [INFO ] [FORECASTER] Starting predict_future for IMAX
[2025-12-01T20:39:45.321336] [DEBUG] [LOCAL     ] No optimal features file found for IMAX: ./output/feature-sets/IMAX.txt
[2025-12-01T20:39:45.321395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:45.321428] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:45.321453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:45.321507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:45.381414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:45.382098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:45.382173] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:45.382203] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:45.501697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:45.501841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:45.501877] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:45.501903] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:45.505123] [DEBUG] [FORECASTER] IMAX: Forecast T+1@11:T+2@11: UP (p=68.91%)
[2025-12-01T20:39:45.505378] [INFO ] [FORECASTER] Completed predict_future for IMAX
[2025-12-01T20:39:45.505494] [INFO ] [sig       ] IMAX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:45.646196] [INFO ] [LOCAL     ] Saved forecast: IMAX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IMAX.txt
[2025-12-01T20:39:45.646358] [INFO ] [sig       ] [1700/3634] Completed IMAX in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:45.646405] [INFO ] [sig       ] [1701/3634] Forecasting IMKTA...
[2025-12-01T20:39:45.646435] [INFO ] [sig       ] Generating forecast for: IMKTA
[2025-12-01T20:39:45.646464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMKTA' from 'https://tdm.silogroup.org/data/derivative_storage/IMKTA.csv'.
[2025-12-01T20:39:45.656743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMKTA'.
[2025-12-01T20:39:45.657022] [INFO ] [FORECASTER] Starting predict_future for IMKTA
[2025-12-01T20:39:45.657838] [DEBUG] [LOCAL     ] No optimal features file found for IMKTA: ./output/feature-sets/IMKTA.txt
[2025-12-01T20:39:45.657888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:45.657946] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:45.657973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:45.658029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:45.716365] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:45.717043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:45.717120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:45.717159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:45.834054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:45.834196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:45.834231] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:45.834259] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:45.837482] [DEBUG] [FORECASTER] IMKTA: Forecast T+1@11:T+2@11: UP (p=89.96%)
[2025-12-01T20:39:45.837757] [INFO ] [FORECASTER] Completed predict_future for IMKTA
[2025-12-01T20:39:45.837874] [INFO ] [sig       ] IMKTA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:46.019504] [INFO ] [LOCAL     ] Saved forecast: IMKTA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IMKTA.txt
[2025-12-01T20:39:46.019652] [INFO ] [sig       ] [1701/3634] Completed IMKTA in 0.4s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:46.019692] [INFO ] [sig       ] [1702/3634] Forecasting IMMP...
[2025-12-01T20:39:46.019721] [INFO ] [sig       ] Generating forecast for: IMMP
[2025-12-01T20:39:46.019749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMP' from 'https://tdm.silogroup.org/data/derivative_storage/IMMP.csv'.
[2025-12-01T20:39:46.030467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMP'.
[2025-12-01T20:39:46.030753] [INFO ] [FORECASTER] Starting predict_future for IMMP
[2025-12-01T20:39:46.031474] [DEBUG] [LOCAL     ] No optimal features file found for IMMP: ./output/feature-sets/IMMP.txt
[2025-12-01T20:39:46.031532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:46.031563] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:46.031635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:46.031691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:46.087515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:46.088158] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:46.088232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:46.088263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:46.202096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:46.202241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:46.202289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:46.202316] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:46.205542] [DEBUG] [FORECASTER] IMMP: Forecast T+1@11:T+2@11: UP (p=89.03%)
[2025-12-01T20:39:46.205814] [INFO ] [FORECASTER] Completed predict_future for IMMP
[2025-12-01T20:39:46.205932] [INFO ] [sig       ] IMMP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:46.345280] [INFO ] [LOCAL     ] Saved forecast: IMMP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IMMP.txt
[2025-12-01T20:39:46.345407] [INFO ] [sig       ] [1702/3634] Completed IMMP in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:46.345443] [INFO ] [sig       ] [1703/3634] Forecasting IMMX...
[2025-12-01T20:39:46.345471] [INFO ] [sig       ] Generating forecast for: IMMX
[2025-12-01T20:39:46.345500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMMX' from 'https://tdm.silogroup.org/data/derivative_storage/IMMX.csv'.
[2025-12-01T20:39:46.356323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMMX'.
[2025-12-01T20:39:46.356598] [INFO ] [FORECASTER] Starting predict_future for IMMX
[2025-12-01T20:39:46.357318] [DEBUG] [LOCAL     ] No optimal features file found for IMMX: ./output/feature-sets/IMMX.txt
[2025-12-01T20:39:46.357367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:46.357397] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:46.357423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:46.357477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:46.414391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:46.415034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:46.415108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:46.415140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:46.531438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:46.531593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:46.531633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:46.531661] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:46.534952] [DEBUG] [FORECASTER] IMMX: Forecast T+1@11:T+2@11: UP (p=54.42%)
[2025-12-01T20:39:46.535244] [INFO ] [FORECASTER] Completed predict_future for IMMX
[2025-12-01T20:39:46.535372] [INFO ] [sig       ] IMMX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:46.676057] [INFO ] [LOCAL     ] Saved forecast: IMMX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IMMX.txt
[2025-12-01T20:39:46.676183] [INFO ] [sig       ] [1703/3634] Completed IMMX in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:46.676219] [INFO ] [sig       ] [1704/3634] Forecasting IMNM...
[2025-12-01T20:39:46.676247] [INFO ] [sig       ] Generating forecast for: IMNM
[2025-12-01T20:39:46.676275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNM' from 'https://tdm.silogroup.org/data/derivative_storage/IMNM.csv'.
[2025-12-01T20:39:46.687438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNM'.
[2025-12-01T20:39:46.687733] [INFO ] [FORECASTER] Starting predict_future for IMNM
[2025-12-01T20:39:46.688477] [DEBUG] [LOCAL     ] No optimal features file found for IMNM: ./output/feature-sets/IMNM.txt
[2025-12-01T20:39:46.688527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:46.688558] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:46.688603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:46.688660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:46.745916] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:46.746568] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:46.746663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:46.746694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:46.873102] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:46.873263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:46.873301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:46.873358] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:46.876720] [DEBUG] [FORECASTER] IMNM: Forecast T+1@11:T+2@11: DOWN (p=9.25%)
[2025-12-01T20:39:46.876986] [INFO ] [FORECASTER] Completed predict_future for IMNM
[2025-12-01T20:39:46.877106] [INFO ] [sig       ] IMNM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:47.017732] [INFO ] [LOCAL     ] Saved forecast: IMNM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IMNM.txt
[2025-12-01T20:39:47.017853] [INFO ] [sig       ] [1704/3634] Completed IMNM in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:47.017889] [INFO ] [sig       ] [1705/3634] Forecasting IMNN...
[2025-12-01T20:39:47.017918] [INFO ] [sig       ] Generating forecast for: IMNN
[2025-12-01T20:39:47.017945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMNN' from 'https://tdm.silogroup.org/data/derivative_storage/IMNN.csv'.
[2025-12-01T20:39:47.028880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMNN'.
[2025-12-01T20:39:47.029161] [INFO ] [FORECASTER] Starting predict_future for IMNN
[2025-12-01T20:39:47.029978] [DEBUG] [LOCAL     ] No optimal features file found for IMNN: ./output/feature-sets/IMNN.txt
[2025-12-01T20:39:47.030029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:47.030059] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:47.030085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:47.030142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:47.088434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:47.089089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:47.089164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:47.089196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:47.210211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:47.210364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:47.210407] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:47.210440] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:47.213659] [DEBUG] [FORECASTER] IMNN: Forecast T+1@11:T+2@11: UP (p=70.17%)
[2025-12-01T20:39:47.213914] [INFO ] [FORECASTER] Completed predict_future for IMNN
[2025-12-01T20:39:47.214032] [INFO ] [sig       ] IMNN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:47.355802] [INFO ] [LOCAL     ] Saved forecast: IMNN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IMNN.txt
[2025-12-01T20:39:47.355922] [INFO ] [sig       ] [1705/3634] Completed IMNN in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:47.355985] [INFO ] [sig       ] [1706/3634] Forecasting IMOS...
[2025-12-01T20:39:47.356015] [INFO ] [sig       ] Generating forecast for: IMOS
[2025-12-01T20:39:47.356043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMOS' from 'https://tdm.silogroup.org/data/derivative_storage/IMOS.csv'.
[2025-12-01T20:39:47.366727] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMOS'.
[2025-12-01T20:39:47.367016] [INFO ] [FORECASTER] Starting predict_future for IMOS
[2025-12-01T20:39:47.367759] [DEBUG] [LOCAL     ] No optimal features file found for IMOS: ./output/feature-sets/IMOS.txt
[2025-12-01T20:39:47.367807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:47.367837] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:47.367862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:47.367916] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:47.425103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:47.425753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:47.425829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:47.425861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:47.548197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:47.548383] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:47.548424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:47.548453] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:47.551842] [DEBUG] [FORECASTER] IMOS: Forecast T+1@11:T+2@11: UP (p=86.70%)
[2025-12-01T20:39:47.552111] [INFO ] [FORECASTER] Completed predict_future for IMOS
[2025-12-01T20:39:47.552236] [INFO ] [sig       ] IMOS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:47.694038] [INFO ] [LOCAL     ] Saved forecast: IMOS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IMOS.txt
[2025-12-01T20:39:47.694171] [INFO ] [sig       ] [1706/3634] Completed IMOS in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:47.694208] [INFO ] [sig       ] [1707/3634] Forecasting IMPP...
[2025-12-01T20:39:47.694236] [INFO ] [sig       ] Generating forecast for: IMPP
[2025-12-01T20:39:47.694264] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMPP' from 'https://tdm.silogroup.org/data/derivative_storage/IMPP.csv'.
[2025-12-01T20:39:47.705071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMPP'.
[2025-12-01T20:39:47.705351] [INFO ] [FORECASTER] Starting predict_future for IMPP
[2025-12-01T20:39:47.706096] [DEBUG] [LOCAL     ] No optimal features file found for IMPP: ./output/feature-sets/IMPP.txt
[2025-12-01T20:39:47.706145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:47.706175] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:47.706201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:47.706255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:47.763135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:47.763793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:47.763871] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:47.763904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:47.882822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:47.882968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:47.883007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:47.883034] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:47.886422] [DEBUG] [FORECASTER] IMPP: Forecast T+1@11:T+2@11: UP (p=98.66%)
[2025-12-01T20:39:47.886729] [INFO ] [FORECASTER] Completed predict_future for IMPP
[2025-12-01T20:39:47.886853] [INFO ] [sig       ] IMPP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:48.030639] [INFO ] [LOCAL     ] Saved forecast: IMPP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IMPP.txt
[2025-12-01T20:39:48.030761] [INFO ] [sig       ] [1707/3634] Completed IMPP in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:48.030798] [INFO ] [sig       ] [1708/3634] Forecasting IMRX...
[2025-12-01T20:39:48.030826] [INFO ] [sig       ] Generating forecast for: IMRX
[2025-12-01T20:39:48.030855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMRX' from 'https://tdm.silogroup.org/data/derivative_storage/IMRX.csv'.
[2025-12-01T20:39:48.041632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMRX'.
[2025-12-01T20:39:48.041918] [INFO ] [FORECASTER] Starting predict_future for IMRX
[2025-12-01T20:39:48.042690] [DEBUG] [LOCAL     ] No optimal features file found for IMRX: ./output/feature-sets/IMRX.txt
[2025-12-01T20:39:48.042740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:48.042773] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:48.042801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:48.042860] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:48.099963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:48.100643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:48.100721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:48.100753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:48.221941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:48.222087] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:48.222125] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:48.222154] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:48.225425] [DEBUG] [FORECASTER] IMRX: Forecast T+1@11:T+2@11: UP (p=84.02%)
[2025-12-01T20:39:48.225707] [INFO ] [FORECASTER] Completed predict_future for IMRX
[2025-12-01T20:39:48.225831] [INFO ] [sig       ] IMRX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:48.367902] [INFO ] [LOCAL     ] Saved forecast: IMRX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IMRX.txt
[2025-12-01T20:39:48.368036] [INFO ] [sig       ] [1708/3634] Completed IMRX in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:48.368075] [INFO ] [sig       ] [1709/3634] Forecasting IMTX...
[2025-12-01T20:39:48.368103] [INFO ] [sig       ] Generating forecast for: IMTX
[2025-12-01T20:39:48.368131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMTX' from 'https://tdm.silogroup.org/data/derivative_storage/IMTX.csv'.
[2025-12-01T20:39:48.378893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMTX'.
[2025-12-01T20:39:48.379185] [INFO ] [FORECASTER] Starting predict_future for IMTX
[2025-12-01T20:39:48.379935] [DEBUG] [LOCAL     ] No optimal features file found for IMTX: ./output/feature-sets/IMTX.txt
[2025-12-01T20:39:48.379983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:48.380013] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:48.380039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:48.380093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:48.437185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:48.437981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:48.438063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:48.438094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:48.557276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:48.557433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:48.557493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:48.557520] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:48.560840] [DEBUG] [FORECASTER] IMTX: Forecast T+1@11:T+2@11: DOWN (p=44.84%)
[2025-12-01T20:39:48.561099] [INFO ] [FORECASTER] Completed predict_future for IMTX
[2025-12-01T20:39:48.561220] [INFO ] [sig       ] IMTX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:48.703481] [INFO ] [LOCAL     ] Saved forecast: IMTX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IMTX.txt
[2025-12-01T20:39:48.703653] [INFO ] [sig       ] [1709/3634] Completed IMTX in 0.3s | 2.98 sym/s | Total: 9.5m | ETA: 10.8m
[2025-12-01T20:39:48.703700] [INFO ] [sig       ] [1710/3634] Forecasting IMXI...
[2025-12-01T20:39:48.703731] [INFO ] [sig       ] Generating forecast for: IMXI
[2025-12-01T20:39:48.703759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IMXI' from 'https://tdm.silogroup.org/data/derivative_storage/IMXI.csv'.
[2025-12-01T20:39:48.715185] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IMXI'.
[2025-12-01T20:39:48.715509] [INFO ] [FORECASTER] Starting predict_future for IMXI
[2025-12-01T20:39:48.716264] [DEBUG] [LOCAL     ] No optimal features file found for IMXI: ./output/feature-sets/IMXI.txt
[2025-12-01T20:39:48.716320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:48.716357] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:48.716388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:48.716455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:48.771473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:48.772298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:48.772378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:48.772409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:48.893563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:48.893725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:48.893761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:48.893788] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:48.897078] [DEBUG] [FORECASTER] IMXI: Forecast T+1@11:T+2@11: UP (p=65.04%)
[2025-12-01T20:39:48.897352] [INFO ] [FORECASTER] Completed predict_future for IMXI
[2025-12-01T20:39:48.897492] [INFO ] [sig       ] IMXI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:49.036468] [INFO ] [LOCAL     ] Saved forecast: IMXI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IMXI.txt
[2025-12-01T20:39:49.036634] [INFO ] [sig       ] [1710/3634] Completed IMXI in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:49.036672] [INFO ] [sig       ] [1711/3634] Forecasting INAB...
[2025-12-01T20:39:49.036700] [INFO ] [sig       ] Generating forecast for: INAB
[2025-12-01T20:39:49.036729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INAB' from 'https://tdm.silogroup.org/data/derivative_storage/INAB.csv'.
[2025-12-01T20:39:49.047644] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INAB'.
[2025-12-01T20:39:49.047995] [INFO ] [FORECASTER] Starting predict_future for INAB
[2025-12-01T20:39:49.048784] [DEBUG] [LOCAL     ] No optimal features file found for INAB: ./output/feature-sets/INAB.txt
[2025-12-01T20:39:49.048833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:49.048862] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:49.048888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:49.048942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:49.105255] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:49.106095] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:49.106206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:49.106240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:49.223451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:49.223616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:49.223655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:49.223682] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:49.226898] [DEBUG] [FORECASTER] INAB: Forecast T+1@11:T+2@11: UP (p=92.24%)
[2025-12-01T20:39:49.227155] [INFO ] [FORECASTER] Completed predict_future for INAB
[2025-12-01T20:39:49.227273] [INFO ] [sig       ] INAB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:49.368027] [INFO ] [LOCAL     ] Saved forecast: INAB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/INAB.txt
[2025-12-01T20:39:49.368195] [INFO ] [sig       ] [1711/3634] Completed INAB in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:49.368233] [INFO ] [sig       ] [1712/3634] Forecasting INBK...
[2025-12-01T20:39:49.368261] [INFO ] [sig       ] Generating forecast for: INBK
[2025-12-01T20:39:49.368290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBK' from 'https://tdm.silogroup.org/data/derivative_storage/INBK.csv'.
[2025-12-01T20:39:49.379203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INBK'.
[2025-12-01T20:39:49.379545] [INFO ] [FORECASTER] Starting predict_future for INBK
[2025-12-01T20:39:49.380339] [DEBUG] [LOCAL     ] No optimal features file found for INBK: ./output/feature-sets/INBK.txt
[2025-12-01T20:39:49.380390] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:49.380420] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:49.380445] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:49.380504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:49.438671] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:49.439448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:49.439531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:49.439563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:49.558835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:49.558985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:49.559024] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:49.559052] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:49.562402] [DEBUG] [FORECASTER] INBK: Forecast T+1@11:T+2@11: UP (p=76.81%)
[2025-12-01T20:39:49.562687] [INFO ] [FORECASTER] Completed predict_future for INBK
[2025-12-01T20:39:49.562810] [INFO ] [sig       ] INBK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:49.707329] [INFO ] [LOCAL     ] Saved forecast: INBK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/INBK.txt
[2025-12-01T20:39:49.707487] [INFO ] [sig       ] [1712/3634] Completed INBK in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:49.707527] [INFO ] [sig       ] [1713/3634] Forecasting INBX...
[2025-12-01T20:39:49.707558] [INFO ] [sig       ] Generating forecast for: INBX
[2025-12-01T20:39:49.707608] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INBX' from 'https://tdm.silogroup.org/data/derivative_storage/INBX.csv'.
[2025-12-01T20:39:49.720406] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'INBX'.
[2025-12-01T20:39:49.720793] [INFO ] [FORECASTER] Starting predict_future for INBX
[2025-12-01T20:39:49.721565] [DEBUG] [LOCAL     ] No optimal features file found for INBX: ./output/feature-sets/INBX.txt
[2025-12-01T20:39:49.721634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:49.721678] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:49.721705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:49.721760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:49.779559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:49.780410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:49.780491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:49.780522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:49.900042] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:49.900190] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:49.900228] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:49.900255] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:49.903616] [DEBUG] [FORECASTER] INBX: Forecast T+1@11:T+2@11: UP (p=65.16%)
[2025-12-01T20:39:49.903883] [INFO ] [FORECASTER] Completed predict_future for INBX
[2025-12-01T20:39:49.904004] [INFO ] [sig       ] INBX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:39:50.045010] [INFO ] [LOCAL     ] Saved forecast: INBX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INBX.txt
[2025-12-01T20:39:50.045163] [INFO ] [sig       ] [1713/3634] Completed INBX in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:50.045209] [INFO ] [sig       ] [1714/3634] Forecasting INCY...
[2025-12-01T20:39:50.045237] [INFO ] [sig       ] Generating forecast for: INCY
[2025-12-01T20:39:50.045293] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INCY' from 'https://tdm.silogroup.org/data/derivative_storage/INCY.csv'.
[2025-12-01T20:39:50.056140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INCY'.
[2025-12-01T20:39:50.056452] [INFO ] [FORECASTER] Starting predict_future for INCY
[2025-12-01T20:39:50.057187] [DEBUG] [LOCAL     ] No optimal features file found for INCY: ./output/feature-sets/INCY.txt
[2025-12-01T20:39:50.057236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:50.057266] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:50.057292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:50.057345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:50.112192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:50.113060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:50.113136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:50.113166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:50.232134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:50.232281] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:50.232317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:50.232345] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:50.235554] [DEBUG] [FORECASTER] INCY: Forecast T+1@11:T+2@11: UP (p=65.80%)
[2025-12-01T20:39:50.235832] [INFO ] [FORECASTER] Completed predict_future for INCY
[2025-12-01T20:39:50.235951] [INFO ] [sig       ] INCY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:50.372714] [INFO ] [LOCAL     ] Saved forecast: INCY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/INCY.txt
[2025-12-01T20:39:50.372878] [INFO ] [sig       ] [1714/3634] Completed INCY in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:50.372918] [INFO ] [sig       ] [1715/3634] Forecasting INDB...
[2025-12-01T20:39:50.372946] [INFO ] [sig       ] Generating forecast for: INDB
[2025-12-01T20:39:50.372975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDB' from 'https://tdm.silogroup.org/data/derivative_storage/INDB.csv'.
[2025-12-01T20:39:50.383549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDB'.
[2025-12-01T20:39:50.383871] [INFO ] [FORECASTER] Starting predict_future for INDB
[2025-12-01T20:39:50.384631] [DEBUG] [LOCAL     ] No optimal features file found for INDB: ./output/feature-sets/INDB.txt
[2025-12-01T20:39:50.384679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:50.384708] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:50.384733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:50.384785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:50.439384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:50.440205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:50.440288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:50.440319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:50.557170] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:50.557322] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:50.557358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:50.557385] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:50.560701] [DEBUG] [FORECASTER] INDB: Forecast T+1@11:T+2@11: DOWN (p=5.98%)
[2025-12-01T20:39:50.560957] [INFO ] [FORECASTER] Completed predict_future for INDB
[2025-12-01T20:39:50.561074] [INFO ] [sig       ] INDB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:50.703816] [INFO ] [LOCAL     ] Saved forecast: INDB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/INDB.txt
[2025-12-01T20:39:50.703990] [INFO ] [sig       ] [1715/3634] Completed INDB in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:50.704032] [INFO ] [sig       ] [1716/3634] Forecasting INDI...
[2025-12-01T20:39:50.704060] [INFO ] [sig       ] Generating forecast for: INDI
[2025-12-01T20:39:50.704089] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDI' from 'https://tdm.silogroup.org/data/derivative_storage/INDI.csv'.
[2025-12-01T20:39:50.715212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDI'.
[2025-12-01T20:39:50.715470] [INFO ] [FORECASTER] Starting predict_future for INDI
[2025-12-01T20:39:50.716234] [DEBUG] [LOCAL     ] No optimal features file found for INDI: ./output/feature-sets/INDI.txt
[2025-12-01T20:39:50.716283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:50.716313] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:50.716341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:50.716406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:50.771696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:50.772257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:50.772331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:50.772362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:50.895036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:50.895180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:50.895218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:50.895245] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:50.898558] [DEBUG] [FORECASTER] INDI: Forecast T+1@11:T+2@11: UP (p=84.42%)
[2025-12-01T20:39:50.898828] [INFO ] [FORECASTER] Completed predict_future for INDI
[2025-12-01T20:39:50.898946] [INFO ] [sig       ] INDI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:51.037881] [INFO ] [LOCAL     ] Saved forecast: INDI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/INDI.txt
[2025-12-01T20:39:51.038038] [INFO ] [sig       ] [1716/3634] Completed INDI in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:51.038084] [INFO ] [sig       ] [1717/3634] Forecasting INDP...
[2025-12-01T20:39:51.038114] [INFO ] [sig       ] Generating forecast for: INDP
[2025-12-01T20:39:51.038143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDP' from 'https://tdm.silogroup.org/data/derivative_storage/INDP.csv'.
[2025-12-01T20:39:51.049527] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDP'.
[2025-12-01T20:39:51.049921] [INFO ] [FORECASTER] Starting predict_future for INDP
[2025-12-01T20:39:51.050676] [DEBUG] [LOCAL     ] No optimal features file found for INDP: ./output/feature-sets/INDP.txt
[2025-12-01T20:39:51.050725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:51.050754] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:51.050779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:51.050832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:51.105867] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:51.106664] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:51.106740] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:51.106771] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:51.207903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:51.208031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:51.208067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:51.208094] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:51.211245] [DEBUG] [FORECASTER] INDP: Forecast T+1@11:T+2@11: DOWN (p=28.30%)
[2025-12-01T20:39:51.211500] [INFO ] [FORECASTER] Completed predict_future for INDP
[2025-12-01T20:39:51.211634] [INFO ] [sig       ] INDP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:51.348687] [INFO ] [LOCAL     ] Saved forecast: INDP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/INDP.txt
[2025-12-01T20:39:51.348800] [INFO ] [sig       ] [1717/3634] Completed INDP in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:51.348836] [INFO ] [sig       ] [1718/3634] Forecasting INDY...
[2025-12-01T20:39:51.348863] [INFO ] [sig       ] Generating forecast for: INDY
[2025-12-01T20:39:51.348890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INDY' from 'https://tdm.silogroup.org/data/derivative_storage/INDY.csv'.
[2025-12-01T20:39:51.359725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INDY'.
[2025-12-01T20:39:51.359972] [INFO ] [FORECASTER] Starting predict_future for INDY
[2025-12-01T20:39:51.360710] [DEBUG] [LOCAL     ] No optimal features file found for INDY: ./output/feature-sets/INDY.txt
[2025-12-01T20:39:51.360757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:51.360810] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:51.360837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:51.360892] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:51.416760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:51.417322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:51.417395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:51.417426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:51.541467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:51.541648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:51.541686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:51.541713] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:51.544947] [DEBUG] [FORECASTER] INDY: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-01T20:39:51.545205] [INFO ] [FORECASTER] Completed predict_future for INDY
[2025-12-01T20:39:51.545340] [INFO ] [sig       ] INDY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:51.684188] [INFO ] [LOCAL     ] Saved forecast: INDY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/INDY.txt
[2025-12-01T20:39:51.684297] [INFO ] [sig       ] [1718/3634] Completed INDY in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:51.684332] [INFO ] [sig       ] [1719/3634] Forecasting INFY...
[2025-12-01T20:39:51.684363] [INFO ] [sig       ] Generating forecast for: INFY
[2025-12-01T20:39:51.684396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INFY' from 'https://tdm.silogroup.org/data/derivative_storage/INFY.csv'.
[2025-12-01T20:39:51.695499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INFY'.
[2025-12-01T20:39:51.695765] [INFO ] [FORECASTER] Starting predict_future for INFY
[2025-12-01T20:39:51.696482] [DEBUG] [LOCAL     ] No optimal features file found for INFY: ./output/feature-sets/INFY.txt
[2025-12-01T20:39:51.696530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:51.696560] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:51.696610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:51.696665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:51.751993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:51.752672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:51.752745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:51.752776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:51.869191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:51.869319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:51.869354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:51.869381] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:51.872567] [DEBUG] [FORECASTER] INFY: Forecast T+1@11:T+2@11: UP (p=86.36%)
[2025-12-01T20:39:51.872836] [INFO ] [FORECASTER] Completed predict_future for INFY
[2025-12-01T20:39:51.872950] [INFO ] [sig       ] INFY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:52.011094] [INFO ] [LOCAL     ] Saved forecast: INFY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/INFY.txt
[2025-12-01T20:39:52.011209] [INFO ] [sig       ] [1719/3634] Completed INFY in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:52.011245] [INFO ] [sig       ] [1720/3634] Forecasting ING...
[2025-12-01T20:39:52.011273] [INFO ] [sig       ] Generating forecast for: ING
[2025-12-01T20:39:52.011301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ING' from 'https://tdm.silogroup.org/data/derivative_storage/ING.csv'.
[2025-12-01T20:39:52.022204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ING'.
[2025-12-01T20:39:52.022455] [INFO ] [FORECASTER] Starting predict_future for ING
[2025-12-01T20:39:52.023181] [DEBUG] [LOCAL     ] No optimal features file found for ING: ./output/feature-sets/ING.txt
[2025-12-01T20:39:52.023230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:52.023260] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:52.023286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:52.023339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:52.079171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:52.079853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:52.079927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:52.079958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:52.203426] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:52.203596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:52.203650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:52.203679] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:52.206951] [DEBUG] [FORECASTER] ING: Forecast T+1@11:T+2@11: DOWN (p=3.74%)
[2025-12-01T20:39:52.207213] [INFO ] [FORECASTER] Completed predict_future for ING
[2025-12-01T20:39:52.207329] [INFO ] [sig       ] ING: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:52.344070] [INFO ] [LOCAL     ] Saved forecast: ING	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ING.txt
[2025-12-01T20:39:52.344188] [INFO ] [sig       ] [1720/3634] Completed ING in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:52.344225] [INFO ] [sig       ] [1721/3634] Forecasting INGN...
[2025-12-01T20:39:52.344252] [INFO ] [sig       ] Generating forecast for: INGN
[2025-12-01T20:39:52.344279] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INGN' from 'https://tdm.silogroup.org/data/derivative_storage/INGN.csv'.
[2025-12-01T20:39:52.354965] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INGN'.
[2025-12-01T20:39:52.355215] [INFO ] [FORECASTER] Starting predict_future for INGN
[2025-12-01T20:39:52.355947] [DEBUG] [LOCAL     ] No optimal features file found for INGN: ./output/feature-sets/INGN.txt
[2025-12-01T20:39:52.355995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:52.356025] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:52.356050] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:52.356104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:52.412194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:52.412811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:52.412882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:52.412913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:52.531650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:52.531783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:52.531818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:52.531876] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:52.535092] [DEBUG] [FORECASTER] INGN: Forecast T+1@11:T+2@11: DOWN (p=10.79%)
[2025-12-01T20:39:52.535349] [INFO ] [FORECASTER] Completed predict_future for INGN
[2025-12-01T20:39:52.535470] [INFO ] [sig       ] INGN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:52.674256] [INFO ] [LOCAL     ] Saved forecast: INGN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/INGN.txt
[2025-12-01T20:39:52.674364] [INFO ] [sig       ] [1721/3634] Completed INGN in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:52.674404] [INFO ] [sig       ] [1722/3634] Forecasting INM...
[2025-12-01T20:39:52.674437] [INFO ] [sig       ] Generating forecast for: INM
[2025-12-01T20:39:52.674471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INM' from 'https://tdm.silogroup.org/data/derivative_storage/INM.csv'.
[2025-12-01T20:39:52.686366] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INM'.
[2025-12-01T20:39:52.686739] [INFO ] [FORECASTER] Starting predict_future for INM
[2025-12-01T20:39:52.687496] [DEBUG] [LOCAL     ] No optimal features file found for INM: ./output/feature-sets/INM.txt
[2025-12-01T20:39:52.687546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:52.687595] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:52.687623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:52.687677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:52.743292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:52.744037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:52.744132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:52.744163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:52.861273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:52.861419] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:52.861456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:52.861484] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:52.864776] [DEBUG] [FORECASTER] INM: Forecast T+1@11:T+2@11: UP (p=67.75%)
[2025-12-01T20:39:52.865039] [INFO ] [FORECASTER] Completed predict_future for INM
[2025-12-01T20:39:52.865160] [INFO ] [sig       ] INM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:53.003421] [INFO ] [LOCAL     ] Saved forecast: INM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/INM.txt
[2025-12-01T20:39:53.003588] [INFO ] [sig       ] [1722/3634] Completed INM in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:53.003629] [INFO ] [sig       ] [1723/3634] Forecasting INMB...
[2025-12-01T20:39:53.003657] [INFO ] [sig       ] Generating forecast for: INMB
[2025-12-01T20:39:53.003686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMB' from 'https://tdm.silogroup.org/data/derivative_storage/INMB.csv'.
[2025-12-01T20:39:53.014563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMB'.
[2025-12-01T20:39:53.014871] [INFO ] [FORECASTER] Starting predict_future for INMB
[2025-12-01T20:39:53.015611] [DEBUG] [LOCAL     ] No optimal features file found for INMB: ./output/feature-sets/INMB.txt
[2025-12-01T20:39:53.015659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:53.015688] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:53.015713] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:53.015767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:53.069765] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:53.070489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:53.070569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:53.070623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:53.194531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:53.194715] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:53.194756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:53.194785] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:53.198185] [DEBUG] [FORECASTER] INMB: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-01T20:39:53.198481] [INFO ] [FORECASTER] Completed predict_future for INMB
[2025-12-01T20:39:53.198621] [INFO ] [sig       ] INMB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:53.337240] [INFO ] [LOCAL     ] Saved forecast: INMB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/INMB.txt
[2025-12-01T20:39:53.337369] [INFO ] [sig       ] [1723/3634] Completed INMB in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:53.337410] [INFO ] [sig       ] [1724/3634] Forecasting INMD...
[2025-12-01T20:39:53.337444] [INFO ] [sig       ] Generating forecast for: INMD
[2025-12-01T20:39:53.337479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INMD' from 'https://tdm.silogroup.org/data/derivative_storage/INMD.csv'.
[2025-12-01T20:39:53.348079] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INMD'.
[2025-12-01T20:39:53.348367] [INFO ] [FORECASTER] Starting predict_future for INMD
[2025-12-01T20:39:53.349122] [DEBUG] [LOCAL     ] No optimal features file found for INMD: ./output/feature-sets/INMD.txt
[2025-12-01T20:39:53.349171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:53.349213] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:53.349240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:53.349295] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:53.404055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:53.404760] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:53.404836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:53.404866] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:53.523777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:53.523928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:53.523965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:53.523991] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:53.527278] [DEBUG] [FORECASTER] INMD: Forecast T+1@11:T+2@11: DOWN (p=3.88%)
[2025-12-01T20:39:53.527541] [INFO ] [FORECASTER] Completed predict_future for INMD
[2025-12-01T20:39:53.527679] [INFO ] [sig       ] INMD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:53.666070] [INFO ] [LOCAL     ] Saved forecast: INMD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/INMD.txt
[2025-12-01T20:39:53.666207] [INFO ] [sig       ] [1724/3634] Completed INMD in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:53.666246] [INFO ] [sig       ] [1725/3634] Forecasting INN...
[2025-12-01T20:39:53.666273] [INFO ] [sig       ] Generating forecast for: INN
[2025-12-01T20:39:53.666302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INN' from 'https://tdm.silogroup.org/data/derivative_storage/INN.csv'.
[2025-12-01T20:39:53.677324] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INN'.
[2025-12-01T20:39:53.677635] [INFO ] [FORECASTER] Starting predict_future for INN
[2025-12-01T20:39:53.678379] [DEBUG] [LOCAL     ] No optimal features file found for INN: ./output/feature-sets/INN.txt
[2025-12-01T20:39:53.678429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:53.678458] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:53.678484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:53.678539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:53.734024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:53.734770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:53.734845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:53.734876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:53.854375] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:53.854555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:53.854611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:53.854639] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:53.858059] [DEBUG] [FORECASTER] INN: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-01T20:39:53.858363] [INFO ] [FORECASTER] Completed predict_future for INN
[2025-12-01T20:39:53.858505] [INFO ] [sig       ] INN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:53.995804] [INFO ] [LOCAL     ] Saved forecast: INN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/INN.txt
[2025-12-01T20:39:53.995936] [INFO ] [sig       ] [1725/3634] Completed INN in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:53.995973] [INFO ] [sig       ] [1726/3634] Forecasting INO...
[2025-12-01T20:39:53.996003] [INFO ] [sig       ] Generating forecast for: INO
[2025-12-01T20:39:53.996031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INO' from 'https://tdm.silogroup.org/data/derivative_storage/INO.csv'.
[2025-12-01T20:39:54.009153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INO'.
[2025-12-01T20:39:54.009564] [INFO ] [FORECASTER] Starting predict_future for INO
[2025-12-01T20:39:54.010458] [DEBUG] [LOCAL     ] No optimal features file found for INO: ./output/feature-sets/INO.txt
[2025-12-01T20:39:54.010513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:54.010546] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:54.010590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:54.010649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:54.071462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:54.072313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:54.072406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:54.072450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:54.203485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:54.203653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:54.203692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:54.203720] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:54.207071] [DEBUG] [FORECASTER] INO: Forecast T+1@11:T+2@11: DOWN (p=20.22%)
[2025-12-01T20:39:54.207338] [INFO ] [FORECASTER] Completed predict_future for INO
[2025-12-01T20:39:54.207460] [INFO ] [sig       ] INO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:54.348555] [INFO ] [LOCAL     ] Saved forecast: INO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/INO.txt
[2025-12-01T20:39:54.348694] [INFO ] [sig       ] [1726/3634] Completed INO in 0.4s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:54.348731] [INFO ] [sig       ] [1727/3634] Forecasting INOD...
[2025-12-01T20:39:54.348759] [INFO ] [sig       ] Generating forecast for: INOD
[2025-12-01T20:39:54.348787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INOD' from 'https://tdm.silogroup.org/data/derivative_storage/INOD.csv'.
[2025-12-01T20:39:54.360660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INOD'.
[2025-12-01T20:39:54.360961] [INFO ] [FORECASTER] Starting predict_future for INOD
[2025-12-01T20:39:54.361729] [DEBUG] [LOCAL     ] No optimal features file found for INOD: ./output/feature-sets/INOD.txt
[2025-12-01T20:39:54.361777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:54.361806] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:54.361831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:54.361884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:54.418113] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:54.419139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:54.419227] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:54.419259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:54.540243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:54.540406] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:54.540449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:54.540481] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:54.544020] [DEBUG] [FORECASTER] INOD: Forecast T+1@11:T+2@11: UP (p=72.57%)
[2025-12-01T20:39:54.544326] [INFO ] [FORECASTER] Completed predict_future for INOD
[2025-12-01T20:39:54.544458] [INFO ] [sig       ] INOD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:54.682604] [INFO ] [LOCAL     ] Saved forecast: INOD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/INOD.txt
[2025-12-01T20:39:54.682740] [INFO ] [sig       ] [1727/3634] Completed INOD in 0.3s | 2.98 sym/s | Total: 9.6m | ETA: 10.7m
[2025-12-01T20:39:54.682776] [INFO ] [sig       ] [1728/3634] Forecasting INSE...
[2025-12-01T20:39:54.682811] [INFO ] [sig       ] Generating forecast for: INSE
[2025-12-01T20:39:54.682841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSE' from 'https://tdm.silogroup.org/data/derivative_storage/INSE.csv'.
[2025-12-01T20:39:54.694747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSE'.
[2025-12-01T20:39:54.695058] [INFO ] [FORECASTER] Starting predict_future for INSE
[2025-12-01T20:39:54.695848] [DEBUG] [LOCAL     ] No optimal features file found for INSE: ./output/feature-sets/INSE.txt
[2025-12-01T20:39:54.695898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:54.695928] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:54.695953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:54.696008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:54.755216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:54.756055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:54.756166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:54.756198] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:54.877108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:54.877254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:54.877291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:54.877319] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:54.880544] [DEBUG] [FORECASTER] INSE: Forecast T+1@11:T+2@11: UP (p=77.65%)
[2025-12-01T20:39:54.880820] [INFO ] [FORECASTER] Completed predict_future for INSE
[2025-12-01T20:39:54.880938] [INFO ] [sig       ] INSE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:55.021504] [INFO ] [LOCAL     ] Saved forecast: INSE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/INSE.txt
[2025-12-01T20:39:55.021672] [INFO ] [sig       ] [1728/3634] Completed INSE in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:39:55.021713] [INFO ] [sig       ] [1729/3634] Forecasting INSG...
[2025-12-01T20:39:55.021742] [INFO ] [sig       ] Generating forecast for: INSG
[2025-12-01T20:39:55.021771] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSG' from 'https://tdm.silogroup.org/data/derivative_storage/INSG.csv'.
[2025-12-01T20:39:55.032859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSG'.
[2025-12-01T20:39:55.033127] [INFO ] [FORECASTER] Starting predict_future for INSG
[2025-12-01T20:39:55.033873] [DEBUG] [LOCAL     ] No optimal features file found for INSG: ./output/feature-sets/INSG.txt
[2025-12-01T20:39:55.033922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:55.033951] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:55.033977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:55.034031] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:55.092026] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:55.092738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:55.092814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:55.092847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:55.215430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:55.215616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:55.215658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:55.215687] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:55.219104] [DEBUG] [FORECASTER] INSG: Forecast T+1@11:T+2@11: UP (p=53.68%)
[2025-12-01T20:39:55.219371] [INFO ] [FORECASTER] Completed predict_future for INSG
[2025-12-01T20:39:55.219501] [INFO ] [sig       ] INSG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:55.359740] [INFO ] [LOCAL     ] Saved forecast: INSG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/INSG.txt
[2025-12-01T20:39:55.359887] [INFO ] [sig       ] [1729/3634] Completed INSG in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:39:55.359927] [INFO ] [sig       ] [1730/3634] Forecasting INSM...
[2025-12-01T20:39:55.359955] [INFO ] [sig       ] Generating forecast for: INSM
[2025-12-01T20:39:55.359984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSM' from 'https://tdm.silogroup.org/data/derivative_storage/INSM.csv'.
[2025-12-01T20:39:55.371624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSM'.
[2025-12-01T20:39:55.371895] [INFO ] [FORECASTER] Starting predict_future for INSM
[2025-12-01T20:39:55.372689] [DEBUG] [LOCAL     ] No optimal features file found for INSM: ./output/feature-sets/INSM.txt
[2025-12-01T20:39:55.372740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:55.372771] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:55.372798] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:55.372853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:55.429744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:55.430558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:55.430679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:55.430720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:55.551292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:55.551441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:55.551480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:55.551506] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:55.554751] [DEBUG] [FORECASTER] INSM: Forecast T+1@11:T+2@11: UP (p=99.33%)
[2025-12-01T20:39:55.555007] [INFO ] [FORECASTER] Completed predict_future for INSM
[2025-12-01T20:39:55.555127] [INFO ] [sig       ] INSM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:55.692827] [INFO ] [LOCAL     ] Saved forecast: INSM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/INSM.txt
[2025-12-01T20:39:55.692949] [INFO ] [sig       ] [1730/3634] Completed INSM in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:39:55.692986] [INFO ] [sig       ] [1731/3634] Forecasting INSP...
[2025-12-01T20:39:55.693014] [INFO ] [sig       ] Generating forecast for: INSP
[2025-12-01T20:39:55.693042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INSP' from 'https://tdm.silogroup.org/data/derivative_storage/INSP.csv'.
[2025-12-01T20:39:55.704128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INSP'.
[2025-12-01T20:39:55.704436] [INFO ] [FORECASTER] Starting predict_future for INSP
[2025-12-01T20:39:55.705189] [DEBUG] [LOCAL     ] No optimal features file found for INSP: ./output/feature-sets/INSP.txt
[2025-12-01T20:39:55.705237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:55.705267] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:55.705293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:55.705347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:55.760108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:55.760763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:55.760849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:55.760886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:55.879720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:55.879873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:55.879911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:55.879957] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:55.883232] [DEBUG] [FORECASTER] INSP: Forecast T+1@11:T+2@11: DOWN (p=5.13%)
[2025-12-01T20:39:55.883495] [INFO ] [FORECASTER] Completed predict_future for INSP
[2025-12-01T20:39:55.883633] [INFO ] [sig       ] INSP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:56.021111] [INFO ] [LOCAL     ] Saved forecast: INSP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/INSP.txt
[2025-12-01T20:39:56.021268] [INFO ] [sig       ] [1731/3634] Completed INSP in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:39:56.021317] [INFO ] [sig       ] [1732/3634] Forecasting INTA...
[2025-12-01T20:39:56.021355] [INFO ] [sig       ] Generating forecast for: INTA
[2025-12-01T20:39:56.021392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTA' from 'https://tdm.silogroup.org/data/derivative_storage/INTA.csv'.
[2025-12-01T20:39:56.033422] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTA'.
[2025-12-01T20:39:56.033749] [INFO ] [FORECASTER] Starting predict_future for INTA
[2025-12-01T20:39:56.034480] [DEBUG] [LOCAL     ] No optimal features file found for INTA: ./output/feature-sets/INTA.txt
[2025-12-01T20:39:56.034529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:56.034562] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:56.034610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:56.034665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:56.091290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:56.091899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:56.091977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:56.092008] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:56.215600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:56.215754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:56.215791] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:56.215819] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:56.219206] [DEBUG] [FORECASTER] INTA: Forecast T+1@11:T+2@11: DOWN (p=22.00%)
[2025-12-01T20:39:56.219475] [INFO ] [FORECASTER] Completed predict_future for INTA
[2025-12-01T20:39:56.219656] [INFO ] [sig       ] INTA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:56.363606] [INFO ] [LOCAL     ] Saved forecast: INTA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/INTA.txt
[2025-12-01T20:39:56.363757] [INFO ] [sig       ] [1732/3634] Completed INTA in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:39:56.363795] [INFO ] [sig       ] [1733/3634] Forecasting INTC...
[2025-12-01T20:39:56.363823] [INFO ] [sig       ] Generating forecast for: INTC
[2025-12-01T20:39:56.363851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTC' from 'https://tdm.silogroup.org/data/derivative_storage/INTC.csv'.
[2025-12-01T20:39:56.374918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTC'.
[2025-12-01T20:39:56.375280] [INFO ] [FORECASTER] Starting predict_future for INTC
[2025-12-01T20:39:56.376048] [DEBUG] [LOCAL     ] No optimal features file found for INTC: ./output/feature-sets/INTC.txt
[2025-12-01T20:39:56.376100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:56.376131] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:56.376156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:56.376213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:56.433763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:56.434626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:56.434711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:56.434760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:56.554057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:56.554210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:56.554249] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:56.554277] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:56.557595] [DEBUG] [FORECASTER] INTC: Forecast T+1@11:T+2@11: UP (p=86.07%)
[2025-12-01T20:39:56.557881] [INFO ] [FORECASTER] Completed predict_future for INTC
[2025-12-01T20:39:56.558008] [INFO ] [sig       ] INTC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:56.699531] [INFO ] [LOCAL     ] Saved forecast: INTC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/INTC.txt
[2025-12-01T20:39:56.699705] [INFO ] [sig       ] [1733/3634] Completed INTC in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:39:56.699743] [INFO ] [sig       ] [1734/3634] Forecasting INTZ...
[2025-12-01T20:39:56.699772] [INFO ] [sig       ] Generating forecast for: INTZ
[2025-12-01T20:39:56.699800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INTZ' from 'https://tdm.silogroup.org/data/derivative_storage/INTZ.csv'.
[2025-12-01T20:39:56.711317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INTZ'.
[2025-12-01T20:39:56.711689] [INFO ] [FORECASTER] Starting predict_future for INTZ
[2025-12-01T20:39:56.712422] [DEBUG] [LOCAL     ] No optimal features file found for INTZ: ./output/feature-sets/INTZ.txt
[2025-12-01T20:39:56.712470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:56.712501] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:56.712527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:56.712616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:56.767131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:56.767976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:56.768056] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:56.768087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:56.890135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:56.890285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:56.890323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:56.890352] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:56.893619] [DEBUG] [FORECASTER] INTZ: Forecast T+1@11:T+2@11: UP (p=86.60%)
[2025-12-01T20:39:56.893877] [INFO ] [FORECASTER] Completed predict_future for INTZ
[2025-12-01T20:39:56.893998] [INFO ] [sig       ] INTZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:57.030963] [INFO ] [LOCAL     ] Saved forecast: INTZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/INTZ.txt
[2025-12-01T20:39:57.031108] [INFO ] [sig       ] [1734/3634] Completed INTZ in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:39:57.031146] [INFO ] [sig       ] [1735/3634] Forecasting INVA...
[2025-12-01T20:39:57.031174] [INFO ] [sig       ] Generating forecast for: INVA
[2025-12-01T20:39:57.031202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVA' from 'https://tdm.silogroup.org/data/derivative_storage/INVA.csv'.
[2025-12-01T20:39:57.042162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVA'.
[2025-12-01T20:39:57.042416] [INFO ] [FORECASTER] Starting predict_future for INVA
[2025-12-01T20:39:57.043150] [DEBUG] [LOCAL     ] No optimal features file found for INVA: ./output/feature-sets/INVA.txt
[2025-12-01T20:39:57.043199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:57.043254] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:57.043282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:57.043346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:57.098124] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:57.098742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:57.098815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:57.098846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:57.218629] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:57.218792] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:57.218832] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:57.218860] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:57.222339] [DEBUG] [FORECASTER] INVA: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-01T20:39:57.222636] [INFO ] [FORECASTER] Completed predict_future for INVA
[2025-12-01T20:39:57.222765] [INFO ] [sig       ] INVA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:57.359182] [INFO ] [LOCAL     ] Saved forecast: INVA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/INVA.txt
[2025-12-01T20:39:57.359311] [INFO ] [sig       ] [1735/3634] Completed INVA in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:39:57.359350] [INFO ] [sig       ] [1736/3634] Forecasting INVE...
[2025-12-01T20:39:57.359377] [INFO ] [sig       ] Generating forecast for: INVE
[2025-12-01T20:39:57.359405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVE' from 'https://tdm.silogroup.org/data/derivative_storage/INVE.csv'.
[2025-12-01T20:39:57.370856] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'INVE'.
[2025-12-01T20:39:57.371175] [INFO ] [FORECASTER] Starting predict_future for INVE
[2025-12-01T20:39:57.371958] [DEBUG] [LOCAL     ] No optimal features file found for INVE: ./output/feature-sets/INVE.txt
[2025-12-01T20:39:57.372008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:57.372038] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:57.372063] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:57.372116] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:57.426357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:57.426994] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:57.427070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:57.427100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:57.539460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:57.539641] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:39:57.539687] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:57.539714] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:57.542904] [DEBUG] [FORECASTER] INVE: Forecast T+1@11:T+2@11: UP (p=78.49%)
[2025-12-01T20:39:57.543164] [INFO ] [FORECASTER] Completed predict_future for INVE
[2025-12-01T20:39:57.543282] [INFO ] [sig       ] INVE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:39:57.677739] [INFO ] [LOCAL     ] Saved forecast: INVE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/INVE.txt
[2025-12-01T20:39:57.677868] [INFO ] [sig       ] [1736/3634] Completed INVE in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:39:57.677906] [INFO ] [sig       ] [1737/3634] Forecasting INVH...
[2025-12-01T20:39:57.677932] [INFO ] [sig       ] Generating forecast for: INVH
[2025-12-01T20:39:57.677961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVH' from 'https://tdm.silogroup.org/data/derivative_storage/INVH.csv'.
[2025-12-01T20:39:57.689012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVH'.
[2025-12-01T20:39:57.689288] [INFO ] [FORECASTER] Starting predict_future for INVH
[2025-12-01T20:39:57.690039] [DEBUG] [LOCAL     ] No optimal features file found for INVH: ./output/feature-sets/INVH.txt
[2025-12-01T20:39:57.690088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:57.690119] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:57.690145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:57.690199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:57.744224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:57.744887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:57.744965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:57.744995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:57.860522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:57.860695] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:57.860732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:57.860759] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:57.863978] [DEBUG] [FORECASTER] INVH: Forecast T+1@11:T+2@11: UP (p=75.23%)
[2025-12-01T20:39:57.864235] [INFO ] [FORECASTER] Completed predict_future for INVH
[2025-12-01T20:39:57.864356] [INFO ] [sig       ] INVH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:57.999598] [INFO ] [LOCAL     ] Saved forecast: INVH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/INVH.txt
[2025-12-01T20:39:57.999737] [INFO ] [sig       ] [1737/3634] Completed INVH in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:39:57.999775] [INFO ] [sig       ] [1738/3634] Forecasting INVZ...
[2025-12-01T20:39:57.999803] [INFO ] [sig       ] Generating forecast for: INVZ
[2025-12-01T20:39:57.999831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'INVZ' from 'https://tdm.silogroup.org/data/derivative_storage/INVZ.csv'.
[2025-12-01T20:39:58.010992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'INVZ'.
[2025-12-01T20:39:58.011262] [INFO ] [FORECASTER] Starting predict_future for INVZ
[2025-12-01T20:39:58.011991] [DEBUG] [LOCAL     ] No optimal features file found for INVZ: ./output/feature-sets/INVZ.txt
[2025-12-01T20:39:58.012039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:58.012069] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:58.012095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:58.012149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:58.066115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:58.066726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:58.066802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:58.066833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:58.181049] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:58.181193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:58.181229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:58.181291] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:58.184519] [DEBUG] [FORECASTER] INVZ: Forecast T+1@11:T+2@11: UP (p=92.65%)
[2025-12-01T20:39:58.184797] [INFO ] [FORECASTER] Completed predict_future for INVZ
[2025-12-01T20:39:58.184919] [INFO ] [sig       ] INVZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:58.323877] [INFO ] [LOCAL     ] Saved forecast: INVZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/INVZ.txt
[2025-12-01T20:39:58.324021] [INFO ] [sig       ] [1738/3634] Completed INVZ in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:39:58.324059] [INFO ] [sig       ] [1739/3634] Forecasting IONS...
[2025-12-01T20:39:58.324089] [INFO ] [sig       ] Generating forecast for: IONS
[2025-12-01T20:39:58.324125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IONS' from 'https://tdm.silogroup.org/data/derivative_storage/IONS.csv'.
[2025-12-01T20:39:58.335074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IONS'.
[2025-12-01T20:39:58.335358] [INFO ] [FORECASTER] Starting predict_future for IONS
[2025-12-01T20:39:58.336097] [DEBUG] [LOCAL     ] No optimal features file found for IONS: ./output/feature-sets/IONS.txt
[2025-12-01T20:39:58.336146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:58.336176] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:58.336201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:58.336255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:58.390538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:58.391157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:58.391232] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:58.391262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:58.511481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:58.511716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:58.511757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:58.511784] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:58.515028] [DEBUG] [FORECASTER] IONS: Forecast T+1@11:T+2@11: UP (p=93.26%)
[2025-12-01T20:39:58.515286] [INFO ] [FORECASTER] Completed predict_future for IONS
[2025-12-01T20:39:58.515409] [INFO ] [sig       ] IONS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:58.654021] [INFO ] [LOCAL     ] Saved forecast: IONS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IONS.txt
[2025-12-01T20:39:58.654172] [INFO ] [sig       ] [1739/3634] Completed IONS in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:39:58.654211] [INFO ] [sig       ] [1740/3634] Forecasting IOSP...
[2025-12-01T20:39:58.654238] [INFO ] [sig       ] Generating forecast for: IOSP
[2025-12-01T20:39:58.654266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOSP' from 'https://tdm.silogroup.org/data/derivative_storage/IOSP.csv'.
[2025-12-01T20:39:58.665322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOSP'.
[2025-12-01T20:39:58.665706] [INFO ] [FORECASTER] Starting predict_future for IOSP
[2025-12-01T20:39:58.666436] [DEBUG] [LOCAL     ] No optimal features file found for IOSP: ./output/feature-sets/IOSP.txt
[2025-12-01T20:39:58.666485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:58.666514] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:58.666540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:58.666617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:58.722776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:58.723611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:58.723690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:58.723722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:58.836059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:58.836204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:58.836241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:58.836270] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:58.839523] [DEBUG] [FORECASTER] IOSP: Forecast T+1@11:T+2@11: UP (p=91.57%)
[2025-12-01T20:39:58.839801] [INFO ] [FORECASTER] Completed predict_future for IOSP
[2025-12-01T20:39:58.839921] [INFO ] [sig       ] IOSP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:58.977472] [INFO ] [LOCAL     ] Saved forecast: IOSP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IOSP.txt
[2025-12-01T20:39:58.977646] [INFO ] [sig       ] [1740/3634] Completed IOSP in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:39:58.977688] [INFO ] [sig       ] [1741/3634] Forecasting IOVA...
[2025-12-01T20:39:58.977716] [INFO ] [sig       ] Generating forecast for: IOVA
[2025-12-01T20:39:58.977744] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IOVA' from 'https://tdm.silogroup.org/data/derivative_storage/IOVA.csv'.
[2025-12-01T20:39:58.990650] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IOVA'.
[2025-12-01T20:39:58.991024] [INFO ] [FORECASTER] Starting predict_future for IOVA
[2025-12-01T20:39:58.991857] [DEBUG] [LOCAL     ] No optimal features file found for IOVA: ./output/feature-sets/IOVA.txt
[2025-12-01T20:39:58.991908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:58.991939] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:58.991965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:58.992021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:59.047714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:59.048438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:59.048519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:59.048553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:59.167326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:59.167472] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:59.167509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:59.167536] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:59.170892] [DEBUG] [FORECASTER] IOVA: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-01T20:39:59.171149] [INFO ] [FORECASTER] Completed predict_future for IOVA
[2025-12-01T20:39:59.171265] [INFO ] [sig       ] IOVA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:59.309027] [INFO ] [LOCAL     ] Saved forecast: IOVA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IOVA.txt
[2025-12-01T20:39:59.309160] [INFO ] [sig       ] [1741/3634] Completed IOVA in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:39:59.309197] [INFO ] [sig       ] [1742/3634] Forecasting IPGP...
[2025-12-01T20:39:59.309225] [INFO ] [sig       ] Generating forecast for: IPGP
[2025-12-01T20:39:59.309253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPGP' from 'https://tdm.silogroup.org/data/derivative_storage/IPGP.csv'.
[2025-12-01T20:39:59.320322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPGP'.
[2025-12-01T20:39:59.320679] [INFO ] [FORECASTER] Starting predict_future for IPGP
[2025-12-01T20:39:59.321441] [DEBUG] [LOCAL     ] No optimal features file found for IPGP: ./output/feature-sets/IPGP.txt
[2025-12-01T20:39:59.321490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:59.321521] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:59.321547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:59.321624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:59.378903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:59.379652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:59.379727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:59.379758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:59.497598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:59.497739] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:59.497777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:59.497805] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:59.501104] [DEBUG] [FORECASTER] IPGP: Forecast T+1@11:T+2@11: DOWN (p=17.19%)
[2025-12-01T20:39:59.501363] [INFO ] [FORECASTER] Completed predict_future for IPGP
[2025-12-01T20:39:59.501481] [INFO ] [sig       ] IPGP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:39:59.640761] [INFO ] [LOCAL     ] Saved forecast: IPGP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IPGP.txt
[2025-12-01T20:39:59.640876] [INFO ] [sig       ] [1742/3634] Completed IPGP in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:39:59.640912] [INFO ] [sig       ] [1743/3634] Forecasting IPI...
[2025-12-01T20:39:59.640940] [INFO ] [sig       ] Generating forecast for: IPI
[2025-12-01T20:39:59.640968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IPI' from 'https://tdm.silogroup.org/data/derivative_storage/IPI.csv'.
[2025-12-01T20:39:59.652099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IPI'.
[2025-12-01T20:39:59.652377] [INFO ] [FORECASTER] Starting predict_future for IPI
[2025-12-01T20:39:59.653182] [DEBUG] [LOCAL     ] No optimal features file found for IPI: ./output/feature-sets/IPI.txt
[2025-12-01T20:39:59.653233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:59.653263] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:59.653290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:59.653348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:39:59.710709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:39:59.711342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:39:59.711419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:39:59.711451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:39:59.833239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:39:59.833364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:39:59.833402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:39:59.833430] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:39:59.836738] [DEBUG] [FORECASTER] IPI: Forecast T+1@11:T+2@11: UP (p=83.76%)
[2025-12-01T20:39:59.836993] [INFO ] [FORECASTER] Completed predict_future for IPI
[2025-12-01T20:39:59.837110] [INFO ] [sig       ] IPI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:39:59.975978] [INFO ] [LOCAL     ] Saved forecast: IPI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IPI.txt
[2025-12-01T20:39:59.976128] [INFO ] [sig       ] [1743/3634] Completed IPI in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:39:59.976167] [INFO ] [sig       ] [1744/3634] Forecasting IQ...
[2025-12-01T20:39:59.976195] [INFO ] [sig       ] Generating forecast for: IQ
[2025-12-01T20:39:59.976223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQ.csv'.
[2025-12-01T20:39:59.988100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQ'.
[2025-12-01T20:39:59.988511] [INFO ] [FORECASTER] Starting predict_future for IQ
[2025-12-01T20:39:59.989339] [DEBUG] [LOCAL     ] No optimal features file found for IQ: ./output/feature-sets/IQ.txt
[2025-12-01T20:39:59.989392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:39:59.989423] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:39:59.989449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:39:59.989504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:00.046897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:00.047730] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:00.047809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:00.047841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:00.163644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:00.163805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:00.163843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:00.163870] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:00.167063] [DEBUG] [FORECASTER] IQ: Forecast T+1@11:T+2@11: UP (p=65.44%)
[2025-12-01T20:40:00.167319] [INFO ] [FORECASTER] Completed predict_future for IQ
[2025-12-01T20:40:00.167436] [INFO ] [sig       ] IQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:00.303989] [INFO ] [LOCAL     ] Saved forecast: IQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IQ.txt
[2025-12-01T20:40:00.304111] [INFO ] [sig       ] [1744/3634] Completed IQ in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.6m
[2025-12-01T20:40:00.304148] [INFO ] [sig       ] [1745/3634] Forecasting IQI...
[2025-12-01T20:40:00.304176] [INFO ] [sig       ] Generating forecast for: IQI
[2025-12-01T20:40:00.304204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQI' from 'https://tdm.silogroup.org/data/derivative_storage/IQI.csv'.
[2025-12-01T20:40:00.315089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQI'.
[2025-12-01T20:40:00.315381] [INFO ] [FORECASTER] Starting predict_future for IQI
[2025-12-01T20:40:00.316199] [DEBUG] [LOCAL     ] No optimal features file found for IQI: ./output/feature-sets/IQI.txt
[2025-12-01T20:40:00.316250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:00.316281] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:00.316308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:00.316363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:00.371117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:00.371695] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:00.371767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:00.371825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:00.488372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:00.488526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:00.488564] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:00.488611] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:00.492155] [DEBUG] [FORECASTER] IQI: Forecast T+1@11:T+2@11: DOWN (p=5.18%)
[2025-12-01T20:40:00.492410] [INFO ] [FORECASTER] Completed predict_future for IQI
[2025-12-01T20:40:00.492528] [INFO ] [sig       ] IQI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:00.637269] [INFO ] [LOCAL     ] Saved forecast: IQI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IQI.txt
[2025-12-01T20:40:00.637404] [INFO ] [sig       ] [1745/3634] Completed IQI in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-01T20:40:00.637442] [INFO ] [sig       ] [1746/3634] Forecasting IQQQ...
[2025-12-01T20:40:00.637470] [INFO ] [sig       ] Generating forecast for: IQQQ
[2025-12-01T20:40:00.637499] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/IQQQ.csv'.
[2025-12-01T20:40:00.648398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IQQQ'.
[2025-12-01T20:40:00.648705] [INFO ] [FORECASTER] Starting predict_future for IQQQ
[2025-12-01T20:40:00.649427] [DEBUG] [LOCAL     ] No optimal features file found for IQQQ: ./output/feature-sets/IQQQ.txt
[2025-12-01T20:40:00.649476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:00.649506] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:00.649532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:00.649606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:00.704713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:00.705463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:00.705540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:00.705589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:00.823126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:00.823244] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:00.823281] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:00.823308] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:00.826521] [DEBUG] [FORECASTER] IQQQ: Forecast T+1@11:T+2@11: DOWN (p=17.92%)
[2025-12-01T20:40:00.826805] [INFO ] [FORECASTER] Completed predict_future for IQQQ
[2025-12-01T20:40:00.826923] [INFO ] [sig       ] IQQQ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:00.965680] [INFO ] [LOCAL     ] Saved forecast: IQQQ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IQQQ.txt
[2025-12-01T20:40:00.965816] [INFO ] [sig       ] [1746/3634] Completed IQQQ in 0.3s | 2.98 sym/s | Total: 9.7m | ETA: 10.5m
[2025-12-01T20:40:00.965853] [INFO ] [sig       ] [1747/3634] Forecasting IRDM...
[2025-12-01T20:40:00.965883] [INFO ] [sig       ] Generating forecast for: IRDM
[2025-12-01T20:40:00.965912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRDM' from 'https://tdm.silogroup.org/data/derivative_storage/IRDM.csv'.
[2025-12-01T20:40:00.977413] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRDM'.
[2025-12-01T20:40:00.977736] [INFO ] [FORECASTER] Starting predict_future for IRDM
[2025-12-01T20:40:00.978501] [DEBUG] [LOCAL     ] No optimal features file found for IRDM: ./output/feature-sets/IRDM.txt
[2025-12-01T20:40:00.978551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:00.978598] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:00.978625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:00.978679] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:01.032974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:01.033542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:01.033635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:01.033667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:01.149959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:01.150079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:01.150114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:01.150139] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:01.153303] [DEBUG] [FORECASTER] IRDM: Forecast T+1@11:T+2@11: UP (p=92.37%)
[2025-12-01T20:40:01.153559] [INFO ] [FORECASTER] Completed predict_future for IRDM
[2025-12-01T20:40:01.153695] [INFO ] [sig       ] IRDM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:01.289470] [INFO ] [LOCAL     ] Saved forecast: IRDM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IRDM.txt
[2025-12-01T20:40:01.289608] [INFO ] [sig       ] [1747/3634] Completed IRDM in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-01T20:40:01.289647] [INFO ] [sig       ] [1748/3634] Forecasting IREN...
[2025-12-01T20:40:01.289677] [INFO ] [sig       ] Generating forecast for: IREN
[2025-12-01T20:40:01.289708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IREN' from 'https://tdm.silogroup.org/data/derivative_storage/IREN.csv'.
[2025-12-01T20:40:01.301195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IREN'.
[2025-12-01T20:40:01.301499] [INFO ] [FORECASTER] Starting predict_future for IREN
[2025-12-01T20:40:01.302245] [DEBUG] [LOCAL     ] No optimal features file found for IREN: ./output/feature-sets/IREN.txt
[2025-12-01T20:40:01.302304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:01.302335] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:01.302361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:01.302414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:01.356888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:01.357444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:01.357521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:01.357551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:01.484448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:01.484613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:01.484651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:01.484677] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:01.487929] [DEBUG] [FORECASTER] IREN: Forecast T+1@11:T+2@11: UP (p=56.13%)
[2025-12-01T20:40:01.488192] [INFO ] [FORECASTER] Completed predict_future for IREN
[2025-12-01T20:40:01.488329] [INFO ] [sig       ] IREN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:01.627036] [INFO ] [LOCAL     ] Saved forecast: IREN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IREN.txt
[2025-12-01T20:40:01.627184] [INFO ] [sig       ] [1748/3634] Completed IREN in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-01T20:40:01.627221] [INFO ] [sig       ] [1749/3634] Forecasting IRM...
[2025-12-01T20:40:01.627249] [INFO ] [sig       ] Generating forecast for: IRM
[2025-12-01T20:40:01.627276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRM' from 'https://tdm.silogroup.org/data/derivative_storage/IRM.csv'.
[2025-12-01T20:40:01.638085] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRM'.
[2025-12-01T20:40:01.638367] [INFO ] [FORECASTER] Starting predict_future for IRM
[2025-12-01T20:40:01.639110] [DEBUG] [LOCAL     ] No optimal features file found for IRM: ./output/feature-sets/IRM.txt
[2025-12-01T20:40:01.639159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:01.639189] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:01.639213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:01.639267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:01.695231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:01.696087] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:01.696169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:01.696200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:01.836345] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:01.836499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:01.836537] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:01.836564] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:01.840016] [DEBUG] [FORECASTER] IRM: Forecast T+1@11:T+2@11: UP (p=88.86%)
[2025-12-01T20:40:01.840301] [INFO ] [FORECASTER] Completed predict_future for IRM
[2025-12-01T20:40:01.840429] [INFO ] [sig       ] IRM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:01.983311] [INFO ] [LOCAL     ] Saved forecast: IRM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IRM.txt
[2025-12-01T20:40:01.983464] [INFO ] [sig       ] [1749/3634] Completed IRM in 0.4s | 2.98 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-01T20:40:01.983505] [INFO ] [sig       ] [1750/3634] Forecasting IRMD...
[2025-12-01T20:40:01.983533] [INFO ] [sig       ] Generating forecast for: IRMD
[2025-12-01T20:40:01.983562] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRMD' from 'https://tdm.silogroup.org/data/derivative_storage/IRMD.csv'.
[2025-12-01T20:40:01.994811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRMD'.
[2025-12-01T20:40:01.995180] [INFO ] [FORECASTER] Starting predict_future for IRMD
[2025-12-01T20:40:01.995949] [DEBUG] [LOCAL     ] No optimal features file found for IRMD: ./output/feature-sets/IRMD.txt
[2025-12-01T20:40:01.995998] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:01.996028] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:01.996053] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:01.996107] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:02.052042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:02.052916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:02.052999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:02.053030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:02.173483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:02.173653] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:02.173689] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:02.173717] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:02.176997] [DEBUG] [FORECASTER] IRMD: Forecast T+1@11:T+2@11: DOWN (p=44.33%)
[2025-12-01T20:40:02.177286] [INFO ] [FORECASTER] Completed predict_future for IRMD
[2025-12-01T20:40:02.177417] [INFO ] [sig       ] IRMD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:02.317187] [INFO ] [LOCAL     ] Saved forecast: IRMD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IRMD.txt
[2025-12-01T20:40:02.317339] [INFO ] [sig       ] [1750/3634] Completed IRMD in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-01T20:40:02.317376] [INFO ] [sig       ] [1751/3634] Forecasting IRON...
[2025-12-01T20:40:02.317406] [INFO ] [sig       ] Generating forecast for: IRON
[2025-12-01T20:40:02.317433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRON' from 'https://tdm.silogroup.org/data/derivative_storage/IRON.csv'.
[2025-12-01T20:40:02.329264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRON'.
[2025-12-01T20:40:02.329665] [INFO ] [FORECASTER] Starting predict_future for IRON
[2025-12-01T20:40:02.330411] [DEBUG] [LOCAL     ] No optimal features file found for IRON: ./output/feature-sets/IRON.txt
[2025-12-01T20:40:02.330461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:02.330491] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:02.330517] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:02.330594] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:02.387239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:02.388070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:02.388155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:02.388186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:02.509070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:02.509226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:02.509263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:02.509290] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:02.512706] [DEBUG] [FORECASTER] IRON: Forecast T+1@11:T+2@11: UP (p=82.50%)
[2025-12-01T20:40:02.512986] [INFO ] [FORECASTER] Completed predict_future for IRON
[2025-12-01T20:40:02.513111] [INFO ] [sig       ] IRON: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:02.651249] [INFO ] [LOCAL     ] Saved forecast: IRON	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IRON.txt
[2025-12-01T20:40:02.651382] [INFO ] [sig       ] [1751/3634] Completed IRON in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-01T20:40:02.651426] [INFO ] [sig       ] [1752/3634] Forecasting IRTC...
[2025-12-01T20:40:02.651455] [INFO ] [sig       ] Generating forecast for: IRTC
[2025-12-01T20:40:02.651484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRTC' from 'https://tdm.silogroup.org/data/derivative_storage/IRTC.csv'.
[2025-12-01T20:40:02.665212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRTC'.
[2025-12-01T20:40:02.665502] [INFO ] [FORECASTER] Starting predict_future for IRTC
[2025-12-01T20:40:02.666265] [DEBUG] [LOCAL     ] No optimal features file found for IRTC: ./output/feature-sets/IRTC.txt
[2025-12-01T20:40:02.666317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:02.666375] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:02.666406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:02.666467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:02.721816] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:02.722412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:02.722488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:02.722518] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:02.846522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:02.846686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:02.846732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:02.846765] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:02.850042] [DEBUG] [FORECASTER] IRTC: Forecast T+1@11:T+2@11: DOWN (p=13.49%)
[2025-12-01T20:40:02.850305] [INFO ] [FORECASTER] Completed predict_future for IRTC
[2025-12-01T20:40:02.850425] [INFO ] [sig       ] IRTC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:02.992603] [INFO ] [LOCAL     ] Saved forecast: IRTC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IRTC.txt
[2025-12-01T20:40:02.992743] [INFO ] [sig       ] [1752/3634] Completed IRTC in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-01T20:40:02.992783] [INFO ] [sig       ] [1753/3634] Forecasting IRWD...
[2025-12-01T20:40:02.992811] [INFO ] [sig       ] Generating forecast for: IRWD
[2025-12-01T20:40:02.992839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IRWD' from 'https://tdm.silogroup.org/data/derivative_storage/IRWD.csv'.
[2025-12-01T20:40:03.006323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IRWD'.
[2025-12-01T20:40:03.006646] [INFO ] [FORECASTER] Starting predict_future for IRWD
[2025-12-01T20:40:03.007374] [DEBUG] [LOCAL     ] No optimal features file found for IRWD: ./output/feature-sets/IRWD.txt
[2025-12-01T20:40:03.007423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:03.007452] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:03.007477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:03.007531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:03.062440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:03.063115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:03.063191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:03.063221] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:03.183559] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:03.183733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:03.183774] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:03.183800] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:03.187019] [DEBUG] [FORECASTER] IRWD: Forecast T+1@11:T+2@11: UP (p=96.39%)
[2025-12-01T20:40:03.187276] [INFO ] [FORECASTER] Completed predict_future for IRWD
[2025-12-01T20:40:03.187413] [INFO ] [sig       ] IRWD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:03.325662] [INFO ] [LOCAL     ] Saved forecast: IRWD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IRWD.txt
[2025-12-01T20:40:03.325795] [INFO ] [sig       ] [1753/3634] Completed IRWD in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-01T20:40:03.325832] [INFO ] [sig       ] [1754/3634] Forecasting ISD...
[2025-12-01T20:40:03.325860] [INFO ] [sig       ] Generating forecast for: ISD
[2025-12-01T20:40:03.325888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISD' from 'https://tdm.silogroup.org/data/derivative_storage/ISD.csv'.
[2025-12-01T20:40:03.336926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISD'.
[2025-12-01T20:40:03.337219] [INFO ] [FORECASTER] Starting predict_future for ISD
[2025-12-01T20:40:03.337962] [DEBUG] [LOCAL     ] No optimal features file found for ISD: ./output/feature-sets/ISD.txt
[2025-12-01T20:40:03.338011] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:03.338041] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:03.338068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:03.338122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:03.394166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:03.394781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:03.394855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:03.394886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:03.511441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:03.511604] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:03.511643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:03.511671] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:03.515116] [DEBUG] [FORECASTER] ISD: Forecast T+1@11:T+2@11: UP (p=66.02%)
[2025-12-01T20:40:03.515377] [INFO ] [FORECASTER] Completed predict_future for ISD
[2025-12-01T20:40:03.515497] [INFO ] [sig       ] ISD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:03.655372] [INFO ] [LOCAL     ] Saved forecast: ISD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ISD.txt
[2025-12-01T20:40:03.655494] [INFO ] [sig       ] [1754/3634] Completed ISD in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-01T20:40:03.655529] [INFO ] [sig       ] [1755/3634] Forecasting ISPO...
[2025-12-01T20:40:03.655558] [INFO ] [sig       ] Generating forecast for: ISPO
[2025-12-01T20:40:03.655605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISPO' from 'https://tdm.silogroup.org/data/derivative_storage/ISPO.csv'.
[2025-12-01T20:40:03.666397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISPO'.
[2025-12-01T20:40:03.666719] [INFO ] [FORECASTER] Starting predict_future for ISPO
[2025-12-01T20:40:03.667476] [DEBUG] [LOCAL     ] No optimal features file found for ISPO: ./output/feature-sets/ISPO.txt
[2025-12-01T20:40:03.667525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:03.667554] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:03.667596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:03.667651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:03.723611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:03.724243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:03.724320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:03.724351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:03.833393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:03.833524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:03.833597] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:03.833677] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:03.837009] [DEBUG] [FORECASTER] ISPO: Forecast T+1@11:T+2@11: UP (p=81.84%)
[2025-12-01T20:40:03.837277] [INFO ] [FORECASTER] Completed predict_future for ISPO
[2025-12-01T20:40:03.837401] [INFO ] [sig       ] ISPO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:03.976917] [INFO ] [LOCAL     ] Saved forecast: ISPO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ISPO.txt
[2025-12-01T20:40:03.977059] [INFO ] [sig       ] [1755/3634] Completed ISPO in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-01T20:40:03.977099] [INFO ] [sig       ] [1756/3634] Forecasting ISRG...
[2025-12-01T20:40:03.977127] [INFO ] [sig       ] Generating forecast for: ISRG
[2025-12-01T20:40:03.977155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISRG' from 'https://tdm.silogroup.org/data/derivative_storage/ISRG.csv'.
[2025-12-01T20:40:03.987767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISRG'.
[2025-12-01T20:40:03.988040] [INFO ] [FORECASTER] Starting predict_future for ISRG
[2025-12-01T20:40:03.988875] [DEBUG] [LOCAL     ] No optimal features file found for ISRG: ./output/feature-sets/ISRG.txt
[2025-12-01T20:40:03.988947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:03.988984] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:03.989009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:03.989063] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:04.046739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:04.047363] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:04.047438] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:04.047470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:04.166054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:04.166211] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:04.166246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:04.166275] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:04.169559] [DEBUG] [FORECASTER] ISRG: Forecast T+1@11:T+2@11: UP (p=73.09%)
[2025-12-01T20:40:04.169842] [INFO ] [FORECASTER] Completed predict_future for ISRG
[2025-12-01T20:40:04.169965] [INFO ] [sig       ] ISRG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:04.310668] [INFO ] [LOCAL     ] Saved forecast: ISRG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ISRG.txt
[2025-12-01T20:40:04.310816] [INFO ] [sig       ] [1756/3634] Completed ISRG in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-01T20:40:04.310854] [INFO ] [sig       ] [1757/3634] Forecasting ISSC...
[2025-12-01T20:40:04.310883] [INFO ] [sig       ] Generating forecast for: ISSC
[2025-12-01T20:40:04.310911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISSC' from 'https://tdm.silogroup.org/data/derivative_storage/ISSC.csv'.
[2025-12-01T20:40:04.322288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ISSC'.
[2025-12-01T20:40:04.322640] [INFO ] [FORECASTER] Starting predict_future for ISSC
[2025-12-01T20:40:04.323376] [DEBUG] [LOCAL     ] No optimal features file found for ISSC: ./output/feature-sets/ISSC.txt
[2025-12-01T20:40:04.323425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:04.323455] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:04.323480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:04.323535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:04.377793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:04.378594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:04.378677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:04.378707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:04.495933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:04.496065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:04.496100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:04.496128] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:04.499351] [DEBUG] [FORECASTER] ISSC: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-01T20:40:04.499630] [INFO ] [FORECASTER] Completed predict_future for ISSC
[2025-12-01T20:40:04.499754] [INFO ] [sig       ] ISSC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:04.635271] [INFO ] [LOCAL     ] Saved forecast: ISSC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ISSC.txt
[2025-12-01T20:40:04.635396] [INFO ] [sig       ] [1757/3634] Completed ISSC in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-01T20:40:04.635432] [INFO ] [sig       ] [1758/3634] Forecasting ISTB...
[2025-12-01T20:40:04.635460] [INFO ] [sig       ] Generating forecast for: ISTB
[2025-12-01T20:40:04.635490] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ISTB' from 'https://tdm.silogroup.org/data/derivative_storage/ISTB.csv'.
[2025-12-01T20:40:04.646695] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ISTB'.
[2025-12-01T20:40:04.647053] [INFO ] [FORECASTER] Starting predict_future for ISTB
[2025-12-01T20:40:04.647887] [DEBUG] [LOCAL     ] No optimal features file found for ISTB: ./output/feature-sets/ISTB.txt
[2025-12-01T20:40:04.647939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:04.647969] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:04.647996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:04.648050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:04.702522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:04.703298] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:04.703377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:04.703409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:04.824479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:04.824636] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:04.824674] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:04.824706] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:04.827977] [DEBUG] [FORECASTER] ISTB: Forecast T+1@11:T+2@11: UP (p=99.14%)
[2025-12-01T20:40:04.828234] [INFO ] [FORECASTER] Completed predict_future for ISTB
[2025-12-01T20:40:04.828365] [INFO ] [sig       ] ISTB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:04.964074] [INFO ] [LOCAL     ] Saved forecast: ISTB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ISTB.txt
[2025-12-01T20:40:04.964214] [INFO ] [sig       ] [1758/3634] Completed ISTB in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-01T20:40:04.964275] [INFO ] [sig       ] [1759/3634] Forecasting ITIC...
[2025-12-01T20:40:04.964320] [INFO ] [sig       ] Generating forecast for: ITIC
[2025-12-01T20:40:04.964359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITIC' from 'https://tdm.silogroup.org/data/derivative_storage/ITIC.csv'.
[2025-12-01T20:40:04.975303] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITIC'.
[2025-12-01T20:40:04.975655] [INFO ] [FORECASTER] Starting predict_future for ITIC
[2025-12-01T20:40:04.976393] [DEBUG] [LOCAL     ] No optimal features file found for ITIC: ./output/feature-sets/ITIC.txt
[2025-12-01T20:40:04.976441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:04.976483] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:04.976510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:04.976565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:05.030902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:05.031494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:05.031569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:05.031619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:05.133054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:05.133179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:05.133214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:05.133240] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:05.136382] [DEBUG] [FORECASTER] ITIC: Forecast T+1@11:T+2@11: DOWN (p=10.95%)
[2025-12-01T20:40:05.136653] [INFO ] [FORECASTER] Completed predict_future for ITIC
[2025-12-01T20:40:05.136774] [INFO ] [sig       ] ITIC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:05.275063] [INFO ] [LOCAL     ] Saved forecast: ITIC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ITIC.txt
[2025-12-01T20:40:05.275188] [INFO ] [sig       ] [1759/3634] Completed ITIC in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-01T20:40:05.275225] [INFO ] [sig       ] [1760/3634] Forecasting ITRI...
[2025-12-01T20:40:05.275254] [INFO ] [sig       ] Generating forecast for: ITRI
[2025-12-01T20:40:05.275282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRI' from 'https://tdm.silogroup.org/data/derivative_storage/ITRI.csv'.
[2025-12-01T20:40:05.286338] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRI'.
[2025-12-01T20:40:05.286632] [INFO ] [FORECASTER] Starting predict_future for ITRI
[2025-12-01T20:40:05.287384] [DEBUG] [LOCAL     ] No optimal features file found for ITRI: ./output/feature-sets/ITRI.txt
[2025-12-01T20:40:05.287438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:05.287469] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:05.287496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:05.287550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:05.342358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:05.342966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:05.343042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:05.343073] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:05.465154] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:05.465271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:05.465309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:05.465336] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:05.468677] [DEBUG] [FORECASTER] ITRI: Forecast T+1@11:T+2@11: UP (p=63.83%)
[2025-12-01T20:40:05.468940] [INFO ] [FORECASTER] Completed predict_future for ITRI
[2025-12-01T20:40:05.469059] [INFO ] [sig       ] ITRI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:05.608985] [INFO ] [LOCAL     ] Saved forecast: ITRI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ITRI.txt
[2025-12-01T20:40:05.609105] [INFO ] [sig       ] [1760/3634] Completed ITRI in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-01T20:40:05.609140] [INFO ] [sig       ] [1761/3634] Forecasting ITRN...
[2025-12-01T20:40:05.609168] [INFO ] [sig       ] Generating forecast for: ITRN
[2025-12-01T20:40:05.609196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITRN' from 'https://tdm.silogroup.org/data/derivative_storage/ITRN.csv'.
[2025-12-01T20:40:05.620359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITRN'.
[2025-12-01T20:40:05.620673] [INFO ] [FORECASTER] Starting predict_future for ITRN
[2025-12-01T20:40:05.621465] [DEBUG] [LOCAL     ] No optimal features file found for ITRN: ./output/feature-sets/ITRN.txt
[2025-12-01T20:40:05.621517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:05.621548] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:05.621605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:05.621680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:05.678051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:05.678709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:05.678788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:05.678821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:05.799608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:05.799752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:05.799790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:05.799819] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:05.803173] [DEBUG] [FORECASTER] ITRN: Forecast T+1@11:T+2@11: DOWN (p=25.09%)
[2025-12-01T20:40:05.803436] [INFO ] [FORECASTER] Completed predict_future for ITRN
[2025-12-01T20:40:05.803560] [INFO ] [sig       ] ITRN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:05.943944] [INFO ] [LOCAL     ] Saved forecast: ITRN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ITRN.txt
[2025-12-01T20:40:05.944086] [INFO ] [sig       ] [1761/3634] Completed ITRN in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-01T20:40:05.944135] [INFO ] [sig       ] [1762/3634] Forecasting ITUB...
[2025-12-01T20:40:05.944172] [INFO ] [sig       ] Generating forecast for: ITUB
[2025-12-01T20:40:05.944201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ITUB' from 'https://tdm.silogroup.org/data/derivative_storage/ITUB.csv'.
[2025-12-01T20:40:05.955557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ITUB'.
[2025-12-01T20:40:05.955874] [INFO ] [FORECASTER] Starting predict_future for ITUB
[2025-12-01T20:40:05.956666] [DEBUG] [LOCAL     ] No optimal features file found for ITUB: ./output/feature-sets/ITUB.txt
[2025-12-01T20:40:05.956717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:05.956748] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:05.956776] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:05.956831] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:06.013801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:06.014441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:06.014558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:06.014622] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:06.138522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:06.138686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:06.138724] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:06.138753] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:06.141963] [DEBUG] [FORECASTER] ITUB: Forecast T+1@11:T+2@11: DOWN (p=28.38%)
[2025-12-01T20:40:06.142220] [INFO ] [FORECASTER] Completed predict_future for ITUB
[2025-12-01T20:40:06.142340] [INFO ] [sig       ] ITUB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:06.278763] [INFO ] [LOCAL     ] Saved forecast: ITUB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ITUB.txt
[2025-12-01T20:40:06.278888] [INFO ] [sig       ] [1762/3634] Completed ITUB in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.5m
[2025-12-01T20:40:06.278932] [INFO ] [sig       ] [1763/3634] Forecasting IUS...
[2025-12-01T20:40:06.278962] [INFO ] [sig       ] Generating forecast for: IUS
[2025-12-01T20:40:06.278990] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUS' from 'https://tdm.silogroup.org/data/derivative_storage/IUS.csv'.
[2025-12-01T20:40:06.289930] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'IUS'.
[2025-12-01T20:40:06.290209] [INFO ] [FORECASTER] Starting predict_future for IUS
[2025-12-01T20:40:06.290981] [DEBUG] [LOCAL     ] No optimal features file found for IUS: ./output/feature-sets/IUS.txt
[2025-12-01T20:40:06.291031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:06.291062] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:06.291089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:06.291145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:06.348004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:06.348924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:06.349017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:06.349060] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:06.469994] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:06.470139] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:06.470176] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:06.470203] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:06.473402] [DEBUG] [FORECASTER] IUS: Forecast T+1@11:T+2@11: DOWN (p=12.46%)
[2025-12-01T20:40:06.473679] [INFO ] [FORECASTER] Completed predict_future for IUS
[2025-12-01T20:40:06.473799] [INFO ] [sig       ] IUS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:06.612624] [INFO ] [LOCAL     ] Saved forecast: IUS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/IUS.txt
[2025-12-01T20:40:06.612752] [INFO ] [sig       ] [1763/3634] Completed IUS in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-01T20:40:06.612789] [INFO ] [sig       ] [1764/3634] Forecasting IUSB...
[2025-12-01T20:40:06.612818] [INFO ] [sig       ] Generating forecast for: IUSB
[2025-12-01T20:40:06.612853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSB' from 'https://tdm.silogroup.org/data/derivative_storage/IUSB.csv'.
[2025-12-01T20:40:06.623896] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSB'.
[2025-12-01T20:40:06.624181] [INFO ] [FORECASTER] Starting predict_future for IUSB
[2025-12-01T20:40:06.624963] [DEBUG] [LOCAL     ] No optimal features file found for IUSB: ./output/feature-sets/IUSB.txt
[2025-12-01T20:40:06.625014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:06.625046] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:06.625073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:06.625128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:06.682813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:06.683640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:06.683721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:06.683754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:06.805496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:06.805660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:06.805700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:06.805727] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:06.809072] [DEBUG] [FORECASTER] IUSB: Forecast T+1@11:T+2@11: UP (p=98.50%)
[2025-12-01T20:40:06.809325] [INFO ] [FORECASTER] Completed predict_future for IUSB
[2025-12-01T20:40:06.809443] [INFO ] [sig       ] IUSB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:06.947656] [INFO ] [LOCAL     ] Saved forecast: IUSB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IUSB.txt
[2025-12-01T20:40:06.947781] [INFO ] [sig       ] [1764/3634] Completed IUSB in 0.3s | 2.98 sym/s | Total: 9.8m | ETA: 10.4m
[2025-12-01T20:40:06.947823] [INFO ] [sig       ] [1765/3634] Forecasting IUSG...
[2025-12-01T20:40:06.947850] [INFO ] [sig       ] Generating forecast for: IUSG
[2025-12-01T20:40:06.947878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IUSG' from 'https://tdm.silogroup.org/data/derivative_storage/IUSG.csv'.
[2025-12-01T20:40:06.959209] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IUSG'.
[2025-12-01T20:40:06.959486] [INFO ] [FORECASTER] Starting predict_future for IUSG
[2025-12-01T20:40:06.960234] [DEBUG] [LOCAL     ] No optimal features file found for IUSG: ./output/feature-sets/IUSG.txt
[2025-12-01T20:40:06.960282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:06.960312] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:06.960338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:06.960391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:07.016697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:07.017350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:07.017426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:07.017459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:07.137673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:07.137826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:07.137864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:07.137892] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:07.141286] [DEBUG] [FORECASTER] IUSG: Forecast T+1@11:T+2@11: DOWN (p=32.65%)
[2025-12-01T20:40:07.141558] [INFO ] [FORECASTER] Completed predict_future for IUSG
[2025-12-01T20:40:07.141720] [INFO ] [sig       ] IUSG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:07.282138] [INFO ] [LOCAL     ] Saved forecast: IUSG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IUSG.txt
[2025-12-01T20:40:07.282307] [INFO ] [sig       ] [1765/3634] Completed IUSG in 0.3s | 2.98 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-01T20:40:07.282345] [INFO ] [sig       ] [1766/3634] Forecasting IVAL...
[2025-12-01T20:40:07.282374] [INFO ] [sig       ] Generating forecast for: IVAL
[2025-12-01T20:40:07.282404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVAL' from 'https://tdm.silogroup.org/data/derivative_storage/IVAL.csv'.
[2025-12-01T20:40:07.293505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVAL'.
[2025-12-01T20:40:07.293834] [INFO ] [FORECASTER] Starting predict_future for IVAL
[2025-12-01T20:40:07.294558] [DEBUG] [LOCAL     ] No optimal features file found for IVAL: ./output/feature-sets/IVAL.txt
[2025-12-01T20:40:07.294634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:07.294671] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:07.294698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:07.294760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:07.351558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:07.352196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:07.352288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:07.352321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:07.460433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:07.460589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:07.460631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:07.460675] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:07.463880] [DEBUG] [FORECASTER] IVAL: Forecast T+1@11:T+2@11: DOWN (p=5.27%)
[2025-12-01T20:40:07.464137] [INFO ] [FORECASTER] Completed predict_future for IVAL
[2025-12-01T20:40:07.464255] [INFO ] [sig       ] IVAL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:07.603458] [INFO ] [LOCAL     ] Saved forecast: IVAL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IVAL.txt
[2025-12-01T20:40:07.603595] [INFO ] [sig       ] [1766/3634] Completed IVAL in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-01T20:40:07.603632] [INFO ] [sig       ] [1767/3634] Forecasting IVZ...
[2025-12-01T20:40:07.603660] [INFO ] [sig       ] Generating forecast for: IVZ
[2025-12-01T20:40:07.603689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IVZ' from 'https://tdm.silogroup.org/data/derivative_storage/IVZ.csv'.
[2025-12-01T20:40:07.615259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IVZ'.
[2025-12-01T20:40:07.615560] [INFO ] [FORECASTER] Starting predict_future for IVZ
[2025-12-01T20:40:07.616335] [DEBUG] [LOCAL     ] No optimal features file found for IVZ: ./output/feature-sets/IVZ.txt
[2025-12-01T20:40:07.616384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:07.616415] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:07.616442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:07.616497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:07.673660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:07.674295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:07.674371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:07.674403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:07.793811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:07.793961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:07.793997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:07.794024] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:07.797228] [DEBUG] [FORECASTER] IVZ: Forecast T+1@11:T+2@11: DOWN (p=0.15%)
[2025-12-01T20:40:07.797485] [INFO ] [FORECASTER] Completed predict_future for IVZ
[2025-12-01T20:40:07.797623] [INFO ] [sig       ] IVZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:07.933064] [INFO ] [LOCAL     ] Saved forecast: IVZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IVZ.txt
[2025-12-01T20:40:07.933191] [INFO ] [sig       ] [1767/3634] Completed IVZ in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-01T20:40:07.933228] [INFO ] [sig       ] [1768/3634] Forecasting IX...
[2025-12-01T20:40:07.933256] [INFO ] [sig       ] Generating forecast for: IX
[2025-12-01T20:40:07.933285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IX' from 'https://tdm.silogroup.org/data/derivative_storage/IX.csv'.
[2025-12-01T20:40:07.944092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IX'.
[2025-12-01T20:40:07.944414] [INFO ] [FORECASTER] Starting predict_future for IX
[2025-12-01T20:40:07.945169] [DEBUG] [LOCAL     ] No optimal features file found for IX: ./output/feature-sets/IX.txt
[2025-12-01T20:40:07.945217] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:07.945247] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:07.945273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:07.945326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:08.000417] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:08.001122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:08.001201] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:08.001247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:08.118353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:08.118493] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:08.118532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:08.118561] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:08.121883] [DEBUG] [FORECASTER] IX: Forecast T+1@11:T+2@11: UP (p=96.98%)
[2025-12-01T20:40:08.122146] [INFO ] [FORECASTER] Completed predict_future for IX
[2025-12-01T20:40:08.122266] [INFO ] [sig       ] IX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:08.262396] [INFO ] [LOCAL     ] Saved forecast: IX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/IX.txt
[2025-12-01T20:40:08.262520] [INFO ] [sig       ] [1768/3634] Completed IX in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-01T20:40:08.262555] [INFO ] [sig       ] [1769/3634] Forecasting IXUS...
[2025-12-01T20:40:08.262601] [INFO ] [sig       ] Generating forecast for: IXUS
[2025-12-01T20:40:08.262631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IXUS' from 'https://tdm.silogroup.org/data/derivative_storage/IXUS.csv'.
[2025-12-01T20:40:08.273295] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'IXUS'.
[2025-12-01T20:40:08.273599] [INFO ] [FORECASTER] Starting predict_future for IXUS
[2025-12-01T20:40:08.274329] [DEBUG] [LOCAL     ] No optimal features file found for IXUS: ./output/feature-sets/IXUS.txt
[2025-12-01T20:40:08.274377] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:08.274433] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:08.274460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:08.274513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:08.329290] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:08.329890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:08.329963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:08.329994] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:08.447741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:08.447880] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:08.447916] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:08.447943] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:08.451130] [DEBUG] [FORECASTER] IXUS: Forecast T+1@11:T+2@11: UP (p=52.51%)
[2025-12-01T20:40:08.451384] [INFO ] [FORECASTER] Completed predict_future for IXUS
[2025-12-01T20:40:08.451499] [INFO ] [sig       ] IXUS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:08.596864] [INFO ] [LOCAL     ] Saved forecast: IXUS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/IXUS.txt
[2025-12-01T20:40:08.596985] [INFO ] [sig       ] [1769/3634] Completed IXUS in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-01T20:40:08.597021] [INFO ] [sig       ] [1770/3634] Forecasting IZEA...
[2025-12-01T20:40:08.597049] [INFO ] [sig       ] Generating forecast for: IZEA
[2025-12-01T20:40:08.597081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'IZEA' from 'https://tdm.silogroup.org/data/derivative_storage/IZEA.csv'.
[2025-12-01T20:40:08.608038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'IZEA'.
[2025-12-01T20:40:08.608354] [INFO ] [FORECASTER] Starting predict_future for IZEA
[2025-12-01T20:40:08.609115] [DEBUG] [LOCAL     ] No optimal features file found for IZEA: ./output/feature-sets/IZEA.txt
[2025-12-01T20:40:08.609163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:08.609193] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:08.609230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:08.609285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:08.663932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:08.664498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:08.664587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:08.664620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:08.780767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:08.780900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:08.780936] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:08.780963] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:08.784121] [DEBUG] [FORECASTER] IZEA: Forecast T+1@11:T+2@11: DOWN (p=19.59%)
[2025-12-01T20:40:08.784377] [INFO ] [FORECASTER] Completed predict_future for IZEA
[2025-12-01T20:40:08.784493] [INFO ] [sig       ] IZEA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:08.925032] [INFO ] [LOCAL     ] Saved forecast: IZEA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/IZEA.txt
[2025-12-01T20:40:08.925164] [INFO ] [sig       ] [1770/3634] Completed IZEA in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-01T20:40:08.925201] [INFO ] [sig       ] [1771/3634] Forecasting J...
[2025-12-01T20:40:08.925230] [INFO ] [sig       ] Generating forecast for: J
[2025-12-01T20:40:08.925258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'J' from 'https://tdm.silogroup.org/data/derivative_storage/J.csv'.
[2025-12-01T20:40:08.936662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'J'.
[2025-12-01T20:40:08.936987] [INFO ] [FORECASTER] Starting predict_future for J
[2025-12-01T20:40:08.937774] [DEBUG] [LOCAL     ] No optimal features file found for J: ./output/feature-sets/J.txt
[2025-12-01T20:40:08.937828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:08.937859] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:08.937885] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:08.937940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:08.992635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:08.993289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:08.993365] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:08.993396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:09.111214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:09.111359] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:09.111396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:09.111423] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:09.114632] [DEBUG] [FORECASTER] J: Forecast T+1@11:T+2@11: UP (p=73.37%)
[2025-12-01T20:40:09.114894] [INFO ] [FORECASTER] Completed predict_future for J
[2025-12-01T20:40:09.115013] [INFO ] [sig       ] J: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:09.252641] [INFO ] [LOCAL     ] Saved forecast: J	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/J.txt
[2025-12-01T20:40:09.252771] [INFO ] [sig       ] [1771/3634] Completed J in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-01T20:40:09.252808] [INFO ] [sig       ] [1772/3634] Forecasting JACK...
[2025-12-01T20:40:09.252836] [INFO ] [sig       ] Generating forecast for: JACK
[2025-12-01T20:40:09.252868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JACK' from 'https://tdm.silogroup.org/data/derivative_storage/JACK.csv'.
[2025-12-01T20:40:09.263822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JACK'.
[2025-12-01T20:40:09.264116] [INFO ] [FORECASTER] Starting predict_future for JACK
[2025-12-01T20:40:09.264873] [DEBUG] [LOCAL     ] No optimal features file found for JACK: ./output/feature-sets/JACK.txt
[2025-12-01T20:40:09.264920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:09.264950] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:09.264975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:09.265029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:09.320481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:09.321139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:09.321217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:09.321250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:09.437475] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:09.437608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:09.437648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:09.437675] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:09.440907] [DEBUG] [FORECASTER] JACK: Forecast T+1@11:T+2@11: DOWN (p=0.12%)
[2025-12-01T20:40:09.441171] [INFO ] [FORECASTER] Completed predict_future for JACK
[2025-12-01T20:40:09.441287] [INFO ] [sig       ] JACK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:09.577017] [INFO ] [LOCAL     ] Saved forecast: JACK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JACK.txt
[2025-12-01T20:40:09.577127] [INFO ] [sig       ] [1772/3634] Completed JACK in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-01T20:40:09.577163] [INFO ] [sig       ] [1773/3634] Forecasting JAGX...
[2025-12-01T20:40:09.577191] [INFO ] [sig       ] Generating forecast for: JAGX
[2025-12-01T20:40:09.577218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAGX' from 'https://tdm.silogroup.org/data/derivative_storage/JAGX.csv'.
[2025-12-01T20:40:09.588385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAGX'.
[2025-12-01T20:40:09.588676] [INFO ] [FORECASTER] Starting predict_future for JAGX
[2025-12-01T20:40:09.589484] [DEBUG] [LOCAL     ] No optimal features file found for JAGX: ./output/feature-sets/JAGX.txt
[2025-12-01T20:40:09.589534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:09.589565] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:09.589611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:09.589668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:09.648068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:09.648721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:09.648800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:09.648840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:09.768704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:09.768830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:09.768873] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:09.768907] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:09.772171] [DEBUG] [FORECASTER] JAGX: Forecast T+1@11:T+2@11: UP (p=77.30%)
[2025-12-01T20:40:09.772446] [INFO ] [FORECASTER] Completed predict_future for JAGX
[2025-12-01T20:40:09.772570] [INFO ] [sig       ] JAGX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:09.917647] [INFO ] [LOCAL     ] Saved forecast: JAGX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JAGX.txt
[2025-12-01T20:40:09.917755] [INFO ] [sig       ] [1773/3634] Completed JAGX in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-01T20:40:09.917790] [INFO ] [sig       ] [1774/3634] Forecasting JAKK...
[2025-12-01T20:40:09.917819] [INFO ] [sig       ] Generating forecast for: JAKK
[2025-12-01T20:40:09.917857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAKK' from 'https://tdm.silogroup.org/data/derivative_storage/JAKK.csv'.
[2025-12-01T20:40:09.928763] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JAKK'.
[2025-12-01T20:40:09.929030] [INFO ] [FORECASTER] Starting predict_future for JAKK
[2025-12-01T20:40:09.929769] [DEBUG] [LOCAL     ] No optimal features file found for JAKK: ./output/feature-sets/JAKK.txt
[2025-12-01T20:40:09.929821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:09.929856] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:09.929881] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:09.929935] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:09.984731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:09.985309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:09.985382] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:09.985413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:10.106634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:10.106753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:10.106790] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:10.106817] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:10.109943] [DEBUG] [FORECASTER] JAKK: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-01T20:40:10.110194] [INFO ] [FORECASTER] Completed predict_future for JAKK
[2025-12-01T20:40:10.110310] [INFO ] [sig       ] JAKK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:10.246809] [INFO ] [LOCAL     ] Saved forecast: JAKK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JAKK.txt
[2025-12-01T20:40:10.246928] [INFO ] [sig       ] [1774/3634] Completed JAKK in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-01T20:40:10.246963] [INFO ] [sig       ] [1775/3634] Forecasting JAMF...
[2025-12-01T20:40:10.246990] [INFO ] [sig       ] Generating forecast for: JAMF
[2025-12-01T20:40:10.247017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAMF' from 'https://tdm.silogroup.org/data/derivative_storage/JAMF.csv'.
[2025-12-01T20:40:10.258071] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'JAMF'.
[2025-12-01T20:40:10.258358] [INFO ] [FORECASTER] Starting predict_future for JAMF
[2025-12-01T20:40:10.259092] [DEBUG] [LOCAL     ] No optimal features file found for JAMF: ./output/feature-sets/JAMF.txt
[2025-12-01T20:40:10.259140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:10.259171] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:10.259196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:10.259255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:10.313953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:10.314596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:10.314676] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:10.314708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:10.427710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:10.427818] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:10.427851] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:10.427878] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:10.430945] [DEBUG] [FORECASTER] JAMF: Forecast T+1@11:T+2@11: UP (p=87.85%)
[2025-12-01T20:40:10.431204] [INFO ] [FORECASTER] Completed predict_future for JAMF
[2025-12-01T20:40:10.431320] [INFO ] [sig       ] JAMF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:10.567489] [INFO ] [LOCAL     ] Saved forecast: JAMF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JAMF.txt
[2025-12-01T20:40:10.567622] [INFO ] [sig       ] [1775/3634] Completed JAMF in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-01T20:40:10.567660] [INFO ] [sig       ] [1776/3634] Forecasting JANX...
[2025-12-01T20:40:10.567687] [INFO ] [sig       ] Generating forecast for: JANX
[2025-12-01T20:40:10.567715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JANX' from 'https://tdm.silogroup.org/data/derivative_storage/JANX.csv'.
[2025-12-01T20:40:10.578779] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JANX'.
[2025-12-01T20:40:10.579049] [INFO ] [FORECASTER] Starting predict_future for JANX
[2025-12-01T20:40:10.579788] [DEBUG] [LOCAL     ] No optimal features file found for JANX: ./output/feature-sets/JANX.txt
[2025-12-01T20:40:10.579836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:10.579866] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:10.579892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:10.579945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:10.635114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:10.635692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:10.635765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:10.635796] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:10.756421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:10.756540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:10.756590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:10.756620] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:10.759771] [DEBUG] [FORECASTER] JANX: Forecast T+1@11:T+2@11: UP (p=64.56%)
[2025-12-01T20:40:10.760065] [INFO ] [FORECASTER] Completed predict_future for JANX
[2025-12-01T20:40:10.760181] [INFO ] [sig       ] JANX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:10.896987] [INFO ] [LOCAL     ] Saved forecast: JANX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JANX.txt
[2025-12-01T20:40:10.897093] [INFO ] [sig       ] [1776/3634] Completed JANX in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-01T20:40:10.897128] [INFO ] [sig       ] [1777/3634] Forecasting JAZZ...
[2025-12-01T20:40:10.897157] [INFO ] [sig       ] Generating forecast for: JAZZ
[2025-12-01T20:40:10.897185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JAZZ' from 'https://tdm.silogroup.org/data/derivative_storage/JAZZ.csv'.
[2025-12-01T20:40:10.909242] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'JAZZ'.
[2025-12-01T20:40:10.909641] [INFO ] [FORECASTER] Starting predict_future for JAZZ
[2025-12-01T20:40:10.910467] [DEBUG] [LOCAL     ] No optimal features file found for JAZZ: ./output/feature-sets/JAZZ.txt
[2025-12-01T20:40:10.910519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:10.910552] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:10.910604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:10.910670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:10.965296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:10.966097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:10.966179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:10.966209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:11.086011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:11.086169] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:11.086206] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:11.086234] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:11.089546] [DEBUG] [FORECASTER] JAZZ: Forecast T+1@11:T+2@11: DOWN (p=21.66%)
[2025-12-01T20:40:11.089831] [INFO ] [FORECASTER] Completed predict_future for JAZZ
[2025-12-01T20:40:11.089955] [INFO ] [sig       ] JAZZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:11.225908] [INFO ] [LOCAL     ] Saved forecast: JAZZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JAZZ.txt
[2025-12-01T20:40:11.226064] [INFO ] [sig       ] [1777/3634] Completed JAZZ in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-01T20:40:11.226102] [INFO ] [sig       ] [1778/3634] Forecasting JBGS...
[2025-12-01T20:40:11.226131] [INFO ] [sig       ] Generating forecast for: JBGS
[2025-12-01T20:40:11.226187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBGS' from 'https://tdm.silogroup.org/data/derivative_storage/JBGS.csv'.
[2025-12-01T20:40:11.237837] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBGS'.
[2025-12-01T20:40:11.238150] [INFO ] [FORECASTER] Starting predict_future for JBGS
[2025-12-01T20:40:11.238921] [DEBUG] [LOCAL     ] No optimal features file found for JBGS: ./output/feature-sets/JBGS.txt
[2025-12-01T20:40:11.238969] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:11.239000] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:11.239025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:11.239078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:11.294163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:11.294748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:11.294823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:11.294852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:11.412622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:11.412771] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:11.412808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:11.412834] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:11.416072] [DEBUG] [FORECASTER] JBGS: Forecast T+1@11:T+2@11: DOWN (p=30.60%)
[2025-12-01T20:40:11.416341] [INFO ] [FORECASTER] Completed predict_future for JBGS
[2025-12-01T20:40:11.416462] [INFO ] [sig       ] JBGS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:11.554499] [INFO ] [LOCAL     ] Saved forecast: JBGS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JBGS.txt
[2025-12-01T20:40:11.554655] [INFO ] [sig       ] [1778/3634] Completed JBGS in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-01T20:40:11.554694] [INFO ] [sig       ] [1779/3634] Forecasting JBI...
[2025-12-01T20:40:11.554723] [INFO ] [sig       ] Generating forecast for: JBI
[2025-12-01T20:40:11.554751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBI' from 'https://tdm.silogroup.org/data/derivative_storage/JBI.csv'.
[2025-12-01T20:40:11.565299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBI'.
[2025-12-01T20:40:11.565637] [INFO ] [FORECASTER] Starting predict_future for JBI
[2025-12-01T20:40:11.566366] [DEBUG] [LOCAL     ] No optimal features file found for JBI: ./output/feature-sets/JBI.txt
[2025-12-01T20:40:11.566415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:11.566444] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:11.566470] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:11.566525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:11.623886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:11.624725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:11.624857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:11.624893] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:11.742090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:11.742240] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:11.742278] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:11.742305] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:11.745864] [DEBUG] [FORECASTER] JBI: Forecast T+1@11:T+2@11: UP (p=71.03%)
[2025-12-01T20:40:11.746153] [INFO ] [FORECASTER] Completed predict_future for JBI
[2025-12-01T20:40:11.746280] [INFO ] [sig       ] JBI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:11.887058] [INFO ] [LOCAL     ] Saved forecast: JBI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JBI.txt
[2025-12-01T20:40:11.887200] [INFO ] [sig       ] [1779/3634] Completed JBI in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-01T20:40:11.887238] [INFO ] [sig       ] [1780/3634] Forecasting JBL...
[2025-12-01T20:40:11.887267] [INFO ] [sig       ] Generating forecast for: JBL
[2025-12-01T20:40:11.887296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBL' from 'https://tdm.silogroup.org/data/derivative_storage/JBL.csv'.
[2025-12-01T20:40:11.898027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBL'.
[2025-12-01T20:40:11.898393] [INFO ] [FORECASTER] Starting predict_future for JBL
[2025-12-01T20:40:11.899172] [DEBUG] [LOCAL     ] No optimal features file found for JBL: ./output/feature-sets/JBL.txt
[2025-12-01T20:40:11.899223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:11.899255] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:11.899282] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:11.899339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:11.954291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:11.955031] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:11.955107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:11.955138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:12.074840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:12.074990] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:12.075025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:12.075052] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:12.078273] [DEBUG] [FORECASTER] JBL: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-01T20:40:12.078555] [INFO ] [FORECASTER] Completed predict_future for JBL
[2025-12-01T20:40:12.078695] [INFO ] [sig       ] JBL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:12.215440] [INFO ] [LOCAL     ] Saved forecast: JBL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JBL.txt
[2025-12-01T20:40:12.215600] [INFO ] [sig       ] [1780/3634] Completed JBL in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.4m
[2025-12-01T20:40:12.215639] [INFO ] [sig       ] [1781/3634] Forecasting JBND...
[2025-12-01T20:40:12.215668] [INFO ] [sig       ] Generating forecast for: JBND
[2025-12-01T20:40:12.215696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBND' from 'https://tdm.silogroup.org/data/derivative_storage/JBND.csv'.
[2025-12-01T20:40:12.225811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBND'.
[2025-12-01T20:40:12.226083] [INFO ] [FORECASTER] Starting predict_future for JBND
[2025-12-01T20:40:12.226827] [DEBUG] [LOCAL     ] No optimal features file found for JBND: ./output/feature-sets/JBND.txt
[2025-12-01T20:40:12.226875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:12.226904] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:12.226928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:12.226981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:12.280701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:12.281272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:12.281345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:12.281375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:12.399804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:12.399958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:12.399995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:12.400022] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:12.403394] [DEBUG] [FORECASTER] JBND: Forecast T+1@11:T+2@11: DOWN (p=7.55%)
[2025-12-01T20:40:12.403678] [INFO ] [FORECASTER] Completed predict_future for JBND
[2025-12-01T20:40:12.403801] [INFO ] [sig       ] JBND: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:12.542042] [INFO ] [LOCAL     ] Saved forecast: JBND	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JBND.txt
[2025-12-01T20:40:12.542180] [INFO ] [sig       ] [1781/3634] Completed JBND in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-01T20:40:12.542229] [INFO ] [sig       ] [1782/3634] Forecasting JBSS...
[2025-12-01T20:40:12.542267] [INFO ] [sig       ] Generating forecast for: JBSS
[2025-12-01T20:40:12.542309] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JBSS' from 'https://tdm.silogroup.org/data/derivative_storage/JBSS.csv'.
[2025-12-01T20:40:12.553748] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JBSS'.
[2025-12-01T20:40:12.554070] [INFO ] [FORECASTER] Starting predict_future for JBSS
[2025-12-01T20:40:12.554847] [DEBUG] [LOCAL     ] No optimal features file found for JBSS: ./output/feature-sets/JBSS.txt
[2025-12-01T20:40:12.554897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:12.554928] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:12.554953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:12.555009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:12.609146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:12.609811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:12.609890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:12.609924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:12.728556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:12.728720] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:12.728757] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:12.728784] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:12.731976] [DEBUG] [FORECASTER] JBSS: Forecast T+1@11:T+2@11: UP (p=88.88%)
[2025-12-01T20:40:12.732232] [INFO ] [FORECASTER] Completed predict_future for JBSS
[2025-12-01T20:40:12.732348] [INFO ] [sig       ] JBSS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:12.869035] [INFO ] [LOCAL     ] Saved forecast: JBSS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JBSS.txt
[2025-12-01T20:40:12.869186] [INFO ] [sig       ] [1782/3634] Completed JBSS in 0.3s | 2.99 sym/s | Total: 9.9m | ETA: 10.3m
[2025-12-01T20:40:12.869224] [INFO ] [sig       ] [1783/3634] Forecasting JCE...
[2025-12-01T20:40:12.869253] [INFO ] [sig       ] Generating forecast for: JCE
[2025-12-01T20:40:12.869283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCE' from 'https://tdm.silogroup.org/data/derivative_storage/JCE.csv'.
[2025-12-01T20:40:12.884825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCE'.
[2025-12-01T20:40:12.885325] [INFO ] [FORECASTER] Starting predict_future for JCE
[2025-12-01T20:40:12.886454] [DEBUG] [LOCAL     ] No optimal features file found for JCE: ./output/feature-sets/JCE.txt
[2025-12-01T20:40:12.886538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:12.886609] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:12.886657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:12.886742] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:12.947890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:12.948806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:12.948889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:12.948923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:13.066155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:13.066305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:13.066344] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:13.066372] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:13.069664] [DEBUG] [FORECASTER] JCE: Forecast T+1@11:T+2@11: DOWN (p=9.20%)
[2025-12-01T20:40:13.069927] [INFO ] [FORECASTER] Completed predict_future for JCE
[2025-12-01T20:40:13.070048] [INFO ] [sig       ] JCE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:13.209956] [INFO ] [LOCAL     ] Saved forecast: JCE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JCE.txt
[2025-12-01T20:40:13.210087] [INFO ] [sig       ] [1783/3634] Completed JCE in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-01T20:40:13.210125] [INFO ] [sig       ] [1784/3634] Forecasting JCI...
[2025-12-01T20:40:13.210153] [INFO ] [sig       ] Generating forecast for: JCI
[2025-12-01T20:40:13.210182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JCI' from 'https://tdm.silogroup.org/data/derivative_storage/JCI.csv'.
[2025-12-01T20:40:13.221999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JCI'.
[2025-12-01T20:40:13.222312] [INFO ] [FORECASTER] Starting predict_future for JCI
[2025-12-01T20:40:13.223077] [DEBUG] [LOCAL     ] No optimal features file found for JCI: ./output/feature-sets/JCI.txt
[2025-12-01T20:40:13.223125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:13.223155] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:13.223180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:13.223235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:13.277636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:13.278211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:13.278290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:13.278343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:13.400242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:13.400401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:13.400452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:13.400481] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:13.403809] [DEBUG] [FORECASTER] JCI: Forecast T+1@11:T+2@11: DOWN (p=1.94%)
[2025-12-01T20:40:13.404064] [INFO ] [FORECASTER] Completed predict_future for JCI
[2025-12-01T20:40:13.404182] [INFO ] [sig       ] JCI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:13.541528] [INFO ] [LOCAL     ] Saved forecast: JCI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JCI.txt
[2025-12-01T20:40:13.541663] [INFO ] [sig       ] [1784/3634] Completed JCI in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-01T20:40:13.541708] [INFO ] [sig       ] [1785/3634] Forecasting JD...
[2025-12-01T20:40:13.541738] [INFO ] [sig       ] Generating forecast for: JD
[2025-12-01T20:40:13.541766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JD' from 'https://tdm.silogroup.org/data/derivative_storage/JD.csv'.
[2025-12-01T20:40:13.552702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JD'.
[2025-12-01T20:40:13.552978] [INFO ] [FORECASTER] Starting predict_future for JD
[2025-12-01T20:40:13.553712] [DEBUG] [LOCAL     ] No optimal features file found for JD: ./output/feature-sets/JD.txt
[2025-12-01T20:40:13.553760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:13.553795] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:13.553833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:13.553898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:13.609776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:13.610443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:13.610522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:13.610553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:13.730011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:13.730169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:13.730209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:13.730238] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:13.733524] [DEBUG] [FORECASTER] JD: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-12-01T20:40:13.733810] [INFO ] [FORECASTER] Completed predict_future for JD
[2025-12-01T20:40:13.733934] [INFO ] [sig       ] JD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:13.873168] [INFO ] [LOCAL     ] Saved forecast: JD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JD.txt
[2025-12-01T20:40:13.873294] [INFO ] [sig       ] [1785/3634] Completed JD in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-01T20:40:13.873330] [INFO ] [sig       ] [1786/3634] Forecasting JDZG...
[2025-12-01T20:40:13.873358] [INFO ] [sig       ] Generating forecast for: JDZG
[2025-12-01T20:40:13.873386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JDZG' from 'https://tdm.silogroup.org/data/derivative_storage/JDZG.csv'.
[2025-12-01T20:40:13.885325] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'JDZG'.
[2025-12-01T20:40:13.885702] [INFO ] [FORECASTER] Starting predict_future for JDZG
[2025-12-01T20:40:13.886445] [DEBUG] [LOCAL     ] No optimal features file found for JDZG: ./output/feature-sets/JDZG.txt
[2025-12-01T20:40:13.886494] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:13.886552] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:13.886595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:13.886653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:13.943135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:13.943951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:13.944033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:13.944065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:14.061114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:14.061263] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:14.061300] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:14.061327] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:14.064520] [DEBUG] [FORECASTER] JDZG: Forecast T+1@11:T+2@11: DOWN (p=10.23%)
[2025-12-01T20:40:14.064792] [INFO ] [FORECASTER] Completed predict_future for JDZG
[2025-12-01T20:40:14.064909] [INFO ] [sig       ] JDZG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:14.203476] [INFO ] [LOCAL     ] Saved forecast: JDZG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JDZG.txt
[2025-12-01T20:40:14.203614] [INFO ] [sig       ] [1786/3634] Completed JDZG in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-01T20:40:14.203659] [INFO ] [sig       ] [1787/3634] Forecasting JEF...
[2025-12-01T20:40:14.203694] [INFO ] [sig       ] Generating forecast for: JEF
[2025-12-01T20:40:14.203743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEF' from 'https://tdm.silogroup.org/data/derivative_storage/JEF.csv'.
[2025-12-01T20:40:14.215041] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEF'.
[2025-12-01T20:40:14.215361] [INFO ] [FORECASTER] Starting predict_future for JEF
[2025-12-01T20:40:14.216143] [DEBUG] [LOCAL     ] No optimal features file found for JEF: ./output/feature-sets/JEF.txt
[2025-12-01T20:40:14.216192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:14.216222] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:14.216247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:14.216300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:14.271531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:14.272204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:14.272283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:14.272312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:14.399429] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:14.399615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:14.399657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:14.399685] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:14.402993] [DEBUG] [FORECASTER] JEF: Forecast T+1@11:T+2@11: DOWN (p=23.38%)
[2025-12-01T20:40:14.403261] [INFO ] [FORECASTER] Completed predict_future for JEF
[2025-12-01T20:40:14.403380] [INFO ] [sig       ] JEF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:14.539484] [INFO ] [LOCAL     ] Saved forecast: JEF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JEF.txt
[2025-12-01T20:40:14.539638] [INFO ] [sig       ] [1787/3634] Completed JEF in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-01T20:40:14.539677] [INFO ] [sig       ] [1788/3634] Forecasting JELD...
[2025-12-01T20:40:14.539706] [INFO ] [sig       ] Generating forecast for: JELD
[2025-12-01T20:40:14.539734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JELD' from 'https://tdm.silogroup.org/data/derivative_storage/JELD.csv'.
[2025-12-01T20:40:14.551004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JELD'.
[2025-12-01T20:40:14.551304] [INFO ] [FORECASTER] Starting predict_future for JELD
[2025-12-01T20:40:14.552069] [DEBUG] [LOCAL     ] No optimal features file found for JELD: ./output/feature-sets/JELD.txt
[2025-12-01T20:40:14.552118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:14.552147] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:14.552172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:14.552224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:14.606862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:14.607651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:14.607732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:14.607777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:14.727692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:14.727846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:14.727883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:14.727910] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:14.731320] [DEBUG] [FORECASTER] JELD: Forecast T+1@11:T+2@11: DOWN (p=24.91%)
[2025-12-01T20:40:14.731612] [INFO ] [FORECASTER] Completed predict_future for JELD
[2025-12-01T20:40:14.731759] [INFO ] [sig       ] JELD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:14.870668] [INFO ] [LOCAL     ] Saved forecast: JELD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JELD.txt
[2025-12-01T20:40:14.870796] [INFO ] [sig       ] [1788/3634] Completed JELD in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-01T20:40:14.870831] [INFO ] [sig       ] [1789/3634] Forecasting JEPQ...
[2025-12-01T20:40:14.870859] [INFO ] [sig       ] Generating forecast for: JEPQ
[2025-12-01T20:40:14.870888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JEPQ' from 'https://tdm.silogroup.org/data/derivative_storage/JEPQ.csv'.
[2025-12-01T20:40:14.882399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JEPQ'.
[2025-12-01T20:40:14.882731] [INFO ] [FORECASTER] Starting predict_future for JEPQ
[2025-12-01T20:40:14.883469] [DEBUG] [LOCAL     ] No optimal features file found for JEPQ: ./output/feature-sets/JEPQ.txt
[2025-12-01T20:40:14.883518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:14.883547] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:14.883587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:14.883645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:14.938395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:14.939020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:14.939096] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:14.939126] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:15.061928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:15.062068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:15.062103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:15.062162] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:15.065383] [DEBUG] [FORECASTER] JEPQ: Forecast T+1@11:T+2@11: DOWN (p=15.09%)
[2025-12-01T20:40:15.065664] [INFO ] [FORECASTER] Completed predict_future for JEPQ
[2025-12-01T20:40:15.065783] [INFO ] [sig       ] JEPQ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:15.202933] [INFO ] [LOCAL     ] Saved forecast: JEPQ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JEPQ.txt
[2025-12-01T20:40:15.203087] [INFO ] [sig       ] [1789/3634] Completed JEPQ in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-01T20:40:15.203125] [INFO ] [sig       ] [1790/3634] Forecasting JFIN...
[2025-12-01T20:40:15.203153] [INFO ] [sig       ] Generating forecast for: JFIN
[2025-12-01T20:40:15.203182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JFIN' from 'https://tdm.silogroup.org/data/derivative_storage/JFIN.csv'.
[2025-12-01T20:40:15.214759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JFIN'.
[2025-12-01T20:40:15.215060] [INFO ] [FORECASTER] Starting predict_future for JFIN
[2025-12-01T20:40:15.215818] [DEBUG] [LOCAL     ] No optimal features file found for JFIN: ./output/feature-sets/JFIN.txt
[2025-12-01T20:40:15.215867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:15.215897] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:15.215923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:15.215983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:15.270842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:15.271430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:15.271507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:15.271537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:15.390349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:15.390495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:15.390548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:15.390593] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:15.393823] [DEBUG] [FORECASTER] JFIN: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-12-01T20:40:15.394109] [INFO ] [FORECASTER] Completed predict_future for JFIN
[2025-12-01T20:40:15.394227] [INFO ] [sig       ] JFIN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:15.530675] [INFO ] [LOCAL     ] Saved forecast: JFIN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JFIN.txt
[2025-12-01T20:40:15.530790] [INFO ] [sig       ] [1790/3634] Completed JFIN in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-01T20:40:15.530826] [INFO ] [sig       ] [1791/3634] Forecasting JGLO...
[2025-12-01T20:40:15.530854] [INFO ] [sig       ] Generating forecast for: JGLO
[2025-12-01T20:40:15.530881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JGLO' from 'https://tdm.silogroup.org/data/derivative_storage/JGLO.csv'.
[2025-12-01T20:40:15.541667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JGLO'.
[2025-12-01T20:40:15.541932] [INFO ] [FORECASTER] Starting predict_future for JGLO
[2025-12-01T20:40:15.542674] [DEBUG] [LOCAL     ] No optimal features file found for JGLO: ./output/feature-sets/JGLO.txt
[2025-12-01T20:40:15.542723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:15.542753] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:15.542778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:15.542832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:15.597760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:15.598369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:15.598443] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:15.598473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:15.716801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:15.716942] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:15.716979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:15.717006] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:15.720214] [DEBUG] [FORECASTER] JGLO: Forecast T+1@11:T+2@11: UP (p=52.22%)
[2025-12-01T20:40:15.720470] [INFO ] [FORECASTER] Completed predict_future for JGLO
[2025-12-01T20:40:15.720602] [INFO ] [sig       ] JGLO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:15.857062] [INFO ] [LOCAL     ] Saved forecast: JGLO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JGLO.txt
[2025-12-01T20:40:15.857176] [INFO ] [sig       ] [1791/3634] Completed JGLO in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-01T20:40:15.857212] [INFO ] [sig       ] [1792/3634] Forecasting JHG...
[2025-12-01T20:40:15.857240] [INFO ] [sig       ] Generating forecast for: JHG
[2025-12-01T20:40:15.857269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHG' from 'https://tdm.silogroup.org/data/derivative_storage/JHG.csv'.
[2025-12-01T20:40:15.868171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHG'.
[2025-12-01T20:40:15.868436] [INFO ] [FORECASTER] Starting predict_future for JHG
[2025-12-01T20:40:15.869183] [DEBUG] [LOCAL     ] No optimal features file found for JHG: ./output/feature-sets/JHG.txt
[2025-12-01T20:40:15.869231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:15.869261] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:15.869286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:15.869340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:15.925457] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:15.926094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:15.926172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:15.926204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:16.045317] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:16.045456] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:16.045492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:16.045522] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:16.048739] [DEBUG] [FORECASTER] JHG: Forecast T+1@11:T+2@11: UP (p=53.21%)
[2025-12-01T20:40:16.048994] [INFO ] [FORECASTER] Completed predict_future for JHG
[2025-12-01T20:40:16.049115] [INFO ] [sig       ] JHG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:16.185898] [INFO ] [LOCAL     ] Saved forecast: JHG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JHG.txt
[2025-12-01T20:40:16.186019] [INFO ] [sig       ] [1792/3634] Completed JHG in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-01T20:40:16.186055] [INFO ] [sig       ] [1793/3634] Forecasting JHI...
[2025-12-01T20:40:16.186083] [INFO ] [sig       ] Generating forecast for: JHI
[2025-12-01T20:40:16.186111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHI' from 'https://tdm.silogroup.org/data/derivative_storage/JHI.csv'.
[2025-12-01T20:40:16.196944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHI'.
[2025-12-01T20:40:16.197235] [INFO ] [FORECASTER] Starting predict_future for JHI
[2025-12-01T20:40:16.197977] [DEBUG] [LOCAL     ] No optimal features file found for JHI: ./output/feature-sets/JHI.txt
[2025-12-01T20:40:16.198025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:16.198055] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:16.198081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:16.198135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:16.253297] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:16.253918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:16.253994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:16.254026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:16.362466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:16.362622] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:16.362666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:16.362695] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:16.365939] [DEBUG] [FORECASTER] JHI: Forecast T+1@11:T+2@11: UP (p=98.68%)
[2025-12-01T20:40:16.366194] [INFO ] [FORECASTER] Completed predict_future for JHI
[2025-12-01T20:40:16.366310] [INFO ] [sig       ] JHI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:16.505847] [INFO ] [LOCAL     ] Saved forecast: JHI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JHI.txt
[2025-12-01T20:40:16.505966] [INFO ] [sig       ] [1793/3634] Completed JHI in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-01T20:40:16.506005] [INFO ] [sig       ] [1794/3634] Forecasting JHX...
[2025-12-01T20:40:16.506034] [INFO ] [sig       ] Generating forecast for: JHX
[2025-12-01T20:40:16.506062] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JHX' from 'https://tdm.silogroup.org/data/derivative_storage/JHX.csv'.
[2025-12-01T20:40:16.516952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JHX'.
[2025-12-01T20:40:16.517225] [INFO ] [FORECASTER] Starting predict_future for JHX
[2025-12-01T20:40:16.517960] [DEBUG] [LOCAL     ] No optimal features file found for JHX: ./output/feature-sets/JHX.txt
[2025-12-01T20:40:16.518008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:16.518049] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:16.518075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:16.518128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:16.574149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:16.574753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:16.574830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:16.574862] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:16.688116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:16.688254] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:16.688290] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:16.688335] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:16.691531] [DEBUG] [FORECASTER] JHX: Forecast T+1@11:T+2@11: DOWN (p=1.07%)
[2025-12-01T20:40:16.691801] [INFO ] [FORECASTER] Completed predict_future for JHX
[2025-12-01T20:40:16.691920] [INFO ] [sig       ] JHX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:16.829476] [INFO ] [LOCAL     ] Saved forecast: JHX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JHX.txt
[2025-12-01T20:40:16.829642] [INFO ] [sig       ] [1794/3634] Completed JHX in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-01T20:40:16.829683] [INFO ] [sig       ] [1795/3634] Forecasting JILL...
[2025-12-01T20:40:16.829712] [INFO ] [sig       ] Generating forecast for: JILL
[2025-12-01T20:40:16.829740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JILL' from 'https://tdm.silogroup.org/data/derivative_storage/JILL.csv'.
[2025-12-01T20:40:16.840852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JILL'.
[2025-12-01T20:40:16.841133] [INFO ] [FORECASTER] Starting predict_future for JILL
[2025-12-01T20:40:16.841889] [DEBUG] [LOCAL     ] No optimal features file found for JILL: ./output/feature-sets/JILL.txt
[2025-12-01T20:40:16.841937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:16.841965] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:16.841989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:16.842042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:16.896187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:16.896771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:16.896844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:16.896874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:17.013453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:17.013618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:17.013657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:17.013684] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:17.016930] [DEBUG] [FORECASTER] JILL: Forecast T+1@11:T+2@11: UP (p=64.49%)
[2025-12-01T20:40:17.017190] [INFO ] [FORECASTER] Completed predict_future for JILL
[2025-12-01T20:40:17.017308] [INFO ] [sig       ] JILL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:17.157314] [INFO ] [LOCAL     ] Saved forecast: JILL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JILL.txt
[2025-12-01T20:40:17.157474] [INFO ] [sig       ] [1795/3634] Completed JILL in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-01T20:40:17.157511] [INFO ] [sig       ] [1796/3634] Forecasting JIVE...
[2025-12-01T20:40:17.157538] [INFO ] [sig       ] Generating forecast for: JIVE
[2025-12-01T20:40:17.157567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JIVE' from 'https://tdm.silogroup.org/data/derivative_storage/JIVE.csv'.
[2025-12-01T20:40:17.169000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JIVE'.
[2025-12-01T20:40:17.169373] [INFO ] [FORECASTER] Starting predict_future for JIVE
[2025-12-01T20:40:17.170125] [DEBUG] [LOCAL     ] No optimal features file found for JIVE: ./output/feature-sets/JIVE.txt
[2025-12-01T20:40:17.170174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:17.170203] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:17.170230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:17.170283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:17.224934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:17.225556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:17.225672] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:17.225704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:17.342821] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:17.342945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:17.342982] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:17.343009] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:17.346216] [DEBUG] [FORECASTER] JIVE: Forecast T+1@11:T+2@11: UP (p=73.28%)
[2025-12-01T20:40:17.346470] [INFO ] [FORECASTER] Completed predict_future for JIVE
[2025-12-01T20:40:17.346605] [INFO ] [sig       ] JIVE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:17.482992] [INFO ] [LOCAL     ] Saved forecast: JIVE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JIVE.txt
[2025-12-01T20:40:17.483113] [INFO ] [sig       ] [1796/3634] Completed JIVE in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-01T20:40:17.483148] [INFO ] [sig       ] [1797/3634] Forecasting JJSF...
[2025-12-01T20:40:17.483177] [INFO ] [sig       ] Generating forecast for: JJSF
[2025-12-01T20:40:17.483204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JJSF' from 'https://tdm.silogroup.org/data/derivative_storage/JJSF.csv'.
[2025-12-01T20:40:17.494374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JJSF'.
[2025-12-01T20:40:17.494661] [INFO ] [FORECASTER] Starting predict_future for JJSF
[2025-12-01T20:40:17.495381] [DEBUG] [LOCAL     ] No optimal features file found for JJSF: ./output/feature-sets/JJSF.txt
[2025-12-01T20:40:17.495430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:17.495459] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:17.495485] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:17.495542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:17.552089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:17.552873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:17.552953] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:17.552987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:17.672303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:17.672446] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:17.672483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:17.672510] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:17.675735] [DEBUG] [FORECASTER] JJSF: Forecast T+1@11:T+2@11: UP (p=76.08%)
[2025-12-01T20:40:17.675990] [INFO ] [FORECASTER] Completed predict_future for JJSF
[2025-12-01T20:40:17.676112] [INFO ] [sig       ] JJSF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:17.812323] [INFO ] [LOCAL     ] Saved forecast: JJSF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JJSF.txt
[2025-12-01T20:40:17.812434] [INFO ] [sig       ] [1797/3634] Completed JJSF in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.3m
[2025-12-01T20:40:17.812470] [INFO ] [sig       ] [1798/3634] Forecasting JKHY...
[2025-12-01T20:40:17.812505] [INFO ] [sig       ] Generating forecast for: JKHY
[2025-12-01T20:40:17.812534] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKHY' from 'https://tdm.silogroup.org/data/derivative_storage/JKHY.csv'.
[2025-12-01T20:40:17.824047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKHY'.
[2025-12-01T20:40:17.824294] [INFO ] [FORECASTER] Starting predict_future for JKHY
[2025-12-01T20:40:17.825026] [DEBUG] [LOCAL     ] No optimal features file found for JKHY: ./output/feature-sets/JKHY.txt
[2025-12-01T20:40:17.825074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:17.825103] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:17.825128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:17.825182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:17.883881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:17.884898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:17.884979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:17.885010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:18.001870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:18.002024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:18.002066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:18.002092] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:18.005368] [DEBUG] [FORECASTER] JKHY: Forecast T+1@11:T+2@11: DOWN (p=10.55%)
[2025-12-01T20:40:18.005644] [INFO ] [FORECASTER] Completed predict_future for JKHY
[2025-12-01T20:40:18.005763] [INFO ] [sig       ] JKHY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:18.142543] [INFO ] [LOCAL     ] Saved forecast: JKHY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JKHY.txt
[2025-12-01T20:40:18.142701] [INFO ] [sig       ] [1798/3634] Completed JKHY in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-01T20:40:18.142738] [INFO ] [sig       ] [1799/3634] Forecasting JKS...
[2025-12-01T20:40:18.142767] [INFO ] [sig       ] Generating forecast for: JKS
[2025-12-01T20:40:18.142795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JKS' from 'https://tdm.silogroup.org/data/derivative_storage/JKS.csv'.
[2025-12-01T20:40:18.154149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JKS'.
[2025-12-01T20:40:18.154438] [INFO ] [FORECASTER] Starting predict_future for JKS
[2025-12-01T20:40:18.155193] [DEBUG] [LOCAL     ] No optimal features file found for JKS: ./output/feature-sets/JKS.txt
[2025-12-01T20:40:18.155242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:18.155273] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:18.155298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:18.155352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:18.210256] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:18.211005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:18.211086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:18.211117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:18.330177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:18.330324] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:18.330361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:18.330389] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:18.333643] [DEBUG] [FORECASTER] JKS: Forecast T+1@11:T+2@11: UP (p=76.32%)
[2025-12-01T20:40:18.333906] [INFO ] [FORECASTER] Completed predict_future for JKS
[2025-12-01T20:40:18.334024] [INFO ] [sig       ] JKS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:18.470173] [INFO ] [LOCAL     ] Saved forecast: JKS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JKS.txt
[2025-12-01T20:40:18.470318] [INFO ] [sig       ] [1799/3634] Completed JKS in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-01T20:40:18.470355] [INFO ] [sig       ] [1800/3634] Forecasting JLL...
[2025-12-01T20:40:18.470383] [INFO ] [sig       ] Generating forecast for: JLL
[2025-12-01T20:40:18.470412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLL' from 'https://tdm.silogroup.org/data/derivative_storage/JLL.csv'.
[2025-12-01T20:40:18.483404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLL'.
[2025-12-01T20:40:18.483834] [INFO ] [FORECASTER] Starting predict_future for JLL
[2025-12-01T20:40:18.484665] [DEBUG] [LOCAL     ] No optimal features file found for JLL: ./output/feature-sets/JLL.txt
[2025-12-01T20:40:18.484717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:18.484750] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:18.484783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:18.484838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:18.539612] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:18.540485] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:18.540595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:18.540630] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:18.659648] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:18.659808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:18.659845] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:18.659873] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:18.663157] [DEBUG] [FORECASTER] JLL: Forecast T+1@11:T+2@11: DOWN (p=12.11%)
[2025-12-01T20:40:18.663441] [INFO ] [FORECASTER] Completed predict_future for JLL
[2025-12-01T20:40:18.663589] [INFO ] [sig       ] JLL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:18.801949] [INFO ] [LOCAL     ] Saved forecast: JLL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JLL.txt
[2025-12-01T20:40:18.802107] [INFO ] [sig       ] [1800/3634] Completed JLL in 0.3s | 2.99 sym/s | Total: 10.0m | ETA: 10.2m
[2025-12-01T20:40:18.802147] [INFO ] [sig       ] [1801/3634] Forecasting JLS...
[2025-12-01T20:40:18.802177] [INFO ] [sig       ] Generating forecast for: JLS
[2025-12-01T20:40:18.802206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JLS' from 'https://tdm.silogroup.org/data/derivative_storage/JLS.csv'.
[2025-12-01T20:40:18.814215] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JLS'.
[2025-12-01T20:40:18.814615] [INFO ] [FORECASTER] Starting predict_future for JLS
[2025-12-01T20:40:18.815362] [DEBUG] [LOCAL     ] No optimal features file found for JLS: ./output/feature-sets/JLS.txt
[2025-12-01T20:40:18.815411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:18.815441] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:18.815466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:18.815520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:18.870372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:18.871223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:18.871304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:18.871335] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:18.981611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:18.981768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:18.981804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:18.981851] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:18.985147] [DEBUG] [FORECASTER] JLS: Forecast T+1@11:T+2@11: DOWN (p=9.30%)
[2025-12-01T20:40:18.985438] [INFO ] [FORECASTER] Completed predict_future for JLS
[2025-12-01T20:40:18.985586] [INFO ] [sig       ] JLS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:19.122466] [INFO ] [LOCAL     ] Saved forecast: JLS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JLS.txt
[2025-12-01T20:40:19.122630] [INFO ] [sig       ] [1801/3634] Completed JLS in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-01T20:40:19.122670] [INFO ] [sig       ] [1802/3634] Forecasting JMIA...
[2025-12-01T20:40:19.122699] [INFO ] [sig       ] Generating forecast for: JMIA
[2025-12-01T20:40:19.122728] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMIA' from 'https://tdm.silogroup.org/data/derivative_storage/JMIA.csv'.
[2025-12-01T20:40:19.134190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMIA'.
[2025-12-01T20:40:19.134460] [INFO ] [FORECASTER] Starting predict_future for JMIA
[2025-12-01T20:40:19.135207] [DEBUG] [LOCAL     ] No optimal features file found for JMIA: ./output/feature-sets/JMIA.txt
[2025-12-01T20:40:19.135255] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:19.135286] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:19.135311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:19.135365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:19.190643] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:19.191411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:19.191490] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:19.191522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:19.312389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:19.312555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:19.312610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:19.312639] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:19.315839] [DEBUG] [FORECASTER] JMIA: Forecast T+1@11:T+2@11: DOWN (p=30.13%)
[2025-12-01T20:40:19.316097] [INFO ] [FORECASTER] Completed predict_future for JMIA
[2025-12-01T20:40:19.316214] [INFO ] [sig       ] JMIA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:19.454068] [INFO ] [LOCAL     ] Saved forecast: JMIA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JMIA.txt
[2025-12-01T20:40:19.454190] [INFO ] [sig       ] [1802/3634] Completed JMIA in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-01T20:40:19.454226] [INFO ] [sig       ] [1803/3634] Forecasting JMSB...
[2025-12-01T20:40:19.454255] [INFO ] [sig       ] Generating forecast for: JMSB
[2025-12-01T20:40:19.454282] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JMSB' from 'https://tdm.silogroup.org/data/derivative_storage/JMSB.csv'.
[2025-12-01T20:40:19.467643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JMSB'.
[2025-12-01T20:40:19.467973] [INFO ] [FORECASTER] Starting predict_future for JMSB
[2025-12-01T20:40:19.468743] [DEBUG] [LOCAL     ] No optimal features file found for JMSB: ./output/feature-sets/JMSB.txt
[2025-12-01T20:40:19.468791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:19.468849] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:19.468876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:19.468931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:19.524286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:19.524981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:19.525063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:19.525111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:19.628606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:19.628758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:19.628798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:19.628826] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:19.632305] [DEBUG] [FORECASTER] JMSB: Forecast T+1@11:T+2@11: DOWN (p=1.91%)
[2025-12-01T20:40:19.632601] [INFO ] [FORECASTER] Completed predict_future for JMSB
[2025-12-01T20:40:19.632745] [INFO ] [sig       ] JMSB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:19.786696] [INFO ] [LOCAL     ] Saved forecast: JMSB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JMSB.txt
[2025-12-01T20:40:19.787761] [INFO ] [sig       ] [1803/3634] Completed JMSB in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-01T20:40:19.787807] [INFO ] [sig       ] [1804/3634] Forecasting JNJ...
[2025-12-01T20:40:19.787837] [INFO ] [sig       ] Generating forecast for: JNJ
[2025-12-01T20:40:19.787866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JNJ' from 'https://tdm.silogroup.org/data/derivative_storage/JNJ.csv'.
[2025-12-01T20:40:19.800025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JNJ'.
[2025-12-01T20:40:19.800339] [INFO ] [FORECASTER] Starting predict_future for JNJ
[2025-12-01T20:40:19.801130] [DEBUG] [LOCAL     ] No optimal features file found for JNJ: ./output/feature-sets/JNJ.txt
[2025-12-01T20:40:19.801180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:19.801210] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:19.801236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:19.801291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:19.861237] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:19.862174] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:19.862262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:19.862294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:19.990484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:19.990682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:19.990737] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:19.990796] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:19.994563] [DEBUG] [FORECASTER] JNJ: Forecast T+1@11:T+2@11: UP (p=92.96%)
[2025-12-01T20:40:19.994951] [INFO ] [FORECASTER] Completed predict_future for JNJ
[2025-12-01T20:40:19.995113] [INFO ] [sig       ] JNJ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:20.134364] [INFO ] [LOCAL     ] Saved forecast: JNJ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JNJ.txt
[2025-12-01T20:40:20.134523] [INFO ] [sig       ] [1804/3634] Completed JNJ in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-01T20:40:20.134562] [INFO ] [sig       ] [1805/3634] Forecasting JOBY...
[2025-12-01T20:40:20.134611] [INFO ] [sig       ] Generating forecast for: JOBY
[2025-12-01T20:40:20.134641] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOBY' from 'https://tdm.silogroup.org/data/derivative_storage/JOBY.csv'.
[2025-12-01T20:40:20.146145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOBY'.
[2025-12-01T20:40:20.146436] [INFO ] [FORECASTER] Starting predict_future for JOBY
[2025-12-01T20:40:20.147194] [DEBUG] [LOCAL     ] No optimal features file found for JOBY: ./output/feature-sets/JOBY.txt
[2025-12-01T20:40:20.147251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:20.147281] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:20.147318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:20.147373] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:20.202371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:20.203164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:20.203241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:20.203272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:20.321136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:20.321288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:20.321325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:20.321352] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:20.324629] [DEBUG] [FORECASTER] JOBY: Forecast T+1@11:T+2@11: UP (p=96.64%)
[2025-12-01T20:40:20.324890] [INFO ] [FORECASTER] Completed predict_future for JOBY
[2025-12-01T20:40:20.325012] [INFO ] [sig       ] JOBY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:20.474526] [INFO ] [LOCAL     ] Saved forecast: JOBY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JOBY.txt
[2025-12-01T20:40:20.474673] [INFO ] [sig       ] [1805/3634] Completed JOBY in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-01T20:40:20.474711] [INFO ] [sig       ] [1806/3634] Forecasting JOE...
[2025-12-01T20:40:20.474739] [INFO ] [sig       ] Generating forecast for: JOE
[2025-12-01T20:40:20.474769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOE' from 'https://tdm.silogroup.org/data/derivative_storage/JOE.csv'.
[2025-12-01T20:40:20.486072] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'JOE'.
[2025-12-01T20:40:20.486395] [INFO ] [FORECASTER] Starting predict_future for JOE
[2025-12-01T20:40:20.487179] [DEBUG] [LOCAL     ] No optimal features file found for JOE: ./output/feature-sets/JOE.txt
[2025-12-01T20:40:20.487229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:20.487260] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:20.487287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:20.487342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:20.545587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:20.546417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:20.546501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:20.546533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:20.662782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:20.662910] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:20.662946] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:20.663008] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:20.666240] [DEBUG] [FORECASTER] JOE: Forecast T+1@11:T+2@11: DOWN (p=11.70%)
[2025-12-01T20:40:20.666499] [INFO ] [FORECASTER] Completed predict_future for JOE
[2025-12-01T20:40:20.666637] [INFO ] [sig       ] JOE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:20.806441] [INFO ] [LOCAL     ] Saved forecast: JOE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JOE.txt
[2025-12-01T20:40:20.806585] [INFO ] [sig       ] [1806/3634] Completed JOE in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-01T20:40:20.806623] [INFO ] [sig       ] [1807/3634] Forecasting JOF...
[2025-12-01T20:40:20.806653] [INFO ] [sig       ] Generating forecast for: JOF
[2025-12-01T20:40:20.806681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JOF' from 'https://tdm.silogroup.org/data/derivative_storage/JOF.csv'.
[2025-12-01T20:40:20.817851] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JOF'.
[2025-12-01T20:40:20.818192] [INFO ] [FORECASTER] Starting predict_future for JOF
[2025-12-01T20:40:20.818979] [DEBUG] [LOCAL     ] No optimal features file found for JOF: ./output/feature-sets/JOF.txt
[2025-12-01T20:40:20.819029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:20.819059] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:20.819084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:20.819138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:20.877567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:20.878527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:20.878660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:20.878695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:20.993959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:20.994113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:20.994151] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:20.994179] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:20.997475] [DEBUG] [FORECASTER] JOF: Forecast T+1@11:T+2@11: DOWN (p=47.13%)
[2025-12-01T20:40:20.997764] [INFO ] [FORECASTER] Completed predict_future for JOF
[2025-12-01T20:40:20.997887] [INFO ] [sig       ] JOF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:21.141766] [INFO ] [LOCAL     ] Saved forecast: JOF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JOF.txt
[2025-12-01T20:40:21.141889] [INFO ] [sig       ] [1807/3634] Completed JOF in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-01T20:40:21.141926] [INFO ] [sig       ] [1808/3634] Forecasting JPC...
[2025-12-01T20:40:21.141953] [INFO ] [sig       ] Generating forecast for: JPC
[2025-12-01T20:40:21.141982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPC' from 'https://tdm.silogroup.org/data/derivative_storage/JPC.csv'.
[2025-12-01T20:40:21.151806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JPC'.
[2025-12-01T20:40:21.152069] [INFO ] [FORECASTER] Starting predict_future for JPC
[2025-12-01T20:40:21.152866] [DEBUG] [LOCAL     ] No optimal features file found for JPC: ./output/feature-sets/JPC.txt
[2025-12-01T20:40:21.152916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:21.152946] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:21.152970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:21.153025] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:21.210039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:21.210736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:21.210814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:21.210846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:21.327920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:21.328059] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:21.328096] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:21.328123] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:21.331608] [DEBUG] [FORECASTER] JPC: Forecast T+1@11:T+2@11: UP (p=84.90%)
[2025-12-01T20:40:21.331863] [INFO ] [FORECASTER] Completed predict_future for JPC
[2025-12-01T20:40:21.331978] [INFO ] [sig       ] JPC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:21.475655] [INFO ] [LOCAL     ] Saved forecast: JPC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JPC.txt
[2025-12-01T20:40:21.475778] [INFO ] [sig       ] [1808/3634] Completed JPC in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-01T20:40:21.475814] [INFO ] [sig       ] [1809/3634] Forecasting JPEF...
[2025-12-01T20:40:21.475841] [INFO ] [sig       ] Generating forecast for: JPEF
[2025-12-01T20:40:21.475870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPEF' from 'https://tdm.silogroup.org/data/derivative_storage/JPEF.csv'.
[2025-12-01T20:40:21.517285] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'JPEF'.
[2025-12-01T20:40:21.517550] [INFO ] [FORECASTER] Starting predict_future for JPEF
[2025-12-01T20:40:21.518340] [DEBUG] [LOCAL     ] No optimal features file found for JPEF: ./output/feature-sets/JPEF.txt
[2025-12-01T20:40:21.518393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:21.518426] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:21.518451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:21.518505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:21.575226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:21.575864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:21.575942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:21.575975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:21.693392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:21.693534] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:21.693597] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:21.693629] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:21.696804] [DEBUG] [FORECASTER] JPEF: Forecast T+1@11:T+2@11: UP (p=82.14%)
[2025-12-01T20:40:21.697056] [INFO ] [FORECASTER] Completed predict_future for JPEF
[2025-12-01T20:40:21.697197] [INFO ] [sig       ] JPEF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:21.839640] [INFO ] [LOCAL     ] Saved forecast: JPEF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JPEF.txt
[2025-12-01T20:40:21.839806] [INFO ] [sig       ] [1809/3634] Completed JPEF in 0.4s | 2.99 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-01T20:40:21.839845] [INFO ] [sig       ] [1810/3634] Forecasting JPM...
[2025-12-01T20:40:21.839875] [INFO ] [sig       ] Generating forecast for: JPM
[2025-12-01T20:40:21.839905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JPM' from 'https://tdm.silogroup.org/data/derivative_storage/JPM.csv'.
[2025-12-01T20:40:21.851185] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'JPM'.
[2025-12-01T20:40:21.851450] [INFO ] [FORECASTER] Starting predict_future for JPM
[2025-12-01T20:40:21.852230] [DEBUG] [LOCAL     ] No optimal features file found for JPM: ./output/feature-sets/JPM.txt
[2025-12-01T20:40:21.852288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:21.852319] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:21.852344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:21.852398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:21.907929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:21.908848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:21.908935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:21.908976] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:22.033462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:22.033632] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:22.033671] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:22.033698] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:22.037046] [DEBUG] [FORECASTER] JPM: Forecast T+1@11:T+2@11: DOWN (p=0.65%)
[2025-12-01T20:40:22.037314] [INFO ] [FORECASTER] Completed predict_future for JPM
[2025-12-01T20:40:22.037434] [INFO ] [sig       ] JPM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:22.176207] [INFO ] [LOCAL     ] Saved forecast: JPM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JPM.txt
[2025-12-01T20:40:22.176368] [INFO ] [sig       ] [1810/3634] Completed JPM in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-01T20:40:22.176406] [INFO ] [sig       ] [1811/3634] Forecasting JQC...
[2025-12-01T20:40:22.176434] [INFO ] [sig       ] Generating forecast for: JQC
[2025-12-01T20:40:22.176464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JQC' from 'https://tdm.silogroup.org/data/derivative_storage/JQC.csv'.
[2025-12-01T20:40:22.188021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JQC'.
[2025-12-01T20:40:22.188345] [INFO ] [FORECASTER] Starting predict_future for JQC
[2025-12-01T20:40:22.189116] [DEBUG] [LOCAL     ] No optimal features file found for JQC: ./output/feature-sets/JQC.txt
[2025-12-01T20:40:22.189166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:22.189197] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:22.189224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:22.189278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:22.244511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:22.245357] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:22.245437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:22.245468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:22.370202] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:22.370364] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:22.370409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:22.370437] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:22.373773] [DEBUG] [FORECASTER] JQC: Forecast T+1@11:T+2@11: UP (p=69.40%)
[2025-12-01T20:40:22.374037] [INFO ] [FORECASTER] Completed predict_future for JQC
[2025-12-01T20:40:22.374157] [INFO ] [sig       ] JQC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:22.520464] [INFO ] [LOCAL     ] Saved forecast: JQC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JQC.txt
[2025-12-01T20:40:22.520627] [INFO ] [sig       ] [1811/3634] Completed JQC in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-01T20:40:22.520669] [INFO ] [sig       ] [1812/3634] Forecasting JRI...
[2025-12-01T20:40:22.520698] [INFO ] [sig       ] Generating forecast for: JRI
[2025-12-01T20:40:22.520729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRI' from 'https://tdm.silogroup.org/data/derivative_storage/JRI.csv'.
[2025-12-01T20:40:22.532963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRI'.
[2025-12-01T20:40:22.533265] [INFO ] [FORECASTER] Starting predict_future for JRI
[2025-12-01T20:40:22.534014] [DEBUG] [LOCAL     ] No optimal features file found for JRI: ./output/feature-sets/JRI.txt
[2025-12-01T20:40:22.534063] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:22.534094] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:22.534119] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:22.534173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:22.589604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:22.590184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:22.590261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:22.590291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:22.703637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:22.703772] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:22.703807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:22.703848] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:22.707026] [DEBUG] [FORECASTER] JRI: Forecast T+1@11:T+2@11: UP (p=95.31%)
[2025-12-01T20:40:22.707304] [INFO ] [FORECASTER] Completed predict_future for JRI
[2025-12-01T20:40:22.707420] [INFO ] [sig       ] JRI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:22.846371] [INFO ] [LOCAL     ] Saved forecast: JRI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JRI.txt
[2025-12-01T20:40:22.846513] [INFO ] [sig       ] [1812/3634] Completed JRI in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-01T20:40:22.846550] [INFO ] [sig       ] [1813/3634] Forecasting JRS...
[2025-12-01T20:40:22.846600] [INFO ] [sig       ] Generating forecast for: JRS
[2025-12-01T20:40:22.846631] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JRS' from 'https://tdm.silogroup.org/data/derivative_storage/JRS.csv'.
[2025-12-01T20:40:22.858679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JRS'.
[2025-12-01T20:40:22.858956] [INFO ] [FORECASTER] Starting predict_future for JRS
[2025-12-01T20:40:22.859828] [DEBUG] [LOCAL     ] No optimal features file found for JRS: ./output/feature-sets/JRS.txt
[2025-12-01T20:40:22.859879] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:22.859911] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:22.859937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:22.859993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:22.914850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:22.915506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:22.915631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:22.915664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:23.035957] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:23.036125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:23.036167] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:23.036199] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:23.039672] [DEBUG] [FORECASTER] JRS: Forecast T+1@11:T+2@11: DOWN (p=46.80%)
[2025-12-01T20:40:23.039969] [INFO ] [FORECASTER] Completed predict_future for JRS
[2025-12-01T20:40:23.040100] [INFO ] [sig       ] JRS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:23.177426] [INFO ] [LOCAL     ] Saved forecast: JRS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JRS.txt
[2025-12-01T20:40:23.177601] [INFO ] [sig       ] [1813/3634] Completed JRS in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-01T20:40:23.177640] [INFO ] [sig       ] [1814/3634] Forecasting JSM...
[2025-12-01T20:40:23.177670] [INFO ] [sig       ] Generating forecast for: JSM
[2025-12-01T20:40:23.177698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSM' from 'https://tdm.silogroup.org/data/derivative_storage/JSM.csv'.
[2025-12-01T20:40:23.189712] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'JSM'.
[2025-12-01T20:40:23.190104] [INFO ] [FORECASTER] Starting predict_future for JSM
[2025-12-01T20:40:23.190961] [DEBUG] [LOCAL     ] No optimal features file found for JSM: ./output/feature-sets/JSM.txt
[2025-12-01T20:40:23.191012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:23.191043] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:23.191069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:23.191125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:23.246158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:23.247026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:23.247107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:23.247139] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:23.359344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:23.359511] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:23.359550] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:23.359594] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:23.362980] [DEBUG] [FORECASTER] JSM: Forecast T+1@11:T+2@11: DOWN (p=32.04%)
[2025-12-01T20:40:23.363254] [INFO ] [FORECASTER] Completed predict_future for JSM
[2025-12-01T20:40:23.363378] [INFO ] [sig       ] JSM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:23.500596] [INFO ] [LOCAL     ] Saved forecast: JSM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JSM.txt
[2025-12-01T20:40:23.500722] [INFO ] [sig       ] [1814/3634] Completed JSM in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-01T20:40:23.500761] [INFO ] [sig       ] [1815/3634] Forecasting JSMD...
[2025-12-01T20:40:23.500791] [INFO ] [sig       ] Generating forecast for: JSMD
[2025-12-01T20:40:23.500820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSMD' from 'https://tdm.silogroup.org/data/derivative_storage/JSMD.csv'.
[2025-12-01T20:40:23.513315] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'JSMD'.
[2025-12-01T20:40:23.513783] [INFO ] [FORECASTER] Starting predict_future for JSMD
[2025-12-01T20:40:23.514635] [DEBUG] [LOCAL     ] No optimal features file found for JSMD: ./output/feature-sets/JSMD.txt
[2025-12-01T20:40:23.514686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:23.514717] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:23.514743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:23.514797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:23.572335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:23.573265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:23.573358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:23.573391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:23.695110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:23.695264] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:23.695302] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:23.695329] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:23.698734] [DEBUG] [FORECASTER] JSMD: Forecast T+1@11:T+2@11: DOWN (p=3.14%)
[2025-12-01T20:40:23.699031] [INFO ] [FORECASTER] Completed predict_future for JSMD
[2025-12-01T20:40:23.699190] [INFO ] [sig       ] JSMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:23.840814] [INFO ] [LOCAL     ] Saved forecast: JSMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/JSMD.txt
[2025-12-01T20:40:23.840976] [INFO ] [sig       ] [1815/3634] Completed JSMD in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.2m
[2025-12-01T20:40:23.841022] [INFO ] [sig       ] [1816/3634] Forecasting JSML...
[2025-12-01T20:40:23.841053] [INFO ] [sig       ] Generating forecast for: JSML
[2025-12-01T20:40:23.841081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JSML' from 'https://tdm.silogroup.org/data/derivative_storage/JSML.csv'.
[2025-12-01T20:40:23.852407] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JSML'.
[2025-12-01T20:40:23.852731] [INFO ] [FORECASTER] Starting predict_future for JSML
[2025-12-01T20:40:23.853460] [DEBUG] [LOCAL     ] No optimal features file found for JSML: ./output/feature-sets/JSML.txt
[2025-12-01T20:40:23.853509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:23.853540] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:23.853564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:23.853637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:23.909850] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:23.910749] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:23.910836] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:23.910868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:24.023920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:24.024080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:24.024117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:24.024145] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:24.027568] [DEBUG] [FORECASTER] JSML: Forecast T+1@11:T+2@11: DOWN (p=18.96%)
[2025-12-01T20:40:24.027910] [INFO ] [FORECASTER] Completed predict_future for JSML
[2025-12-01T20:40:24.028046] [INFO ] [sig       ] JSML: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:24.172816] [INFO ] [LOCAL     ] Saved forecast: JSML	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JSML.txt
[2025-12-01T20:40:24.172969] [INFO ] [sig       ] [1816/3634] Completed JSML in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-01T20:40:24.173007] [INFO ] [sig       ] [1817/3634] Forecasting JTAI...
[2025-12-01T20:40:24.173035] [INFO ] [sig       ] Generating forecast for: JTAI
[2025-12-01T20:40:24.173064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTAI' from 'https://tdm.silogroup.org/data/derivative_storage/JTAI.csv'.
[2025-12-01T20:40:24.184257] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTAI'.
[2025-12-01T20:40:24.184647] [INFO ] [FORECASTER] Starting predict_future for JTAI
[2025-12-01T20:40:24.185401] [DEBUG] [LOCAL     ] No optimal features file found for JTAI: ./output/feature-sets/JTAI.txt
[2025-12-01T20:40:24.185452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:24.185482] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:24.185508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:24.185563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:24.242718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:24.243566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:24.243665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:24.243696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:24.361272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:24.361426] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:24.361463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:24.361490] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:24.364789] [DEBUG] [FORECASTER] JTAI: Forecast T+1@11:T+2@11: DOWN (p=33.83%)
[2025-12-01T20:40:24.365071] [INFO ] [FORECASTER] Completed predict_future for JTAI
[2025-12-01T20:40:24.365196] [INFO ] [sig       ] JTAI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:24.504443] [INFO ] [LOCAL     ] Saved forecast: JTAI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JTAI.txt
[2025-12-01T20:40:24.504612] [INFO ] [sig       ] [1817/3634] Completed JTAI in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-01T20:40:24.504652] [INFO ] [sig       ] [1818/3634] Forecasting JTEK...
[2025-12-01T20:40:24.504681] [INFO ] [sig       ] Generating forecast for: JTEK
[2025-12-01T20:40:24.504709] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JTEK' from 'https://tdm.silogroup.org/data/derivative_storage/JTEK.csv'.
[2025-12-01T20:40:24.515710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JTEK'.
[2025-12-01T20:40:24.515973] [INFO ] [FORECASTER] Starting predict_future for JTEK
[2025-12-01T20:40:24.516711] [DEBUG] [LOCAL     ] No optimal features file found for JTEK: ./output/feature-sets/JTEK.txt
[2025-12-01T20:40:24.516760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:24.516801] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:24.516828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:24.516881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:24.572245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:24.573105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:24.573190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:24.573222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:24.693964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:24.694113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:24.694160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:24.694196] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:24.697560] [DEBUG] [FORECASTER] JTEK: Forecast T+1@11:T+2@11: UP (p=68.79%)
[2025-12-01T20:40:24.697835] [INFO ] [FORECASTER] Completed predict_future for JTEK
[2025-12-01T20:40:24.697953] [INFO ] [sig       ] JTEK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:24.834315] [INFO ] [LOCAL     ] Saved forecast: JTEK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/JTEK.txt
[2025-12-01T20:40:24.834430] [INFO ] [sig       ] [1818/3634] Completed JTEK in 0.3s | 2.99 sym/s | Total: 10.1m | ETA: 10.1m
[2025-12-01T20:40:24.834466] [INFO ] [sig       ] [1819/3634] Forecasting JVA...
[2025-12-01T20:40:24.834494] [INFO ] [sig       ] Generating forecast for: JVA
[2025-12-01T20:40:24.834522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JVA' from 'https://tdm.silogroup.org/data/derivative_storage/JVA.csv'.
[2025-12-01T20:40:24.845621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'JVA'.
[2025-12-01T20:40:24.845904] [INFO ] [FORECASTER] Starting predict_future for JVA
[2025-12-01T20:40:24.846640] [DEBUG] [LOCAL     ] No optimal features file found for JVA: ./output/feature-sets/JVA.txt
[2025-12-01T20:40:24.846688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:24.846718] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:24.846743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:24.846798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:24.901731] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:24.902306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:24.902380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:24.902410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:25.018601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:25.018732] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:25.018768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:25.018795] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:25.021998] [DEBUG] [FORECASTER] JVA: Forecast T+1@11:T+2@11: DOWN (p=33.78%)
[2025-12-01T20:40:25.022258] [INFO ] [FORECASTER] Completed predict_future for JVA
[2025-12-01T20:40:25.022375] [INFO ] [sig       ] JVA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:25.159548] [INFO ] [LOCAL     ] Saved forecast: JVA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/JVA.txt
[2025-12-01T20:40:25.159688] [INFO ] [sig       ] [1819/3634] Completed JVA in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-01T20:40:25.159725] [INFO ] [sig       ] [1820/3634] Forecasting JXN...
[2025-12-01T20:40:25.159753] [INFO ] [sig       ] Generating forecast for: JXN
[2025-12-01T20:40:25.159781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'JXN' from 'https://tdm.silogroup.org/data/derivative_storage/JXN.csv'.
[2025-12-01T20:40:25.170813] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'JXN'.
[2025-12-01T20:40:25.171075] [INFO ] [FORECASTER] Starting predict_future for JXN
[2025-12-01T20:40:25.171811] [DEBUG] [LOCAL     ] No optimal features file found for JXN: ./output/feature-sets/JXN.txt
[2025-12-01T20:40:25.171859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:25.171916] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:25.171943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:25.172002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:25.228609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:25.229327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:25.229410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:25.229443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:25.350272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:25.350409] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:25.350446] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:25.350472] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:25.353691] [DEBUG] [FORECASTER] JXN: Forecast T+1@11:T+2@11: UP (p=96.10%)
[2025-12-01T20:40:25.353945] [INFO ] [FORECASTER] Completed predict_future for JXN
[2025-12-01T20:40:25.354060] [INFO ] [sig       ] JXN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:25.491976] [INFO ] [LOCAL     ] Saved forecast: JXN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/JXN.txt
[2025-12-01T20:40:25.492091] [INFO ] [sig       ] [1820/3634] Completed JXN in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-01T20:40:25.492127] [INFO ] [sig       ] [1821/3634] Forecasting K...
[2025-12-01T20:40:25.492155] [INFO ] [sig       ] Generating forecast for: K
[2025-12-01T20:40:25.492187] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'K' from 'https://tdm.silogroup.org/data/derivative_storage/K.csv'.
[2025-12-01T20:40:25.503194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'K'.
[2025-12-01T20:40:25.503483] [INFO ] [FORECASTER] Starting predict_future for K
[2025-12-01T20:40:25.504227] [DEBUG] [LOCAL     ] No optimal features file found for K: ./output/feature-sets/K.txt
[2025-12-01T20:40:25.504278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:25.504308] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:25.504333] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:25.504386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:25.560180] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:25.560780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:25.560854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:25.560884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:25.682790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:25.682924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:25.682959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:25.682986] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:25.686135] [DEBUG] [FORECASTER] K: Forecast T+1@11:T+2@11: DOWN (p=30.23%)
[2025-12-01T20:40:25.686393] [INFO ] [FORECASTER] Completed predict_future for K
[2025-12-01T20:40:25.686510] [INFO ] [sig       ] K: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:25.823447] [INFO ] [LOCAL     ] Saved forecast: K	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/K.txt
[2025-12-01T20:40:25.823558] [INFO ] [sig       ] [1821/3634] Completed K in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-01T20:40:25.823619] [INFO ] [sig       ] [1822/3634] Forecasting KAI...
[2025-12-01T20:40:25.823650] [INFO ] [sig       ] Generating forecast for: KAI
[2025-12-01T20:40:25.823677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KAI' from 'https://tdm.silogroup.org/data/derivative_storage/KAI.csv'.
[2025-12-01T20:40:25.834873] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KAI'.
[2025-12-01T20:40:25.835135] [INFO ] [FORECASTER] Starting predict_future for KAI
[2025-12-01T20:40:25.835869] [DEBUG] [LOCAL     ] No optimal features file found for KAI: ./output/feature-sets/KAI.txt
[2025-12-01T20:40:25.835917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:25.835947] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:25.835972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:25.836027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:25.891072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:25.891669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:25.891742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:25.891772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:26.008944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:26.009083] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:26.009119] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:26.009146] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:26.012331] [DEBUG] [FORECASTER] KAI: Forecast T+1@11:T+2@11: UP (p=52.00%)
[2025-12-01T20:40:26.012605] [INFO ] [FORECASTER] Completed predict_future for KAI
[2025-12-01T20:40:26.012722] [INFO ] [sig       ] KAI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:26.150988] [INFO ] [LOCAL     ] Saved forecast: KAI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KAI.txt
[2025-12-01T20:40:26.151106] [INFO ] [sig       ] [1822/3634] Completed KAI in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-01T20:40:26.151142] [INFO ] [sig       ] [1823/3634] Forecasting KARO...
[2025-12-01T20:40:26.151170] [INFO ] [sig       ] Generating forecast for: KARO
[2025-12-01T20:40:26.151202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KARO' from 'https://tdm.silogroup.org/data/derivative_storage/KARO.csv'.
[2025-12-01T20:40:26.161586] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KARO'.
[2025-12-01T20:40:26.161871] [INFO ] [FORECASTER] Starting predict_future for KARO
[2025-12-01T20:40:26.162607] [DEBUG] [LOCAL     ] No optimal features file found for KARO: ./output/feature-sets/KARO.txt
[2025-12-01T20:40:26.162656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:26.162685] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:26.162710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:26.162764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:26.218050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:26.219010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:26.219092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:26.219123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:26.339386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:26.339540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:26.339596] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:26.339627] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:26.342954] [DEBUG] [FORECASTER] KARO: Forecast T+1@11:T+2@11: DOWN (p=27.35%)
[2025-12-01T20:40:26.343235] [INFO ] [FORECASTER] Completed predict_future for KARO
[2025-12-01T20:40:26.343365] [INFO ] [sig       ] KARO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:26.493499] [INFO ] [LOCAL     ] Saved forecast: KARO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KARO.txt
[2025-12-01T20:40:26.493680] [INFO ] [sig       ] [1823/3634] Completed KARO in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-01T20:40:26.493720] [INFO ] [sig       ] [1824/3634] Forecasting KB...
[2025-12-01T20:40:26.493749] [INFO ] [sig       ] Generating forecast for: KB
[2025-12-01T20:40:26.493776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KB' from 'https://tdm.silogroup.org/data/derivative_storage/KB.csv'.
[2025-12-01T20:40:26.504997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KB'.
[2025-12-01T20:40:26.505328] [INFO ] [FORECASTER] Starting predict_future for KB
[2025-12-01T20:40:26.506125] [DEBUG] [LOCAL     ] No optimal features file found for KB: ./output/feature-sets/KB.txt
[2025-12-01T20:40:26.506175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:26.506206] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:26.506240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:26.506307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:26.564045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:26.564892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:26.564973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:26.565005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:26.690882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:26.691028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:26.691066] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:26.691095] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:26.694383] [DEBUG] [FORECASTER] KB: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-01T20:40:26.694670] [INFO ] [FORECASTER] Completed predict_future for KB
[2025-12-01T20:40:26.694792] [INFO ] [sig       ] KB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:26.831108] [INFO ] [LOCAL     ] Saved forecast: KB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KB.txt
[2025-12-01T20:40:26.831249] [INFO ] [sig       ] [1824/3634] Completed KB in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-01T20:40:26.831286] [INFO ] [sig       ] [1825/3634] Forecasting KBH...
[2025-12-01T20:40:26.831315] [INFO ] [sig       ] Generating forecast for: KBH
[2025-12-01T20:40:26.831343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBH' from 'https://tdm.silogroup.org/data/derivative_storage/KBH.csv'.
[2025-12-01T20:40:26.842331] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBH'.
[2025-12-01T20:40:26.842678] [INFO ] [FORECASTER] Starting predict_future for KBH
[2025-12-01T20:40:26.843406] [DEBUG] [LOCAL     ] No optimal features file found for KBH: ./output/feature-sets/KBH.txt
[2025-12-01T20:40:26.843454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:26.843483] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:26.843508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:26.843562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:26.898412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:26.899026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:26.899099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:26.899130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:27.017611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:27.017760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:27.017797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:27.017843] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:27.021081] [DEBUG] [FORECASTER] KBH: Forecast T+1@11:T+2@11: DOWN (p=45.61%)
[2025-12-01T20:40:27.021339] [INFO ] [FORECASTER] Completed predict_future for KBH
[2025-12-01T20:40:27.021455] [INFO ] [sig       ] KBH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:27.160939] [INFO ] [LOCAL     ] Saved forecast: KBH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KBH.txt
[2025-12-01T20:40:27.161080] [INFO ] [sig       ] [1825/3634] Completed KBH in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-01T20:40:27.161121] [INFO ] [sig       ] [1826/3634] Forecasting KBWB...
[2025-12-01T20:40:27.161149] [INFO ] [sig       ] Generating forecast for: KBWB
[2025-12-01T20:40:27.161178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWB' from 'https://tdm.silogroup.org/data/derivative_storage/KBWB.csv'.
[2025-12-01T20:40:27.172424] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWB'.
[2025-12-01T20:40:27.172697] [INFO ] [FORECASTER] Starting predict_future for KBWB
[2025-12-01T20:40:27.173420] [DEBUG] [LOCAL     ] No optimal features file found for KBWB: ./output/feature-sets/KBWB.txt
[2025-12-01T20:40:27.173468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:27.173498] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:27.173522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:27.173595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:27.229029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:27.229671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:27.229745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:27.229776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:27.348522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:27.348686] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:27.348723] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:27.348751] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:27.352006] [DEBUG] [FORECASTER] KBWB: Forecast T+1@11:T+2@11: DOWN (p=2.02%)
[2025-12-01T20:40:27.352259] [INFO ] [FORECASTER] Completed predict_future for KBWB
[2025-12-01T20:40:27.352375] [INFO ] [sig       ] KBWB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:27.489531] [INFO ] [LOCAL     ] Saved forecast: KBWB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KBWB.txt
[2025-12-01T20:40:27.489667] [INFO ] [sig       ] [1826/3634] Completed KBWB in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-01T20:40:27.489706] [INFO ] [sig       ] [1827/3634] Forecasting KBWD...
[2025-12-01T20:40:27.489733] [INFO ] [sig       ] Generating forecast for: KBWD
[2025-12-01T20:40:27.489761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWD' from 'https://tdm.silogroup.org/data/derivative_storage/KBWD.csv'.
[2025-12-01T20:40:27.500768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWD'.
[2025-12-01T20:40:27.501041] [INFO ] [FORECASTER] Starting predict_future for KBWD
[2025-12-01T20:40:27.501794] [DEBUG] [LOCAL     ] No optimal features file found for KBWD: ./output/feature-sets/KBWD.txt
[2025-12-01T20:40:27.501842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:27.501873] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:27.501898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:27.501953] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:27.556769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:27.557366] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:27.557441] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:27.557485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:27.676401] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:27.676546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:27.676598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:27.676627] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:27.679849] [DEBUG] [FORECASTER] KBWD: Forecast T+1@11:T+2@11: UP (p=99.37%)
[2025-12-01T20:40:27.680104] [INFO ] [FORECASTER] Completed predict_future for KBWD
[2025-12-01T20:40:27.680225] [INFO ] [sig       ] KBWD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:27.816640] [INFO ] [LOCAL     ] Saved forecast: KBWD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KBWD.txt
[2025-12-01T20:40:27.816764] [INFO ] [sig       ] [1827/3634] Completed KBWD in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-01T20:40:27.816805] [INFO ] [sig       ] [1828/3634] Forecasting KBWP...
[2025-12-01T20:40:27.816834] [INFO ] [sig       ] Generating forecast for: KBWP
[2025-12-01T20:40:27.816862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWP' from 'https://tdm.silogroup.org/data/derivative_storage/KBWP.csv'.
[2025-12-01T20:40:27.827549] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWP'.
[2025-12-01T20:40:27.827833] [INFO ] [FORECASTER] Starting predict_future for KBWP
[2025-12-01T20:40:27.828604] [DEBUG] [LOCAL     ] No optimal features file found for KBWP: ./output/feature-sets/KBWP.txt
[2025-12-01T20:40:27.828652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:27.828682] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:27.828707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:27.828762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:27.887928] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:27.888691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:27.888786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:27.888819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:28.001613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:28.001768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:28.001806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:28.001833] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:28.005116] [DEBUG] [FORECASTER] KBWP: Forecast T+1@11:T+2@11: DOWN (p=19.14%)
[2025-12-01T20:40:28.005372] [INFO ] [FORECASTER] Completed predict_future for KBWP
[2025-12-01T20:40:28.005489] [INFO ] [sig       ] KBWP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:28.143829] [INFO ] [LOCAL     ] Saved forecast: KBWP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KBWP.txt
[2025-12-01T20:40:28.143950] [INFO ] [sig       ] [1828/3634] Completed KBWP in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-01T20:40:28.143988] [INFO ] [sig       ] [1829/3634] Forecasting KBWY...
[2025-12-01T20:40:28.144016] [INFO ] [sig       ] Generating forecast for: KBWY
[2025-12-01T20:40:28.144047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KBWY' from 'https://tdm.silogroup.org/data/derivative_storage/KBWY.csv'.
[2025-12-01T20:40:28.156743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KBWY'.
[2025-12-01T20:40:28.157194] [INFO ] [FORECASTER] Starting predict_future for KBWY
[2025-12-01T20:40:28.158067] [DEBUG] [LOCAL     ] No optimal features file found for KBWY: ./output/feature-sets/KBWY.txt
[2025-12-01T20:40:28.158119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:28.158150] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:28.158190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:28.158246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:28.217637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:28.218471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:28.218554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:28.218605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:28.338274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:28.338452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:28.338491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:28.338528] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:28.342172] [DEBUG] [FORECASTER] KBWY: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-12-01T20:40:28.342469] [INFO ] [FORECASTER] Completed predict_future for KBWY
[2025-12-01T20:40:28.342633] [INFO ] [sig       ] KBWY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:28.491850] [INFO ] [LOCAL     ] Saved forecast: KBWY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KBWY.txt
[2025-12-01T20:40:28.491999] [INFO ] [sig       ] [1829/3634] Completed KBWY in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-01T20:40:28.492042] [INFO ] [sig       ] [1830/3634] Forecasting KC...
[2025-12-01T20:40:28.492072] [INFO ] [sig       ] Generating forecast for: KC
[2025-12-01T20:40:28.492101] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KC' from 'https://tdm.silogroup.org/data/derivative_storage/KC.csv'.
[2025-12-01T20:40:28.503439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KC'.
[2025-12-01T20:40:28.503791] [INFO ] [FORECASTER] Starting predict_future for KC
[2025-12-01T20:40:28.504638] [DEBUG] [LOCAL     ] No optimal features file found for KC: ./output/feature-sets/KC.txt
[2025-12-01T20:40:28.504697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:28.504734] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:28.504767] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:28.504824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:28.563881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:28.564616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:28.564729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:28.564776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:28.690229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:28.690390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:28.690430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:28.690457] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:28.693840] [DEBUG] [FORECASTER] KC: Forecast T+1@11:T+2@11: DOWN (p=2.43%)
[2025-12-01T20:40:28.694114] [INFO ] [FORECASTER] Completed predict_future for KC
[2025-12-01T20:40:28.694241] [INFO ] [sig       ] KC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:28.832278] [INFO ] [LOCAL     ] Saved forecast: KC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KC.txt
[2025-12-01T20:40:28.832430] [INFO ] [sig       ] [1830/3634] Completed KC in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-01T20:40:28.832467] [INFO ] [sig       ] [1831/3634] Forecasting KD...
[2025-12-01T20:40:28.832495] [INFO ] [sig       ] Generating forecast for: KD
[2025-12-01T20:40:28.832525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KD' from 'https://tdm.silogroup.org/data/derivative_storage/KD.csv'.
[2025-12-01T20:40:28.843824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KD'.
[2025-12-01T20:40:28.844075] [INFO ] [FORECASTER] Starting predict_future for KD
[2025-12-01T20:40:28.844829] [DEBUG] [LOCAL     ] No optimal features file found for KD: ./output/feature-sets/KD.txt
[2025-12-01T20:40:28.844878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:28.844908] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:28.844934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:28.844988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:28.900921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:28.901629] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:28.901707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:28.901739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:29.022254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:29.022389] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:29.022424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:29.022451] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:29.025604] [DEBUG] [FORECASTER] KD: Forecast T+1@11:T+2@11: DOWN (p=18.11%)
[2025-12-01T20:40:29.025859] [INFO ] [FORECASTER] Completed predict_future for KD
[2025-12-01T20:40:29.025975] [INFO ] [sig       ] KD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:29.166176] [INFO ] [LOCAL     ] Saved forecast: KD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KD.txt
[2025-12-01T20:40:29.166301] [INFO ] [sig       ] [1831/3634] Completed KD in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-01T20:40:29.166342] [INFO ] [sig       ] [1832/3634] Forecasting KDP...
[2025-12-01T20:40:29.166370] [INFO ] [sig       ] Generating forecast for: KDP
[2025-12-01T20:40:29.166398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KDP' from 'https://tdm.silogroup.org/data/derivative_storage/KDP.csv'.
[2025-12-01T20:40:29.177833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KDP'.
[2025-12-01T20:40:29.178113] [INFO ] [FORECASTER] Starting predict_future for KDP
[2025-12-01T20:40:29.178877] [DEBUG] [LOCAL     ] No optimal features file found for KDP: ./output/feature-sets/KDP.txt
[2025-12-01T20:40:29.178926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:29.178959] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:29.178984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:29.179038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:29.239545] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:29.240679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:29.240789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:29.240841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:29.374480] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:29.374644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:29.374682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:29.374709] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:29.378046] [DEBUG] [FORECASTER] KDP: Forecast T+1@11:T+2@11: UP (p=97.34%)
[2025-12-01T20:40:29.378305] [INFO ] [FORECASTER] Completed predict_future for KDP
[2025-12-01T20:40:29.378449] [INFO ] [sig       ] KDP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:29.561486] [INFO ] [LOCAL     ] Saved forecast: KDP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KDP.txt
[2025-12-01T20:40:29.561635] [INFO ] [sig       ] [1832/3634] Completed KDP in 0.4s | 2.99 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-01T20:40:29.561674] [INFO ] [sig       ] [1833/3634] Forecasting KE...
[2025-12-01T20:40:29.561703] [INFO ] [sig       ] Generating forecast for: KE
[2025-12-01T20:40:29.561732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KE' from 'https://tdm.silogroup.org/data/derivative_storage/KE.csv'.
[2025-12-01T20:40:29.573551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KE'.
[2025-12-01T20:40:29.573867] [INFO ] [FORECASTER] Starting predict_future for KE
[2025-12-01T20:40:29.574627] [DEBUG] [LOCAL     ] No optimal features file found for KE: ./output/feature-sets/KE.txt
[2025-12-01T20:40:29.574676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:29.574706] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:29.574731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:29.574784] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:29.629969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:29.630550] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:29.630642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:29.630673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:29.756369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:29.756502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:29.756540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:29.756585] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:29.759870] [DEBUG] [FORECASTER] KE: Forecast T+1@11:T+2@11: UP (p=75.49%)
[2025-12-01T20:40:29.760125] [INFO ] [FORECASTER] Completed predict_future for KE
[2025-12-01T20:40:29.760242] [INFO ] [sig       ] KE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:29.897629] [INFO ] [LOCAL     ] Saved forecast: KE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KE.txt
[2025-12-01T20:40:29.897764] [INFO ] [sig       ] [1833/3634] Completed KE in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.1m
[2025-12-01T20:40:29.897800] [INFO ] [sig       ] [1834/3634] Forecasting KELYA...
[2025-12-01T20:40:29.897828] [INFO ] [sig       ] Generating forecast for: KELYA
[2025-12-01T20:40:29.897856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KELYA' from 'https://tdm.silogroup.org/data/derivative_storage/KELYA.csv'.
[2025-12-01T20:40:29.908516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KELYA'.
[2025-12-01T20:40:29.908819] [INFO ] [FORECASTER] Starting predict_future for KELYA
[2025-12-01T20:40:29.909542] [DEBUG] [LOCAL     ] No optimal features file found for KELYA: ./output/feature-sets/KELYA.txt
[2025-12-01T20:40:29.909614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:29.909651] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:29.909677] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:29.909731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:29.964670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:29.965383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:29.965459] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:29.965489] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:30.083262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:30.083385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:30.083421] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:30.083448] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:30.086597] [DEBUG] [FORECASTER] KELYA: Forecast T+1@11:T+2@11: DOWN (p=18.02%)
[2025-12-01T20:40:30.086852] [INFO ] [FORECASTER] Completed predict_future for KELYA
[2025-12-01T20:40:30.086968] [INFO ] [sig       ] KELYA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:30.224519] [INFO ] [LOCAL     ] Saved forecast: KELYA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KELYA.txt
[2025-12-01T20:40:30.224657] [INFO ] [sig       ] [1834/3634] Completed KELYA in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-01T20:40:30.224695] [INFO ] [sig       ] [1835/3634] Forecasting KEN...
[2025-12-01T20:40:30.224724] [INFO ] [sig       ] Generating forecast for: KEN
[2025-12-01T20:40:30.224752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEN' from 'https://tdm.silogroup.org/data/derivative_storage/KEN.csv'.
[2025-12-01T20:40:30.235369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEN'.
[2025-12-01T20:40:30.235681] [INFO ] [FORECASTER] Starting predict_future for KEN
[2025-12-01T20:40:30.236402] [DEBUG] [LOCAL     ] No optimal features file found for KEN: ./output/feature-sets/KEN.txt
[2025-12-01T20:40:30.236450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:30.236480] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:30.236505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:30.236558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:30.291315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:30.291949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:30.292021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:30.292051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:30.407006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:30.407124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:30.407158] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:30.407184] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:30.410350] [DEBUG] [FORECASTER] KEN: Forecast T+1@11:T+2@11: UP (p=89.23%)
[2025-12-01T20:40:30.410624] [INFO ] [FORECASTER] Completed predict_future for KEN
[2025-12-01T20:40:30.410741] [INFO ] [sig       ] KEN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:30.547822] [INFO ] [LOCAL     ] Saved forecast: KEN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KEN.txt
[2025-12-01T20:40:30.547935] [INFO ] [sig       ] [1835/3634] Completed KEN in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-01T20:40:30.547970] [INFO ] [sig       ] [1836/3634] Forecasting KEP...
[2025-12-01T20:40:30.547998] [INFO ] [sig       ] Generating forecast for: KEP
[2025-12-01T20:40:30.548026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEP' from 'https://tdm.silogroup.org/data/derivative_storage/KEP.csv'.
[2025-12-01T20:40:30.558502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEP'.
[2025-12-01T20:40:30.558771] [INFO ] [FORECASTER] Starting predict_future for KEP
[2025-12-01T20:40:30.559484] [DEBUG] [LOCAL     ] No optimal features file found for KEP: ./output/feature-sets/KEP.txt
[2025-12-01T20:40:30.559532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:30.559562] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:30.559607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:30.559661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:30.614740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:30.615415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:30.615491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:30.615521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:30.737550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:30.737717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:30.737760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:30.737789] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:30.741100] [DEBUG] [FORECASTER] KEP: Forecast T+1@11:T+2@11: DOWN (p=3.73%)
[2025-12-01T20:40:30.741372] [INFO ] [FORECASTER] Completed predict_future for KEP
[2025-12-01T20:40:30.741494] [INFO ] [sig       ] KEP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:30.878617] [INFO ] [LOCAL     ] Saved forecast: KEP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KEP.txt
[2025-12-01T20:40:30.878732] [INFO ] [sig       ] [1836/3634] Completed KEP in 0.3s | 2.99 sym/s | Total: 10.2m | ETA: 10.0m
[2025-12-01T20:40:30.878777] [INFO ] [sig       ] [1837/3634] Forecasting KEX...
[2025-12-01T20:40:30.878807] [INFO ] [sig       ] Generating forecast for: KEX
[2025-12-01T20:40:30.878835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEX' from 'https://tdm.silogroup.org/data/derivative_storage/KEX.csv'.
[2025-12-01T20:40:30.889901] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KEX'.
[2025-12-01T20:40:30.890191] [INFO ] [FORECASTER] Starting predict_future for KEX
[2025-12-01T20:40:30.890999] [DEBUG] [LOCAL     ] No optimal features file found for KEX: ./output/feature-sets/KEX.txt
[2025-12-01T20:40:30.891052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:30.891114] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:30.891149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:30.891221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:30.947380] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:30.947986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:30.948059] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:30.948090] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:31.066888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:31.067019] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:31.067054] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:31.067083] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:31.070270] [DEBUG] [FORECASTER] KEX: Forecast T+1@11:T+2@11: UP (p=79.57%)
[2025-12-01T20:40:31.070529] [INFO ] [FORECASTER] Completed predict_future for KEX
[2025-12-01T20:40:31.070663] [INFO ] [sig       ] KEX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:31.212936] [INFO ] [LOCAL     ] Saved forecast: KEX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KEX.txt
[2025-12-01T20:40:31.213066] [INFO ] [sig       ] [1837/3634] Completed KEX in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-01T20:40:31.213102] [INFO ] [sig       ] [1838/3634] Forecasting KEYS...
[2025-12-01T20:40:31.213131] [INFO ] [sig       ] Generating forecast for: KEYS
[2025-12-01T20:40:31.213158] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KEYS' from 'https://tdm.silogroup.org/data/derivative_storage/KEYS.csv'.
[2025-12-01T20:40:31.224284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KEYS'.
[2025-12-01T20:40:31.224593] [INFO ] [FORECASTER] Starting predict_future for KEYS
[2025-12-01T20:40:31.225362] [DEBUG] [LOCAL     ] No optimal features file found for KEYS: ./output/feature-sets/KEYS.txt
[2025-12-01T20:40:31.225417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:31.225448] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:31.225474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:31.225534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:31.281660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:31.282356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:31.282432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:31.282463] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:31.401492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:31.401656] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:31.401695] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:31.401722] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:31.404888] [DEBUG] [FORECASTER] KEYS: Forecast T+1@11:T+2@11: DOWN (p=23.68%)
[2025-12-01T20:40:31.405146] [INFO ] [FORECASTER] Completed predict_future for KEYS
[2025-12-01T20:40:31.405265] [INFO ] [sig       ] KEYS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:31.542698] [INFO ] [LOCAL     ] Saved forecast: KEYS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KEYS.txt
[2025-12-01T20:40:31.542812] [INFO ] [sig       ] [1838/3634] Completed KEYS in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-01T20:40:31.542847] [INFO ] [sig       ] [1839/3634] Forecasting KFS...
[2025-12-01T20:40:31.542875] [INFO ] [sig       ] Generating forecast for: KFS
[2025-12-01T20:40:31.542903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFS' from 'https://tdm.silogroup.org/data/derivative_storage/KFS.csv'.
[2025-12-01T20:40:31.553938] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KFS'.
[2025-12-01T20:40:31.554232] [INFO ] [FORECASTER] Starting predict_future for KFS
[2025-12-01T20:40:31.554976] [DEBUG] [LOCAL     ] No optimal features file found for KFS: ./output/feature-sets/KFS.txt
[2025-12-01T20:40:31.555024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:31.555054] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:31.555079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:31.555138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:31.609762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:31.610331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:31.610418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:31.610454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:31.728447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:31.728563] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:31.728614] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:31.728641] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:31.731753] [DEBUG] [FORECASTER] KFS: Forecast T+1@11:T+2@11: DOWN (p=38.57%)
[2025-12-01T20:40:31.732005] [INFO ] [FORECASTER] Completed predict_future for KFS
[2025-12-01T20:40:31.732123] [INFO ] [sig       ] KFS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:31.874436] [INFO ] [LOCAL     ] Saved forecast: KFS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KFS.txt
[2025-12-01T20:40:31.874560] [INFO ] [sig       ] [1839/3634] Completed KFS in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-01T20:40:31.874612] [INFO ] [sig       ] [1840/3634] Forecasting KFY...
[2025-12-01T20:40:31.874641] [INFO ] [sig       ] Generating forecast for: KFY
[2025-12-01T20:40:31.874669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KFY' from 'https://tdm.silogroup.org/data/derivative_storage/KFY.csv'.
[2025-12-01T20:40:31.885374] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KFY'.
[2025-12-01T20:40:31.885658] [INFO ] [FORECASTER] Starting predict_future for KFY
[2025-12-01T20:40:31.886378] [DEBUG] [LOCAL     ] No optimal features file found for KFY: ./output/feature-sets/KFY.txt
[2025-12-01T20:40:31.886425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:31.886454] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:31.886479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:31.886532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:31.941543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:31.942188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:31.942263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:31.942293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:32.056820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:32.056970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:32.057008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:32.057068] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:32.060419] [DEBUG] [FORECASTER] KFY: Forecast T+1@11:T+2@11: UP (p=64.78%)
[2025-12-01T20:40:32.060745] [INFO ] [FORECASTER] Completed predict_future for KFY
[2025-12-01T20:40:32.060874] [INFO ] [sig       ] KFY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:32.197959] [INFO ] [LOCAL     ] Saved forecast: KFY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KFY.txt
[2025-12-01T20:40:32.198092] [INFO ] [sig       ] [1840/3634] Completed KFY in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-01T20:40:32.198129] [INFO ] [sig       ] [1841/3634] Forecasting KGS...
[2025-12-01T20:40:32.198157] [INFO ] [sig       ] Generating forecast for: KGS
[2025-12-01T20:40:32.198186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KGS' from 'https://tdm.silogroup.org/data/derivative_storage/KGS.csv'.
[2025-12-01T20:40:32.208857] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KGS'.
[2025-12-01T20:40:32.209116] [INFO ] [FORECASTER] Starting predict_future for KGS
[2025-12-01T20:40:32.209859] [DEBUG] [LOCAL     ] No optimal features file found for KGS: ./output/feature-sets/KGS.txt
[2025-12-01T20:40:32.209908] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:32.209938] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:32.209963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:32.210017] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:32.264569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:32.265166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:32.265240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:32.265271] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:32.384051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:32.384175] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:32.384209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:32.384236] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:32.387381] [DEBUG] [FORECASTER] KGS: Forecast T+1@11:T+2@11: DOWN (p=9.16%)
[2025-12-01T20:40:32.387659] [INFO ] [FORECASTER] Completed predict_future for KGS
[2025-12-01T20:40:32.387777] [INFO ] [sig       ] KGS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:32.528237] [INFO ] [LOCAL     ] Saved forecast: KGS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KGS.txt
[2025-12-01T20:40:32.528376] [INFO ] [sig       ] [1841/3634] Completed KGS in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-01T20:40:32.528419] [INFO ] [sig       ] [1842/3634] Forecasting KHC...
[2025-12-01T20:40:32.528448] [INFO ] [sig       ] Generating forecast for: KHC
[2025-12-01T20:40:32.528475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KHC' from 'https://tdm.silogroup.org/data/derivative_storage/KHC.csv'.
[2025-12-01T20:40:32.539845] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KHC'.
[2025-12-01T20:40:32.540134] [INFO ] [FORECASTER] Starting predict_future for KHC
[2025-12-01T20:40:32.540993] [DEBUG] [LOCAL     ] No optimal features file found for KHC: ./output/feature-sets/KHC.txt
[2025-12-01T20:40:32.541045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:32.541088] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:32.541117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:32.541174] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:32.598411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:32.599019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:32.599097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:32.599129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:32.719393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:32.719489] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:32.719527] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:32.719555] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:32.722810] [DEBUG] [FORECASTER] KHC: Forecast T+1@11:T+2@11: UP (p=99.24%)
[2025-12-01T20:40:32.723064] [INFO ] [FORECASTER] Completed predict_future for KHC
[2025-12-01T20:40:32.723182] [INFO ] [sig       ] KHC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:32.861955] [INFO ] [LOCAL     ] Saved forecast: KHC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KHC.txt
[2025-12-01T20:40:32.862072] [INFO ] [sig       ] [1842/3634] Completed KHC in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-01T20:40:32.862108] [INFO ] [sig       ] [1843/3634] Forecasting KIDS...
[2025-12-01T20:40:32.862136] [INFO ] [sig       ] Generating forecast for: KIDS
[2025-12-01T20:40:32.862164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIDS' from 'https://tdm.silogroup.org/data/derivative_storage/KIDS.csv'.
[2025-12-01T20:40:32.872806] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KIDS'.
[2025-12-01T20:40:32.873063] [INFO ] [FORECASTER] Starting predict_future for KIDS
[2025-12-01T20:40:32.873830] [DEBUG] [LOCAL     ] No optimal features file found for KIDS: ./output/feature-sets/KIDS.txt
[2025-12-01T20:40:32.873878] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:32.873907] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:32.873932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:32.873985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:32.928883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:32.929462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:32.929536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:32.929566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:33.045071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:33.045197] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:33.045232] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:33.045258] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:33.048425] [DEBUG] [FORECASTER] KIDS: Forecast T+1@11:T+2@11: UP (p=92.32%)
[2025-12-01T20:40:33.048699] [INFO ] [FORECASTER] Completed predict_future for KIDS
[2025-12-01T20:40:33.048816] [INFO ] [sig       ] KIDS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:33.186050] [INFO ] [LOCAL     ] Saved forecast: KIDS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KIDS.txt
[2025-12-01T20:40:33.186161] [INFO ] [sig       ] [1843/3634] Completed KIDS in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-01T20:40:33.186196] [INFO ] [sig       ] [1844/3634] Forecasting KIM...
[2025-12-01T20:40:33.186223] [INFO ] [sig       ] Generating forecast for: KIM
[2025-12-01T20:40:33.186251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIM' from 'https://tdm.silogroup.org/data/derivative_storage/KIM.csv'.
[2025-12-01T20:40:33.196904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIM'.
[2025-12-01T20:40:33.197180] [INFO ] [FORECASTER] Starting predict_future for KIM
[2025-12-01T20:40:33.197917] [DEBUG] [LOCAL     ] No optimal features file found for KIM: ./output/feature-sets/KIM.txt
[2025-12-01T20:40:33.197966] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:33.197997] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:33.198022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:33.198077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:33.254552] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:33.255183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:33.255258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:33.255290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:33.379272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:33.379436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:33.379483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:33.379511] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:33.382793] [DEBUG] [FORECASTER] KIM: Forecast T+1@11:T+2@11: DOWN (p=9.38%)
[2025-12-01T20:40:33.383059] [INFO ] [FORECASTER] Completed predict_future for KIM
[2025-12-01T20:40:33.383182] [INFO ] [sig       ] KIM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:33.527964] [INFO ] [LOCAL     ] Saved forecast: KIM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KIM.txt
[2025-12-01T20:40:33.528072] [INFO ] [sig       ] [1844/3634] Completed KIM in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-01T20:40:33.528108] [INFO ] [sig       ] [1845/3634] Forecasting KINS...
[2025-12-01T20:40:33.528135] [INFO ] [sig       ] Generating forecast for: KINS
[2025-12-01T20:40:33.528164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KINS' from 'https://tdm.silogroup.org/data/derivative_storage/KINS.csv'.
[2025-12-01T20:40:33.539681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KINS'.
[2025-12-01T20:40:33.539940] [INFO ] [FORECASTER] Starting predict_future for KINS
[2025-12-01T20:40:33.540713] [DEBUG] [LOCAL     ] No optimal features file found for KINS: ./output/feature-sets/KINS.txt
[2025-12-01T20:40:33.540762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:33.540790] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:33.540815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:33.540869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:33.597081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:33.597718] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:33.597794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:33.597827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:33.715483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:33.715628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:33.715665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:33.715692] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:33.718942] [DEBUG] [FORECASTER] KINS: Forecast T+1@11:T+2@11: DOWN (p=43.81%)
[2025-12-01T20:40:33.719205] [INFO ] [FORECASTER] Completed predict_future for KINS
[2025-12-01T20:40:33.719328] [INFO ] [sig       ] KINS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:33.862760] [INFO ] [LOCAL     ] Saved forecast: KINS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KINS.txt
[2025-12-01T20:40:33.862866] [INFO ] [sig       ] [1845/3634] Completed KINS in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-01T20:40:33.862909] [INFO ] [sig       ] [1846/3634] Forecasting KIO...
[2025-12-01T20:40:33.862937] [INFO ] [sig       ] Generating forecast for: KIO
[2025-12-01T20:40:33.862966] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KIO' from 'https://tdm.silogroup.org/data/derivative_storage/KIO.csv'.
[2025-12-01T20:40:33.873251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KIO'.
[2025-12-01T20:40:33.873520] [INFO ] [FORECASTER] Starting predict_future for KIO
[2025-12-01T20:40:33.874261] [DEBUG] [LOCAL     ] No optimal features file found for KIO: ./output/feature-sets/KIO.txt
[2025-12-01T20:40:33.874309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:33.874338] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:33.874364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:33.874417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:33.932770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:33.933365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:33.933462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:33.933501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:34.053144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:34.053255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:34.053289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:34.053315] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:34.056418] [DEBUG] [FORECASTER] KIO: Forecast T+1@11:T+2@11: UP (p=64.07%)
[2025-12-01T20:40:34.056712] [INFO ] [FORECASTER] Completed predict_future for KIO
[2025-12-01T20:40:34.056829] [INFO ] [sig       ] KIO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:34.202259] [INFO ] [LOCAL     ] Saved forecast: KIO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KIO.txt
[2025-12-01T20:40:34.202389] [INFO ] [sig       ] [1846/3634] Completed KIO in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-01T20:40:34.202430] [INFO ] [sig       ] [1847/3634] Forecasting KKRS...
[2025-12-01T20:40:34.202457] [INFO ] [sig       ] Generating forecast for: KKRS
[2025-12-01T20:40:34.202488] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KKRS' from 'https://tdm.silogroup.org/data/derivative_storage/KKRS.csv'.
[2025-12-01T20:40:34.214118] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KKRS'.
[2025-12-01T20:40:34.214434] [INFO ] [FORECASTER] Starting predict_future for KKRS
[2025-12-01T20:40:34.215189] [DEBUG] [LOCAL     ] No optimal features file found for KKRS: ./output/feature-sets/KKRS.txt
[2025-12-01T20:40:34.215238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:34.215268] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:34.215294] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:34.215353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:34.270427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:34.271045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:34.271144] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:34.271176] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:34.385851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:34.385990] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:34.386026] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:34.386052] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:34.389318] [DEBUG] [FORECASTER] KKRS: Forecast T+1@11:T+2@11: UP (p=80.59%)
[2025-12-01T20:40:34.389602] [INFO ] [FORECASTER] Completed predict_future for KKRS
[2025-12-01T20:40:34.389737] [INFO ] [sig       ] KKRS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:34.527009] [INFO ] [LOCAL     ] Saved forecast: KKRS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KKRS.txt
[2025-12-01T20:40:34.527122] [INFO ] [sig       ] [1847/3634] Completed KKRS in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-01T20:40:34.527157] [INFO ] [sig       ] [1848/3634] Forecasting KLAC...
[2025-12-01T20:40:34.527186] [INFO ] [sig       ] Generating forecast for: KLAC
[2025-12-01T20:40:34.527214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLAC' from 'https://tdm.silogroup.org/data/derivative_storage/KLAC.csv'.
[2025-12-01T20:40:34.538159] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KLAC'.
[2025-12-01T20:40:34.538448] [INFO ] [FORECASTER] Starting predict_future for KLAC
[2025-12-01T20:40:34.539234] [DEBUG] [LOCAL     ] No optimal features file found for KLAC: ./output/feature-sets/KLAC.txt
[2025-12-01T20:40:34.539285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:34.539316] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:34.539342] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:34.539399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:34.598130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:34.598768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:34.598851] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:34.598884] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:34.723755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:34.723878] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:34.723913] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:34.723940] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:34.727219] [DEBUG] [FORECASTER] KLAC: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-12-01T20:40:34.727495] [INFO ] [FORECASTER] Completed predict_future for KLAC
[2025-12-01T20:40:34.727653] [INFO ] [sig       ] KLAC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:34.876113] [INFO ] [LOCAL     ] Saved forecast: KLAC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KLAC.txt
[2025-12-01T20:40:34.876234] [INFO ] [sig       ] [1848/3634] Completed KLAC in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-01T20:40:34.876271] [INFO ] [sig       ] [1849/3634] Forecasting KLIC...
[2025-12-01T20:40:34.876300] [INFO ] [sig       ] Generating forecast for: KLIC
[2025-12-01T20:40:34.876329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLIC' from 'https://tdm.silogroup.org/data/derivative_storage/KLIC.csv'.
[2025-12-01T20:40:34.887196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLIC'.
[2025-12-01T20:40:34.887479] [INFO ] [FORECASTER] Starting predict_future for KLIC
[2025-12-01T20:40:34.888273] [DEBUG] [LOCAL     ] No optimal features file found for KLIC: ./output/feature-sets/KLIC.txt
[2025-12-01T20:40:34.888343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:34.888379] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:34.888410] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:34.888471] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:34.946592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:34.947195] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:34.947277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:34.947314] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:35.070177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:35.070301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:35.070335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:35.070378] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:35.073622] [DEBUG] [FORECASTER] KLIC: Forecast T+1@11:T+2@11: UP (p=62.64%)
[2025-12-01T20:40:35.073877] [INFO ] [FORECASTER] Completed predict_future for KLIC
[2025-12-01T20:40:35.073994] [INFO ] [sig       ] KLIC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:35.213556] [INFO ] [LOCAL     ] Saved forecast: KLIC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KLIC.txt
[2025-12-01T20:40:35.213705] [INFO ] [sig       ] [1849/3634] Completed KLIC in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-01T20:40:35.213743] [INFO ] [sig       ] [1850/3634] Forecasting KLXE...
[2025-12-01T20:40:35.213771] [INFO ] [sig       ] Generating forecast for: KLXE
[2025-12-01T20:40:35.213799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KLXE' from 'https://tdm.silogroup.org/data/derivative_storage/KLXE.csv'.
[2025-12-01T20:40:35.225014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KLXE'.
[2025-12-01T20:40:35.225280] [INFO ] [FORECASTER] Starting predict_future for KLXE
[2025-12-01T20:40:35.226116] [DEBUG] [LOCAL     ] No optimal features file found for KLXE: ./output/feature-sets/KLXE.txt
[2025-12-01T20:40:35.226165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:35.226195] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:35.226221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:35.226276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:35.283246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:35.283924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:35.284000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:35.284032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:35.400282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:35.400404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:35.400446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:35.400479] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:35.403624] [DEBUG] [FORECASTER] KLXE: Forecast T+1@11:T+2@11: UP (p=94.52%)
[2025-12-01T20:40:35.403887] [INFO ] [FORECASTER] Completed predict_future for KLXE
[2025-12-01T20:40:35.404016] [INFO ] [sig       ] KLXE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:35.542039] [INFO ] [LOCAL     ] Saved forecast: KLXE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KLXE.txt
[2025-12-01T20:40:35.542170] [INFO ] [sig       ] [1850/3634] Completed KLXE in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-01T20:40:35.542207] [INFO ] [sig       ] [1851/3634] Forecasting KMB...
[2025-12-01T20:40:35.542235] [INFO ] [sig       ] Generating forecast for: KMB
[2025-12-01T20:40:35.542263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMB' from 'https://tdm.silogroup.org/data/derivative_storage/KMB.csv'.
[2025-12-01T20:40:35.553177] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMB'.
[2025-12-01T20:40:35.553460] [INFO ] [FORECASTER] Starting predict_future for KMB
[2025-12-01T20:40:35.554199] [DEBUG] [LOCAL     ] No optimal features file found for KMB: ./output/feature-sets/KMB.txt
[2025-12-01T20:40:35.554248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:35.554278] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:35.554303] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:35.554357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:35.609849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:35.610409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:35.610508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:35.610546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:35.733017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:35.733164] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:35.733202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:35.733230] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:35.736511] [DEBUG] [FORECASTER] KMB: Forecast T+1@11:T+2@11: DOWN (p=15.96%)
[2025-12-01T20:40:35.736794] [INFO ] [FORECASTER] Completed predict_future for KMB
[2025-12-01T20:40:35.736917] [INFO ] [sig       ] KMB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:35.876001] [INFO ] [LOCAL     ] Saved forecast: KMB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KMB.txt
[2025-12-01T20:40:35.876137] [INFO ] [sig       ] [1851/3634] Completed KMB in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 10.0m
[2025-12-01T20:40:35.876180] [INFO ] [sig       ] [1852/3634] Forecasting KMDA...
[2025-12-01T20:40:35.876208] [INFO ] [sig       ] Generating forecast for: KMDA
[2025-12-01T20:40:35.876237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMDA' from 'https://tdm.silogroup.org/data/derivative_storage/KMDA.csv'.
[2025-12-01T20:40:35.887619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMDA'.
[2025-12-01T20:40:35.887949] [INFO ] [FORECASTER] Starting predict_future for KMDA
[2025-12-01T20:40:35.888760] [DEBUG] [LOCAL     ] No optimal features file found for KMDA: ./output/feature-sets/KMDA.txt
[2025-12-01T20:40:35.888810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:35.888838] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:35.888863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:35.888917] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:35.943721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:35.944318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:35.944393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:35.944423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:36.064075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:36.064222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:36.064259] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:36.064286] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:36.067530] [DEBUG] [FORECASTER] KMDA: Forecast T+1@11:T+2@11: DOWN (p=18.30%)
[2025-12-01T20:40:36.067804] [INFO ] [FORECASTER] Completed predict_future for KMDA
[2025-12-01T20:40:36.067921] [INFO ] [sig       ] KMDA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:36.204817] [INFO ] [LOCAL     ] Saved forecast: KMDA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KMDA.txt
[2025-12-01T20:40:36.204929] [INFO ] [sig       ] [1852/3634] Completed KMDA in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-01T20:40:36.204964] [INFO ] [sig       ] [1853/3634] Forecasting KMI...
[2025-12-01T20:40:36.204990] [INFO ] [sig       ] Generating forecast for: KMI
[2025-12-01T20:40:36.205017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMI' from 'https://tdm.silogroup.org/data/derivative_storage/KMI.csv'.
[2025-12-01T20:40:36.216044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMI'.
[2025-12-01T20:40:36.216330] [INFO ] [FORECASTER] Starting predict_future for KMI
[2025-12-01T20:40:36.217071] [DEBUG] [LOCAL     ] No optimal features file found for KMI: ./output/feature-sets/KMI.txt
[2025-12-01T20:40:36.217119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:36.217160] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:36.217186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:36.217240] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:36.271955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:36.272610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:36.272683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:36.272713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:36.390773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:36.390907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:36.390945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:36.390973] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:36.394121] [DEBUG] [FORECASTER] KMI: Forecast T+1@11:T+2@11: DOWN (p=35.36%)
[2025-12-01T20:40:36.394379] [INFO ] [FORECASTER] Completed predict_future for KMI
[2025-12-01T20:40:36.394495] [INFO ] [sig       ] KMI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:36.529340] [INFO ] [LOCAL     ] Saved forecast: KMI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KMI.txt
[2025-12-01T20:40:36.529469] [INFO ] [sig       ] [1853/3634] Completed KMI in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-01T20:40:36.529512] [INFO ] [sig       ] [1854/3634] Forecasting KMPB...
[2025-12-01T20:40:36.529546] [INFO ] [sig       ] Generating forecast for: KMPB
[2025-12-01T20:40:36.529601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMPB' from 'https://tdm.silogroup.org/data/derivative_storage/KMPB.csv'.
[2025-12-01T20:40:36.541112] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KMPB'.
[2025-12-01T20:40:36.541450] [INFO ] [FORECASTER] Starting predict_future for KMPB
[2025-12-01T20:40:36.542238] [DEBUG] [LOCAL     ] No optimal features file found for KMPB: ./output/feature-sets/KMPB.txt
[2025-12-01T20:40:36.542287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:36.542347] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:36.542373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:36.542427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:36.597251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:36.597909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:36.597986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:36.598016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:36.706127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:36.706298] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:36.706336] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:36.706368] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:36.709666] [DEBUG] [FORECASTER] KMPB: Forecast T+1@11:T+2@11: DOWN (p=13.85%)
[2025-12-01T20:40:36.709934] [INFO ] [FORECASTER] Completed predict_future for KMPB
[2025-12-01T20:40:36.710056] [INFO ] [sig       ] KMPB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:36.848114] [INFO ] [LOCAL     ] Saved forecast: KMPB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KMPB.txt
[2025-12-01T20:40:36.848260] [INFO ] [sig       ] [1854/3634] Completed KMPB in 0.3s | 2.99 sym/s | Total: 10.3m | ETA: 9.9m
[2025-12-01T20:40:36.848344] [INFO ] [sig       ] [1855/3634] Forecasting KMX...
[2025-12-01T20:40:36.848376] [INFO ] [sig       ] Generating forecast for: KMX
[2025-12-01T20:40:36.848406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KMX' from 'https://tdm.silogroup.org/data/derivative_storage/KMX.csv'.
[2025-12-01T20:40:36.863642] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KMX'.
[2025-12-01T20:40:36.864103] [INFO ] [FORECASTER] Starting predict_future for KMX
[2025-12-01T20:40:36.865171] [DEBUG] [LOCAL     ] No optimal features file found for KMX: ./output/feature-sets/KMX.txt
[2025-12-01T20:40:36.865236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:36.865278] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:36.865314] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:36.865398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:36.935759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:36.936603] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:36.936687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:36.936719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:37.058506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:37.058666] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:37.058705] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:37.058732] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:37.062010] [DEBUG] [FORECASTER] KMX: Forecast T+1@11:T+2@11: DOWN (p=31.53%)
[2025-12-01T20:40:37.062272] [INFO ] [FORECASTER] Completed predict_future for KMX
[2025-12-01T20:40:37.062393] [INFO ] [sig       ] KMX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:37.199045] [INFO ] [LOCAL     ] Saved forecast: KMX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KMX.txt
[2025-12-01T20:40:37.199164] [INFO ] [sig       ] [1855/3634] Completed KMX in 0.4s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-01T20:40:37.199200] [INFO ] [sig       ] [1856/3634] Forecasting KN...
[2025-12-01T20:40:37.199228] [INFO ] [sig       ] Generating forecast for: KN
[2025-12-01T20:40:37.199256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KN' from 'https://tdm.silogroup.org/data/derivative_storage/KN.csv'.
[2025-12-01T20:40:37.210348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KN'.
[2025-12-01T20:40:37.210664] [INFO ] [FORECASTER] Starting predict_future for KN
[2025-12-01T20:40:37.211392] [DEBUG] [LOCAL     ] No optimal features file found for KN: ./output/feature-sets/KN.txt
[2025-12-01T20:40:37.211441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:37.211471] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:37.211496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:37.211550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:37.267535] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:37.268148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:37.268224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:37.268256] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:37.389762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:37.389900] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:37.389937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:37.389963] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:37.393163] [DEBUG] [FORECASTER] KN: Forecast T+1@11:T+2@11: DOWN (p=38.00%)
[2025-12-01T20:40:37.393417] [INFO ] [FORECASTER] Completed predict_future for KN
[2025-12-01T20:40:37.393535] [INFO ] [sig       ] KN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:37.538669] [INFO ] [LOCAL     ] Saved forecast: KN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KN.txt
[2025-12-01T20:40:37.538823] [INFO ] [sig       ] [1856/3634] Completed KN in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-01T20:40:37.538862] [INFO ] [sig       ] [1857/3634] Forecasting KNF...
[2025-12-01T20:40:37.538892] [INFO ] [sig       ] Generating forecast for: KNF
[2025-12-01T20:40:37.538927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNF' from 'https://tdm.silogroup.org/data/derivative_storage/KNF.csv'.
[2025-12-01T20:40:37.550031] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNF'.
[2025-12-01T20:40:37.550275] [INFO ] [FORECASTER] Starting predict_future for KNF
[2025-12-01T20:40:37.551059] [DEBUG] [LOCAL     ] No optimal features file found for KNF: ./output/feature-sets/KNF.txt
[2025-12-01T20:40:37.551111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:37.551142] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:37.551168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:37.551223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:37.608248] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:37.608871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:37.608946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:37.608979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:37.725427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:37.725537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:37.725588] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:37.725618] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:37.728757] [DEBUG] [FORECASTER] KNF: Forecast T+1@11:T+2@11: DOWN (p=48.02%)
[2025-12-01T20:40:37.729012] [INFO ] [FORECASTER] Completed predict_future for KNF
[2025-12-01T20:40:37.729128] [INFO ] [sig       ] KNF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:37.866438] [INFO ] [LOCAL     ] Saved forecast: KNF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KNF.txt
[2025-12-01T20:40:37.866551] [INFO ] [sig       ] [1857/3634] Completed KNF in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-01T20:40:37.866609] [INFO ] [sig       ] [1858/3634] Forecasting KNOP...
[2025-12-01T20:40:37.866639] [INFO ] [sig       ] Generating forecast for: KNOP
[2025-12-01T20:40:37.866667] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNOP' from 'https://tdm.silogroup.org/data/derivative_storage/KNOP.csv'.
[2025-12-01T20:40:37.877829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNOP'.
[2025-12-01T20:40:37.878064] [INFO ] [FORECASTER] Starting predict_future for KNOP
[2025-12-01T20:40:37.878814] [DEBUG] [LOCAL     ] No optimal features file found for KNOP: ./output/feature-sets/KNOP.txt
[2025-12-01T20:40:37.878862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:37.878893] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:37.878917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:37.878977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:37.933935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:37.934505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:37.934593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:37.934626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:38.052889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:38.053010] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:38.053045] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:38.053072] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:38.056183] [DEBUG] [FORECASTER] KNOP: Forecast T+1@11:T+2@11: DOWN (p=46.16%)
[2025-12-01T20:40:38.056436] [INFO ] [FORECASTER] Completed predict_future for KNOP
[2025-12-01T20:40:38.056560] [INFO ] [sig       ] KNOP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:38.193785] [INFO ] [LOCAL     ] Saved forecast: KNOP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KNOP.txt
[2025-12-01T20:40:38.193894] [INFO ] [sig       ] [1858/3634] Completed KNOP in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-01T20:40:38.193930] [INFO ] [sig       ] [1859/3634] Forecasting KNSA...
[2025-12-01T20:40:38.193959] [INFO ] [sig       ] Generating forecast for: KNSA
[2025-12-01T20:40:38.193986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSA' from 'https://tdm.silogroup.org/data/derivative_storage/KNSA.csv'.
[2025-12-01T20:40:38.205187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSA'.
[2025-12-01T20:40:38.205426] [INFO ] [FORECASTER] Starting predict_future for KNSA
[2025-12-01T20:40:38.206160] [DEBUG] [LOCAL     ] No optimal features file found for KNSA: ./output/feature-sets/KNSA.txt
[2025-12-01T20:40:38.206209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:38.206239] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:38.206264] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:38.206318] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:38.260981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:38.261548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:38.261637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:38.261668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:38.379769] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:38.379886] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:38.379919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:38.379946] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:38.383044] [DEBUG] [FORECASTER] KNSA: Forecast T+1@11:T+2@11: UP (p=60.04%)
[2025-12-01T20:40:38.383301] [INFO ] [FORECASTER] Completed predict_future for KNSA
[2025-12-01T20:40:38.383418] [INFO ] [sig       ] KNSA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:38.520528] [INFO ] [LOCAL     ] Saved forecast: KNSA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KNSA.txt
[2025-12-01T20:40:38.520648] [INFO ] [sig       ] [1859/3634] Completed KNSA in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-01T20:40:38.520686] [INFO ] [sig       ] [1860/3634] Forecasting KNSL...
[2025-12-01T20:40:38.520713] [INFO ] [sig       ] Generating forecast for: KNSL
[2025-12-01T20:40:38.520741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNSL' from 'https://tdm.silogroup.org/data/derivative_storage/KNSL.csv'.
[2025-12-01T20:40:38.531365] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNSL'.
[2025-12-01T20:40:38.531627] [INFO ] [FORECASTER] Starting predict_future for KNSL
[2025-12-01T20:40:38.532336] [DEBUG] [LOCAL     ] No optimal features file found for KNSL: ./output/feature-sets/KNSL.txt
[2025-12-01T20:40:38.532383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:38.532413] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:38.532438] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:38.532493] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:38.587633] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:38.588180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:38.588253] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:38.588284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:38.706000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:38.706095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:38.706128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:38.706170] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:38.709184] [DEBUG] [FORECASTER] KNSL: Forecast T+1@11:T+2@11: UP (p=88.94%)
[2025-12-01T20:40:38.709434] [INFO ] [FORECASTER] Completed predict_future for KNSL
[2025-12-01T20:40:38.709566] [INFO ] [sig       ] KNSL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:38.848695] [INFO ] [LOCAL     ] Saved forecast: KNSL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KNSL.txt
[2025-12-01T20:40:38.848796] [INFO ] [sig       ] [1860/3634] Completed KNSL in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-01T20:40:38.848834] [INFO ] [sig       ] [1861/3634] Forecasting KNTK...
[2025-12-01T20:40:38.848861] [INFO ] [sig       ] Generating forecast for: KNTK
[2025-12-01T20:40:38.848888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNTK' from 'https://tdm.silogroup.org/data/derivative_storage/KNTK.csv'.
[2025-12-01T20:40:38.860856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KNTK'.
[2025-12-01T20:40:38.861173] [INFO ] [FORECASTER] Starting predict_future for KNTK
[2025-12-01T20:40:38.862048] [DEBUG] [LOCAL     ] No optimal features file found for KNTK: ./output/feature-sets/KNTK.txt
[2025-12-01T20:40:38.862100] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:38.862131] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:38.862158] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:38.862213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:38.920017] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:38.920736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:38.920825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:38.920857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:39.040138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:39.040290] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:39.040327] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:39.040353] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:39.043700] [DEBUG] [FORECASTER] KNTK: Forecast T+1@11:T+2@11: UP (p=89.69%)
[2025-12-01T20:40:39.043967] [INFO ] [FORECASTER] Completed predict_future for KNTK
[2025-12-01T20:40:39.044089] [INFO ] [sig       ] KNTK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:39.180218] [INFO ] [LOCAL     ] Saved forecast: KNTK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KNTK.txt
[2025-12-01T20:40:39.180342] [INFO ] [sig       ] [1861/3634] Completed KNTK in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-01T20:40:39.180378] [INFO ] [sig       ] [1862/3634] Forecasting KNX...
[2025-12-01T20:40:39.180406] [INFO ] [sig       ] Generating forecast for: KNX
[2025-12-01T20:40:39.180436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KNX' from 'https://tdm.silogroup.org/data/derivative_storage/KNX.csv'.
[2025-12-01T20:40:39.191742] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KNX'.
[2025-12-01T20:40:39.192023] [INFO ] [FORECASTER] Starting predict_future for KNX
[2025-12-01T20:40:39.192795] [DEBUG] [LOCAL     ] No optimal features file found for KNX: ./output/feature-sets/KNX.txt
[2025-12-01T20:40:39.192844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:39.192873] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:39.192898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:39.192951] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:39.247835] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:39.248513] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:39.248612] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:39.248647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:39.367037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:39.367192] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:39.367231] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:39.367258] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:39.370746] [DEBUG] [FORECASTER] KNX: Forecast T+1@11:T+2@11: DOWN (p=42.29%)
[2025-12-01T20:40:39.371021] [INFO ] [FORECASTER] Completed predict_future for KNX
[2025-12-01T20:40:39.371145] [INFO ] [sig       ] KNX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:39.510090] [INFO ] [LOCAL     ] Saved forecast: KNX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KNX.txt
[2025-12-01T20:40:39.510218] [INFO ] [sig       ] [1862/3634] Completed KNX in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-01T20:40:39.510256] [INFO ] [sig       ] [1863/3634] Forecasting KOD...
[2025-12-01T20:40:39.510285] [INFO ] [sig       ] Generating forecast for: KOD
[2025-12-01T20:40:39.510316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOD' from 'https://tdm.silogroup.org/data/derivative_storage/KOD.csv'.
[2025-12-01T20:40:39.521515] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KOD'.
[2025-12-01T20:40:39.521852] [INFO ] [FORECASTER] Starting predict_future for KOD
[2025-12-01T20:40:39.522639] [DEBUG] [LOCAL     ] No optimal features file found for KOD: ./output/feature-sets/KOD.txt
[2025-12-01T20:40:39.522688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:39.522719] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:39.522745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:39.522801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:39.579473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:39.580074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:39.580150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:39.580180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:39.700961] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:39.701115] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:39.701152] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:39.701179] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:39.704441] [DEBUG] [FORECASTER] KOD: Forecast T+1@11:T+2@11: DOWN (p=17.88%)
[2025-12-01T20:40:39.704722] [INFO ] [FORECASTER] Completed predict_future for KOD
[2025-12-01T20:40:39.704841] [INFO ] [sig       ] KOD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:39.839837] [INFO ] [LOCAL     ] Saved forecast: KOD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KOD.txt
[2025-12-01T20:40:39.839961] [INFO ] [sig       ] [1863/3634] Completed KOD in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-01T20:40:39.839996] [INFO ] [sig       ] [1864/3634] Forecasting KODK...
[2025-12-01T20:40:39.840025] [INFO ] [sig       ] Generating forecast for: KODK
[2025-12-01T20:40:39.840053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KODK' from 'https://tdm.silogroup.org/data/derivative_storage/KODK.csv'.
[2025-12-01T20:40:39.850533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KODK'.
[2025-12-01T20:40:39.850813] [INFO ] [FORECASTER] Starting predict_future for KODK
[2025-12-01T20:40:39.851535] [DEBUG] [LOCAL     ] No optimal features file found for KODK: ./output/feature-sets/KODK.txt
[2025-12-01T20:40:39.851608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:39.851640] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:39.851665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:39.851731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:39.906257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:39.906861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:39.906962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:39.906993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:40.026544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:40.026711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:40.026748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:40.026776] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:40.029997] [DEBUG] [FORECASTER] KODK: Forecast T+1@11:T+2@11: DOWN (p=26.49%)
[2025-12-01T20:40:40.030254] [INFO ] [FORECASTER] Completed predict_future for KODK
[2025-12-01T20:40:40.030371] [INFO ] [sig       ] KODK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:40.168506] [INFO ] [LOCAL     ] Saved forecast: KODK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KODK.txt
[2025-12-01T20:40:40.168661] [INFO ] [sig       ] [1864/3634] Completed KODK in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-01T20:40:40.168699] [INFO ] [sig       ] [1865/3634] Forecasting KOF...
[2025-12-01T20:40:40.168729] [INFO ] [sig       ] Generating forecast for: KOF
[2025-12-01T20:40:40.168757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOF' from 'https://tdm.silogroup.org/data/derivative_storage/KOF.csv'.
[2025-12-01T20:40:40.179523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOF'.
[2025-12-01T20:40:40.179798] [INFO ] [FORECASTER] Starting predict_future for KOF
[2025-12-01T20:40:40.180521] [DEBUG] [LOCAL     ] No optimal features file found for KOF: ./output/feature-sets/KOF.txt
[2025-12-01T20:40:40.180588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:40.180623] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:40.180649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:40.180704] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:40.235645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:40.236306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:40.236380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:40.236411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:40.355951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:40.356091] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:40.356128] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:40.356155] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:40.359362] [DEBUG] [FORECASTER] KOF: Forecast T+1@11:T+2@11: UP (p=83.29%)
[2025-12-01T20:40:40.359636] [INFO ] [FORECASTER] Completed predict_future for KOF
[2025-12-01T20:40:40.359755] [INFO ] [sig       ] KOF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:40.497266] [INFO ] [LOCAL     ] Saved forecast: KOF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KOF.txt
[2025-12-01T20:40:40.497388] [INFO ] [sig       ] [1865/3634] Completed KOF in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-01T20:40:40.497423] [INFO ] [sig       ] [1866/3634] Forecasting KOP...
[2025-12-01T20:40:40.497451] [INFO ] [sig       ] Generating forecast for: KOP
[2025-12-01T20:40:40.497480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOP' from 'https://tdm.silogroup.org/data/derivative_storage/KOP.csv'.
[2025-12-01T20:40:40.508630] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOP'.
[2025-12-01T20:40:40.508973] [INFO ] [FORECASTER] Starting predict_future for KOP
[2025-12-01T20:40:40.509732] [DEBUG] [LOCAL     ] No optimal features file found for KOP: ./output/feature-sets/KOP.txt
[2025-12-01T20:40:40.509792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:40.509822] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:40.509847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:40.509901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:40.564827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:40.565662] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:40.565744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:40.565775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:40.685417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:40.685549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:40.685611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:40.685639] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:40.688989] [DEBUG] [FORECASTER] KOP: Forecast T+1@11:T+2@11: UP (p=79.93%)
[2025-12-01T20:40:40.689248] [INFO ] [FORECASTER] Completed predict_future for KOP
[2025-12-01T20:40:40.689368] [INFO ] [sig       ] KOP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:40.826776] [INFO ] [LOCAL     ] Saved forecast: KOP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KOP.txt
[2025-12-01T20:40:40.826889] [INFO ] [sig       ] [1866/3634] Completed KOP in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-01T20:40:40.826925] [INFO ] [sig       ] [1867/3634] Forecasting KOPN...
[2025-12-01T20:40:40.826953] [INFO ] [sig       ] Generating forecast for: KOPN
[2025-12-01T20:40:40.826981] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOPN' from 'https://tdm.silogroup.org/data/derivative_storage/KOPN.csv'.
[2025-12-01T20:40:40.837663] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KOPN'.
[2025-12-01T20:40:40.837918] [INFO ] [FORECASTER] Starting predict_future for KOPN
[2025-12-01T20:40:40.838676] [DEBUG] [LOCAL     ] No optimal features file found for KOPN: ./output/feature-sets/KOPN.txt
[2025-12-01T20:40:40.838724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:40.838754] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:40.838779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:40.838833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:40.894024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:40.894620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:40.894693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:40.894723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:41.012754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:41.012893] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:41.012930] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:41.012957] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:41.016139] [DEBUG] [FORECASTER] KOPN: Forecast T+1@11:T+2@11: DOWN (p=41.39%)
[2025-12-01T20:40:41.016392] [INFO ] [FORECASTER] Completed predict_future for KOPN
[2025-12-01T20:40:41.016507] [INFO ] [sig       ] KOPN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:41.153558] [INFO ] [LOCAL     ] Saved forecast: KOPN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KOPN.txt
[2025-12-01T20:40:41.153713] [INFO ] [sig       ] [1867/3634] Completed KOPN in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-01T20:40:41.153750] [INFO ] [sig       ] [1868/3634] Forecasting KOS...
[2025-12-01T20:40:41.153779] [INFO ] [sig       ] Generating forecast for: KOS
[2025-12-01T20:40:41.153807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOS' from 'https://tdm.silogroup.org/data/derivative_storage/KOS.csv'.
[2025-12-01T20:40:41.164995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOS'.
[2025-12-01T20:40:41.165271] [INFO ] [FORECASTER] Starting predict_future for KOS
[2025-12-01T20:40:41.166030] [DEBUG] [LOCAL     ] No optimal features file found for KOS: ./output/feature-sets/KOS.txt
[2025-12-01T20:40:41.166078] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:41.166109] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:41.166135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:41.166189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:41.221983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:41.222547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:41.222642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:41.222673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:41.340604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:41.340936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:41.340979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:41.341006] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:41.344366] [DEBUG] [FORECASTER] KOS: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-01T20:40:41.344639] [INFO ] [FORECASTER] Completed predict_future for KOS
[2025-12-01T20:40:41.344757] [INFO ] [sig       ] KOS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:41.482974] [INFO ] [LOCAL     ] Saved forecast: KOS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KOS.txt
[2025-12-01T20:40:41.483128] [INFO ] [sig       ] [1868/3634] Completed KOS in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-01T20:40:41.483165] [INFO ] [sig       ] [1869/3634] Forecasting KOSS...
[2025-12-01T20:40:41.483194] [INFO ] [sig       ] Generating forecast for: KOSS
[2025-12-01T20:40:41.483221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KOSS' from 'https://tdm.silogroup.org/data/derivative_storage/KOSS.csv'.
[2025-12-01T20:40:41.494643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KOSS'.
[2025-12-01T20:40:41.495036] [INFO ] [FORECASTER] Starting predict_future for KOSS
[2025-12-01T20:40:41.495837] [DEBUG] [LOCAL     ] No optimal features file found for KOSS: ./output/feature-sets/KOSS.txt
[2025-12-01T20:40:41.495889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:41.495920] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:41.495946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:41.496000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:41.551513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:41.552378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:41.552466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:41.552498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:41.672111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:41.672287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:41.672328] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:41.672357] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:41.675760] [DEBUG] [FORECASTER] KOSS: Forecast T+1@11:T+2@11: UP (p=79.60%)
[2025-12-01T20:40:41.676059] [INFO ] [FORECASTER] Completed predict_future for KOSS
[2025-12-01T20:40:41.676194] [INFO ] [sig       ] KOSS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:41.828793] [INFO ] [LOCAL     ] Saved forecast: KOSS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KOSS.txt
[2025-12-01T20:40:41.828964] [INFO ] [sig       ] [1869/3634] Completed KOSS in 0.3s | 2.99 sym/s | Total: 10.4m | ETA: 9.9m
[2025-12-01T20:40:41.829013] [INFO ] [sig       ] [1870/3634] Forecasting KPRX...
[2025-12-01T20:40:41.829047] [INFO ] [sig       ] Generating forecast for: KPRX
[2025-12-01T20:40:41.829077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPRX' from 'https://tdm.silogroup.org/data/derivative_storage/KPRX.csv'.
[2025-12-01T20:40:41.841238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPRX'.
[2025-12-01T20:40:41.841670] [INFO ] [FORECASTER] Starting predict_future for KPRX
[2025-12-01T20:40:41.842606] [DEBUG] [LOCAL     ] No optimal features file found for KPRX: ./output/feature-sets/KPRX.txt
[2025-12-01T20:40:41.842662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:41.842695] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:41.842722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:41.842778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:41.903384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:41.904444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:41.904549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:41.904610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:42.054296] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:42.054451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:42.054496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:42.054523] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:42.058092] [DEBUG] [FORECASTER] KPRX: Forecast T+1@11:T+2@11: DOWN (p=21.46%)
[2025-12-01T20:40:42.058466] [INFO ] [FORECASTER] Completed predict_future for KPRX
[2025-12-01T20:40:42.058632] [INFO ] [sig       ] KPRX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:42.210013] [INFO ] [LOCAL     ] Saved forecast: KPRX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KPRX.txt
[2025-12-01T20:40:42.210228] [INFO ] [sig       ] [1870/3634] Completed KPRX in 0.4s | 2.99 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-01T20:40:42.210291] [INFO ] [sig       ] [1871/3634] Forecasting KPTI...
[2025-12-01T20:40:42.210342] [INFO ] [sig       ] Generating forecast for: KPTI
[2025-12-01T20:40:42.210391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KPTI' from 'https://tdm.silogroup.org/data/derivative_storage/KPTI.csv'.
[2025-12-01T20:40:42.225671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KPTI'.
[2025-12-01T20:40:42.226118] [INFO ] [FORECASTER] Starting predict_future for KPTI
[2025-12-01T20:40:42.227186] [DEBUG] [LOCAL     ] No optimal features file found for KPTI: ./output/feature-sets/KPTI.txt
[2025-12-01T20:40:42.227251] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:42.227359] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:42.227406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:42.227491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:42.287927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:42.288888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:42.288979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:42.289014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:42.420487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:42.420691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:42.420753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:42.420800] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:42.426386] [DEBUG] [FORECASTER] KPTI: Forecast T+1@11:T+2@11: UP (p=94.67%)
[2025-12-01T20:40:42.426898] [INFO ] [FORECASTER] Completed predict_future for KPTI
[2025-12-01T20:40:42.427092] [INFO ] [sig       ] KPTI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:42.593766] [INFO ] [LOCAL     ] Saved forecast: KPTI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KPTI.txt
[2025-12-01T20:40:42.593954] [INFO ] [sig       ] [1871/3634] Completed KPTI in 0.4s | 2.99 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-01T20:40:42.594007] [INFO ] [sig       ] [1872/3634] Forecasting KRC...
[2025-12-01T20:40:42.594042] [INFO ] [sig       ] Generating forecast for: KRC
[2025-12-01T20:40:42.594077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRC' from 'https://tdm.silogroup.org/data/derivative_storage/KRC.csv'.
[2025-12-01T20:40:42.605830] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRC'.
[2025-12-01T20:40:42.606218] [INFO ] [FORECASTER] Starting predict_future for KRC
[2025-12-01T20:40:42.607042] [DEBUG] [LOCAL     ] No optimal features file found for KRC: ./output/feature-sets/KRC.txt
[2025-12-01T20:40:42.607094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:42.607125] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:42.607152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:42.607208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:42.666023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:42.667304] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:42.667394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:42.667427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:42.798361] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:42.798546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:42.798623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:42.798658] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:42.802422] [DEBUG] [FORECASTER] KRC: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-12-01T20:40:42.802780] [INFO ] [FORECASTER] Completed predict_future for KRC
[2025-12-01T20:40:42.802926] [INFO ] [sig       ] KRC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:42.949400] [INFO ] [LOCAL     ] Saved forecast: KRC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KRC.txt
[2025-12-01T20:40:42.949554] [INFO ] [sig       ] [1872/3634] Completed KRC in 0.4s | 2.99 sym/s | Total: 10.4m | ETA: 9.8m
[2025-12-01T20:40:42.949614] [INFO ] [sig       ] [1873/3634] Forecasting KREF...
[2025-12-01T20:40:42.949647] [INFO ] [sig       ] Generating forecast for: KREF
[2025-12-01T20:40:42.949677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KREF' from 'https://tdm.silogroup.org/data/derivative_storage/KREF.csv'.
[2025-12-01T20:40:42.960554] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KREF'.
[2025-12-01T20:40:42.960924] [INFO ] [FORECASTER] Starting predict_future for KREF
[2025-12-01T20:40:42.961710] [DEBUG] [LOCAL     ] No optimal features file found for KREF: ./output/feature-sets/KREF.txt
[2025-12-01T20:40:42.961763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:42.961804] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:42.961839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:42.961914] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:43.020229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:43.021025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:43.021106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:43.021137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:43.135187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:43.135334] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:43.135388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:43.135416] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:43.138681] [DEBUG] [FORECASTER] KREF: Forecast T+1@11:T+2@11: DOWN (p=40.87%)
[2025-12-01T20:40:43.138946] [INFO ] [FORECASTER] Completed predict_future for KREF
[2025-12-01T20:40:43.139067] [INFO ] [sig       ] KREF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:43.275512] [INFO ] [LOCAL     ] Saved forecast: KREF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KREF.txt
[2025-12-01T20:40:43.275668] [INFO ] [sig       ] [1873/3634] Completed KREF in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-01T20:40:43.275708] [INFO ] [sig       ] [1874/3634] Forecasting KRG...
[2025-12-01T20:40:43.275736] [INFO ] [sig       ] Generating forecast for: KRG
[2025-12-01T20:40:43.275766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRG' from 'https://tdm.silogroup.org/data/derivative_storage/KRG.csv'.
[2025-12-01T20:40:43.286722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRG'.
[2025-12-01T20:40:43.287020] [INFO ] [FORECASTER] Starting predict_future for KRG
[2025-12-01T20:40:43.287764] [DEBUG] [LOCAL     ] No optimal features file found for KRG: ./output/feature-sets/KRG.txt
[2025-12-01T20:40:43.287813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:43.287843] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:43.287868] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:43.287923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:43.343724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:43.344505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:43.344603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:43.344639] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:43.462297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:43.462445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:43.462483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:43.462541] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:43.465800] [DEBUG] [FORECASTER] KRG: Forecast T+1@11:T+2@11: DOWN (p=41.15%)
[2025-12-01T20:40:43.466055] [INFO ] [FORECASTER] Completed predict_future for KRG
[2025-12-01T20:40:43.466172] [INFO ] [sig       ] KRG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:43.601482] [INFO ] [LOCAL     ] Saved forecast: KRG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KRG.txt
[2025-12-01T20:40:43.601627] [INFO ] [sig       ] [1874/3634] Completed KRG in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-01T20:40:43.601667] [INFO ] [sig       ] [1875/3634] Forecasting KRMD...
[2025-12-01T20:40:43.601695] [INFO ] [sig       ] Generating forecast for: KRMD
[2025-12-01T20:40:43.601724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRMD' from 'https://tdm.silogroup.org/data/derivative_storage/KRMD.csv'.
[2025-12-01T20:40:43.612620] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRMD'.
[2025-12-01T20:40:43.612923] [INFO ] [FORECASTER] Starting predict_future for KRMD
[2025-12-01T20:40:43.613669] [DEBUG] [LOCAL     ] No optimal features file found for KRMD: ./output/feature-sets/KRMD.txt
[2025-12-01T20:40:43.613719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:43.613749] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:43.613774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:43.613828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:43.667869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:43.668627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:43.668707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:43.668737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:43.791492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:43.791657] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:43.791694] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:43.791721] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:43.794946] [DEBUG] [FORECASTER] KRMD: Forecast T+1@11:T+2@11: UP (p=72.23%)
[2025-12-01T20:40:43.795204] [INFO ] [FORECASTER] Completed predict_future for KRMD
[2025-12-01T20:40:43.795325] [INFO ] [sig       ] KRMD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:43.931772] [INFO ] [LOCAL     ] Saved forecast: KRMD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KRMD.txt
[2025-12-01T20:40:43.931899] [INFO ] [sig       ] [1875/3634] Completed KRMD in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-01T20:40:43.931936] [INFO ] [sig       ] [1876/3634] Forecasting KRNY...
[2025-12-01T20:40:43.931965] [INFO ] [sig       ] Generating forecast for: KRNY
[2025-12-01T20:40:43.931993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRNY' from 'https://tdm.silogroup.org/data/derivative_storage/KRNY.csv'.
[2025-12-01T20:40:43.943916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRNY'.
[2025-12-01T20:40:43.944301] [INFO ] [FORECASTER] Starting predict_future for KRNY
[2025-12-01T20:40:43.945096] [DEBUG] [LOCAL     ] No optimal features file found for KRNY: ./output/feature-sets/KRNY.txt
[2025-12-01T20:40:43.945147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:43.945177] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:43.945202] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:43.945257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:44.002615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:44.003455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:44.003539] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:44.003588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:44.120784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:44.120929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:44.120967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:44.120995] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:44.124314] [DEBUG] [FORECASTER] KRNY: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-12-01T20:40:44.124596] [INFO ] [FORECASTER] Completed predict_future for KRNY
[2025-12-01T20:40:44.124718] [INFO ] [sig       ] KRNY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:44.262375] [INFO ] [LOCAL     ] Saved forecast: KRNY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KRNY.txt
[2025-12-01T20:40:44.262517] [INFO ] [sig       ] [1876/3634] Completed KRNY in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-01T20:40:44.262554] [INFO ] [sig       ] [1877/3634] Forecasting KRO...
[2025-12-01T20:40:44.262602] [INFO ] [sig       ] Generating forecast for: KRO
[2025-12-01T20:40:44.262633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRO.csv'.
[2025-12-01T20:40:44.273647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRO'.
[2025-12-01T20:40:44.273924] [INFO ] [FORECASTER] Starting predict_future for KRO
[2025-12-01T20:40:44.274683] [DEBUG] [LOCAL     ] No optimal features file found for KRO: ./output/feature-sets/KRO.txt
[2025-12-01T20:40:44.274733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:44.274774] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:44.274800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:44.274854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:44.331886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:44.332692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:44.332773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:44.332805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:44.447886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:44.448024] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:44.448062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:44.448088] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:44.451483] [DEBUG] [FORECASTER] KRO: Forecast T+1@11:T+2@11: DOWN (p=29.04%)
[2025-12-01T20:40:44.451772] [INFO ] [FORECASTER] Completed predict_future for KRO
[2025-12-01T20:40:44.451895] [INFO ] [sig       ] KRO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:44.592363] [INFO ] [LOCAL     ] Saved forecast: KRO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KRO.txt
[2025-12-01T20:40:44.592494] [INFO ] [sig       ] [1877/3634] Completed KRO in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-01T20:40:44.592531] [INFO ] [sig       ] [1878/3634] Forecasting KROS...
[2025-12-01T20:40:44.592559] [INFO ] [sig       ] Generating forecast for: KROS
[2025-12-01T20:40:44.592606] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KROS' from 'https://tdm.silogroup.org/data/derivative_storage/KROS.csv'.
[2025-12-01T20:40:44.603626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KROS'.
[2025-12-01T20:40:44.603919] [INFO ] [FORECASTER] Starting predict_future for KROS
[2025-12-01T20:40:44.604676] [DEBUG] [LOCAL     ] No optimal features file found for KROS: ./output/feature-sets/KROS.txt
[2025-12-01T20:40:44.604724] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:44.604754] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:44.604779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:44.604833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:44.666050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:44.667091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:44.667191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:44.667233] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:44.800358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:44.800485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:44.800531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:44.800594] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:44.804181] [DEBUG] [FORECASTER] KROS: Forecast T+1@11:T+2@11: UP (p=51.84%)
[2025-12-01T20:40:44.804475] [INFO ] [FORECASTER] Completed predict_future for KROS
[2025-12-01T20:40:44.804636] [INFO ] [sig       ] KROS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:44.948248] [INFO ] [LOCAL     ] Saved forecast: KROS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KROS.txt
[2025-12-01T20:40:44.948470] [INFO ] [sig       ] [1878/3634] Completed KROS in 0.4s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-01T20:40:44.948518] [INFO ] [sig       ] [1879/3634] Forecasting KRP...
[2025-12-01T20:40:44.948552] [INFO ] [sig       ] Generating forecast for: KRP
[2025-12-01T20:40:44.948607] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRP' from 'https://tdm.silogroup.org/data/derivative_storage/KRP.csv'.
[2025-12-01T20:40:44.963463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRP'.
[2025-12-01T20:40:44.963932] [INFO ] [FORECASTER] Starting predict_future for KRP
[2025-12-01T20:40:44.964928] [DEBUG] [LOCAL     ] No optimal features file found for KRP: ./output/feature-sets/KRP.txt
[2025-12-01T20:40:44.964989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:44.965028] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:44.965059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:44.965136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:45.023505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:45.024398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:45.024477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:45.024509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:45.147384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:45.147535] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:45.147589] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:45.147621] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:45.150946] [DEBUG] [FORECASTER] KRP: Forecast T+1@11:T+2@11: DOWN (p=1.37%)
[2025-12-01T20:40:45.151209] [INFO ] [FORECASTER] Completed predict_future for KRP
[2025-12-01T20:40:45.151326] [INFO ] [sig       ] KRP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:45.289260] [INFO ] [LOCAL     ] Saved forecast: KRP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KRP.txt
[2025-12-01T20:40:45.289385] [INFO ] [sig       ] [1879/3634] Completed KRP in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-01T20:40:45.289421] [INFO ] [sig       ] [1880/3634] Forecasting KRRO...
[2025-12-01T20:40:45.289449] [INFO ] [sig       ] Generating forecast for: KRRO
[2025-12-01T20:40:45.289478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRRO' from 'https://tdm.silogroup.org/data/derivative_storage/KRRO.csv'.
[2025-12-01T20:40:45.300440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KRRO'.
[2025-12-01T20:40:45.300709] [INFO ] [FORECASTER] Starting predict_future for KRRO
[2025-12-01T20:40:45.301429] [DEBUG] [LOCAL     ] No optimal features file found for KRRO: ./output/feature-sets/KRRO.txt
[2025-12-01T20:40:45.301478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:45.301507] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:45.301532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:45.301608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:45.356396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:45.357008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:45.357081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:45.357111] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:45.481926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:45.482028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:45.482061] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:45.482087] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:45.485079] [DEBUG] [FORECASTER] KRRO: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-12-01T20:40:45.485327] [INFO ] [FORECASTER] Completed predict_future for KRRO
[2025-12-01T20:40:45.485443] [INFO ] [sig       ] KRRO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:45.621442] [INFO ] [LOCAL     ] Saved forecast: KRRO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KRRO.txt
[2025-12-01T20:40:45.621545] [INFO ] [sig       ] [1880/3634] Completed KRRO in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-01T20:40:45.621602] [INFO ] [sig       ] [1881/3634] Forecasting KRUS...
[2025-12-01T20:40:45.621633] [INFO ] [sig       ] Generating forecast for: KRUS
[2025-12-01T20:40:45.621660] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRUS' from 'https://tdm.silogroup.org/data/derivative_storage/KRUS.csv'.
[2025-12-01T20:40:45.633727] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KRUS'.
[2025-12-01T20:40:45.634134] [INFO ] [FORECASTER] Starting predict_future for KRUS
[2025-12-01T20:40:45.634940] [DEBUG] [LOCAL     ] No optimal features file found for KRUS: ./output/feature-sets/KRUS.txt
[2025-12-01T20:40:45.634990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:45.635021] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:45.635048] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:45.635102] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:45.690382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:45.691256] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:45.691371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:45.691403] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:45.807448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:45.807625] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:45.807664] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:45.807692] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:45.811160] [DEBUG] [FORECASTER] KRUS: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-12-01T20:40:45.811458] [INFO ] [FORECASTER] Completed predict_future for KRUS
[2025-12-01T20:40:45.811608] [INFO ] [sig       ] KRUS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:45.950110] [INFO ] [LOCAL     ] Saved forecast: KRUS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KRUS.txt
[2025-12-01T20:40:45.950241] [INFO ] [sig       ] [1881/3634] Completed KRUS in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-01T20:40:45.950278] [INFO ] [sig       ] [1882/3634] Forecasting KRYS...
[2025-12-01T20:40:45.950306] [INFO ] [sig       ] Generating forecast for: KRYS
[2025-12-01T20:40:45.950335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KRYS' from 'https://tdm.silogroup.org/data/derivative_storage/KRYS.csv'.
[2025-12-01T20:40:45.961721] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KRYS'.
[2025-12-01T20:40:45.961975] [INFO ] [FORECASTER] Starting predict_future for KRYS
[2025-12-01T20:40:45.962720] [DEBUG] [LOCAL     ] No optimal features file found for KRYS: ./output/feature-sets/KRYS.txt
[2025-12-01T20:40:45.962768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:45.962798] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:45.962823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:45.962877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:46.017560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:46.018214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:46.018288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:46.018348] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:46.137018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:46.137170] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:46.137208] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:46.137235] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:46.140515] [DEBUG] [FORECASTER] KRYS: Forecast T+1@11:T+2@11: DOWN (p=46.31%)
[2025-12-01T20:40:46.140831] [INFO ] [FORECASTER] Completed predict_future for KRYS
[2025-12-01T20:40:46.140976] [INFO ] [sig       ] KRYS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:46.279675] [INFO ] [LOCAL     ] Saved forecast: KRYS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KRYS.txt
[2025-12-01T20:40:46.279802] [INFO ] [sig       ] [1882/3634] Completed KRYS in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-01T20:40:46.279838] [INFO ] [sig       ] [1883/3634] Forecasting KSCP...
[2025-12-01T20:40:46.279867] [INFO ] [sig       ] Generating forecast for: KSCP
[2025-12-01T20:40:46.279895] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSCP' from 'https://tdm.silogroup.org/data/derivative_storage/KSCP.csv'.
[2025-12-01T20:40:46.290931] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KSCP'.
[2025-12-01T20:40:46.291191] [INFO ] [FORECASTER] Starting predict_future for KSCP
[2025-12-01T20:40:46.291935] [DEBUG] [LOCAL     ] No optimal features file found for KSCP: ./output/feature-sets/KSCP.txt
[2025-12-01T20:40:46.291983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:46.292013] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:46.292038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:46.292092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:46.347666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:46.348263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:46.348350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:46.348384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:46.468413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:46.468567] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:46.468622] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:46.468649] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:46.471916] [DEBUG] [FORECASTER] KSCP: Forecast T+1@11:T+2@11: DOWN (p=13.95%)
[2025-12-01T20:40:46.472177] [INFO ] [FORECASTER] Completed predict_future for KSCP
[2025-12-01T20:40:46.472302] [INFO ] [sig       ] KSCP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:46.611292] [INFO ] [LOCAL     ] Saved forecast: KSCP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KSCP.txt
[2025-12-01T20:40:46.611419] [INFO ] [sig       ] [1883/3634] Completed KSCP in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-01T20:40:46.611456] [INFO ] [sig       ] [1884/3634] Forecasting KSPI...
[2025-12-01T20:40:46.611485] [INFO ] [sig       ] Generating forecast for: KSPI
[2025-12-01T20:40:46.611514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSPI' from 'https://tdm.silogroup.org/data/derivative_storage/KSPI.csv'.
[2025-12-01T20:40:46.622413] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KSPI'.
[2025-12-01T20:40:46.622701] [INFO ] [FORECASTER] Starting predict_future for KSPI
[2025-12-01T20:40:46.623419] [DEBUG] [LOCAL     ] No optimal features file found for KSPI: ./output/feature-sets/KSPI.txt
[2025-12-01T20:40:46.623467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:46.623497] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:46.623523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:46.623595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:46.678821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:46.679444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:46.679519] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:46.679549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:46.800483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:46.800649] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:46.800694] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:46.800745] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:46.803949] [DEBUG] [FORECASTER] KSPI: Forecast T+1@11:T+2@11: DOWN (p=29.70%)
[2025-12-01T20:40:46.804208] [INFO ] [FORECASTER] Completed predict_future for KSPI
[2025-12-01T20:40:46.804325] [INFO ] [sig       ] KSPI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:46.942159] [INFO ] [LOCAL     ] Saved forecast: KSPI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KSPI.txt
[2025-12-01T20:40:46.942369] [INFO ] [sig       ] [1884/3634] Completed KSPI in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-01T20:40:46.942414] [INFO ] [sig       ] [1885/3634] Forecasting KSS...
[2025-12-01T20:40:46.942445] [INFO ] [sig       ] Generating forecast for: KSS
[2025-12-01T20:40:46.942519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KSS' from 'https://tdm.silogroup.org/data/derivative_storage/KSS.csv'.
[2025-12-01T20:40:46.953534] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KSS'.
[2025-12-01T20:40:46.953835] [INFO ] [FORECASTER] Starting predict_future for KSS
[2025-12-01T20:40:46.954600] [DEBUG] [LOCAL     ] No optimal features file found for KSS: ./output/feature-sets/KSS.txt
[2025-12-01T20:40:46.954651] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:46.954683] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:46.954710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:46.954765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:47.011125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:47.011967] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:47.012047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:47.012079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:47.133438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:47.133603] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:47.133642] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:47.133670] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:47.136888] [DEBUG] [FORECASTER] KSS: Forecast T+1@11:T+2@11: UP (p=67.38%)
[2025-12-01T20:40:47.137142] [INFO ] [FORECASTER] Completed predict_future for KSS
[2025-12-01T20:40:47.137259] [INFO ] [sig       ] KSS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:47.273942] [INFO ] [LOCAL     ] Saved forecast: KSS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KSS.txt
[2025-12-01T20:40:47.274097] [INFO ] [sig       ] [1885/3634] Completed KSS in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-01T20:40:47.274142] [INFO ] [sig       ] [1886/3634] Forecasting KTB...
[2025-12-01T20:40:47.274170] [INFO ] [sig       ] Generating forecast for: KTB
[2025-12-01T20:40:47.274203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTB' from 'https://tdm.silogroup.org/data/derivative_storage/KTB.csv'.
[2025-12-01T20:40:47.286696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTB'.
[2025-12-01T20:40:47.287004] [INFO ] [FORECASTER] Starting predict_future for KTB
[2025-12-01T20:40:47.287801] [DEBUG] [LOCAL     ] No optimal features file found for KTB: ./output/feature-sets/KTB.txt
[2025-12-01T20:40:47.287851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:47.287882] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:47.287909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:47.287964] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:47.348406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:47.349236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:47.349331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:47.349364] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:47.474062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:47.474205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:47.474244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:47.474271] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:47.477655] [DEBUG] [FORECASTER] KTB: Forecast T+1@11:T+2@11: UP (p=90.44%)
[2025-12-01T20:40:47.477930] [INFO ] [FORECASTER] Completed predict_future for KTB
[2025-12-01T20:40:47.478055] [INFO ] [sig       ] KTB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:47.617933] [INFO ] [LOCAL     ] Saved forecast: KTB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KTB.txt
[2025-12-01T20:40:47.618065] [INFO ] [sig       ] [1886/3634] Completed KTB in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-01T20:40:47.618102] [INFO ] [sig       ] [1887/3634] Forecasting KTCC...
[2025-12-01T20:40:47.618129] [INFO ] [sig       ] Generating forecast for: KTCC
[2025-12-01T20:40:47.618157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTCC' from 'https://tdm.silogroup.org/data/derivative_storage/KTCC.csv'.
[2025-12-01T20:40:47.628976] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTCC'.
[2025-12-01T20:40:47.629301] [INFO ] [FORECASTER] Starting predict_future for KTCC
[2025-12-01T20:40:47.630114] [DEBUG] [LOCAL     ] No optimal features file found for KTCC: ./output/feature-sets/KTCC.txt
[2025-12-01T20:40:47.630165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:47.630196] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:47.630222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:47.630277] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:47.687753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:47.688595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:47.688674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:47.688706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:47.794687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:47.794789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:47.794825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:47.794852] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:47.798465] [DEBUG] [FORECASTER] KTCC: Forecast T+1@11:T+2@11: DOWN (p=45.59%)
[2025-12-01T20:40:47.798787] [INFO ] [FORECASTER] Completed predict_future for KTCC
[2025-12-01T20:40:47.798921] [INFO ] [sig       ] KTCC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:47.936534] [INFO ] [LOCAL     ] Saved forecast: KTCC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KTCC.txt
[2025-12-01T20:40:47.936675] [INFO ] [sig       ] [1887/3634] Completed KTCC in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.8m
[2025-12-01T20:40:47.936712] [INFO ] [sig       ] [1888/3634] Forecasting KTF...
[2025-12-01T20:40:47.936740] [INFO ] [sig       ] Generating forecast for: KTF
[2025-12-01T20:40:47.936769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTF' from 'https://tdm.silogroup.org/data/derivative_storage/KTF.csv'.
[2025-12-01T20:40:47.947961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTF'.
[2025-12-01T20:40:47.948348] [INFO ] [FORECASTER] Starting predict_future for KTF
[2025-12-01T20:40:47.949168] [DEBUG] [LOCAL     ] No optimal features file found for KTF: ./output/feature-sets/KTF.txt
[2025-12-01T20:40:47.949220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:47.949280] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:47.949324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:47.949398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:48.006755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:48.007409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:48.007484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:48.007516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:48.127263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:48.127408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:48.127444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:48.127471] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:48.130732] [DEBUG] [FORECASTER] KTF: Forecast T+1@11:T+2@11: DOWN (p=48.81%)
[2025-12-01T20:40:48.130986] [INFO ] [FORECASTER] Completed predict_future for KTF
[2025-12-01T20:40:48.131104] [INFO ] [sig       ] KTF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:48.268549] [INFO ] [LOCAL     ] Saved forecast: KTF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KTF.txt
[2025-12-01T20:40:48.268699] [INFO ] [sig       ] [1888/3634] Completed KTF in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-01T20:40:48.268743] [INFO ] [sig       ] [1889/3634] Forecasting KTOS...
[2025-12-01T20:40:48.268778] [INFO ] [sig       ] Generating forecast for: KTOS
[2025-12-01T20:40:48.268813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KTOS' from 'https://tdm.silogroup.org/data/derivative_storage/KTOS.csv'.
[2025-12-01T20:40:48.280149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KTOS'.
[2025-12-01T20:40:48.280455] [INFO ] [FORECASTER] Starting predict_future for KTOS
[2025-12-01T20:40:48.281239] [DEBUG] [LOCAL     ] No optimal features file found for KTOS: ./output/feature-sets/KTOS.txt
[2025-12-01T20:40:48.281289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:48.281320] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:48.281346] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:48.281401] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:48.338003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:48.338766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:48.338856] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:48.338888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:48.454023] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:48.454165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:48.454202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:48.454229] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:48.457430] [DEBUG] [FORECASTER] KTOS: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-01T20:40:48.457707] [INFO ] [FORECASTER] Completed predict_future for KTOS
[2025-12-01T20:40:48.457832] [INFO ] [sig       ] KTOS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:48.594114] [INFO ] [LOCAL     ] Saved forecast: KTOS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KTOS.txt
[2025-12-01T20:40:48.594237] [INFO ] [sig       ] [1889/3634] Completed KTOS in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-01T20:40:48.594272] [INFO ] [sig       ] [1890/3634] Forecasting KURA...
[2025-12-01T20:40:48.594300] [INFO ] [sig       ] Generating forecast for: KURA
[2025-12-01T20:40:48.594328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KURA' from 'https://tdm.silogroup.org/data/derivative_storage/KURA.csv'.
[2025-12-01T20:40:48.605400] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KURA'.
[2025-12-01T20:40:48.605707] [INFO ] [FORECASTER] Starting predict_future for KURA
[2025-12-01T20:40:48.606460] [DEBUG] [LOCAL     ] No optimal features file found for KURA: ./output/feature-sets/KURA.txt
[2025-12-01T20:40:48.606509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:48.606540] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:48.606567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:48.606644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:48.661096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:48.661789] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:48.661863] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:48.661894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:48.783310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:48.783452] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:48.783488] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:48.783515] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:48.786732] [DEBUG] [FORECASTER] KURA: Forecast T+1@11:T+2@11: UP (p=71.66%)
[2025-12-01T20:40:48.786987] [INFO ] [FORECASTER] Completed predict_future for KURA
[2025-12-01T20:40:48.787103] [INFO ] [sig       ] KURA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:48.923516] [INFO ] [LOCAL     ] Saved forecast: KURA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KURA.txt
[2025-12-01T20:40:48.923655] [INFO ] [sig       ] [1890/3634] Completed KURA in 0.3s | 2.99 sym/s | Total: 10.5m | ETA: 9.7m
[2025-12-01T20:40:48.923694] [INFO ] [sig       ] [1891/3634] Forecasting KVHI...
[2025-12-01T20:40:48.923726] [INFO ] [sig       ] Generating forecast for: KVHI
[2025-12-01T20:40:48.923755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVHI' from 'https://tdm.silogroup.org/data/derivative_storage/KVHI.csv'.
[2025-12-01T20:40:48.934423] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KVHI'.
[2025-12-01T20:40:48.934742] [INFO ] [FORECASTER] Starting predict_future for KVHI
[2025-12-01T20:40:48.935465] [DEBUG] [LOCAL     ] No optimal features file found for KVHI: ./output/feature-sets/KVHI.txt
[2025-12-01T20:40:48.935514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:48.935543] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:48.935590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:48.935649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:48.990934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:48.991671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:48.991748] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:48.991783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:49.102992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:49.103130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:49.103166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:49.103226] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:49.106445] [DEBUG] [FORECASTER] KVHI: Forecast T+1@11:T+2@11: DOWN (p=15.73%)
[2025-12-01T20:40:49.106725] [INFO ] [FORECASTER] Completed predict_future for KVHI
[2025-12-01T20:40:49.106849] [INFO ] [sig       ] KVHI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:49.244603] [INFO ] [LOCAL     ] Saved forecast: KVHI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KVHI.txt
[2025-12-01T20:40:49.244737] [INFO ] [sig       ] [1891/3634] Completed KVHI in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-01T20:40:49.244774] [INFO ] [sig       ] [1892/3634] Forecasting KVUE...
[2025-12-01T20:40:49.244801] [INFO ] [sig       ] Generating forecast for: KVUE
[2025-12-01T20:40:49.244837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVUE' from 'https://tdm.silogroup.org/data/derivative_storage/KVUE.csv'.
[2025-12-01T20:40:49.255892] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KVUE'.
[2025-12-01T20:40:49.256171] [INFO ] [FORECASTER] Starting predict_future for KVUE
[2025-12-01T20:40:49.256926] [DEBUG] [LOCAL     ] No optimal features file found for KVUE: ./output/feature-sets/KVUE.txt
[2025-12-01T20:40:49.256974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:49.257004] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:49.257029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:49.257083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:49.312944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:49.313638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:49.313716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:49.313748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:49.428517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:49.428674] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:49.428714] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:49.428742] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:49.432089] [DEBUG] [FORECASTER] KVUE: Forecast T+1@11:T+2@11: UP (p=64.82%)
[2025-12-01T20:40:49.432351] [INFO ] [FORECASTER] Completed predict_future for KVUE
[2025-12-01T20:40:49.432470] [INFO ] [sig       ] KVUE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:49.573063] [INFO ] [LOCAL     ] Saved forecast: KVUE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/KVUE.txt
[2025-12-01T20:40:49.573192] [INFO ] [sig       ] [1892/3634] Completed KVUE in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-01T20:40:49.573228] [INFO ] [sig       ] [1893/3634] Forecasting KVYO...
[2025-12-01T20:40:49.573256] [INFO ] [sig       ] Generating forecast for: KVYO
[2025-12-01T20:40:49.573285] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KVYO' from 'https://tdm.silogroup.org/data/derivative_storage/KVYO.csv'.
[2025-12-01T20:40:49.583877] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KVYO'.
[2025-12-01T20:40:49.584166] [INFO ] [FORECASTER] Starting predict_future for KVYO
[2025-12-01T20:40:49.584939] [DEBUG] [LOCAL     ] No optimal features file found for KVYO: ./output/feature-sets/KVYO.txt
[2025-12-01T20:40:49.584989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:49.585019] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:49.585043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:49.585098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:49.641108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:49.641839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:49.641914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:49.641944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:49.763055] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:49.763203] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:49.763240] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:49.763268] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:49.766464] [DEBUG] [FORECASTER] KVYO: Forecast T+1@11:T+2@11: DOWN (p=8.43%)
[2025-12-01T20:40:49.766737] [INFO ] [FORECASTER] Completed predict_future for KVYO
[2025-12-01T20:40:49.766856] [INFO ] [sig       ] KVYO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:49.904939] [INFO ] [LOCAL     ] Saved forecast: KVYO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KVYO.txt
[2025-12-01T20:40:49.905073] [INFO ] [sig       ] [1893/3634] Completed KVYO in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-01T20:40:49.905109] [INFO ] [sig       ] [1894/3634] Forecasting KYN...
[2025-12-01T20:40:49.905138] [INFO ] [sig       ] Generating forecast for: KYN
[2025-12-01T20:40:49.905166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYN' from 'https://tdm.silogroup.org/data/derivative_storage/KYN.csv'.
[2025-12-01T20:40:49.916358] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'KYN'.
[2025-12-01T20:40:49.916671] [INFO ] [FORECASTER] Starting predict_future for KYN
[2025-12-01T20:40:49.917437] [DEBUG] [LOCAL     ] No optimal features file found for KYN: ./output/feature-sets/KYN.txt
[2025-12-01T20:40:49.917488] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:49.917519] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:49.917545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:49.917624] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:49.974463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:49.975182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:49.975260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:49.975292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:50.091532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:50.091708] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:50.091746] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:50.091773] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:50.095123] [DEBUG] [FORECASTER] KYN: Forecast T+1@11:T+2@11: DOWN (p=6.16%)
[2025-12-01T20:40:50.095442] [INFO ] [FORECASTER] Completed predict_future for KYN
[2025-12-01T20:40:50.095622] [INFO ] [sig       ] KYN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:50.243233] [INFO ] [LOCAL     ] Saved forecast: KYN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/KYN.txt
[2025-12-01T20:40:50.243400] [INFO ] [sig       ] [1894/3634] Completed KYN in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-01T20:40:50.243444] [INFO ] [sig       ] [1895/3634] Forecasting KYTX...
[2025-12-01T20:40:50.243474] [INFO ] [sig       ] Generating forecast for: KYTX
[2025-12-01T20:40:50.243536] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KYTX' from 'https://tdm.silogroup.org/data/derivative_storage/KYTX.csv'.
[2025-12-01T20:40:50.255263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KYTX'.
[2025-12-01T20:40:50.255721] [INFO ] [FORECASTER] Starting predict_future for KYTX
[2025-12-01T20:40:50.256745] [DEBUG] [LOCAL     ] No optimal features file found for KYTX: ./output/feature-sets/KYTX.txt
[2025-12-01T20:40:50.256807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:50.256854] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:50.256889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:50.256965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:50.312162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:50.313048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:50.313129] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:50.313160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:50.428562] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:50.428726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:50.428765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:50.428810] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:50.432061] [DEBUG] [FORECASTER] KYTX: Forecast T+1@11:T+2@11: UP (p=70.51%)
[2025-12-01T20:40:50.432325] [INFO ] [FORECASTER] Completed predict_future for KYTX
[2025-12-01T20:40:50.432446] [INFO ] [sig       ] KYTX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:50.570616] [INFO ] [LOCAL     ] Saved forecast: KYTX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/KYTX.txt
[2025-12-01T20:40:50.570766] [INFO ] [sig       ] [1895/3634] Completed KYTX in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-01T20:40:50.570804] [INFO ] [sig       ] [1896/3634] Forecasting KZIA...
[2025-12-01T20:40:50.570833] [INFO ] [sig       ] Generating forecast for: KZIA
[2025-12-01T20:40:50.570862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'KZIA' from 'https://tdm.silogroup.org/data/derivative_storage/KZIA.csv'.
[2025-12-01T20:40:50.582357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'KZIA'.
[2025-12-01T20:40:50.582767] [INFO ] [FORECASTER] Starting predict_future for KZIA
[2025-12-01T20:40:50.583531] [DEBUG] [LOCAL     ] No optimal features file found for KZIA: ./output/feature-sets/KZIA.txt
[2025-12-01T20:40:50.583601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:50.583633] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:50.583659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:50.583714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:50.638844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:50.639691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:50.639772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:50.639804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:50.756133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:50.756276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:50.756312] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:50.756339] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:50.759609] [DEBUG] [FORECASTER] KZIA: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-12-01T20:40:50.759894] [INFO ] [FORECASTER] Completed predict_future for KZIA
[2025-12-01T20:40:50.760013] [INFO ] [sig       ] KZIA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:50.898601] [INFO ] [LOCAL     ] Saved forecast: KZIA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/KZIA.txt
[2025-12-01T20:40:50.898721] [INFO ] [sig       ] [1896/3634] Completed KZIA in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-01T20:40:50.898757] [INFO ] [sig       ] [1897/3634] Forecasting L...
[2025-12-01T20:40:50.898785] [INFO ] [sig       ] Generating forecast for: L
[2025-12-01T20:40:50.898813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'L' from 'https://tdm.silogroup.org/data/derivative_storage/L.csv'.
[2025-12-01T20:40:50.909198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'L'.
[2025-12-01T20:40:50.909468] [INFO ] [FORECASTER] Starting predict_future for L
[2025-12-01T20:40:50.910350] [DEBUG] [LOCAL     ] No optimal features file found for L: ./output/feature-sets/L.txt
[2025-12-01T20:40:50.910398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:50.910428] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:50.910453] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:50.910507] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:50.965631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:50.966413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:50.966491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:50.966522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:51.084791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:51.084940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:51.084977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:51.085005] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:51.088219] [DEBUG] [FORECASTER] L: Forecast T+1@11:T+2@11: UP (p=93.47%)
[2025-12-01T20:40:51.088504] [INFO ] [FORECASTER] Completed predict_future for L
[2025-12-01T20:40:51.088645] [INFO ] [sig       ] L: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:51.225168] [INFO ] [LOCAL     ] Saved forecast: L	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/L.txt
[2025-12-01T20:40:51.225315] [INFO ] [sig       ] [1897/3634] Completed L in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-01T20:40:51.225352] [INFO ] [sig       ] [1898/3634] Forecasting LAB...
[2025-12-01T20:40:51.225380] [INFO ] [sig       ] Generating forecast for: LAB
[2025-12-01T20:40:51.225409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAB' from 'https://tdm.silogroup.org/data/derivative_storage/LAB.csv'.
[2025-12-01T20:40:51.236502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAB'.
[2025-12-01T20:40:51.236859] [INFO ] [FORECASTER] Starting predict_future for LAB
[2025-12-01T20:40:51.237612] [DEBUG] [LOCAL     ] No optimal features file found for LAB: ./output/feature-sets/LAB.txt
[2025-12-01T20:40:51.237660] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:51.237690] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:51.237715] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:51.237769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:51.292995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:51.293819] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:51.293903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:51.293970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:51.411628] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:51.411780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:51.411824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:51.411858] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:51.415221] [DEBUG] [FORECASTER] LAB: Forecast T+1@11:T+2@11: DOWN (p=3.65%)
[2025-12-01T20:40:51.415515] [INFO ] [FORECASTER] Completed predict_future for LAB
[2025-12-01T20:40:51.415662] [INFO ] [sig       ] LAB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:51.555882] [INFO ] [LOCAL     ] Saved forecast: LAB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LAB.txt
[2025-12-01T20:40:51.556027] [INFO ] [sig       ] [1898/3634] Completed LAB in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-01T20:40:51.556064] [INFO ] [sig       ] [1899/3634] Forecasting LAC...
[2025-12-01T20:40:51.556093] [INFO ] [sig       ] Generating forecast for: LAC
[2025-12-01T20:40:51.556122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAC' from 'https://tdm.silogroup.org/data/derivative_storage/LAC.csv'.
[2025-12-01T20:40:51.566839] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAC'.
[2025-12-01T20:40:51.567132] [INFO ] [FORECASTER] Starting predict_future for LAC
[2025-12-01T20:40:51.567923] [DEBUG] [LOCAL     ] No optimal features file found for LAC: ./output/feature-sets/LAC.txt
[2025-12-01T20:40:51.567973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:51.568005] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:51.568031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:51.568086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:51.623378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:51.624047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:51.624124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:51.624155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:51.745045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:51.745192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:51.745229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:51.745256] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:51.748481] [DEBUG] [FORECASTER] LAC: Forecast T+1@11:T+2@11: DOWN (p=10.12%)
[2025-12-01T20:40:51.748755] [INFO ] [FORECASTER] Completed predict_future for LAC
[2025-12-01T20:40:51.748872] [INFO ] [sig       ] LAC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:51.886626] [INFO ] [LOCAL     ] Saved forecast: LAC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LAC.txt
[2025-12-01T20:40:51.886756] [INFO ] [sig       ] [1899/3634] Completed LAC in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-01T20:40:51.886794] [INFO ] [sig       ] [1900/3634] Forecasting LAD...
[2025-12-01T20:40:51.886824] [INFO ] [sig       ] Generating forecast for: LAD
[2025-12-01T20:40:51.886853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAD' from 'https://tdm.silogroup.org/data/derivative_storage/LAD.csv'.
[2025-12-01T20:40:51.898419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAD'.
[2025-12-01T20:40:51.898730] [INFO ] [FORECASTER] Starting predict_future for LAD
[2025-12-01T20:40:51.899464] [DEBUG] [LOCAL     ] No optimal features file found for LAD: ./output/feature-sets/LAD.txt
[2025-12-01T20:40:51.899513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:51.899543] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:51.899567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:51.899639] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:51.955271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:51.955894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:51.955979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:51.956011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:52.069723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:52.069860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:52.069897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:52.069923] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:52.073172] [DEBUG] [FORECASTER] LAD: Forecast T+1@11:T+2@11: UP (p=86.71%)
[2025-12-01T20:40:52.073429] [INFO ] [FORECASTER] Completed predict_future for LAD
[2025-12-01T20:40:52.073546] [INFO ] [sig       ] LAD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:52.209640] [INFO ] [LOCAL     ] Saved forecast: LAD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LAD.txt
[2025-12-01T20:40:52.209759] [INFO ] [sig       ] [1900/3634] Completed LAD in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-01T20:40:52.209795] [INFO ] [sig       ] [1901/3634] Forecasting LAES...
[2025-12-01T20:40:52.209823] [INFO ] [sig       ] Generating forecast for: LAES
[2025-12-01T20:40:52.209850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAES' from 'https://tdm.silogroup.org/data/derivative_storage/LAES.csv'.
[2025-12-01T20:40:52.221533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAES'.
[2025-12-01T20:40:52.221869] [INFO ] [FORECASTER] Starting predict_future for LAES
[2025-12-01T20:40:52.222644] [DEBUG] [LOCAL     ] No optimal features file found for LAES: ./output/feature-sets/LAES.txt
[2025-12-01T20:40:52.222705] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:52.222735] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:52.222760] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:52.222813] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:52.278292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:52.278951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:52.279025] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:52.279055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:52.394359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:52.394508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:52.394544] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:52.394586] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:52.397794] [DEBUG] [FORECASTER] LAES: Forecast T+1@11:T+2@11: DOWN (p=3.17%)
[2025-12-01T20:40:52.398051] [INFO ] [FORECASTER] Completed predict_future for LAES
[2025-12-01T20:40:52.398169] [INFO ] [sig       ] LAES: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:52.536197] [INFO ] [LOCAL     ] Saved forecast: LAES	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LAES.txt
[2025-12-01T20:40:52.536342] [INFO ] [sig       ] [1901/3634] Completed LAES in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-01T20:40:52.536379] [INFO ] [sig       ] [1902/3634] Forecasting LAKE...
[2025-12-01T20:40:52.536407] [INFO ] [sig       ] Generating forecast for: LAKE
[2025-12-01T20:40:52.536435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAKE' from 'https://tdm.silogroup.org/data/derivative_storage/LAKE.csv'.
[2025-12-01T20:40:52.547855] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LAKE'.
[2025-12-01T20:40:52.548118] [INFO ] [FORECASTER] Starting predict_future for LAKE
[2025-12-01T20:40:52.548914] [DEBUG] [LOCAL     ] No optimal features file found for LAKE: ./output/feature-sets/LAKE.txt
[2025-12-01T20:40:52.548973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:52.549005] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:52.549029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:52.549082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:52.604754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:52.605377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:52.605450] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:52.605481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:52.718753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:52.718916] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:52.718954] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:52.718981] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:52.722258] [DEBUG] [FORECASTER] LAKE: Forecast T+1@11:T+2@11: DOWN (p=44.10%)
[2025-12-01T20:40:52.722534] [INFO ] [FORECASTER] Completed predict_future for LAKE
[2025-12-01T20:40:52.722679] [INFO ] [sig       ] LAKE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:52.875296] [INFO ] [LOCAL     ] Saved forecast: LAKE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LAKE.txt
[2025-12-01T20:40:52.875426] [INFO ] [sig       ] [1902/3634] Completed LAKE in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-01T20:40:52.875462] [INFO ] [sig       ] [1903/3634] Forecasting LAND...
[2025-12-01T20:40:52.875491] [INFO ] [sig       ] Generating forecast for: LAND
[2025-12-01T20:40:52.875519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAND' from 'https://tdm.silogroup.org/data/derivative_storage/LAND.csv'.
[2025-12-01T20:40:52.887225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAND'.
[2025-12-01T20:40:52.887612] [INFO ] [FORECASTER] Starting predict_future for LAND
[2025-12-01T20:40:52.888397] [DEBUG] [LOCAL     ] No optimal features file found for LAND: ./output/feature-sets/LAND.txt
[2025-12-01T20:40:52.888445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:52.888475] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:52.888500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:52.888554] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:52.943222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:52.943904] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:52.943983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:52.944014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:53.063356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:53.063495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:53.063531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:53.063558] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:53.066793] [DEBUG] [FORECASTER] LAND: Forecast T+1@11:T+2@11: UP (p=84.98%)
[2025-12-01T20:40:53.067049] [INFO ] [FORECASTER] Completed predict_future for LAND
[2025-12-01T20:40:53.067169] [INFO ] [sig       ] LAND: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:53.204020] [INFO ] [LOCAL     ] Saved forecast: LAND	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LAND.txt
[2025-12-01T20:40:53.204165] [INFO ] [sig       ] [1903/3634] Completed LAND in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-01T20:40:53.204201] [INFO ] [sig       ] [1904/3634] Forecasting LANDO...
[2025-12-01T20:40:53.204229] [INFO ] [sig       ] Generating forecast for: LANDO
[2025-12-01T20:40:53.204257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDO' from 'https://tdm.silogroup.org/data/derivative_storage/LANDO.csv'.
[2025-12-01T20:40:53.215359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDO'.
[2025-12-01T20:40:53.215713] [INFO ] [FORECASTER] Starting predict_future for LANDO
[2025-12-01T20:40:53.216457] [DEBUG] [LOCAL     ] No optimal features file found for LANDO: ./output/feature-sets/LANDO.txt
[2025-12-01T20:40:53.216507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:53.216537] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:53.216562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:53.216644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:53.271660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:53.272329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:53.272406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:53.272437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:53.374824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:53.374976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:53.375011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:53.375039] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:53.378411] [DEBUG] [FORECASTER] LANDO: Forecast T+1@11:T+2@11: DOWN (p=49.39%)
[2025-12-01T20:40:53.378684] [INFO ] [FORECASTER] Completed predict_future for LANDO
[2025-12-01T20:40:53.378803] [INFO ] [sig       ] LANDO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:53.523512] [INFO ] [LOCAL     ] Saved forecast: LANDO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LANDO.txt
[2025-12-01T20:40:53.523670] [INFO ] [sig       ] [1904/3634] Completed LANDO in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.7m
[2025-12-01T20:40:53.523710] [INFO ] [sig       ] [1905/3634] Forecasting LANDP...
[2025-12-01T20:40:53.523739] [INFO ] [sig       ] Generating forecast for: LANDP
[2025-12-01T20:40:53.523768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LANDP' from 'https://tdm.silogroup.org/data/derivative_storage/LANDP.csv'.
[2025-12-01T20:40:53.536401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LANDP'.
[2025-12-01T20:40:53.536751] [INFO ] [FORECASTER] Starting predict_future for LANDP
[2025-12-01T20:40:53.537504] [DEBUG] [LOCAL     ] No optimal features file found for LANDP: ./output/feature-sets/LANDP.txt
[2025-12-01T20:40:53.537552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:53.537628] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:53.537655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:53.537709] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:53.592985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:53.593801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:53.593888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:53.593926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:53.706976] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:53.707126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:53.707164] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:53.707190] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:53.710462] [DEBUG] [FORECASTER] LANDP: Forecast T+1@11:T+2@11: UP (p=88.26%)
[2025-12-01T20:40:53.710735] [INFO ] [FORECASTER] Completed predict_future for LANDP
[2025-12-01T20:40:53.710854] [INFO ] [sig       ] LANDP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:53.848391] [INFO ] [LOCAL     ] Saved forecast: LANDP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LANDP.txt
[2025-12-01T20:40:53.848536] [INFO ] [sig       ] [1905/3634] Completed LANDP in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-01T20:40:53.848591] [INFO ] [sig       ] [1906/3634] Forecasting LASE...
[2025-12-01T20:40:53.848622] [INFO ] [sig       ] Generating forecast for: LASE
[2025-12-01T20:40:53.848650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LASE' from 'https://tdm.silogroup.org/data/derivative_storage/LASE.csv'.
[2025-12-01T20:40:53.859563] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LASE'.
[2025-12-01T20:40:53.859877] [INFO ] [FORECASTER] Starting predict_future for LASE
[2025-12-01T20:40:53.860634] [DEBUG] [LOCAL     ] No optimal features file found for LASE: ./output/feature-sets/LASE.txt
[2025-12-01T20:40:53.860682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:53.860711] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:53.860738] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:53.860792] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:53.915777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:53.916491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:53.916567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:53.916618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:54.030544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:54.030706] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:54.030744] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:54.030770] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:54.034052] [DEBUG] [FORECASTER] LASE: Forecast T+1@11:T+2@11: UP (p=85.60%)
[2025-12-01T20:40:54.034323] [INFO ] [FORECASTER] Completed predict_future for LASE
[2025-12-01T20:40:54.034438] [INFO ] [sig       ] LASE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:54.173004] [INFO ] [LOCAL     ] Saved forecast: LASE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LASE.txt
[2025-12-01T20:40:54.173127] [INFO ] [sig       ] [1906/3634] Completed LASE in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-01T20:40:54.173162] [INFO ] [sig       ] [1907/3634] Forecasting LAZ...
[2025-12-01T20:40:54.173190] [INFO ] [sig       ] Generating forecast for: LAZ
[2025-12-01T20:40:54.173218] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LAZ' from 'https://tdm.silogroup.org/data/derivative_storage/LAZ.csv'.
[2025-12-01T20:40:54.186945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LAZ'.
[2025-12-01T20:40:54.187237] [INFO ] [FORECASTER] Starting predict_future for LAZ
[2025-12-01T20:40:54.188006] [DEBUG] [LOCAL     ] No optimal features file found for LAZ: ./output/feature-sets/LAZ.txt
[2025-12-01T20:40:54.188055] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:54.188085] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:54.188110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:54.188163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:54.244632] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:54.245254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:54.245327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:54.245358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:54.365390] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:54.365530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:54.365567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:54.365614] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:54.368894] [DEBUG] [FORECASTER] LAZ: Forecast T+1@11:T+2@11: UP (p=95.91%)
[2025-12-01T20:40:54.369154] [INFO ] [FORECASTER] Completed predict_future for LAZ
[2025-12-01T20:40:54.369273] [INFO ] [sig       ] LAZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:54.507641] [INFO ] [LOCAL     ] Saved forecast: LAZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LAZ.txt
[2025-12-01T20:40:54.507765] [INFO ] [sig       ] [1907/3634] Completed LAZ in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-01T20:40:54.507801] [INFO ] [sig       ] [1908/3634] Forecasting LBRDA...
[2025-12-01T20:40:54.507828] [INFO ] [sig       ] Generating forecast for: LBRDA
[2025-12-01T20:40:54.507857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDA' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDA.csv'.
[2025-12-01T20:40:54.518946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBRDA'.
[2025-12-01T20:40:54.519278] [INFO ] [FORECASTER] Starting predict_future for LBRDA
[2025-12-01T20:40:54.520064] [DEBUG] [LOCAL     ] No optimal features file found for LBRDA: ./output/feature-sets/LBRDA.txt
[2025-12-01T20:40:54.520112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:54.520141] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:54.520166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:54.520220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:54.575774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:54.576558] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:54.576668] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:54.576699] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:54.696339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:54.696502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:54.696539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:54.696630] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:54.699947] [DEBUG] [FORECASTER] LBRDA: Forecast T+1@11:T+2@11: UP (p=86.67%)
[2025-12-01T20:40:54.700221] [INFO ] [FORECASTER] Completed predict_future for LBRDA
[2025-12-01T20:40:54.700334] [INFO ] [sig       ] LBRDA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:54.839009] [INFO ] [LOCAL     ] Saved forecast: LBRDA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LBRDA.txt
[2025-12-01T20:40:54.839133] [INFO ] [sig       ] [1908/3634] Completed LBRDA in 0.3s | 2.99 sym/s | Total: 10.6m | ETA: 9.6m
[2025-12-01T20:40:54.839169] [INFO ] [sig       ] [1909/3634] Forecasting LBRDK...
[2025-12-01T20:40:54.839196] [INFO ] [sig       ] Generating forecast for: LBRDK
[2025-12-01T20:40:54.839223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBRDK' from 'https://tdm.silogroup.org/data/derivative_storage/LBRDK.csv'.
[2025-12-01T20:40:54.849895] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LBRDK'.
[2025-12-01T20:40:54.850151] [INFO ] [FORECASTER] Starting predict_future for LBRDK
[2025-12-01T20:40:54.850889] [DEBUG] [LOCAL     ] No optimal features file found for LBRDK: ./output/feature-sets/LBRDK.txt
[2025-12-01T20:40:54.850946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:54.850983] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:54.851014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:54.851080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:54.906121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:54.906826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:54.906902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:54.906932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:55.022666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:55.022814] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:55.022851] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:55.022879] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:55.026077] [DEBUG] [FORECASTER] LBRDK: Forecast T+1@11:T+2@11: DOWN (p=12.23%)
[2025-12-01T20:40:55.026338] [INFO ] [FORECASTER] Completed predict_future for LBRDK
[2025-12-01T20:40:55.026458] [INFO ] [sig       ] LBRDK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:55.163605] [INFO ] [LOCAL     ] Saved forecast: LBRDK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LBRDK.txt
[2025-12-01T20:40:55.163729] [INFO ] [sig       ] [1909/3634] Completed LBRDK in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-01T20:40:55.163765] [INFO ] [sig       ] [1910/3634] Forecasting LBTYA...
[2025-12-01T20:40:55.163794] [INFO ] [sig       ] Generating forecast for: LBTYA
[2025-12-01T20:40:55.163821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYA' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYA.csv'.
[2025-12-01T20:40:55.174709] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LBTYA'.
[2025-12-01T20:40:55.174985] [INFO ] [FORECASTER] Starting predict_future for LBTYA
[2025-12-01T20:40:55.175726] [DEBUG] [LOCAL     ] No optimal features file found for LBTYA: ./output/feature-sets/LBTYA.txt
[2025-12-01T20:40:55.175773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:55.175803] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:55.175828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:55.175883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:55.231101] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:55.231708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:55.231781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:55.231812] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:55.350125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:55.350275] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:55.350311] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:55.350339] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:55.353566] [DEBUG] [FORECASTER] LBTYA: Forecast T+1@11:T+2@11: UP (p=84.62%)
[2025-12-01T20:40:55.353838] [INFO ] [FORECASTER] Completed predict_future for LBTYA
[2025-12-01T20:40:55.353976] [INFO ] [sig       ] LBTYA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:55.491800] [INFO ] [LOCAL     ] Saved forecast: LBTYA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LBTYA.txt
[2025-12-01T20:40:55.491900] [INFO ] [sig       ] [1910/3634] Completed LBTYA in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-01T20:40:55.491936] [INFO ] [sig       ] [1911/3634] Forecasting LBTYK...
[2025-12-01T20:40:55.491963] [INFO ] [sig       ] Generating forecast for: LBTYK
[2025-12-01T20:40:55.491992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LBTYK' from 'https://tdm.silogroup.org/data/derivative_storage/LBTYK.csv'.
[2025-12-01T20:40:55.503020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LBTYK'.
[2025-12-01T20:40:55.503265] [INFO ] [FORECASTER] Starting predict_future for LBTYK
[2025-12-01T20:40:55.504019] [DEBUG] [LOCAL     ] No optimal features file found for LBTYK: ./output/feature-sets/LBTYK.txt
[2025-12-01T20:40:55.504070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:55.504100] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:55.504125] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:55.504178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:55.559793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:55.560338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:55.560410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:55.560440] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:55.675316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:55.675398] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:55.675431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:55.675457] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:55.678399] [DEBUG] [FORECASTER] LBTYK: Forecast T+1@11:T+2@11: DOWN (p=35.56%)
[2025-12-01T20:40:55.678672] [INFO ] [FORECASTER] Completed predict_future for LBTYK
[2025-12-01T20:40:55.678786] [INFO ] [sig       ] LBTYK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:55.815654] [INFO ] [LOCAL     ] Saved forecast: LBTYK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LBTYK.txt
[2025-12-01T20:40:55.815780] [INFO ] [sig       ] [1911/3634] Completed LBTYK in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-01T20:40:55.815815] [INFO ] [sig       ] [1912/3634] Forecasting LC...
[2025-12-01T20:40:55.815844] [INFO ] [sig       ] Generating forecast for: LC
[2025-12-01T20:40:55.815893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LC' from 'https://tdm.silogroup.org/data/derivative_storage/LC.csv'.
[2025-12-01T20:40:55.827709] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LC'.
[2025-12-01T20:40:55.828033] [INFO ] [FORECASTER] Starting predict_future for LC
[2025-12-01T20:40:55.828858] [DEBUG] [LOCAL     ] No optimal features file found for LC: ./output/feature-sets/LC.txt
[2025-12-01T20:40:55.828921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:55.828958] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:55.829003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:55.829081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:55.885995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:55.886802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:55.886885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:55.886923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:56.008175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:56.008363] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:56.008405] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:56.008433] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:56.011690] [DEBUG] [FORECASTER] LC: Forecast T+1@11:T+2@11: UP (p=89.92%)
[2025-12-01T20:40:56.011948] [INFO ] [FORECASTER] Completed predict_future for LC
[2025-12-01T20:40:56.012064] [INFO ] [sig       ] LC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:56.155281] [INFO ] [LOCAL     ] Saved forecast: LC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LC.txt
[2025-12-01T20:40:56.155424] [INFO ] [sig       ] [1912/3634] Completed LC in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-01T20:40:56.155465] [INFO ] [sig       ] [1913/3634] Forecasting LCFY...
[2025-12-01T20:40:56.155504] [INFO ] [sig       ] Generating forecast for: LCFY
[2025-12-01T20:40:56.155586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCFY' from 'https://tdm.silogroup.org/data/derivative_storage/LCFY.csv'.
[2025-12-01T20:40:56.167033] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCFY'.
[2025-12-01T20:40:56.167433] [INFO ] [FORECASTER] Starting predict_future for LCFY
[2025-12-01T20:40:56.168211] [DEBUG] [LOCAL     ] No optimal features file found for LCFY: ./output/feature-sets/LCFY.txt
[2025-12-01T20:40:56.168262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:56.168293] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:56.168369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:56.168428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:56.233210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:56.234099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:56.234183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:56.234216] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:56.343360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:56.343506] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:56.343543] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:56.343586] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:56.346808] [DEBUG] [FORECASTER] LCFY: Forecast T+1@11:T+2@11: UP (p=60.63%)
[2025-12-01T20:40:56.347094] [INFO ] [FORECASTER] Completed predict_future for LCFY
[2025-12-01T20:40:56.347215] [INFO ] [sig       ] LCFY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:56.487490] [INFO ] [LOCAL     ] Saved forecast: LCFY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LCFY.txt
[2025-12-01T20:40:56.487699] [INFO ] [sig       ] [1913/3634] Completed LCFY in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-01T20:40:56.487746] [INFO ] [sig       ] [1914/3634] Forecasting LCID...
[2025-12-01T20:40:56.487782] [INFO ] [sig       ] Generating forecast for: LCID
[2025-12-01T20:40:56.487817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCID' from 'https://tdm.silogroup.org/data/derivative_storage/LCID.csv'.
[2025-12-01T20:40:56.502112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCID'.
[2025-12-01T20:40:56.502532] [INFO ] [FORECASTER] Starting predict_future for LCID
[2025-12-01T20:40:56.503368] [DEBUG] [LOCAL     ] No optimal features file found for LCID: ./output/feature-sets/LCID.txt
[2025-12-01T20:40:56.503421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:56.503452] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:56.503477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:56.503544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:56.563264] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:56.564124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:56.564230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:56.564265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:56.688447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:56.688617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:56.688656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:56.688683] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:56.691914] [DEBUG] [FORECASTER] LCID: Forecast T+1@11:T+2@11: DOWN (p=10.83%)
[2025-12-01T20:40:56.692214] [INFO ] [FORECASTER] Completed predict_future for LCID
[2025-12-01T20:40:56.692339] [INFO ] [sig       ] LCID: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:56.832540] [INFO ] [LOCAL     ] Saved forecast: LCID	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LCID.txt
[2025-12-01T20:40:56.832725] [INFO ] [sig       ] [1914/3634] Completed LCID in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-01T20:40:56.832775] [INFO ] [sig       ] [1915/3634] Forecasting LCII...
[2025-12-01T20:40:56.832808] [INFO ] [sig       ] Generating forecast for: LCII
[2025-12-01T20:40:56.832837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCII' from 'https://tdm.silogroup.org/data/derivative_storage/LCII.csv'.
[2025-12-01T20:40:56.845370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCII'.
[2025-12-01T20:40:56.845788] [INFO ] [FORECASTER] Starting predict_future for LCII
[2025-12-01T20:40:56.846527] [DEBUG] [LOCAL     ] No optimal features file found for LCII: ./output/feature-sets/LCII.txt
[2025-12-01T20:40:56.846599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:56.846631] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:56.846656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:56.846710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:56.904404] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:56.905251] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:56.905332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:56.905365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:57.022695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:57.022851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:57.022889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:57.022916] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:57.026272] [DEBUG] [FORECASTER] LCII: Forecast T+1@11:T+2@11: DOWN (p=14.21%)
[2025-12-01T20:40:57.026543] [INFO ] [FORECASTER] Completed predict_future for LCII
[2025-12-01T20:40:57.026685] [INFO ] [sig       ] LCII: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:57.164139] [INFO ] [LOCAL     ] Saved forecast: LCII	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LCII.txt
[2025-12-01T20:40:57.164263] [INFO ] [sig       ] [1915/3634] Completed LCII in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-01T20:40:57.164304] [INFO ] [sig       ] [1916/3634] Forecasting LCNB...
[2025-12-01T20:40:57.164333] [INFO ] [sig       ] Generating forecast for: LCNB
[2025-12-01T20:40:57.164361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LCNB' from 'https://tdm.silogroup.org/data/derivative_storage/LCNB.csv'.
[2025-12-01T20:40:57.175980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LCNB'.
[2025-12-01T20:40:57.176280] [INFO ] [FORECASTER] Starting predict_future for LCNB
[2025-12-01T20:40:57.177028] [DEBUG] [LOCAL     ] No optimal features file found for LCNB: ./output/feature-sets/LCNB.txt
[2025-12-01T20:40:57.177077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:57.177108] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:57.177134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:57.177188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:57.232774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:57.233389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:57.233464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:57.233496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:57.341917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:57.342062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:57.342100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:57.342127] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:57.345360] [DEBUG] [FORECASTER] LCNB: Forecast T+1@11:T+2@11: UP (p=53.59%)
[2025-12-01T20:40:57.345635] [INFO ] [FORECASTER] Completed predict_future for LCNB
[2025-12-01T20:40:57.345752] [INFO ] [sig       ] LCNB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:57.483610] [INFO ] [LOCAL     ] Saved forecast: LCNB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LCNB.txt
[2025-12-01T20:40:57.483732] [INFO ] [sig       ] [1916/3634] Completed LCNB in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-01T20:40:57.483769] [INFO ] [sig       ] [1917/3634] Forecasting LDI...
[2025-12-01T20:40:57.483800] [INFO ] [sig       ] Generating forecast for: LDI
[2025-12-01T20:40:57.483829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDI' from 'https://tdm.silogroup.org/data/derivative_storage/LDI.csv'.
[2025-12-01T20:40:57.495012] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LDI'.
[2025-12-01T20:40:57.495310] [INFO ] [FORECASTER] Starting predict_future for LDI
[2025-12-01T20:40:57.496065] [DEBUG] [LOCAL     ] No optimal features file found for LDI: ./output/feature-sets/LDI.txt
[2025-12-01T20:40:57.496114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:57.496143] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:57.496169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:57.496222] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:57.552666] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:57.553280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:57.553361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:57.553393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:57.671779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:57.671932] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:57.671971] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:57.671998] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:57.675289] [DEBUG] [FORECASTER] LDI: Forecast T+1@11:T+2@11: UP (p=58.36%)
[2025-12-01T20:40:57.675593] [INFO ] [FORECASTER] Completed predict_future for LDI
[2025-12-01T20:40:57.675716] [INFO ] [sig       ] LDI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:57.815504] [INFO ] [LOCAL     ] Saved forecast: LDI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LDI.txt
[2025-12-01T20:40:57.815658] [INFO ] [sig       ] [1917/3634] Completed LDI in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-01T20:40:57.815698] [INFO ] [sig       ] [1918/3634] Forecasting LDOS...
[2025-12-01T20:40:57.815726] [INFO ] [sig       ] Generating forecast for: LDOS
[2025-12-01T20:40:57.815755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDOS' from 'https://tdm.silogroup.org/data/derivative_storage/LDOS.csv'.
[2025-12-01T20:40:57.826882] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDOS'.
[2025-12-01T20:40:57.827210] [INFO ] [FORECASTER] Starting predict_future for LDOS
[2025-12-01T20:40:57.827956] [DEBUG] [LOCAL     ] No optimal features file found for LDOS: ./output/feature-sets/LDOS.txt
[2025-12-01T20:40:57.828004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:57.828034] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:57.828059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:57.828113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:57.883611] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:57.884323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:57.884400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:57.884430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:58.002676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:58.002852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:58.002909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:58.002948] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:58.006488] [DEBUG] [FORECASTER] LDOS: Forecast T+1@11:T+2@11: DOWN (p=17.52%)
[2025-12-01T20:40:58.006778] [INFO ] [FORECASTER] Completed predict_future for LDOS
[2025-12-01T20:40:58.006942] [INFO ] [sig       ] LDOS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:58.144742] [INFO ] [LOCAL     ] Saved forecast: LDOS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LDOS.txt
[2025-12-01T20:40:58.144889] [INFO ] [sig       ] [1918/3634] Completed LDOS in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-01T20:40:58.144926] [INFO ] [sig       ] [1919/3634] Forecasting LDP...
[2025-12-01T20:40:58.144955] [INFO ] [sig       ] Generating forecast for: LDP
[2025-12-01T20:40:58.144984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDP' from 'https://tdm.silogroup.org/data/derivative_storage/LDP.csv'.
[2025-12-01T20:40:58.156214] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LDP'.
[2025-12-01T20:40:58.156548] [INFO ] [FORECASTER] Starting predict_future for LDP
[2025-12-01T20:40:58.157299] [DEBUG] [LOCAL     ] No optimal features file found for LDP: ./output/feature-sets/LDP.txt
[2025-12-01T20:40:58.157349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:58.157379] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:58.157404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:58.157458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:58.214325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:58.215188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:58.215269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:58.215303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:58.335699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:58.335837] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:58.335891] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:58.335920] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:58.339227] [DEBUG] [FORECASTER] LDP: Forecast T+1@11:T+2@11: UP (p=94.77%)
[2025-12-01T20:40:58.339491] [INFO ] [FORECASTER] Completed predict_future for LDP
[2025-12-01T20:40:58.339628] [INFO ] [sig       ] LDP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:40:58.480640] [INFO ] [LOCAL     ] Saved forecast: LDP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LDP.txt
[2025-12-01T20:40:58.480779] [INFO ] [sig       ] [1919/3634] Completed LDP in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-01T20:40:58.480822] [INFO ] [sig       ] [1920/3634] Forecasting LDSF...
[2025-12-01T20:40:58.480851] [INFO ] [sig       ] Generating forecast for: LDSF
[2025-12-01T20:40:58.480879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LDSF' from 'https://tdm.silogroup.org/data/derivative_storage/LDSF.csv'.
[2025-12-01T20:40:58.492153] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LDSF'.
[2025-12-01T20:40:58.492470] [INFO ] [FORECASTER] Starting predict_future for LDSF
[2025-12-01T20:40:58.493248] [DEBUG] [LOCAL     ] No optimal features file found for LDSF: ./output/feature-sets/LDSF.txt
[2025-12-01T20:40:58.493316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:58.493373] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:58.493409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:58.493474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:58.549871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:58.550494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:58.550588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:58.550623] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:58.657506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:58.657666] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:58.657706] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:58.657735] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:58.661122] [DEBUG] [FORECASTER] LDSF: Forecast T+1@11:T+2@11: UP (p=70.07%)
[2025-12-01T20:40:58.661389] [INFO ] [FORECASTER] Completed predict_future for LDSF
[2025-12-01T20:40:58.661511] [INFO ] [sig       ] LDSF: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:40:58.806745] [INFO ] [LOCAL     ] Saved forecast: LDSF	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LDSF.txt
[2025-12-01T20:40:58.806872] [INFO ] [sig       ] [1920/3634] Completed LDSF in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-01T20:40:58.806908] [INFO ] [sig       ] [1921/3634] Forecasting LE...
[2025-12-01T20:40:58.806935] [INFO ] [sig       ] Generating forecast for: LE
[2025-12-01T20:40:58.806963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LE' from 'https://tdm.silogroup.org/data/derivative_storage/LE.csv'.
[2025-12-01T20:40:58.818536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LE'.
[2025-12-01T20:40:58.818847] [INFO ] [FORECASTER] Starting predict_future for LE
[2025-12-01T20:40:58.819607] [DEBUG] [LOCAL     ] No optimal features file found for LE: ./output/feature-sets/LE.txt
[2025-12-01T20:40:58.819657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:58.819687] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:58.819714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:58.819770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:58.876813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:58.877488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:58.877566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:58.877617] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:59.000161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:59.000304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:59.000340] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:59.000365] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:59.003619] [DEBUG] [FORECASTER] LE: Forecast T+1@11:T+2@11: DOWN (p=2.07%)
[2025-12-01T20:40:59.003884] [INFO ] [FORECASTER] Completed predict_future for LE
[2025-12-01T20:40:59.004017] [INFO ] [sig       ] LE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:59.143100] [INFO ] [LOCAL     ] Saved forecast: LE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LE.txt
[2025-12-01T20:40:59.143222] [INFO ] [sig       ] [1921/3634] Completed LE in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-01T20:40:59.143258] [INFO ] [sig       ] [1922/3634] Forecasting LEA...
[2025-12-01T20:40:59.143286] [INFO ] [sig       ] Generating forecast for: LEA
[2025-12-01T20:40:59.143315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEA' from 'https://tdm.silogroup.org/data/derivative_storage/LEA.csv'.
[2025-12-01T20:40:59.154007] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LEA'.
[2025-12-01T20:40:59.154316] [INFO ] [FORECASTER] Starting predict_future for LEA
[2025-12-01T20:40:59.155094] [DEBUG] [LOCAL     ] No optimal features file found for LEA: ./output/feature-sets/LEA.txt
[2025-12-01T20:40:59.155143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:59.155173] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:59.155198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:59.155252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:59.210776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:59.211444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:59.211520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:59.211551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:59.328398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:59.328550] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:59.328605] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:59.328635] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:59.331965] [DEBUG] [FORECASTER] LEA: Forecast T+1@11:T+2@11: DOWN (p=33.40%)
[2025-12-01T20:40:59.332246] [INFO ] [FORECASTER] Completed predict_future for LEA
[2025-12-01T20:40:59.332370] [INFO ] [sig       ] LEA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:40:59.478022] [INFO ] [LOCAL     ] Saved forecast: LEA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LEA.txt
[2025-12-01T20:40:59.478151] [INFO ] [sig       ] [1922/3634] Completed LEA in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.6m
[2025-12-01T20:40:59.478187] [INFO ] [sig       ] [1923/3634] Forecasting LECO...
[2025-12-01T20:40:59.478214] [INFO ] [sig       ] Generating forecast for: LECO
[2025-12-01T20:40:59.478244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LECO' from 'https://tdm.silogroup.org/data/derivative_storage/LECO.csv'.
[2025-12-01T20:40:59.489538] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LECO'.
[2025-12-01T20:40:59.489822] [INFO ] [FORECASTER] Starting predict_future for LECO
[2025-12-01T20:40:59.490543] [DEBUG] [LOCAL     ] No optimal features file found for LECO: ./output/feature-sets/LECO.txt
[2025-12-01T20:40:59.490609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:59.490652] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:59.490678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:59.490733] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:59.546519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:59.547463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:59.547546] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:59.547594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:59.664172] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:59.664347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:40:59.664385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:59.664412] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:40:59.667776] [DEBUG] [FORECASTER] LECO: Forecast T+1@11:T+2@11: DOWN (p=23.61%)
[2025-12-01T20:40:59.668056] [INFO ] [FORECASTER] Completed predict_future for LECO
[2025-12-01T20:40:59.668180] [INFO ] [sig       ] LECO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:40:59.811801] [INFO ] [LOCAL     ] Saved forecast: LECO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LECO.txt
[2025-12-01T20:40:59.811946] [INFO ] [sig       ] [1923/3634] Completed LECO in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-01T20:40:59.811988] [INFO ] [sig       ] [1924/3634] Forecasting LEG...
[2025-12-01T20:40:59.812018] [INFO ] [sig       ] Generating forecast for: LEG
[2025-12-01T20:40:59.812046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEG' from 'https://tdm.silogroup.org/data/derivative_storage/LEG.csv'.
[2025-12-01T20:40:59.824436] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LEG'.
[2025-12-01T20:40:59.824828] [INFO ] [FORECASTER] Starting predict_future for LEG
[2025-12-01T20:40:59.825677] [DEBUG] [LOCAL     ] No optimal features file found for LEG: ./output/feature-sets/LEG.txt
[2025-12-01T20:40:59.825727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:40:59.825757] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:40:59.825781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:40:59.825836] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:40:59.880734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:40:59.881466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:40:59.881552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:40:59.881601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:40:59.997649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:40:59.997824] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:40:59.997875] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:40:59.997912] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:00.002393] [DEBUG] [FORECASTER] LEG: Forecast T+1@11:T+2@11: DOWN (p=6.06%)
[2025-12-01T20:41:00.002856] [INFO ] [FORECASTER] Completed predict_future for LEG
[2025-12-01T20:41:00.003041] [INFO ] [sig       ] LEG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:00.154246] [INFO ] [LOCAL     ] Saved forecast: LEG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LEG.txt
[2025-12-01T20:41:00.154396] [INFO ] [sig       ] [1924/3634] Completed LEG in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-01T20:41:00.154433] [INFO ] [sig       ] [1925/3634] Forecasting LEGH...
[2025-12-01T20:41:00.154461] [INFO ] [sig       ] Generating forecast for: LEGH
[2025-12-01T20:41:00.154489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGH' from 'https://tdm.silogroup.org/data/derivative_storage/LEGH.csv'.
[2025-12-01T20:41:00.166627] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LEGH'.
[2025-12-01T20:41:00.166938] [INFO ] [FORECASTER] Starting predict_future for LEGH
[2025-12-01T20:41:00.167689] [DEBUG] [LOCAL     ] No optimal features file found for LEGH: ./output/feature-sets/LEGH.txt
[2025-12-01T20:41:00.167738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:00.167768] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:00.167793] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:00.167847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:00.225378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:00.226191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:00.226276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:00.226331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:00.341973] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:00.342157] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:00.342195] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:00.342222] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:00.345470] [DEBUG] [FORECASTER] LEGH: Forecast T+1@11:T+2@11: DOWN (p=37.98%)
[2025-12-01T20:41:00.345750] [INFO ] [FORECASTER] Completed predict_future for LEGH
[2025-12-01T20:41:00.345868] [INFO ] [sig       ] LEGH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:00.485515] [INFO ] [LOCAL     ] Saved forecast: LEGH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LEGH.txt
[2025-12-01T20:41:00.485668] [INFO ] [sig       ] [1925/3634] Completed LEGH in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-01T20:41:00.485706] [INFO ] [sig       ] [1926/3634] Forecasting LEGN...
[2025-12-01T20:41:00.485734] [INFO ] [sig       ] Generating forecast for: LEGN
[2025-12-01T20:41:00.485763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEGN' from 'https://tdm.silogroup.org/data/derivative_storage/LEGN.csv'.
[2025-12-01T20:41:00.496645] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LEGN'.
[2025-12-01T20:41:00.496907] [INFO ] [FORECASTER] Starting predict_future for LEGN
[2025-12-01T20:41:00.497685] [DEBUG] [LOCAL     ] No optimal features file found for LEGN: ./output/feature-sets/LEGN.txt
[2025-12-01T20:41:00.497732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:00.497761] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:00.497786] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:00.497840] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:00.554526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:00.555444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:00.555530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:00.555561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:00.678162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:00.678336] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:00.678379] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:00.678407] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:00.681778] [DEBUG] [FORECASTER] LEGN: Forecast T+1@11:T+2@11: UP (p=74.01%)
[2025-12-01T20:41:00.682054] [INFO ] [FORECASTER] Completed predict_future for LEGN
[2025-12-01T20:41:00.682209] [INFO ] [sig       ] LEGN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:41:00.825302] [INFO ] [LOCAL     ] Saved forecast: LEGN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LEGN.txt
[2025-12-01T20:41:00.825446] [INFO ] [sig       ] [1926/3634] Completed LEGN in 0.3s | 2.99 sym/s | Total: 10.7m | ETA: 9.5m
[2025-12-01T20:41:00.825484] [INFO ] [sig       ] [1927/3634] Forecasting LEN...
[2025-12-01T20:41:00.825520] [INFO ] [sig       ] Generating forecast for: LEN
[2025-12-01T20:41:00.825551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEN' from 'https://tdm.silogroup.org/data/derivative_storage/LEN.csv'.
[2025-12-01T20:41:00.838467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEN'.
[2025-12-01T20:41:00.838844] [INFO ] [FORECASTER] Starting predict_future for LEN
[2025-12-01T20:41:00.839638] [DEBUG] [LOCAL     ] No optimal features file found for LEN: ./output/feature-sets/LEN.txt
[2025-12-01T20:41:00.839686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:00.839717] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:00.839743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:00.839797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:00.900887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:00.901739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:00.901820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:00.901851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:01.021587] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:01.021746] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:01.021784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:01.021813] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:01.025350] [DEBUG] [FORECASTER] LEN: Forecast T+1@11:T+2@11: UP (p=93.92%)
[2025-12-01T20:41:01.025759] [INFO ] [FORECASTER] Completed predict_future for LEN
[2025-12-01T20:41:01.025905] [INFO ] [sig       ] LEN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:01.168715] [INFO ] [LOCAL     ] Saved forecast: LEN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LEN.txt
[2025-12-01T20:41:01.168857] [INFO ] [sig       ] [1927/3634] Completed LEN in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-01T20:41:01.168897] [INFO ] [sig       ] [1928/3634] Forecasting LENZ...
[2025-12-01T20:41:01.168925] [INFO ] [sig       ] Generating forecast for: LENZ
[2025-12-01T20:41:01.168953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LENZ' from 'https://tdm.silogroup.org/data/derivative_storage/LENZ.csv'.
[2025-12-01T20:41:01.180431] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LENZ'.
[2025-12-01T20:41:01.180773] [INFO ] [FORECASTER] Starting predict_future for LENZ
[2025-12-01T20:41:01.181522] [DEBUG] [LOCAL     ] No optimal features file found for LENZ: ./output/feature-sets/LENZ.txt
[2025-12-01T20:41:01.181595] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:01.181629] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:01.181654] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:01.181708] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:01.237222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:01.237865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:01.237943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:01.237975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:01.358275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:01.358399] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:01.358438] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:01.358465] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:01.361780] [DEBUG] [FORECASTER] LENZ: Forecast T+1@11:T+2@11: UP (p=92.20%)
[2025-12-01T20:41:01.362046] [INFO ] [FORECASTER] Completed predict_future for LENZ
[2025-12-01T20:41:01.362169] [INFO ] [sig       ] LENZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:41:01.509789] [INFO ] [LOCAL     ] Saved forecast: LENZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LENZ.txt
[2025-12-01T20:41:01.509932] [INFO ] [sig       ] [1928/3634] Completed LENZ in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-01T20:41:01.509995] [INFO ] [sig       ] [1929/3634] Forecasting LEO...
[2025-12-01T20:41:01.510025] [INFO ] [sig       ] Generating forecast for: LEO
[2025-12-01T20:41:01.510058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEO' from 'https://tdm.silogroup.org/data/derivative_storage/LEO.csv'.
[2025-12-01T20:41:01.521164] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LEO'.
[2025-12-01T20:41:01.521488] [INFO ] [FORECASTER] Starting predict_future for LEO
[2025-12-01T20:41:01.522231] [DEBUG] [LOCAL     ] No optimal features file found for LEO: ./output/feature-sets/LEO.txt
[2025-12-01T20:41:01.522280] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:01.522310] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:01.522336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:01.522390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:01.579729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:01.580609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:01.580695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:01.580728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:01.706723] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:01.706875] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:01.706914] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:01.706944] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:01.710637] [DEBUG] [FORECASTER] LEO: Forecast T+1@11:T+2@11: DOWN (p=43.99%)
[2025-12-01T20:41:01.710964] [INFO ] [FORECASTER] Completed predict_future for LEO
[2025-12-01T20:41:01.711100] [INFO ] [sig       ] LEO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:01.855796] [INFO ] [LOCAL     ] Saved forecast: LEO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LEO.txt
[2025-12-01T20:41:01.855948] [INFO ] [sig       ] [1929/3634] Completed LEO in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-01T20:41:01.855986] [INFO ] [sig       ] [1930/3634] Forecasting LESL...
[2025-12-01T20:41:01.856014] [INFO ] [sig       ] Generating forecast for: LESL
[2025-12-01T20:41:01.856044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LESL' from 'https://tdm.silogroup.org/data/derivative_storage/LESL.csv'.
[2025-12-01T20:41:01.866958] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LESL'.
[2025-12-01T20:41:01.867303] [INFO ] [FORECASTER] Starting predict_future for LESL
[2025-12-01T20:41:01.868092] [DEBUG] [LOCAL     ] No optimal features file found for LESL: ./output/feature-sets/LESL.txt
[2025-12-01T20:41:01.868152] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:01.868187] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:01.868212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:01.868270] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:01.923939] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:01.924816] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:01.924902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:01.924932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:02.049036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:02.049188] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:02.049225] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:02.049268] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:02.052514] [DEBUG] [FORECASTER] LESL: Forecast T+1@11:T+2@11: UP (p=62.34%)
[2025-12-01T20:41:02.052797] [INFO ] [FORECASTER] Completed predict_future for LESL
[2025-12-01T20:41:02.052918] [INFO ] [sig       ] LESL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:41:02.194712] [INFO ] [LOCAL     ] Saved forecast: LESL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LESL.txt
[2025-12-01T20:41:02.194869] [INFO ] [sig       ] [1930/3634] Completed LESL in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-01T20:41:02.194910] [INFO ] [sig       ] [1931/3634] Forecasting LEVI...
[2025-12-01T20:41:02.194939] [INFO ] [sig       ] Generating forecast for: LEVI
[2025-12-01T20:41:02.194970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LEVI' from 'https://tdm.silogroup.org/data/derivative_storage/LEVI.csv'.
[2025-12-01T20:41:02.206180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LEVI'.
[2025-12-01T20:41:02.206542] [INFO ] [FORECASTER] Starting predict_future for LEVI
[2025-12-01T20:41:02.207307] [DEBUG] [LOCAL     ] No optimal features file found for LEVI: ./output/feature-sets/LEVI.txt
[2025-12-01T20:41:02.207358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:02.207389] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:02.207417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:02.207472] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:02.264808] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:02.265650] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:02.265730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:02.265763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:02.387094] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:02.387226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:02.387263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:02.387290] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:02.390492] [DEBUG] [FORECASTER] LEVI: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-01T20:41:02.390766] [INFO ] [FORECASTER] Completed predict_future for LEVI
[2025-12-01T20:41:02.390884] [INFO ] [sig       ] LEVI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:02.531938] [INFO ] [LOCAL     ] Saved forecast: LEVI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LEVI.txt
[2025-12-01T20:41:02.532064] [INFO ] [sig       ] [1931/3634] Completed LEVI in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-01T20:41:02.532100] [INFO ] [sig       ] [1932/3634] Forecasting LFMD...
[2025-12-01T20:41:02.532127] [INFO ] [sig       ] Generating forecast for: LFMD
[2025-12-01T20:41:02.532156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFMD' from 'https://tdm.silogroup.org/data/derivative_storage/LFMD.csv'.
[2025-12-01T20:41:02.543329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFMD'.
[2025-12-01T20:41:02.543609] [INFO ] [FORECASTER] Starting predict_future for LFMD
[2025-12-01T20:41:02.544331] [DEBUG] [LOCAL     ] No optimal features file found for LFMD: ./output/feature-sets/LFMD.txt
[2025-12-01T20:41:02.544379] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:02.544409] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:02.544461] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:02.544517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:02.599336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:02.599945] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:02.600021] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:02.600069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:02.720262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:02.720391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:02.720428] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:02.720454] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:02.723617] [DEBUG] [FORECASTER] LFMD: Forecast T+1@11:T+2@11: UP (p=91.41%)
[2025-12-01T20:41:02.723869] [INFO ] [FORECASTER] Completed predict_future for LFMD
[2025-12-01T20:41:02.723986] [INFO ] [sig       ] LFMD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:02.864612] [INFO ] [LOCAL     ] Saved forecast: LFMD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LFMD.txt
[2025-12-01T20:41:02.864745] [INFO ] [sig       ] [1932/3634] Completed LFMD in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-01T20:41:02.864781] [INFO ] [sig       ] [1933/3634] Forecasting LFUS...
[2025-12-01T20:41:02.864809] [INFO ] [sig       ] Generating forecast for: LFUS
[2025-12-01T20:41:02.864837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFUS' from 'https://tdm.silogroup.org/data/derivative_storage/LFUS.csv'.
[2025-12-01T20:41:02.876173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LFUS'.
[2025-12-01T20:41:02.876442] [INFO ] [FORECASTER] Starting predict_future for LFUS
[2025-12-01T20:41:02.877187] [DEBUG] [LOCAL     ] No optimal features file found for LFUS: ./output/feature-sets/LFUS.txt
[2025-12-01T20:41:02.877236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:02.877266] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:02.877291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:02.877363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:02.932108] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:02.932866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:02.932943] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:02.932973] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:03.051646] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:03.051790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:03.051830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:03.051858] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:03.055058] [DEBUG] [FORECASTER] LFUS: Forecast T+1@11:T+2@11: UP (p=67.88%)
[2025-12-01T20:41:03.055312] [INFO ] [FORECASTER] Completed predict_future for LFUS
[2025-12-01T20:41:03.055429] [INFO ] [sig       ] LFUS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:03.190179] [INFO ] [LOCAL     ] Saved forecast: LFUS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LFUS.txt
[2025-12-01T20:41:03.190296] [INFO ] [sig       ] [1933/3634] Completed LFUS in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-01T20:41:03.190331] [INFO ] [sig       ] [1934/3634] Forecasting LFVN...
[2025-12-01T20:41:03.190360] [INFO ] [sig       ] Generating forecast for: LFVN
[2025-12-01T20:41:03.190389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LFVN' from 'https://tdm.silogroup.org/data/derivative_storage/LFVN.csv'.
[2025-12-01T20:41:03.201372] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LFVN'.
[2025-12-01T20:41:03.201644] [INFO ] [FORECASTER] Starting predict_future for LFVN
[2025-12-01T20:41:03.202368] [DEBUG] [LOCAL     ] No optimal features file found for LFVN: ./output/feature-sets/LFVN.txt
[2025-12-01T20:41:03.202417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:03.202446] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:03.202500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:03.202589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:03.256635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:03.257228] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:03.257301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:03.257332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:03.371699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:03.371827] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:03.371867] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:03.371894] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:03.375064] [DEBUG] [FORECASTER] LFVN: Forecast T+1@11:T+2@11: DOWN (p=6.65%)
[2025-12-01T20:41:03.375321] [INFO ] [FORECASTER] Completed predict_future for LFVN
[2025-12-01T20:41:03.375436] [INFO ] [sig       ] LFVN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:03.511801] [INFO ] [LOCAL     ] Saved forecast: LFVN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LFVN.txt
[2025-12-01T20:41:03.511918] [INFO ] [sig       ] [1934/3634] Completed LFVN in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-01T20:41:03.511954] [INFO ] [sig       ] [1935/3634] Forecasting LGCL...
[2025-12-01T20:41:03.511982] [INFO ] [sig       ] Generating forecast for: LGCL
[2025-12-01T20:41:03.512011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGCL' from 'https://tdm.silogroup.org/data/derivative_storage/LGCL.csv'.
[2025-12-01T20:41:03.522756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGCL'.
[2025-12-01T20:41:03.523045] [INFO ] [FORECASTER] Starting predict_future for LGCL
[2025-12-01T20:41:03.523784] [DEBUG] [LOCAL     ] No optimal features file found for LGCL: ./output/feature-sets/LGCL.txt
[2025-12-01T20:41:03.523832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:03.523861] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:03.523886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:03.523940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:03.578674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:03.579252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:03.579327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:03.579357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:03.687707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:03.687817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:03.687851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:03.687878] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:03.692801] [DEBUG] [FORECASTER] LGCL: Forecast T+1@11:T+2@11: UP (p=71.07%)
[2025-12-01T20:41:03.693083] [INFO ] [FORECASTER] Completed predict_future for LGCL
[2025-12-01T20:41:03.693235] [INFO ] [sig       ] LGCL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:03.830787] [INFO ] [LOCAL     ] Saved forecast: LGCL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LGCL.txt
[2025-12-01T20:41:03.830907] [INFO ] [sig       ] [1935/3634] Completed LGCL in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-01T20:41:03.830943] [INFO ] [sig       ] [1936/3634] Forecasting LGI...
[2025-12-01T20:41:03.830971] [INFO ] [sig       ] Generating forecast for: LGI
[2025-12-01T20:41:03.831000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGI' from 'https://tdm.silogroup.org/data/derivative_storage/LGI.csv'.
[2025-12-01T20:41:03.841975] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LGI'.
[2025-12-01T20:41:03.842236] [INFO ] [FORECASTER] Starting predict_future for LGI
[2025-12-01T20:41:03.842985] [DEBUG] [LOCAL     ] No optimal features file found for LGI: ./output/feature-sets/LGI.txt
[2025-12-01T20:41:03.843034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:03.843064] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:03.843089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:03.843144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:03.897432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:03.898011] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:03.898084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:03.898114] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:04.016797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:04.016943] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:04.016980] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:04.017009] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:04.020262] [DEBUG] [FORECASTER] LGI: Forecast T+1@11:T+2@11: DOWN (p=11.43%)
[2025-12-01T20:41:04.020518] [INFO ] [FORECASTER] Completed predict_future for LGI
[2025-12-01T20:41:04.020654] [INFO ] [sig       ] LGI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:04.158977] [INFO ] [LOCAL     ] Saved forecast: LGI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LGI.txt
[2025-12-01T20:41:04.159110] [INFO ] [sig       ] [1936/3634] Completed LGI in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-01T20:41:04.159153] [INFO ] [sig       ] [1937/3634] Forecasting LGIH...
[2025-12-01T20:41:04.159214] [INFO ] [sig       ] Generating forecast for: LGIH
[2025-12-01T20:41:04.159251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGIH' from 'https://tdm.silogroup.org/data/derivative_storage/LGIH.csv'.
[2025-12-01T20:41:04.169793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGIH'.
[2025-12-01T20:41:04.170073] [INFO ] [FORECASTER] Starting predict_future for LGIH
[2025-12-01T20:41:04.170832] [DEBUG] [LOCAL     ] No optimal features file found for LGIH: ./output/feature-sets/LGIH.txt
[2025-12-01T20:41:04.170881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:04.170911] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:04.170936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:04.170990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:04.226443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:04.227053] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:04.227136] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:04.227168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:04.342253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:04.342395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:04.342431] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:04.342458] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:04.345720] [DEBUG] [FORECASTER] LGIH: Forecast T+1@11:T+2@11: UP (p=68.18%)
[2025-12-01T20:41:04.345974] [INFO ] [FORECASTER] Completed predict_future for LGIH
[2025-12-01T20:41:04.346092] [INFO ] [sig       ] LGIH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:04.485791] [INFO ] [LOCAL     ] Saved forecast: LGIH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LGIH.txt
[2025-12-01T20:41:04.485927] [INFO ] [sig       ] [1937/3634] Completed LGIH in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-01T20:41:04.485966] [INFO ] [sig       ] [1938/3634] Forecasting LGND...
[2025-12-01T20:41:04.485996] [INFO ] [sig       ] Generating forecast for: LGND
[2025-12-01T20:41:04.486041] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LGND' from 'https://tdm.silogroup.org/data/derivative_storage/LGND.csv'.
[2025-12-01T20:41:04.497451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LGND'.
[2025-12-01T20:41:04.497755] [INFO ] [FORECASTER] Starting predict_future for LGND
[2025-12-01T20:41:04.498544] [DEBUG] [LOCAL     ] No optimal features file found for LGND: ./output/feature-sets/LGND.txt
[2025-12-01T20:41:04.498620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:04.498656] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:04.498683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:04.498740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:04.555193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:04.555841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:04.555917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:04.555951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:04.673312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:04.673450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:04.673488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:04.673515] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:04.676713] [DEBUG] [FORECASTER] LGND: Forecast T+1@11:T+2@11: DOWN (p=13.52%)
[2025-12-01T20:41:04.676967] [INFO ] [FORECASTER] Completed predict_future for LGND
[2025-12-01T20:41:04.677088] [INFO ] [sig       ] LGND: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:04.816710] [INFO ] [LOCAL     ] Saved forecast: LGND	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LGND.txt
[2025-12-01T20:41:04.816855] [INFO ] [sig       ] [1938/3634] Completed LGND in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-01T20:41:04.816897] [INFO ] [sig       ] [1939/3634] Forecasting LH...
[2025-12-01T20:41:04.816926] [INFO ] [sig       ] Generating forecast for: LH
[2025-12-01T20:41:04.816956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LH' from 'https://tdm.silogroup.org/data/derivative_storage/LH.csv'.
[2025-12-01T20:41:04.827336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LH'.
[2025-12-01T20:41:04.827643] [INFO ] [FORECASTER] Starting predict_future for LH
[2025-12-01T20:41:04.828418] [DEBUG] [LOCAL     ] No optimal features file found for LH: ./output/feature-sets/LH.txt
[2025-12-01T20:41:04.828467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:04.828500] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:04.828527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:04.828601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:04.885623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:04.886300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:04.886379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:04.886412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:05.006673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:05.006817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:05.006856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:05.006885] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:05.010191] [DEBUG] [FORECASTER] LH: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-12-01T20:41:05.010449] [INFO ] [FORECASTER] Completed predict_future for LH
[2025-12-01T20:41:05.010565] [INFO ] [sig       ] LH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:05.150397] [INFO ] [LOCAL     ] Saved forecast: LH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LH.txt
[2025-12-01T20:41:05.150544] [INFO ] [sig       ] [1939/3634] Completed LH in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-01T20:41:05.150598] [INFO ] [sig       ] [1940/3634] Forecasting LHX...
[2025-12-01T20:41:05.150630] [INFO ] [sig       ] Generating forecast for: LHX
[2025-12-01T20:41:05.150658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LHX' from 'https://tdm.silogroup.org/data/derivative_storage/LHX.csv'.
[2025-12-01T20:41:05.168156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LHX'.
[2025-12-01T20:41:05.168488] [INFO ] [FORECASTER] Starting predict_future for LHX
[2025-12-01T20:41:05.169249] [DEBUG] [LOCAL     ] No optimal features file found for LHX: ./output/feature-sets/LHX.txt
[2025-12-01T20:41:05.169299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:05.169331] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:05.169357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:05.169413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:05.225528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:05.226150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:05.226226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:05.226259] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:05.345858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:05.345996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:05.346033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:05.346060] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:05.349284] [DEBUG] [FORECASTER] LHX: Forecast T+1@11:T+2@11: UP (p=92.75%)
[2025-12-01T20:41:05.349538] [INFO ] [FORECASTER] Completed predict_future for LHX
[2025-12-01T20:41:05.349673] [INFO ] [sig       ] LHX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:05.485953] [INFO ] [LOCAL     ] Saved forecast: LHX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LHX.txt
[2025-12-01T20:41:05.486082] [INFO ] [sig       ] [1940/3634] Completed LHX in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.5m
[2025-12-01T20:41:05.486118] [INFO ] [sig       ] [1941/3634] Forecasting LI...
[2025-12-01T20:41:05.486147] [INFO ] [sig       ] Generating forecast for: LI
[2025-12-01T20:41:05.486175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LI' from 'https://tdm.silogroup.org/data/derivative_storage/LI.csv'.
[2025-12-01T20:41:05.498095] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LI'.
[2025-12-01T20:41:05.498421] [INFO ] [FORECASTER] Starting predict_future for LI
[2025-12-01T20:41:05.499194] [DEBUG] [LOCAL     ] No optimal features file found for LI: ./output/feature-sets/LI.txt
[2025-12-01T20:41:05.499245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:05.499277] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:05.499305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:05.499362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:05.555266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:05.556046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:05.556131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:05.556164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:05.685065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:05.685228] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:05.685296] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:05.685326] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:05.688898] [DEBUG] [FORECASTER] LI: Forecast T+1@11:T+2@11: DOWN (p=47.06%)
[2025-12-01T20:41:05.689254] [INFO ] [FORECASTER] Completed predict_future for LI
[2025-12-01T20:41:05.689393] [INFO ] [sig       ] LI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:05.834165] [INFO ] [LOCAL     ] Saved forecast: LI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LI.txt
[2025-12-01T20:41:05.834286] [INFO ] [sig       ] [1941/3634] Completed LI in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-01T20:41:05.834322] [INFO ] [sig       ] [1942/3634] Forecasting LICN...
[2025-12-01T20:41:05.834351] [INFO ] [sig       ] Generating forecast for: LICN
[2025-12-01T20:41:05.834379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LICN' from 'https://tdm.silogroup.org/data/derivative_storage/LICN.csv'.
[2025-12-01T20:41:05.844828] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LICN'.
[2025-12-01T20:41:05.845126] [INFO ] [FORECASTER] Starting predict_future for LICN
[2025-12-01T20:41:05.845875] [DEBUG] [LOCAL     ] No optimal features file found for LICN: ./output/feature-sets/LICN.txt
[2025-12-01T20:41:05.845924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:05.845954] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:05.845980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:05.846034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:05.903714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:05.904521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:05.904647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:05.904715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:06.020894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:06.021034] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:06.021072] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:06.021102] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:06.024408] [DEBUG] [FORECASTER] LICN: Forecast T+1@11:T+2@11: DOWN (p=29.63%)
[2025-12-01T20:41:06.024686] [INFO ] [FORECASTER] Completed predict_future for LICN
[2025-12-01T20:41:06.024804] [INFO ] [sig       ] LICN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:06.161654] [INFO ] [LOCAL     ] Saved forecast: LICN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LICN.txt
[2025-12-01T20:41:06.161773] [INFO ] [sig       ] [1942/3634] Completed LICN in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-01T20:41:06.161809] [INFO ] [sig       ] [1943/3634] Forecasting LIF...
[2025-12-01T20:41:06.161837] [INFO ] [sig       ] Generating forecast for: LIF
[2025-12-01T20:41:06.161866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIF' from 'https://tdm.silogroup.org/data/derivative_storage/LIF.csv'.
[2025-12-01T20:41:06.175753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIF'.
[2025-12-01T20:41:06.176031] [INFO ] [FORECASTER] Starting predict_future for LIF
[2025-12-01T20:41:06.176779] [DEBUG] [LOCAL     ] No optimal features file found for LIF: ./output/feature-sets/LIF.txt
[2025-12-01T20:41:06.176828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:06.176858] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:06.176884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:06.176938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:06.233775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:06.234380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:06.234458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:06.234490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:06.359959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:06.360149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:06.360208] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:06.360253] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:06.364178] [DEBUG] [FORECASTER] LIF: Forecast T+1@11:T+2@11: UP (p=52.79%)
[2025-12-01T20:41:06.364537] [INFO ] [FORECASTER] Completed predict_future for LIF
[2025-12-01T20:41:06.364715] [INFO ] [sig       ] LIF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:06.511618] [INFO ] [LOCAL     ] Saved forecast: LIF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LIF.txt
[2025-12-01T20:41:06.511746] [INFO ] [sig       ] [1943/3634] Completed LIF in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-01T20:41:06.511783] [INFO ] [sig       ] [1944/3634] Forecasting LII...
[2025-12-01T20:41:06.511812] [INFO ] [sig       ] Generating forecast for: LII
[2025-12-01T20:41:06.511840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LII' from 'https://tdm.silogroup.org/data/derivative_storage/LII.csv'.
[2025-12-01T20:41:06.523087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LII'.
[2025-12-01T20:41:06.523379] [INFO ] [FORECASTER] Starting predict_future for LII
[2025-12-01T20:41:06.524184] [DEBUG] [LOCAL     ] No optimal features file found for LII: ./output/feature-sets/LII.txt
[2025-12-01T20:41:06.524234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:06.524265] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:06.524291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:06.524346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:06.582659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:06.583356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:06.583434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:06.583467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:06.702474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:06.702639] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:06.702677] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:06.702704] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:06.706000] [DEBUG] [FORECASTER] LII: Forecast T+1@11:T+2@11: UP (p=97.42%)
[2025-12-01T20:41:06.706266] [INFO ] [FORECASTER] Completed predict_future for LII
[2025-12-01T20:41:06.706395] [INFO ] [sig       ] LII: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:06.850821] [INFO ] [LOCAL     ] Saved forecast: LII	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LII.txt
[2025-12-01T20:41:06.850948] [INFO ] [sig       ] [1944/3634] Completed LII in 0.3s | 2.99 sym/s | Total: 10.8m | ETA: 9.4m
[2025-12-01T20:41:06.850984] [INFO ] [sig       ] [1945/3634] Forecasting LILA...
[2025-12-01T20:41:06.851014] [INFO ] [sig       ] Generating forecast for: LILA
[2025-12-01T20:41:06.851042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILA' from 'https://tdm.silogroup.org/data/derivative_storage/LILA.csv'.
[2025-12-01T20:41:06.861877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILA'.
[2025-12-01T20:41:06.862148] [INFO ] [FORECASTER] Starting predict_future for LILA
[2025-12-01T20:41:06.862882] [DEBUG] [LOCAL     ] No optimal features file found for LILA: ./output/feature-sets/LILA.txt
[2025-12-01T20:41:06.862930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:06.862961] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:06.862997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:06.863061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:06.920773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:06.921418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:06.921494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:06.921525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:07.041299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:07.041440] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:07.041476] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:07.041503] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:07.044726] [DEBUG] [FORECASTER] LILA: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-01T20:41:07.044983] [INFO ] [FORECASTER] Completed predict_future for LILA
[2025-12-01T20:41:07.045098] [INFO ] [sig       ] LILA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:07.195119] [INFO ] [LOCAL     ] Saved forecast: LILA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LILA.txt
[2025-12-01T20:41:07.195280] [INFO ] [sig       ] [1945/3634] Completed LILA in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-01T20:41:07.195320] [INFO ] [sig       ] [1946/3634] Forecasting LILAK...
[2025-12-01T20:41:07.195348] [INFO ] [sig       ] Generating forecast for: LILAK
[2025-12-01T20:41:07.195378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LILAK' from 'https://tdm.silogroup.org/data/derivative_storage/LILAK.csv'.
[2025-12-01T20:41:07.206053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LILAK'.
[2025-12-01T20:41:07.206341] [INFO ] [FORECASTER] Starting predict_future for LILAK
[2025-12-01T20:41:07.207086] [DEBUG] [LOCAL     ] No optimal features file found for LILAK: ./output/feature-sets/LILAK.txt
[2025-12-01T20:41:07.207135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:07.207164] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:07.207192] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:07.207248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:07.262673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:07.263301] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:07.263379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:07.263411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:07.393906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:07.394067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:07.394105] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:07.394133] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:07.397527] [DEBUG] [FORECASTER] LILAK: Forecast T+1@11:T+2@11: DOWN (p=25.05%)
[2025-12-01T20:41:07.397822] [INFO ] [FORECASTER] Completed predict_future for LILAK
[2025-12-01T20:41:07.397952] [INFO ] [sig       ] LILAK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:07.542205] [INFO ] [LOCAL     ] Saved forecast: LILAK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LILAK.txt
[2025-12-01T20:41:07.542371] [INFO ] [sig       ] [1946/3634] Completed LILAK in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-01T20:41:07.542410] [INFO ] [sig       ] [1947/3634] Forecasting LIN...
[2025-12-01T20:41:07.542440] [INFO ] [sig       ] Generating forecast for: LIN
[2025-12-01T20:41:07.542470] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIN' from 'https://tdm.silogroup.org/data/derivative_storage/LIN.csv'.
[2025-12-01T20:41:07.556362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIN'.
[2025-12-01T20:41:07.556653] [INFO ] [FORECASTER] Starting predict_future for LIN
[2025-12-01T20:41:07.557370] [DEBUG] [LOCAL     ] No optimal features file found for LIN: ./output/feature-sets/LIN.txt
[2025-12-01T20:41:07.557420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:07.557464] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:07.557491] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:07.557544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:07.614627] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:07.615470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:07.615549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:07.615603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:07.730548] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:07.730724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:07.730762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:07.730789] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:07.734081] [DEBUG] [FORECASTER] LIN: Forecast T+1@11:T+2@11: UP (p=83.09%)
[2025-12-01T20:41:07.734338] [INFO ] [FORECASTER] Completed predict_future for LIN
[2025-12-01T20:41:07.734455] [INFO ] [sig       ] LIN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:07.873628] [INFO ] [LOCAL     ] Saved forecast: LIN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LIN.txt
[2025-12-01T20:41:07.873759] [INFO ] [sig       ] [1947/3634] Completed LIN in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-01T20:41:07.873794] [INFO ] [sig       ] [1948/3634] Forecasting LINC...
[2025-12-01T20:41:07.873822] [INFO ] [sig       ] Generating forecast for: LINC
[2025-12-01T20:41:07.873851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINC' from 'https://tdm.silogroup.org/data/derivative_storage/LINC.csv'.
[2025-12-01T20:41:07.885866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINC'.
[2025-12-01T20:41:07.886154] [INFO ] [FORECASTER] Starting predict_future for LINC
[2025-12-01T20:41:07.886898] [DEBUG] [LOCAL     ] No optimal features file found for LINC: ./output/feature-sets/LINC.txt
[2025-12-01T20:41:07.886946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:07.886976] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:07.887002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:07.887055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:07.946388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:07.947216] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:07.947295] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:07.947326] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:08.059016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:08.059169] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:08.059207] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:08.059235] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:08.062791] [DEBUG] [FORECASTER] LINC: Forecast T+1@11:T+2@11: UP (p=95.91%)
[2025-12-01T20:41:08.063135] [INFO ] [FORECASTER] Completed predict_future for LINC
[2025-12-01T20:41:08.063273] [INFO ] [sig       ] LINC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:08.206834] [INFO ] [LOCAL     ] Saved forecast: LINC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LINC.txt
[2025-12-01T20:41:08.206983] [INFO ] [sig       ] [1948/3634] Completed LINC in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-01T20:41:08.207020] [INFO ] [sig       ] [1949/3634] Forecasting LIND...
[2025-12-01T20:41:08.207050] [INFO ] [sig       ] Generating forecast for: LIND
[2025-12-01T20:41:08.207078] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIND' from 'https://tdm.silogroup.org/data/derivative_storage/LIND.csv'.
[2025-12-01T20:41:08.218647] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LIND'.
[2025-12-01T20:41:08.219055] [INFO ] [FORECASTER] Starting predict_future for LIND
[2025-12-01T20:41:08.219875] [DEBUG] [LOCAL     ] No optimal features file found for LIND: ./output/feature-sets/LIND.txt
[2025-12-01T20:41:08.219926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:08.219988] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:08.220016] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:08.220073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:08.278560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:08.279417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:08.279498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:08.279531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:08.403885] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:08.404035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:08.404074] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:08.404102] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:08.407664] [DEBUG] [FORECASTER] LIND: Forecast T+1@11:T+2@11: DOWN (p=10.75%)
[2025-12-01T20:41:08.407932] [INFO ] [FORECASTER] Completed predict_future for LIND
[2025-12-01T20:41:08.408054] [INFO ] [sig       ] LIND: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:08.551957] [INFO ] [LOCAL     ] Saved forecast: LIND	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LIND.txt
[2025-12-01T20:41:08.552102] [INFO ] [sig       ] [1949/3634] Completed LIND in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-01T20:41:08.552140] [INFO ] [sig       ] [1950/3634] Forecasting LINE...
[2025-12-01T20:41:08.552168] [INFO ] [sig       ] Generating forecast for: LINE
[2025-12-01T20:41:08.552195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINE' from 'https://tdm.silogroup.org/data/derivative_storage/LINE.csv'.
[2025-12-01T20:41:08.564176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINE'.
[2025-12-01T20:41:08.564514] [INFO ] [FORECASTER] Starting predict_future for LINE
[2025-12-01T20:41:08.565290] [DEBUG] [LOCAL     ] No optimal features file found for LINE: ./output/feature-sets/LINE.txt
[2025-12-01T20:41:08.565339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:08.565369] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:08.565393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:08.565447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:08.620953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:08.621703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:08.621778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:08.621809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:08.743699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:08.743843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:08.743880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:08.743907] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:08.747173] [DEBUG] [FORECASTER] LINE: Forecast T+1@11:T+2@11: UP (p=75.82%)
[2025-12-01T20:41:08.747451] [INFO ] [FORECASTER] Completed predict_future for LINE
[2025-12-01T20:41:08.747589] [INFO ] [sig       ] LINE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:08.886675] [INFO ] [LOCAL     ] Saved forecast: LINE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LINE.txt
[2025-12-01T20:41:08.886804] [INFO ] [sig       ] [1950/3634] Completed LINE in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-01T20:41:08.886846] [INFO ] [sig       ] [1951/3634] Forecasting LINK...
[2025-12-01T20:41:08.886875] [INFO ] [sig       ] Generating forecast for: LINK
[2025-12-01T20:41:08.886903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LINK' from 'https://tdm.silogroup.org/data/derivative_storage/LINK.csv'.
[2025-12-01T20:41:08.897759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LINK'.
[2025-12-01T20:41:08.898062] [INFO ] [FORECASTER] Starting predict_future for LINK
[2025-12-01T20:41:08.898964] [DEBUG] [LOCAL     ] No optimal features file found for LINK: ./output/feature-sets/LINK.txt
[2025-12-01T20:41:08.899013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:08.899042] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:08.899069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:08.899123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:08.954690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:08.955432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:08.955507] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:08.955538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:09.063310] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:09.063456] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:09.063492] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:09.063519] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:09.066770] [DEBUG] [FORECASTER] LINK: Forecast T+1@11:T+2@11: UP (p=86.08%)
[2025-12-01T20:41:09.067027] [INFO ] [FORECASTER] Completed predict_future for LINK
[2025-12-01T20:41:09.067144] [INFO ] [sig       ] LINK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:09.205709] [INFO ] [LOCAL     ] Saved forecast: LINK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LINK.txt
[2025-12-01T20:41:09.205864] [INFO ] [sig       ] [1951/3634] Completed LINK in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-01T20:41:09.205900] [INFO ] [sig       ] [1952/3634] Forecasting LITE...
[2025-12-01T20:41:09.205930] [INFO ] [sig       ] Generating forecast for: LITE
[2025-12-01T20:41:09.205959] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITE' from 'https://tdm.silogroup.org/data/derivative_storage/LITE.csv'.
[2025-12-01T20:41:09.218195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITE'.
[2025-12-01T20:41:09.218558] [INFO ] [FORECASTER] Starting predict_future for LITE
[2025-12-01T20:41:09.219356] [DEBUG] [LOCAL     ] No optimal features file found for LITE: ./output/feature-sets/LITE.txt
[2025-12-01T20:41:09.219407] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:09.219438] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:09.219464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:09.219518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:09.277423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:09.278275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:09.278401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:09.278452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:09.405470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:09.405637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:09.405682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:09.405747] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:09.409495] [DEBUG] [FORECASTER] LITE: Forecast T+1@11:T+2@11: DOWN (p=2.45%)
[2025-12-01T20:41:09.409804] [INFO ] [FORECASTER] Completed predict_future for LITE
[2025-12-01T20:41:09.409962] [INFO ] [sig       ] LITE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:09.555401] [INFO ] [LOCAL     ] Saved forecast: LITE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LITE.txt
[2025-12-01T20:41:09.555542] [INFO ] [sig       ] [1952/3634] Completed LITE in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-01T20:41:09.555600] [INFO ] [sig       ] [1953/3634] Forecasting LITM...
[2025-12-01T20:41:09.555633] [INFO ] [sig       ] Generating forecast for: LITM
[2025-12-01T20:41:09.555662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LITM' from 'https://tdm.silogroup.org/data/derivative_storage/LITM.csv'.
[2025-12-01T20:41:09.567203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LITM'.
[2025-12-01T20:41:09.567558] [INFO ] [FORECASTER] Starting predict_future for LITM
[2025-12-01T20:41:09.568397] [DEBUG] [LOCAL     ] No optimal features file found for LITM: ./output/feature-sets/LITM.txt
[2025-12-01T20:41:09.568456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:09.568490] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:09.568524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:09.568616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:09.626498] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:09.627325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:09.627414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:09.627446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:09.752892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:09.753041] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:09.753079] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:09.753107] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:09.756706] [DEBUG] [FORECASTER] LITM: Forecast T+1@11:T+2@11: DOWN (p=20.28%)
[2025-12-01T20:41:09.756996] [INFO ] [FORECASTER] Completed predict_future for LITM
[2025-12-01T20:41:09.757125] [INFO ] [sig       ] LITM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:09.902195] [INFO ] [LOCAL     ] Saved forecast: LITM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LITM.txt
[2025-12-01T20:41:09.902347] [INFO ] [sig       ] [1953/3634] Completed LITM in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-01T20:41:09.902386] [INFO ] [sig       ] [1954/3634] Forecasting LIVN...
[2025-12-01T20:41:09.902416] [INFO ] [sig       ] Generating forecast for: LIVN
[2025-12-01T20:41:09.902445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LIVN' from 'https://tdm.silogroup.org/data/derivative_storage/LIVN.csv'.
[2025-12-01T20:41:09.914346] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LIVN'.
[2025-12-01T20:41:09.914757] [INFO ] [FORECASTER] Starting predict_future for LIVN
[2025-12-01T20:41:09.915524] [DEBUG] [LOCAL     ] No optimal features file found for LIVN: ./output/feature-sets/LIVN.txt
[2025-12-01T20:41:09.915594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:09.915629] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:09.915655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:09.915711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:09.977743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:09.978681] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:09.978775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:09.978813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:10.105158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:10.105322] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:10.105381] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:10.105412] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:10.108876] [DEBUG] [FORECASTER] LIVN: Forecast T+1@11:T+2@11: DOWN (p=31.07%)
[2025-12-01T20:41:10.109162] [INFO ] [FORECASTER] Completed predict_future for LIVN
[2025-12-01T20:41:10.109292] [INFO ] [sig       ] LIVN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:10.263428] [INFO ] [LOCAL     ] Saved forecast: LIVN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LIVN.txt
[2025-12-01T20:41:10.263591] [INFO ] [sig       ] [1954/3634] Completed LIVN in 0.4s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-01T20:41:10.263630] [INFO ] [sig       ] [1955/3634] Forecasting LKFN...
[2025-12-01T20:41:10.263657] [INFO ] [sig       ] Generating forecast for: LKFN
[2025-12-01T20:41:10.263686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKFN' from 'https://tdm.silogroup.org/data/derivative_storage/LKFN.csv'.
[2025-12-01T20:41:10.275694] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKFN'.
[2025-12-01T20:41:10.276081] [INFO ] [FORECASTER] Starting predict_future for LKFN
[2025-12-01T20:41:10.276868] [DEBUG] [LOCAL     ] No optimal features file found for LKFN: ./output/feature-sets/LKFN.txt
[2025-12-01T20:41:10.276918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:10.276948] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:10.276974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:10.277028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:10.333717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:10.334620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:10.334706] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:10.334739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:10.451444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:10.451611] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:10.451651] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:10.451679] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:10.454951] [DEBUG] [FORECASTER] LKFN: Forecast T+1@11:T+2@11: UP (p=64.95%)
[2025-12-01T20:41:10.455217] [INFO ] [FORECASTER] Completed predict_future for LKFN
[2025-12-01T20:41:10.455340] [INFO ] [sig       ] LKFN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:10.602447] [INFO ] [LOCAL     ] Saved forecast: LKFN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LKFN.txt
[2025-12-01T20:41:10.602609] [INFO ] [sig       ] [1955/3634] Completed LKFN in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-01T20:41:10.602649] [INFO ] [sig       ] [1956/3634] Forecasting LKQ...
[2025-12-01T20:41:10.602679] [INFO ] [sig       ] Generating forecast for: LKQ
[2025-12-01T20:41:10.602707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LKQ' from 'https://tdm.silogroup.org/data/derivative_storage/LKQ.csv'.
[2025-12-01T20:41:10.613764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LKQ'.
[2025-12-01T20:41:10.614061] [INFO ] [FORECASTER] Starting predict_future for LKQ
[2025-12-01T20:41:10.614816] [DEBUG] [LOCAL     ] No optimal features file found for LKQ: ./output/feature-sets/LKQ.txt
[2025-12-01T20:41:10.614865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:10.614895] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:10.614921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:10.614975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:10.671331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:10.672067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:10.672146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:10.672179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:10.787861] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:10.788017] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:10.788056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:10.788085] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:10.791514] [DEBUG] [FORECASTER] LKQ: Forecast T+1@11:T+2@11: UP (p=50.62%)
[2025-12-01T20:41:10.791818] [INFO ] [FORECASTER] Completed predict_future for LKQ
[2025-12-01T20:41:10.791964] [INFO ] [sig       ] LKQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:10.938024] [INFO ] [LOCAL     ] Saved forecast: LKQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LKQ.txt
[2025-12-01T20:41:10.938150] [INFO ] [sig       ] [1956/3634] Completed LKQ in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-01T20:41:10.938187] [INFO ] [sig       ] [1957/3634] Forecasting LLY...
[2025-12-01T20:41:10.938216] [INFO ] [sig       ] Generating forecast for: LLY
[2025-12-01T20:41:10.938244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLY' from 'https://tdm.silogroup.org/data/derivative_storage/LLY.csv'.
[2025-12-01T20:41:10.949747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLY'.
[2025-12-01T20:41:10.950085] [INFO ] [FORECASTER] Starting predict_future for LLY
[2025-12-01T20:41:10.950839] [DEBUG] [LOCAL     ] No optimal features file found for LLY: ./output/feature-sets/LLY.txt
[2025-12-01T20:41:10.950887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:10.950917] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:10.950942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:10.950995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:11.005858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:11.006497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:11.006591] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:11.006626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:11.124435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:11.124608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:11.124647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:11.124674] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:11.127996] [DEBUG] [FORECASTER] LLY: Forecast T+1@11:T+2@11: UP (p=65.51%)
[2025-12-01T20:41:11.128297] [INFO ] [FORECASTER] Completed predict_future for LLY
[2025-12-01T20:41:11.128443] [INFO ] [sig       ] LLY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:11.273071] [INFO ] [LOCAL     ] Saved forecast: LLY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LLY.txt
[2025-12-01T20:41:11.273227] [INFO ] [sig       ] [1957/3634] Completed LLY in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-01T20:41:11.273265] [INFO ] [sig       ] [1958/3634] Forecasting LLYVA...
[2025-12-01T20:41:11.273293] [INFO ] [sig       ] Generating forecast for: LLYVA
[2025-12-01T20:41:11.273323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVA' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVA.csv'.
[2025-12-01T20:41:11.284626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LLYVA'.
[2025-12-01T20:41:11.284942] [INFO ] [FORECASTER] Starting predict_future for LLYVA
[2025-12-01T20:41:11.285711] [DEBUG] [LOCAL     ] No optimal features file found for LLYVA: ./output/feature-sets/LLYVA.txt
[2025-12-01T20:41:11.285760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:11.285803] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:11.285830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:11.285884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:11.345349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:11.346237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:11.346329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:11.346363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:11.462762] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:11.462910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:11.462947] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:11.462975] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:11.466320] [DEBUG] [FORECASTER] LLYVA: Forecast T+1@11:T+2@11: DOWN (p=39.17%)
[2025-12-01T20:41:11.466601] [INFO ] [FORECASTER] Completed predict_future for LLYVA
[2025-12-01T20:41:11.466724] [INFO ] [sig       ] LLYVA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:11.610418] [INFO ] [LOCAL     ] Saved forecast: LLYVA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LLYVA.txt
[2025-12-01T20:41:11.610589] [INFO ] [sig       ] [1958/3634] Completed LLYVA in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.4m
[2025-12-01T20:41:11.610628] [INFO ] [sig       ] [1959/3634] Forecasting LLYVK...
[2025-12-01T20:41:11.610658] [INFO ] [sig       ] Generating forecast for: LLYVK
[2025-12-01T20:41:11.610686] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LLYVK' from 'https://tdm.silogroup.org/data/derivative_storage/LLYVK.csv'.
[2025-12-01T20:41:11.622749] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LLYVK'.
[2025-12-01T20:41:11.623116] [INFO ] [FORECASTER] Starting predict_future for LLYVK
[2025-12-01T20:41:11.623945] [DEBUG] [LOCAL     ] No optimal features file found for LLYVK: ./output/feature-sets/LLYVK.txt
[2025-12-01T20:41:11.623997] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:11.624028] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:11.624056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:11.624112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:11.681382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:11.682241] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:11.682356] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:11.682390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:11.797843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:11.797991] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:11.798028] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:11.798055] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:11.801322] [DEBUG] [FORECASTER] LLYVK: Forecast T+1@11:T+2@11: DOWN (p=0.46%)
[2025-12-01T20:41:11.801598] [INFO ] [FORECASTER] Completed predict_future for LLYVK
[2025-12-01T20:41:11.801745] [INFO ] [sig       ] LLYVK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:11.937777] [INFO ] [LOCAL     ] Saved forecast: LLYVK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LLYVK.txt
[2025-12-01T20:41:11.937908] [INFO ] [sig       ] [1959/3634] Completed LLYVK in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-01T20:41:11.937945] [INFO ] [sig       ] [1960/3634] Forecasting LMB...
[2025-12-01T20:41:11.937973] [INFO ] [sig       ] Generating forecast for: LMB
[2025-12-01T20:41:11.938002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMB' from 'https://tdm.silogroup.org/data/derivative_storage/LMB.csv'.
[2025-12-01T20:41:11.948930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMB'.
[2025-12-01T20:41:11.949228] [INFO ] [FORECASTER] Starting predict_future for LMB
[2025-12-01T20:41:11.949980] [DEBUG] [LOCAL     ] No optimal features file found for LMB: ./output/feature-sets/LMB.txt
[2025-12-01T20:41:11.950029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:11.950060] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:11.950085] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:11.950139] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:12.005334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:12.006170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:12.006247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:12.006278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:12.125504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:12.125675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:12.125713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:12.125741] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:12.129070] [DEBUG] [FORECASTER] LMB: Forecast T+1@11:T+2@11: DOWN (p=3.40%)
[2025-12-01T20:41:12.129353] [INFO ] [FORECASTER] Completed predict_future for LMB
[2025-12-01T20:41:12.129475] [INFO ] [sig       ] LMB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:12.266854] [INFO ] [LOCAL     ] Saved forecast: LMB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LMB.txt
[2025-12-01T20:41:12.266977] [INFO ] [sig       ] [1960/3634] Completed LMB in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-01T20:41:12.267013] [INFO ] [sig       ] [1961/3634] Forecasting LMBS...
[2025-12-01T20:41:12.267043] [INFO ] [sig       ] Generating forecast for: LMBS
[2025-12-01T20:41:12.267071] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMBS' from 'https://tdm.silogroup.org/data/derivative_storage/LMBS.csv'.
[2025-12-01T20:41:12.278545] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LMBS'.
[2025-12-01T20:41:12.278838] [INFO ] [FORECASTER] Starting predict_future for LMBS
[2025-12-01T20:41:12.279592] [DEBUG] [LOCAL     ] No optimal features file found for LMBS: ./output/feature-sets/LMBS.txt
[2025-12-01T20:41:12.279642] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:12.279672] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:12.279697] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:12.279751] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:12.335012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:12.335832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:12.335913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:12.335945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:12.456397] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:12.456592] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:12.456632] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:12.456659] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:12.460048] [DEBUG] [FORECASTER] LMBS: Forecast T+1@11:T+2@11: UP (p=86.89%)
[2025-12-01T20:41:12.460310] [INFO ] [FORECASTER] Completed predict_future for LMBS
[2025-12-01T20:41:12.460428] [INFO ] [sig       ] LMBS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:41:12.602551] [INFO ] [LOCAL     ] Saved forecast: LMBS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LMBS.txt
[2025-12-01T20:41:12.602719] [INFO ] [sig       ] [1961/3634] Completed LMBS in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-01T20:41:12.602757] [INFO ] [sig       ] [1962/3634] Forecasting LMND...
[2025-12-01T20:41:12.602793] [INFO ] [sig       ] Generating forecast for: LMND
[2025-12-01T20:41:12.602852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LMND' from 'https://tdm.silogroup.org/data/derivative_storage/LMND.csv'.
[2025-12-01T20:41:12.614268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LMND'.
[2025-12-01T20:41:12.614541] [INFO ] [FORECASTER] Starting predict_future for LMND
[2025-12-01T20:41:12.615293] [DEBUG] [LOCAL     ] No optimal features file found for LMND: ./output/feature-sets/LMND.txt
[2025-12-01T20:41:12.615343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:12.615375] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:12.615401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:12.615455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:12.671439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:12.672081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:12.672157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:12.672189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:12.796184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:12.796350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:12.796388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:12.796415] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:12.799857] [DEBUG] [FORECASTER] LMND: Forecast T+1@11:T+2@11: DOWN (p=32.57%)
[2025-12-01T20:41:12.800126] [INFO ] [FORECASTER] Completed predict_future for LMND
[2025-12-01T20:41:12.800254] [INFO ] [sig       ] LMND: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:12.940392] [INFO ] [LOCAL     ] Saved forecast: LMND	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LMND.txt
[2025-12-01T20:41:12.940547] [INFO ] [sig       ] [1962/3634] Completed LMND in 0.3s | 2.99 sym/s | Total: 10.9m | ETA: 9.3m
[2025-12-01T20:41:12.940610] [INFO ] [sig       ] [1963/3634] Forecasting LNC...
[2025-12-01T20:41:12.940642] [INFO ] [sig       ] Generating forecast for: LNC
[2025-12-01T20:41:12.940670] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNC' from 'https://tdm.silogroup.org/data/derivative_storage/LNC.csv'.
[2025-12-01T20:41:12.951860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNC'.
[2025-12-01T20:41:12.952115] [INFO ] [FORECASTER] Starting predict_future for LNC
[2025-12-01T20:41:12.952885] [DEBUG] [LOCAL     ] No optimal features file found for LNC: ./output/feature-sets/LNC.txt
[2025-12-01T20:41:12.952939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:12.952978] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:12.953012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:12.953068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:13.010348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:13.011136] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:13.011216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:13.011248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:13.133171] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:13.133305] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:13.133342] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:13.133368] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:13.136662] [DEBUG] [FORECASTER] LNC: Forecast T+1@11:T+2@11: DOWN (p=6.12%)
[2025-12-01T20:41:13.136921] [INFO ] [FORECASTER] Completed predict_future for LNC
[2025-12-01T20:41:13.137038] [INFO ] [sig       ] LNC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:13.317483] [INFO ] [LOCAL     ] Saved forecast: LNC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LNC.txt
[2025-12-01T20:41:13.317638] [INFO ] [sig       ] [1963/3634] Completed LNC in 0.4s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-01T20:41:13.317676] [INFO ] [sig       ] [1964/3634] Forecasting LND...
[2025-12-01T20:41:13.317705] [INFO ] [sig       ] Generating forecast for: LND
[2025-12-01T20:41:13.317743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LND' from 'https://tdm.silogroup.org/data/derivative_storage/LND.csv'.
[2025-12-01T20:41:13.329091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LND'.
[2025-12-01T20:41:13.329456] [INFO ] [FORECASTER] Starting predict_future for LND
[2025-12-01T20:41:13.330428] [DEBUG] [LOCAL     ] No optimal features file found for LND: ./output/feature-sets/LND.txt
[2025-12-01T20:41:13.330478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:13.330509] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:13.330536] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:13.330609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:13.394228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:13.395200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:13.395293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:13.395332] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:13.512678] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:13.512849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:13.512893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:13.512921] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:13.516204] [DEBUG] [FORECASTER] LND: Forecast T+1@11:T+2@11: DOWN (p=0.84%)
[2025-12-01T20:41:13.516460] [INFO ] [FORECASTER] Completed predict_future for LND
[2025-12-01T20:41:13.516605] [INFO ] [sig       ] LND: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:13.656512] [INFO ] [LOCAL     ] Saved forecast: LND	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LND.txt
[2025-12-01T20:41:13.656656] [INFO ] [sig       ] [1964/3634] Completed LND in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-01T20:41:13.656694] [INFO ] [sig       ] [1965/3634] Forecasting LNG...
[2025-12-01T20:41:13.656721] [INFO ] [sig       ] Generating forecast for: LNG
[2025-12-01T20:41:13.656749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNG' from 'https://tdm.silogroup.org/data/derivative_storage/LNG.csv'.
[2025-12-01T20:41:13.668444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNG'.
[2025-12-01T20:41:13.668780] [INFO ] [FORECASTER] Starting predict_future for LNG
[2025-12-01T20:41:13.669604] [DEBUG] [LOCAL     ] No optimal features file found for LNG: ./output/feature-sets/LNG.txt
[2025-12-01T20:41:13.669654] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:13.669687] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:13.669714] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:13.669769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:13.727749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:13.728490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:13.728569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:13.728620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:13.847792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:13.847938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:13.847976] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:13.848023] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:13.851387] [DEBUG] [FORECASTER] LNG: Forecast T+1@11:T+2@11: UP (p=93.64%)
[2025-12-01T20:41:13.851667] [INFO ] [FORECASTER] Completed predict_future for LNG
[2025-12-01T20:41:13.851789] [INFO ] [sig       ] LNG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:13.993245] [INFO ] [LOCAL     ] Saved forecast: LNG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LNG.txt
[2025-12-01T20:41:13.993378] [INFO ] [sig       ] [1965/3634] Completed LNG in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-01T20:41:13.993416] [INFO ] [sig       ] [1966/3634] Forecasting LNKB...
[2025-12-01T20:41:13.993446] [INFO ] [sig       ] Generating forecast for: LNKB
[2025-12-01T20:41:13.993473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNKB' from 'https://tdm.silogroup.org/data/derivative_storage/LNKB.csv'.
[2025-12-01T20:41:14.004447] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LNKB'.
[2025-12-01T20:41:14.004756] [INFO ] [FORECASTER] Starting predict_future for LNKB
[2025-12-01T20:41:14.005476] [DEBUG] [LOCAL     ] No optimal features file found for LNKB: ./output/feature-sets/LNKB.txt
[2025-12-01T20:41:14.005525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:14.005598] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:14.005627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:14.005681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:14.060798] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:14.061377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:14.061451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:14.061481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:14.170992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:14.171135] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:14.171173] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:14.171201] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:14.174591] [DEBUG] [FORECASTER] LNKB: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-01T20:41:14.174845] [INFO ] [FORECASTER] Completed predict_future for LNKB
[2025-12-01T20:41:14.174960] [INFO ] [sig       ] LNKB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:14.318819] [INFO ] [LOCAL     ] Saved forecast: LNKB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LNKB.txt
[2025-12-01T20:41:14.318946] [INFO ] [sig       ] [1966/3634] Completed LNKB in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-01T20:41:14.318984] [INFO ] [sig       ] [1967/3634] Forecasting LNN...
[2025-12-01T20:41:14.319011] [INFO ] [sig       ] Generating forecast for: LNN
[2025-12-01T20:41:14.319039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNN' from 'https://tdm.silogroup.org/data/derivative_storage/LNN.csv'.
[2025-12-01T20:41:14.329935] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LNN'.
[2025-12-01T20:41:14.330194] [INFO ] [FORECASTER] Starting predict_future for LNN
[2025-12-01T20:41:14.330935] [DEBUG] [LOCAL     ] No optimal features file found for LNN: ./output/feature-sets/LNN.txt
[2025-12-01T20:41:14.330987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:14.331017] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:14.331042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:14.331097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:14.385891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:14.386479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:14.386553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:14.386613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:14.507790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:14.507898] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:14.507933] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:14.507959] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:14.511126] [DEBUG] [FORECASTER] LNN: Forecast T+1@11:T+2@11: DOWN (p=14.45%)
[2025-12-01T20:41:14.511393] [INFO ] [FORECASTER] Completed predict_future for LNN
[2025-12-01T20:41:14.511525] [INFO ] [sig       ] LNN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:14.651506] [INFO ] [LOCAL     ] Saved forecast: LNN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LNN.txt
[2025-12-01T20:41:14.651657] [INFO ] [sig       ] [1967/3634] Completed LNN in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-01T20:41:14.651699] [INFO ] [sig       ] [1968/3634] Forecasting LNTH...
[2025-12-01T20:41:14.651728] [INFO ] [sig       ] Generating forecast for: LNTH
[2025-12-01T20:41:14.651764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNTH' from 'https://tdm.silogroup.org/data/derivative_storage/LNTH.csv'.
[2025-12-01T20:41:14.662679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNTH'.
[2025-12-01T20:41:14.662938] [INFO ] [FORECASTER] Starting predict_future for LNTH
[2025-12-01T20:41:14.663680] [DEBUG] [LOCAL     ] No optimal features file found for LNTH: ./output/feature-sets/LNTH.txt
[2025-12-01T20:41:14.663730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:14.663760] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:14.663784] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:14.663838] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:14.718207] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:14.718835] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:14.718909] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:14.718940] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:14.836316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:14.836469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:14.836509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:14.836537] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:14.839939] [DEBUG] [FORECASTER] LNTH: Forecast T+1@11:T+2@11: UP (p=86.65%)
[2025-12-01T20:41:14.840201] [INFO ] [FORECASTER] Completed predict_future for LNTH
[2025-12-01T20:41:14.840325] [INFO ] [sig       ] LNTH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:14.981139] [INFO ] [LOCAL     ] Saved forecast: LNTH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LNTH.txt
[2025-12-01T20:41:14.981262] [INFO ] [sig       ] [1968/3634] Completed LNTH in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-01T20:41:14.981299] [INFO ] [sig       ] [1969/3634] Forecasting LNZA...
[2025-12-01T20:41:14.981330] [INFO ] [sig       ] Generating forecast for: LNZA
[2025-12-01T20:41:14.981362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LNZA' from 'https://tdm.silogroup.org/data/derivative_storage/LNZA.csv'.
[2025-12-01T20:41:14.991801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LNZA'.
[2025-12-01T20:41:14.992068] [INFO ] [FORECASTER] Starting predict_future for LNZA
[2025-12-01T20:41:14.992829] [DEBUG] [LOCAL     ] No optimal features file found for LNZA: ./output/feature-sets/LNZA.txt
[2025-12-01T20:41:14.992880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:14.992913] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:14.992952] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:14.993010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:15.049477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:15.050110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:15.050189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:15.050223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:15.168657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:15.168810] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:15.168850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:15.168925] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:15.172280] [DEBUG] [FORECASTER] LNZA: Forecast T+1@11:T+2@11: DOWN (p=7.73%)
[2025-12-01T20:41:15.172552] [INFO ] [FORECASTER] Completed predict_future for LNZA
[2025-12-01T20:41:15.172695] [INFO ] [sig       ] LNZA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:15.312625] [INFO ] [LOCAL     ] Saved forecast: LNZA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LNZA.txt
[2025-12-01T20:41:15.312742] [INFO ] [sig       ] [1969/3634] Completed LNZA in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-01T20:41:15.312777] [INFO ] [sig       ] [1970/3634] Forecasting LOAN...
[2025-12-01T20:41:15.312806] [INFO ] [sig       ] Generating forecast for: LOAN
[2025-12-01T20:41:15.312835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOAN' from 'https://tdm.silogroup.org/data/derivative_storage/LOAN.csv'.
[2025-12-01T20:41:15.323777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOAN'.
[2025-12-01T20:41:15.324070] [INFO ] [FORECASTER] Starting predict_future for LOAN
[2025-12-01T20:41:15.324826] [DEBUG] [LOCAL     ] No optimal features file found for LOAN: ./output/feature-sets/LOAN.txt
[2025-12-01T20:41:15.324875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:15.324905] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:15.324931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:15.324986] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:15.380428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:15.381453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:15.381541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:15.381593] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:15.493811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:15.493957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:15.493995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:15.494021] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:15.497475] [DEBUG] [FORECASTER] LOAN: Forecast T+1@11:T+2@11: DOWN (p=33.06%)
[2025-12-01T20:41:15.497803] [INFO ] [FORECASTER] Completed predict_future for LOAN
[2025-12-01T20:41:15.497933] [INFO ] [sig       ] LOAN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:15.637079] [INFO ] [LOCAL     ] Saved forecast: LOAN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LOAN.txt
[2025-12-01T20:41:15.637215] [INFO ] [sig       ] [1970/3634] Completed LOAN in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-01T20:41:15.637253] [INFO ] [sig       ] [1971/3634] Forecasting LOB...
[2025-12-01T20:41:15.637282] [INFO ] [sig       ] Generating forecast for: LOB
[2025-12-01T20:41:15.637311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOB' from 'https://tdm.silogroup.org/data/derivative_storage/LOB.csv'.
[2025-12-01T20:41:15.648264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOB'.
[2025-12-01T20:41:15.648724] [INFO ] [FORECASTER] Starting predict_future for LOB
[2025-12-01T20:41:15.649524] [DEBUG] [LOCAL     ] No optimal features file found for LOB: ./output/feature-sets/LOB.txt
[2025-12-01T20:41:15.649590] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:15.649621] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:15.649646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:15.649700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:15.704373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:15.705002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:15.705082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:15.705112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:15.825621] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:15.825768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:15.825804] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:15.825831] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:15.829084] [DEBUG] [FORECASTER] LOB: Forecast T+1@11:T+2@11: UP (p=91.43%)
[2025-12-01T20:41:15.829349] [INFO ] [FORECASTER] Completed predict_future for LOB
[2025-12-01T20:41:15.829489] [INFO ] [sig       ] LOB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:15.966502] [INFO ] [LOCAL     ] Saved forecast: LOB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LOB.txt
[2025-12-01T20:41:15.966646] [INFO ] [sig       ] [1971/3634] Completed LOB in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-01T20:41:15.966684] [INFO ] [sig       ] [1972/3634] Forecasting LOCO...
[2025-12-01T20:41:15.966712] [INFO ] [sig       ] Generating forecast for: LOCO
[2025-12-01T20:41:15.966741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOCO' from 'https://tdm.silogroup.org/data/derivative_storage/LOCO.csv'.
[2025-12-01T20:41:15.977962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOCO'.
[2025-12-01T20:41:15.978292] [INFO ] [FORECASTER] Starting predict_future for LOCO
[2025-12-01T20:41:15.979088] [DEBUG] [LOCAL     ] No optimal features file found for LOCO: ./output/feature-sets/LOCO.txt
[2025-12-01T20:41:15.979138] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:15.979167] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:15.979193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:15.979248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:16.035441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:16.036125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:16.036200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:16.036230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:16.156766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:16.156934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:16.156971] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:16.156998] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:16.160309] [DEBUG] [FORECASTER] LOCO: Forecast T+1@11:T+2@11: UP (p=63.26%)
[2025-12-01T20:41:16.160590] [INFO ] [FORECASTER] Completed predict_future for LOCO
[2025-12-01T20:41:16.160719] [INFO ] [sig       ] LOCO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:16.296340] [INFO ] [LOCAL     ] Saved forecast: LOCO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LOCO.txt
[2025-12-01T20:41:16.296462] [INFO ] [sig       ] [1972/3634] Completed LOCO in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-01T20:41:16.296499] [INFO ] [sig       ] [1973/3634] Forecasting LOGI...
[2025-12-01T20:41:16.296526] [INFO ] [sig       ] Generating forecast for: LOGI
[2025-12-01T20:41:16.296563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOGI' from 'https://tdm.silogroup.org/data/derivative_storage/LOGI.csv'.
[2025-12-01T20:41:16.307708] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOGI'.
[2025-12-01T20:41:16.307965] [INFO ] [FORECASTER] Starting predict_future for LOGI
[2025-12-01T20:41:16.308735] [DEBUG] [LOCAL     ] No optimal features file found for LOGI: ./output/feature-sets/LOGI.txt
[2025-12-01T20:41:16.308784] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:16.308814] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:16.308840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:16.308894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:16.365135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:16.365915] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:16.365992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:16.366023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:16.487225] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:16.487375] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:16.487412] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:16.487438] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:16.490746] [DEBUG] [FORECASTER] LOGI: Forecast T+1@11:T+2@11: DOWN (p=15.47%)
[2025-12-01T20:41:16.491009] [INFO ] [FORECASTER] Completed predict_future for LOGI
[2025-12-01T20:41:16.491130] [INFO ] [sig       ] LOGI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:16.630524] [INFO ] [LOCAL     ] Saved forecast: LOGI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LOGI.txt
[2025-12-01T20:41:16.630667] [INFO ] [sig       ] [1973/3634] Completed LOGI in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-01T20:41:16.630705] [INFO ] [sig       ] [1974/3634] Forecasting LOMA...
[2025-12-01T20:41:16.630734] [INFO ] [sig       ] Generating forecast for: LOMA
[2025-12-01T20:41:16.630762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOMA' from 'https://tdm.silogroup.org/data/derivative_storage/LOMA.csv'.
[2025-12-01T20:41:16.642797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOMA'.
[2025-12-01T20:41:16.643145] [INFO ] [FORECASTER] Starting predict_future for LOMA
[2025-12-01T20:41:16.643928] [DEBUG] [LOCAL     ] No optimal features file found for LOMA: ./output/feature-sets/LOMA.txt
[2025-12-01T20:41:16.643977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:16.644007] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:16.644032] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:16.644087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:16.699382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:16.700124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:16.700204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:16.700235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:16.824434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:16.824629] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:16.824679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:16.824713] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:16.828669] [DEBUG] [FORECASTER] LOMA: Forecast T+1@11:T+2@11: DOWN (p=8.53%)
[2025-12-01T20:41:16.828993] [INFO ] [FORECASTER] Completed predict_future for LOMA
[2025-12-01T20:41:16.829138] [INFO ] [sig       ] LOMA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:16.973672] [INFO ] [LOCAL     ] Saved forecast: LOMA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LOMA.txt
[2025-12-01T20:41:16.973827] [INFO ] [sig       ] [1974/3634] Completed LOMA in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-01T20:41:16.973864] [INFO ] [sig       ] [1975/3634] Forecasting LOPE...
[2025-12-01T20:41:16.973893] [INFO ] [sig       ] Generating forecast for: LOPE
[2025-12-01T20:41:16.973920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOPE' from 'https://tdm.silogroup.org/data/derivative_storage/LOPE.csv'.
[2025-12-01T20:41:16.988152] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOPE'.
[2025-12-01T20:41:16.988621] [INFO ] [FORECASTER] Starting predict_future for LOPE
[2025-12-01T20:41:16.989674] [DEBUG] [LOCAL     ] No optimal features file found for LOPE: ./output/feature-sets/LOPE.txt
[2025-12-01T20:41:16.989738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:16.989783] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:16.989821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:16.989901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:17.053315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:17.054226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:17.054317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:17.054350] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:17.176727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:17.176916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:17.176959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:17.176987] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:17.180361] [DEBUG] [FORECASTER] LOPE: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2025-12-01T20:41:17.180661] [INFO ] [FORECASTER] Completed predict_future for LOPE
[2025-12-01T20:41:17.180787] [INFO ] [sig       ] LOPE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:17.322245] [INFO ] [LOCAL     ] Saved forecast: LOPE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LOPE.txt
[2025-12-01T20:41:17.322388] [INFO ] [sig       ] [1975/3634] Completed LOPE in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-01T20:41:17.322425] [INFO ] [sig       ] [1976/3634] Forecasting LOVE...
[2025-12-01T20:41:17.322453] [INFO ] [sig       ] Generating forecast for: LOVE
[2025-12-01T20:41:17.322483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LOVE' from 'https://tdm.silogroup.org/data/derivative_storage/LOVE.csv'.
[2025-12-01T20:41:17.333547] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LOVE'.
[2025-12-01T20:41:17.333914] [INFO ] [FORECASTER] Starting predict_future for LOVE
[2025-12-01T20:41:17.334665] [DEBUG] [LOCAL     ] No optimal features file found for LOVE: ./output/feature-sets/LOVE.txt
[2025-12-01T20:41:17.334715] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:17.334744] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:17.334770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:17.334825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:17.392085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:17.392926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:17.393061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:17.393110] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:17.514421] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:17.514600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:17.514639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:17.514666] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:17.518097] [DEBUG] [FORECASTER] LOVE: Forecast T+1@11:T+2@11: UP (p=59.88%)
[2025-12-01T20:41:17.518464] [INFO ] [FORECASTER] Completed predict_future for LOVE
[2025-12-01T20:41:17.518623] [INFO ] [sig       ] LOVE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:17.665220] [INFO ] [LOCAL     ] Saved forecast: LOVE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LOVE.txt
[2025-12-01T20:41:17.665368] [INFO ] [sig       ] [1976/3634] Completed LOVE in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.3m
[2025-12-01T20:41:17.665405] [INFO ] [sig       ] [1977/3634] Forecasting LPCN...
[2025-12-01T20:41:17.665434] [INFO ] [sig       ] Generating forecast for: LPCN
[2025-12-01T20:41:17.665462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPCN' from 'https://tdm.silogroup.org/data/derivative_storage/LPCN.csv'.
[2025-12-01T20:41:17.676282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPCN'.
[2025-12-01T20:41:17.676660] [INFO ] [FORECASTER] Starting predict_future for LPCN
[2025-12-01T20:41:17.677480] [DEBUG] [LOCAL     ] No optimal features file found for LPCN: ./output/feature-sets/LPCN.txt
[2025-12-01T20:41:17.677532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:17.677563] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:17.677611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:17.677668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:17.734822] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:17.735674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:17.735754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:17.735786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:17.844997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:17.845147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:17.845184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:17.845210] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:17.848500] [DEBUG] [FORECASTER] LPCN: Forecast T+1@11:T+2@11: DOWN (p=27.01%)
[2025-12-01T20:41:17.848797] [INFO ] [FORECASTER] Completed predict_future for LPCN
[2025-12-01T20:41:17.848923] [INFO ] [sig       ] LPCN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:17.997127] [INFO ] [LOCAL     ] Saved forecast: LPCN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LPCN.txt
[2025-12-01T20:41:17.997270] [INFO ] [sig       ] [1977/3634] Completed LPCN in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-01T20:41:17.997308] [INFO ] [sig       ] [1978/3634] Forecasting LPG...
[2025-12-01T20:41:17.997336] [INFO ] [sig       ] Generating forecast for: LPG
[2025-12-01T20:41:17.997365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPG' from 'https://tdm.silogroup.org/data/derivative_storage/LPG.csv'.
[2025-12-01T20:41:18.007766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPG'.
[2025-12-01T20:41:18.008056] [INFO ] [FORECASTER] Starting predict_future for LPG
[2025-12-01T20:41:18.008833] [DEBUG] [LOCAL     ] No optimal features file found for LPG: ./output/feature-sets/LPG.txt
[2025-12-01T20:41:18.008883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:18.008912] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:18.008938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:18.008992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:18.063277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:18.063907] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:18.063982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:18.064013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:18.183884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:18.184031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:18.184067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:18.184095] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:18.187359] [DEBUG] [FORECASTER] LPG: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-01T20:41:18.187630] [INFO ] [FORECASTER] Completed predict_future for LPG
[2025-12-01T20:41:18.187747] [INFO ] [sig       ] LPG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:18.328527] [INFO ] [LOCAL     ] Saved forecast: LPG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LPG.txt
[2025-12-01T20:41:18.328678] [INFO ] [sig       ] [1978/3634] Completed LPG in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-01T20:41:18.328717] [INFO ] [sig       ] [1979/3634] Forecasting LPLA...
[2025-12-01T20:41:18.328745] [INFO ] [sig       ] Generating forecast for: LPLA
[2025-12-01T20:41:18.328774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPLA' from 'https://tdm.silogroup.org/data/derivative_storage/LPLA.csv'.
[2025-12-01T20:41:18.339902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPLA'.
[2025-12-01T20:41:18.340189] [INFO ] [FORECASTER] Starting predict_future for LPLA
[2025-12-01T20:41:18.340975] [DEBUG] [LOCAL     ] No optimal features file found for LPLA: ./output/feature-sets/LPLA.txt
[2025-12-01T20:41:18.341023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:18.341052] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:18.341077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:18.341130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:18.396884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:18.397752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:18.397830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:18.397860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:18.518026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:18.518176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:18.518212] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:18.518239] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:18.521530] [DEBUG] [FORECASTER] LPLA: Forecast T+1@11:T+2@11: UP (p=82.37%)
[2025-12-01T20:41:18.521830] [INFO ] [FORECASTER] Completed predict_future for LPLA
[2025-12-01T20:41:18.521955] [INFO ] [sig       ] LPLA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:18.667687] [INFO ] [LOCAL     ] Saved forecast: LPLA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LPLA.txt
[2025-12-01T20:41:18.667851] [INFO ] [sig       ] [1979/3634] Completed LPLA in 0.3s | 2.99 sym/s | Total: 11.0m | ETA: 9.2m
[2025-12-01T20:41:18.667890] [INFO ] [sig       ] [1980/3634] Forecasting LPRO...
[2025-12-01T20:41:18.667918] [INFO ] [sig       ] Generating forecast for: LPRO
[2025-12-01T20:41:18.667947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPRO' from 'https://tdm.silogroup.org/data/derivative_storage/LPRO.csv'.
[2025-12-01T20:41:18.679464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPRO'.
[2025-12-01T20:41:18.679809] [INFO ] [FORECASTER] Starting predict_future for LPRO
[2025-12-01T20:41:18.680602] [DEBUG] [LOCAL     ] No optimal features file found for LPRO: ./output/feature-sets/LPRO.txt
[2025-12-01T20:41:18.680652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:18.680683] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:18.680708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:18.680773] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:18.736462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:18.737075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:18.737150] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:18.737181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:18.855292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:18.855429] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:18.855465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:18.855492] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:18.858763] [DEBUG] [FORECASTER] LPRO: Forecast T+1@11:T+2@11: UP (p=89.36%)
[2025-12-01T20:41:18.859019] [INFO ] [FORECASTER] Completed predict_future for LPRO
[2025-12-01T20:41:18.859140] [INFO ] [sig       ] LPRO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:18.998071] [INFO ] [LOCAL     ] Saved forecast: LPRO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LPRO.txt
[2025-12-01T20:41:18.998197] [INFO ] [sig       ] [1980/3634] Completed LPRO in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-01T20:41:18.998234] [INFO ] [sig       ] [1981/3634] Forecasting LPSN...
[2025-12-01T20:41:18.998262] [INFO ] [sig       ] Generating forecast for: LPSN
[2025-12-01T20:41:18.998291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPSN' from 'https://tdm.silogroup.org/data/derivative_storage/LPSN.csv'.
[2025-12-01T20:41:19.010248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPSN'.
[2025-12-01T20:41:19.010604] [INFO ] [FORECASTER] Starting predict_future for LPSN
[2025-12-01T20:41:19.011354] [DEBUG] [LOCAL     ] No optimal features file found for LPSN: ./output/feature-sets/LPSN.txt
[2025-12-01T20:41:19.011404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:19.011435] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:19.011466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:19.011532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:19.066718] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:19.067548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:19.067655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:19.067687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:19.187281] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:19.187415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:19.187459] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:19.187492] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:19.190718] [DEBUG] [FORECASTER] LPSN: Forecast T+1@11:T+2@11: UP (p=71.23%)
[2025-12-01T20:41:19.190972] [INFO ] [FORECASTER] Completed predict_future for LPSN
[2025-12-01T20:41:19.191090] [INFO ] [sig       ] LPSN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:19.329293] [INFO ] [LOCAL     ] Saved forecast: LPSN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LPSN.txt
[2025-12-01T20:41:19.329408] [INFO ] [sig       ] [1981/3634] Completed LPSN in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-01T20:41:19.329443] [INFO ] [sig       ] [1982/3634] Forecasting LPTH...
[2025-12-01T20:41:19.329470] [INFO ] [sig       ] Generating forecast for: LPTH
[2025-12-01T20:41:19.329497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPTH' from 'https://tdm.silogroup.org/data/derivative_storage/LPTH.csv'.
[2025-12-01T20:41:19.340890] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPTH'.
[2025-12-01T20:41:19.341183] [INFO ] [FORECASTER] Starting predict_future for LPTH
[2025-12-01T20:41:19.341961] [DEBUG] [LOCAL     ] No optimal features file found for LPTH: ./output/feature-sets/LPTH.txt
[2025-12-01T20:41:19.342021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:19.342053] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:19.342080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:19.342136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:19.398659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:19.399215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:19.399290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:19.399320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:19.515757] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:19.515903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:19.515939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:19.515966] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:19.519178] [DEBUG] [FORECASTER] LPTH: Forecast T+1@11:T+2@11: DOWN (p=17.73%)
[2025-12-01T20:41:19.519439] [INFO ] [FORECASTER] Completed predict_future for LPTH
[2025-12-01T20:41:19.519603] [INFO ] [sig       ] LPTH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:19.663963] [INFO ] [LOCAL     ] Saved forecast: LPTH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LPTH.txt
[2025-12-01T20:41:19.664080] [INFO ] [sig       ] [1982/3634] Completed LPTH in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-01T20:41:19.664116] [INFO ] [sig       ] [1983/3634] Forecasting LPX...
[2025-12-01T20:41:19.664144] [INFO ] [sig       ] Generating forecast for: LPX
[2025-12-01T20:41:19.664172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LPX' from 'https://tdm.silogroup.org/data/derivative_storage/LPX.csv'.
[2025-12-01T20:41:19.675789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LPX'.
[2025-12-01T20:41:19.676077] [INFO ] [FORECASTER] Starting predict_future for LPX
[2025-12-01T20:41:19.676889] [DEBUG] [LOCAL     ] No optimal features file found for LPX: ./output/feature-sets/LPX.txt
[2025-12-01T20:41:19.676939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:19.676996] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:19.677025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:19.677097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:19.734254] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:19.734885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:19.734959] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:19.734990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:19.854538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:19.854698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:19.854736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:19.854762] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:19.857992] [DEBUG] [FORECASTER] LPX: Forecast T+1@11:T+2@11: UP (p=70.21%)
[2025-12-01T20:41:19.858248] [INFO ] [FORECASTER] Completed predict_future for LPX
[2025-12-01T20:41:19.858394] [INFO ] [sig       ] LPX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:19.997101] [INFO ] [LOCAL     ] Saved forecast: LPX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LPX.txt
[2025-12-01T20:41:19.997212] [INFO ] [sig       ] [1983/3634] Completed LPX in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-01T20:41:19.997248] [INFO ] [sig       ] [1984/3634] Forecasting LQDA...
[2025-12-01T20:41:19.997276] [INFO ] [sig       ] Generating forecast for: LQDA
[2025-12-01T20:41:19.997304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LQDA' from 'https://tdm.silogroup.org/data/derivative_storage/LQDA.csv'.
[2025-12-01T20:41:20.008448] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LQDA'.
[2025-12-01T20:41:20.008841] [INFO ] [FORECASTER] Starting predict_future for LQDA
[2025-12-01T20:41:20.009672] [DEBUG] [LOCAL     ] No optimal features file found for LQDA: ./output/feature-sets/LQDA.txt
[2025-12-01T20:41:20.009722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:20.009752] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:20.009777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:20.009833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:20.067129] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:20.068015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:20.068097] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:20.068131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:20.190422] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:20.190610] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:20.190660] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:20.190689] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:20.194262] [DEBUG] [FORECASTER] LQDA: Forecast T+1@11:T+2@11: UP (p=51.53%)
[2025-12-01T20:41:20.194595] [INFO ] [FORECASTER] Completed predict_future for LQDA
[2025-12-01T20:41:20.194730] [INFO ] [sig       ] LQDA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:41:20.342442] [INFO ] [LOCAL     ] Saved forecast: LQDA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LQDA.txt
[2025-12-01T20:41:20.342638] [INFO ] [sig       ] [1984/3634] Completed LQDA in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-01T20:41:20.342679] [INFO ] [sig       ] [1985/3634] Forecasting LRCX...
[2025-12-01T20:41:20.342707] [INFO ] [sig       ] Generating forecast for: LRCX
[2025-12-01T20:41:20.342735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRCX' from 'https://tdm.silogroup.org/data/derivative_storage/LRCX.csv'.
[2025-12-01T20:41:20.354308] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRCX'.
[2025-12-01T20:41:20.354642] [INFO ] [FORECASTER] Starting predict_future for LRCX
[2025-12-01T20:41:20.355378] [DEBUG] [LOCAL     ] No optimal features file found for LRCX: ./output/feature-sets/LRCX.txt
[2025-12-01T20:41:20.355426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:20.355458] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:20.355483] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:20.355537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:20.411950] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:20.412548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:20.412639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:20.412670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:20.536880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:20.537033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:20.537070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:20.537096] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:20.540478] [DEBUG] [FORECASTER] LRCX: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-01T20:41:20.540760] [INFO ] [FORECASTER] Completed predict_future for LRCX
[2025-12-01T20:41:20.540882] [INFO ] [sig       ] LRCX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:20.678001] [INFO ] [LOCAL     ] Saved forecast: LRCX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LRCX.txt
[2025-12-01T20:41:20.678124] [INFO ] [sig       ] [1985/3634] Completed LRCX in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-01T20:41:20.678159] [INFO ] [sig       ] [1986/3634] Forecasting LRGE...
[2025-12-01T20:41:20.678186] [INFO ] [sig       ] Generating forecast for: LRGE
[2025-12-01T20:41:20.678214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRGE' from 'https://tdm.silogroup.org/data/derivative_storage/LRGE.csv'.
[2025-12-01T20:41:20.689606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRGE'.
[2025-12-01T20:41:20.689899] [INFO ] [FORECASTER] Starting predict_future for LRGE
[2025-12-01T20:41:20.690681] [DEBUG] [LOCAL     ] No optimal features file found for LRGE: ./output/feature-sets/LRGE.txt
[2025-12-01T20:41:20.690730] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:20.690759] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:20.690785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:20.690839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:20.746244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:20.746878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:20.746951] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:20.746981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:20.857696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:20.857817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:20.857852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:20.857910] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:20.861139] [DEBUG] [FORECASTER] LRGE: Forecast T+1@11:T+2@11: DOWN (p=25.83%)
[2025-12-01T20:41:20.861394] [INFO ] [FORECASTER] Completed predict_future for LRGE
[2025-12-01T20:41:20.861514] [INFO ] [sig       ] LRGE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:21.000303] [INFO ] [LOCAL     ] Saved forecast: LRGE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LRGE.txt
[2025-12-01T20:41:21.000420] [INFO ] [sig       ] [1986/3634] Completed LRGE in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-01T20:41:21.000457] [INFO ] [sig       ] [1987/3634] Forecasting LRHC...
[2025-12-01T20:41:21.000486] [INFO ] [sig       ] Generating forecast for: LRHC
[2025-12-01T20:41:21.000518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LRHC' from 'https://tdm.silogroup.org/data/derivative_storage/LRHC.csv'.
[2025-12-01T20:41:21.011328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LRHC'.
[2025-12-01T20:41:21.011639] [INFO ] [FORECASTER] Starting predict_future for LRHC
[2025-12-01T20:41:21.012361] [DEBUG] [LOCAL     ] No optimal features file found for LRHC: ./output/feature-sets/LRHC.txt
[2025-12-01T20:41:21.012409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:21.012439] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:21.012464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:21.012519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:21.067561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:21.068186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:21.068259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:21.068289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:21.182219] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:21.182348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:21.182383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:21.182410] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:21.185561] [DEBUG] [FORECASTER] LRHC: Forecast T+1@11:T+2@11: UP (p=83.74%)
[2025-12-01T20:41:21.185849] [INFO ] [FORECASTER] Completed predict_future for LRHC
[2025-12-01T20:41:21.185965] [INFO ] [sig       ] LRHC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:21.322665] [INFO ] [LOCAL     ] Saved forecast: LRHC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LRHC.txt
[2025-12-01T20:41:21.322773] [INFO ] [sig       ] [1987/3634] Completed LRHC in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-01T20:41:21.322808] [INFO ] [sig       ] [1988/3634] Forecasting LSCC...
[2025-12-01T20:41:21.322836] [INFO ] [sig       ] Generating forecast for: LSCC
[2025-12-01T20:41:21.322863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSCC' from 'https://tdm.silogroup.org/data/derivative_storage/LSCC.csv'.
[2025-12-01T20:41:21.333710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSCC'.
[2025-12-01T20:41:21.333956] [INFO ] [FORECASTER] Starting predict_future for LSCC
[2025-12-01T20:41:21.334728] [DEBUG] [LOCAL     ] No optimal features file found for LSCC: ./output/feature-sets/LSCC.txt
[2025-12-01T20:41:21.334776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:21.334806] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:21.334831] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:21.334885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:21.390514] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:21.391127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:21.391200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:21.391230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:21.507688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:21.507825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:21.507860] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:21.507888] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:21.511123] [DEBUG] [FORECASTER] LSCC: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-01T20:41:21.511375] [INFO ] [FORECASTER] Completed predict_future for LSCC
[2025-12-01T20:41:21.511490] [INFO ] [sig       ] LSCC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:21.650809] [INFO ] [LOCAL     ] Saved forecast: LSCC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LSCC.txt
[2025-12-01T20:41:21.650927] [INFO ] [sig       ] [1988/3634] Completed LSCC in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-01T20:41:21.650962] [INFO ] [sig       ] [1989/3634] Forecasting LSPD...
[2025-12-01T20:41:21.650989] [INFO ] [sig       ] Generating forecast for: LSPD
[2025-12-01T20:41:21.651017] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LSPD' from 'https://tdm.silogroup.org/data/derivative_storage/LSPD.csv'.
[2025-12-01T20:41:21.662095] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LSPD'.
[2025-12-01T20:41:21.662352] [INFO ] [FORECASTER] Starting predict_future for LSPD
[2025-12-01T20:41:21.663126] [DEBUG] [LOCAL     ] No optimal features file found for LSPD: ./output/feature-sets/LSPD.txt
[2025-12-01T20:41:21.663174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:21.663204] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:21.663228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:21.663281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:21.719316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:21.719926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:21.720001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:21.720030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:21.842393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:21.842540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:21.842592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:21.842621] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:21.845818] [DEBUG] [FORECASTER] LSPD: Forecast T+1@11:T+2@11: DOWN (p=0.50%)
[2025-12-01T20:41:21.846070] [INFO ] [FORECASTER] Completed predict_future for LSPD
[2025-12-01T20:41:21.846187] [INFO ] [sig       ] LSPD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:21.984290] [INFO ] [LOCAL     ] Saved forecast: LSPD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LSPD.txt
[2025-12-01T20:41:21.984406] [INFO ] [sig       ] [1989/3634] Completed LSPD in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-01T20:41:21.984442] [INFO ] [sig       ] [1990/3634] Forecasting LTC...
[2025-12-01T20:41:21.984474] [INFO ] [sig       ] Generating forecast for: LTC
[2025-12-01T20:41:21.984508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTC' from 'https://tdm.silogroup.org/data/derivative_storage/LTC.csv'.
[2025-12-01T20:41:21.995389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTC'.
[2025-12-01T20:41:21.995667] [INFO ] [FORECASTER] Starting predict_future for LTC
[2025-12-01T20:41:21.996387] [DEBUG] [LOCAL     ] No optimal features file found for LTC: ./output/feature-sets/LTC.txt
[2025-12-01T20:41:21.996436] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:21.996468] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:21.996500] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:21.996566] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:22.052516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:22.053100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:22.053174] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:22.053204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:22.163271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:22.163403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:22.163439] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:22.163466] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:22.166632] [DEBUG] [FORECASTER] LTC: Forecast T+1@11:T+2@11: UP (p=94.96%)
[2025-12-01T20:41:22.166885] [INFO ] [FORECASTER] Completed predict_future for LTC
[2025-12-01T20:41:22.167002] [INFO ] [sig       ] LTC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:22.302795] [INFO ] [LOCAL     ] Saved forecast: LTC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LTC.txt
[2025-12-01T20:41:22.302904] [INFO ] [sig       ] [1990/3634] Completed LTC in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-01T20:41:22.302940] [INFO ] [sig       ] [1991/3634] Forecasting LTH...
[2025-12-01T20:41:22.302968] [INFO ] [sig       ] Generating forecast for: LTH
[2025-12-01T20:41:22.302996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTH' from 'https://tdm.silogroup.org/data/derivative_storage/LTH.csv'.
[2025-12-01T20:41:22.313963] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LTH'.
[2025-12-01T20:41:22.314228] [INFO ] [FORECASTER] Starting predict_future for LTH
[2025-12-01T20:41:22.314973] [DEBUG] [LOCAL     ] No optimal features file found for LTH: ./output/feature-sets/LTH.txt
[2025-12-01T20:41:22.315022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:22.315052] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:22.315077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:22.315131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:22.370231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:22.370831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:22.370903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:22.370934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:22.489883] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:22.490030] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:22.490067] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:22.490095] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:22.493446] [DEBUG] [FORECASTER] LTH: Forecast T+1@11:T+2@11: DOWN (p=0.12%)
[2025-12-01T20:41:22.493729] [INFO ] [FORECASTER] Completed predict_future for LTH
[2025-12-01T20:41:22.493852] [INFO ] [sig       ] LTH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:22.634060] [INFO ] [LOCAL     ] Saved forecast: LTH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LTH.txt
[2025-12-01T20:41:22.634174] [INFO ] [sig       ] [1991/3634] Completed LTH in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-01T20:41:22.634210] [INFO ] [sig       ] [1992/3634] Forecasting LTRN...
[2025-12-01T20:41:22.634237] [INFO ] [sig       ] Generating forecast for: LTRN
[2025-12-01T20:41:22.634265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRN' from 'https://tdm.silogroup.org/data/derivative_storage/LTRN.csv'.
[2025-12-01T20:41:22.644825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRN'.
[2025-12-01T20:41:22.645097] [INFO ] [FORECASTER] Starting predict_future for LTRN
[2025-12-01T20:41:22.645833] [DEBUG] [LOCAL     ] No optimal features file found for LTRN: ./output/feature-sets/LTRN.txt
[2025-12-01T20:41:22.645881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:22.645911] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:22.645936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:22.645989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:22.701771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:22.702373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:22.702449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:22.702479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:22.814665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:22.814793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:22.814829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:22.814855] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:22.818082] [DEBUG] [FORECASTER] LTRN: Forecast T+1@11:T+2@11: UP (p=94.22%)
[2025-12-01T20:41:22.818358] [INFO ] [FORECASTER] Completed predict_future for LTRN
[2025-12-01T20:41:22.818474] [INFO ] [sig       ] LTRN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:22.957598] [INFO ] [LOCAL     ] Saved forecast: LTRN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LTRN.txt
[2025-12-01T20:41:22.957711] [INFO ] [sig       ] [1992/3634] Completed LTRN in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-01T20:41:22.957746] [INFO ] [sig       ] [1993/3634] Forecasting LTRX...
[2025-12-01T20:41:22.957775] [INFO ] [sig       ] Generating forecast for: LTRX
[2025-12-01T20:41:22.957802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LTRX' from 'https://tdm.silogroup.org/data/derivative_storage/LTRX.csv'.
[2025-12-01T20:41:22.970392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LTRX'.
[2025-12-01T20:41:22.970686] [INFO ] [FORECASTER] Starting predict_future for LTRX
[2025-12-01T20:41:22.971396] [DEBUG] [LOCAL     ] No optimal features file found for LTRX: ./output/feature-sets/LTRX.txt
[2025-12-01T20:41:22.971444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:22.971485] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:22.971513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:22.971589] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:23.029426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:23.030046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:23.030153] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:23.030185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:23.150045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:23.150206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:23.150247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:23.150274] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:23.153713] [DEBUG] [FORECASTER] LTRX: Forecast T+1@11:T+2@11: DOWN (p=10.39%)
[2025-12-01T20:41:23.153993] [INFO ] [FORECASTER] Completed predict_future for LTRX
[2025-12-01T20:41:23.154119] [INFO ] [sig       ] LTRX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:23.290822] [INFO ] [LOCAL     ] Saved forecast: LTRX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LTRX.txt
[2025-12-01T20:41:23.290949] [INFO ] [sig       ] [1993/3634] Completed LTRX in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-01T20:41:23.290985] [INFO ] [sig       ] [1994/3634] Forecasting LUCD...
[2025-12-01T20:41:23.291014] [INFO ] [sig       ] Generating forecast for: LUCD
[2025-12-01T20:41:23.291042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCD' from 'https://tdm.silogroup.org/data/derivative_storage/LUCD.csv'.
[2025-12-01T20:41:23.302742] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LUCD'.
[2025-12-01T20:41:23.303021] [INFO ] [FORECASTER] Starting predict_future for LUCD
[2025-12-01T20:41:23.303768] [DEBUG] [LOCAL     ] No optimal features file found for LUCD: ./output/feature-sets/LUCD.txt
[2025-12-01T20:41:23.303816] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:23.303845] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:23.303870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:23.303924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:23.358172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:23.358824] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:23.358901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:23.358931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:23.474782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:23.474929] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:23.474965] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:23.474993] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:23.478208] [DEBUG] [FORECASTER] LUCD: Forecast T+1@11:T+2@11: UP (p=69.46%)
[2025-12-01T20:41:23.478487] [INFO ] [FORECASTER] Completed predict_future for LUCD
[2025-12-01T20:41:23.478630] [INFO ] [sig       ] LUCD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:41:23.615945] [INFO ] [LOCAL     ] Saved forecast: LUCD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LUCD.txt
[2025-12-01T20:41:23.616071] [INFO ] [sig       ] [1994/3634] Completed LUCD in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.2m
[2025-12-01T20:41:23.616106] [INFO ] [sig       ] [1995/3634] Forecasting LUCY...
[2025-12-01T20:41:23.616138] [INFO ] [sig       ] Generating forecast for: LUCY
[2025-12-01T20:41:23.616172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUCY' from 'https://tdm.silogroup.org/data/derivative_storage/LUCY.csv'.
[2025-12-01T20:41:23.627860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUCY'.
[2025-12-01T20:41:23.628246] [INFO ] [FORECASTER] Starting predict_future for LUCY
[2025-12-01T20:41:23.629094] [DEBUG] [LOCAL     ] No optimal features file found for LUCY: ./output/feature-sets/LUCY.txt
[2025-12-01T20:41:23.629143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:23.629173] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:23.629197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:23.629251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:23.685527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:23.686311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:23.686392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:23.686424] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:23.808511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:23.808699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:23.808745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:23.808774] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:23.812198] [DEBUG] [FORECASTER] LUCY: Forecast T+1@11:T+2@11: UP (p=55.63%)
[2025-12-01T20:41:23.812489] [INFO ] [FORECASTER] Completed predict_future for LUCY
[2025-12-01T20:41:23.812638] [INFO ] [sig       ] LUCY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:23.959005] [INFO ] [LOCAL     ] Saved forecast: LUCY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LUCY.txt
[2025-12-01T20:41:23.959134] [INFO ] [sig       ] [1995/3634] Completed LUCY in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-01T20:41:23.959171] [INFO ] [sig       ] [1996/3634] Forecasting LUMN...
[2025-12-01T20:41:23.959199] [INFO ] [sig       ] Generating forecast for: LUMN
[2025-12-01T20:41:23.959227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUMN' from 'https://tdm.silogroup.org/data/derivative_storage/LUMN.csv'.
[2025-12-01T20:41:23.971238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LUMN'.
[2025-12-01T20:41:23.971628] [INFO ] [FORECASTER] Starting predict_future for LUMN
[2025-12-01T20:41:23.972413] [DEBUG] [LOCAL     ] No optimal features file found for LUMN: ./output/feature-sets/LUMN.txt
[2025-12-01T20:41:23.972463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:23.972494] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:23.972519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:23.972592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:24.028924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:24.029738] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:24.029821] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:24.029853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:24.153458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:24.153628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:24.153667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:24.153697] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:24.156942] [DEBUG] [FORECASTER] LUMN: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-01T20:41:24.157198] [INFO ] [FORECASTER] Completed predict_future for LUMN
[2025-12-01T20:41:24.157315] [INFO ] [sig       ] LUMN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:24.296495] [INFO ] [LOCAL     ] Saved forecast: LUMN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LUMN.txt
[2025-12-01T20:41:24.296705] [INFO ] [sig       ] [1996/3634] Completed LUMN in 0.3s | 2.99 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-01T20:41:24.296752] [INFO ] [sig       ] [1997/3634] Forecasting LUNG...
[2025-12-01T20:41:24.296782] [INFO ] [sig       ] Generating forecast for: LUNG
[2025-12-01T20:41:24.296812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LUNG' from 'https://tdm.silogroup.org/data/derivative_storage/LUNG.csv'.
[2025-12-01T20:41:24.308423] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LUNG'.
[2025-12-01T20:41:24.308760] [INFO ] [FORECASTER] Starting predict_future for LUNG
[2025-12-01T20:41:24.309483] [DEBUG] [LOCAL     ] No optimal features file found for LUNG: ./output/feature-sets/LUNG.txt
[2025-12-01T20:41:24.309532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:24.309563] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:24.309612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:24.309667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:24.367834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:24.368820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:24.368905] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:24.368937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:24.493866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:24.494020] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:24.494059] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:24.494087] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:24.497589] [DEBUG] [FORECASTER] LUNG: Forecast T+1@11:T+2@11: DOWN (p=29.57%)
[2025-12-01T20:41:24.497888] [INFO ] [FORECASTER] Completed predict_future for LUNG
[2025-12-01T20:41:24.498019] [INFO ] [sig       ] LUNG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:24.653972] [INFO ] [LOCAL     ] Saved forecast: LUNG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LUNG.txt
[2025-12-01T20:41:24.654121] [INFO ] [sig       ] [1997/3634] Completed LUNG in 0.4s | 2.99 sym/s | Total: 11.1m | ETA: 9.1m
[2025-12-01T20:41:24.654158] [INFO ] [sig       ] [1998/3634] Forecasting LVHD...
[2025-12-01T20:41:24.654188] [INFO ] [sig       ] Generating forecast for: LVHD
[2025-12-01T20:41:24.654217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVHD' from 'https://tdm.silogroup.org/data/derivative_storage/LVHD.csv'.
[2025-12-01T20:41:24.665487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVHD'.
[2025-12-01T20:41:24.665827] [INFO ] [FORECASTER] Starting predict_future for LVHD
[2025-12-01T20:41:24.666549] [DEBUG] [LOCAL     ] No optimal features file found for LVHD: ./output/feature-sets/LVHD.txt
[2025-12-01T20:41:24.666616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:24.666647] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:24.666673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:24.666726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:24.722740] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:24.723565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:24.723674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:24.723706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:24.843156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:24.843335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:24.843380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:24.843408] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:24.847027] [DEBUG] [FORECASTER] LVHD: Forecast T+1@11:T+2@11: UP (p=57.84%)
[2025-12-01T20:41:24.847403] [INFO ] [FORECASTER] Completed predict_future for LVHD
[2025-12-01T20:41:24.847597] [INFO ] [sig       ] LVHD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:24.998916] [INFO ] [LOCAL     ] Saved forecast: LVHD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LVHD.txt
[2025-12-01T20:41:24.999043] [INFO ] [sig       ] [1998/3634] Completed LVHD in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-01T20:41:24.999079] [INFO ] [sig       ] [1999/3634] Forecasting LVO...
[2025-12-01T20:41:24.999108] [INFO ] [sig       ] Generating forecast for: LVO
[2025-12-01T20:41:24.999137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVO' from 'https://tdm.silogroup.org/data/derivative_storage/LVO.csv'.
[2025-12-01T20:41:25.010106] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LVO'.
[2025-12-01T20:41:25.010354] [INFO ] [FORECASTER] Starting predict_future for LVO
[2025-12-01T20:41:25.011126] [DEBUG] [LOCAL     ] No optimal features file found for LVO: ./output/feature-sets/LVO.txt
[2025-12-01T20:41:25.011174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:25.011204] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:25.011228] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:25.011282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:25.065888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:25.066459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:25.066533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:25.066562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:25.180489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:25.180659] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:25.180703] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:25.180736] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:25.183901] [DEBUG] [FORECASTER] LVO: Forecast T+1@11:T+2@11: UP (p=94.82%)
[2025-12-01T20:41:25.184155] [INFO ] [FORECASTER] Completed predict_future for LVO
[2025-12-01T20:41:25.184269] [INFO ] [sig       ] LVO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:41:25.322137] [INFO ] [LOCAL     ] Saved forecast: LVO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/LVO.txt
[2025-12-01T20:41:25.322249] [INFO ] [sig       ] [1999/3634] Completed LVO in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-01T20:41:25.322286] [INFO ] [sig       ] [2000/3634] Forecasting LVS...
[2025-12-01T20:41:25.322312] [INFO ] [sig       ] Generating forecast for: LVS
[2025-12-01T20:41:25.322340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LVS' from 'https://tdm.silogroup.org/data/derivative_storage/LVS.csv'.
[2025-12-01T20:41:25.332228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LVS'.
[2025-12-01T20:41:25.332479] [INFO ] [FORECASTER] Starting predict_future for LVS
[2025-12-01T20:41:25.333207] [DEBUG] [LOCAL     ] No optimal features file found for LVS: ./output/feature-sets/LVS.txt
[2025-12-01T20:41:25.333256] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:25.333312] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:25.333340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:25.333394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:25.388088] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:25.388692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:25.388764] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:25.388795] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:25.507810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:25.507928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:25.507963] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:25.508005] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:25.511191] [DEBUG] [FORECASTER] LVS: Forecast T+1@11:T+2@11: DOWN (p=47.42%)
[2025-12-01T20:41:25.511444] [INFO ] [FORECASTER] Completed predict_future for LVS
[2025-12-01T20:41:25.511560] [INFO ] [sig       ] LVS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:25.649164] [INFO ] [LOCAL     ] Saved forecast: LVS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LVS.txt
[2025-12-01T20:41:25.649269] [INFO ] [sig       ] [2000/3634] Completed LVS in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-01T20:41:25.649304] [INFO ] [sig       ] [2001/3634] Forecasting LWAY...
[2025-12-01T20:41:25.649333] [INFO ] [sig       ] Generating forecast for: LWAY
[2025-12-01T20:41:25.649360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWAY' from 'https://tdm.silogroup.org/data/derivative_storage/LWAY.csv'.
[2025-12-01T20:41:25.660009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LWAY'.
[2025-12-01T20:41:25.660253] [INFO ] [FORECASTER] Starting predict_future for LWAY
[2025-12-01T20:41:25.660987] [DEBUG] [LOCAL     ] No optimal features file found for LWAY: ./output/feature-sets/LWAY.txt
[2025-12-01T20:41:25.661035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:25.661064] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:25.661090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:25.661143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:25.716481] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:25.717105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:25.717181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:25.717212] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:25.835843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:25.835956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:25.835990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:25.836017] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:25.839136] [DEBUG] [FORECASTER] LWAY: Forecast T+1@11:T+2@11: DOWN (p=9.40%)
[2025-12-01T20:41:25.839407] [INFO ] [FORECASTER] Completed predict_future for LWAY
[2025-12-01T20:41:25.839535] [INFO ] [sig       ] LWAY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:25.976233] [INFO ] [LOCAL     ] Saved forecast: LWAY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LWAY.txt
[2025-12-01T20:41:25.976345] [INFO ] [sig       ] [2001/3634] Completed LWAY in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-01T20:41:25.976381] [INFO ] [sig       ] [2002/3634] Forecasting LWLG...
[2025-12-01T20:41:25.976409] [INFO ] [sig       ] Generating forecast for: LWLG
[2025-12-01T20:41:25.976436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LWLG' from 'https://tdm.silogroup.org/data/derivative_storage/LWLG.csv'.
[2025-12-01T20:41:25.988348] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LWLG'.
[2025-12-01T20:41:25.988679] [INFO ] [FORECASTER] Starting predict_future for LWLG
[2025-12-01T20:41:25.989446] [DEBUG] [LOCAL     ] No optimal features file found for LWLG: ./output/feature-sets/LWLG.txt
[2025-12-01T20:41:25.989495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:25.989525] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:25.989550] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:25.989619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:26.044468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:26.045184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:26.045279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:26.045311] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:26.165829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:26.165991] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:26.166029] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:26.166055] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:26.169343] [DEBUG] [FORECASTER] LWLG: Forecast T+1@11:T+2@11: DOWN (p=7.20%)
[2025-12-01T20:41:26.169646] [INFO ] [FORECASTER] Completed predict_future for LWLG
[2025-12-01T20:41:26.169806] [INFO ] [sig       ] LWLG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:26.307132] [INFO ] [LOCAL     ] Saved forecast: LWLG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LWLG.txt
[2025-12-01T20:41:26.307285] [INFO ] [sig       ] [2002/3634] Completed LWLG in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-01T20:41:26.307322] [INFO ] [sig       ] [2003/3634] Forecasting LX...
[2025-12-01T20:41:26.307350] [INFO ] [sig       ] Generating forecast for: LX
[2025-12-01T20:41:26.307406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LX' from 'https://tdm.silogroup.org/data/derivative_storage/LX.csv'.
[2025-12-01T20:41:26.318191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LX'.
[2025-12-01T20:41:26.318506] [INFO ] [FORECASTER] Starting predict_future for LX
[2025-12-01T20:41:26.319255] [DEBUG] [LOCAL     ] No optimal features file found for LX: ./output/feature-sets/LX.txt
[2025-12-01T20:41:26.319304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:26.319334] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:26.319359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:26.319412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:26.376241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:26.377097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:26.377182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:26.377213] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:26.501992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:26.502141] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:26.502178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:26.502238] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:26.505477] [DEBUG] [FORECASTER] LX: Forecast T+1@11:T+2@11: UP (p=56.00%)
[2025-12-01T20:41:26.505756] [INFO ] [FORECASTER] Completed predict_future for LX
[2025-12-01T20:41:26.505874] [INFO ] [sig       ] LX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:26.643019] [INFO ] [LOCAL     ] Saved forecast: LX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LX.txt
[2025-12-01T20:41:26.643147] [INFO ] [sig       ] [2003/3634] Completed LX in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-01T20:41:26.643184] [INFO ] [sig       ] [2004/3634] Forecasting LXEO...
[2025-12-01T20:41:26.643213] [INFO ] [sig       ] Generating forecast for: LXEO
[2025-12-01T20:41:26.643241] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXEO' from 'https://tdm.silogroup.org/data/derivative_storage/LXEO.csv'.
[2025-12-01T20:41:26.655097] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'LXEO'.
[2025-12-01T20:41:26.655477] [INFO ] [FORECASTER] Starting predict_future for LXEO
[2025-12-01T20:41:26.656354] [DEBUG] [LOCAL     ] No optimal features file found for LXEO: ./output/feature-sets/LXEO.txt
[2025-12-01T20:41:26.656411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:26.656447] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:26.656490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:26.656547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:26.716596] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:26.717495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:26.717635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:26.717669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:26.837865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:26.838012] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:26.838049] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:26.838074] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:26.841375] [DEBUG] [FORECASTER] LXEO: Forecast T+1@11:T+2@11: DOWN (p=10.96%)
[2025-12-01T20:41:26.841665] [INFO ] [FORECASTER] Completed predict_future for LXEO
[2025-12-01T20:41:26.841790] [INFO ] [sig       ] LXEO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:26.978520] [INFO ] [LOCAL     ] Saved forecast: LXEO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/LXEO.txt
[2025-12-01T20:41:26.978661] [INFO ] [sig       ] [2004/3634] Completed LXEO in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-01T20:41:26.978698] [INFO ] [sig       ] [2005/3634] Forecasting LXP...
[2025-12-01T20:41:26.978726] [INFO ] [sig       ] Generating forecast for: LXP
[2025-12-01T20:41:26.978753] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LXP' from 'https://tdm.silogroup.org/data/derivative_storage/LXP.csv'.
[2025-12-01T20:41:26.990073] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LXP'.
[2025-12-01T20:41:26.990409] [INFO ] [FORECASTER] Starting predict_future for LXP
[2025-12-01T20:41:26.991210] [DEBUG] [LOCAL     ] No optimal features file found for LXP: ./output/feature-sets/LXP.txt
[2025-12-01T20:41:26.991258] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:26.991288] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:26.991312] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:26.991366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:27.047278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:27.048189] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:27.048274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:27.048307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:27.161725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:27.161877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:27.161927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:27.161962] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:27.165393] [DEBUG] [FORECASTER] LXP: Forecast T+1@11:T+2@11: UP (p=94.87%)
[2025-12-01T20:41:27.165690] [INFO ] [FORECASTER] Completed predict_future for LXP
[2025-12-01T20:41:27.165814] [INFO ] [sig       ] LXP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:27.321996] [INFO ] [LOCAL     ] Saved forecast: LXP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LXP.txt
[2025-12-01T20:41:27.322139] [INFO ] [sig       ] [2005/3634] Completed LXP in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-01T20:41:27.322178] [INFO ] [sig       ] [2006/3634] Forecasting LYB...
[2025-12-01T20:41:27.322208] [INFO ] [sig       ] Generating forecast for: LYB
[2025-12-01T20:41:27.322240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYB' from 'https://tdm.silogroup.org/data/derivative_storage/LYB.csv'.
[2025-12-01T20:41:27.334053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYB'.
[2025-12-01T20:41:27.334359] [INFO ] [FORECASTER] Starting predict_future for LYB
[2025-12-01T20:41:27.335131] [DEBUG] [LOCAL     ] No optimal features file found for LYB: ./output/feature-sets/LYB.txt
[2025-12-01T20:41:27.335180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:27.335209] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:27.335233] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:27.335286] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:27.391223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:27.392015] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:27.392098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:27.392130] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:27.506083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:27.506208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:27.506242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:27.506268] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:27.509440] [DEBUG] [FORECASTER] LYB: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-12-01T20:41:27.509727] [INFO ] [FORECASTER] Completed predict_future for LYB
[2025-12-01T20:41:27.509851] [INFO ] [sig       ] LYB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:27.647963] [INFO ] [LOCAL     ] Saved forecast: LYB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LYB.txt
[2025-12-01T20:41:27.648083] [INFO ] [sig       ] [2006/3634] Completed LYB in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-01T20:41:27.648118] [INFO ] [sig       ] [2007/3634] Forecasting LYEL...
[2025-12-01T20:41:27.648147] [INFO ] [sig       ] Generating forecast for: LYEL
[2025-12-01T20:41:27.648174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYEL' from 'https://tdm.silogroup.org/data/derivative_storage/LYEL.csv'.
[2025-12-01T20:41:27.659269] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYEL'.
[2025-12-01T20:41:27.659539] [INFO ] [FORECASTER] Starting predict_future for LYEL
[2025-12-01T20:41:27.660274] [DEBUG] [LOCAL     ] No optimal features file found for LYEL: ./output/feature-sets/LYEL.txt
[2025-12-01T20:41:27.660323] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:27.660354] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:27.660380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:27.660435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:27.715516] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:27.716125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:27.716200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:27.716232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:27.839464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:27.839631] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:27.839672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:27.839701] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:27.843008] [DEBUG] [FORECASTER] LYEL: Forecast T+1@11:T+2@11: DOWN (p=22.51%)
[2025-12-01T20:41:27.843273] [INFO ] [FORECASTER] Completed predict_future for LYEL
[2025-12-01T20:41:27.843393] [INFO ] [sig       ] LYEL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:27.980901] [INFO ] [LOCAL     ] Saved forecast: LYEL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LYEL.txt
[2025-12-01T20:41:27.981033] [INFO ] [sig       ] [2007/3634] Completed LYEL in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-01T20:41:27.981070] [INFO ] [sig       ] [2008/3634] Forecasting LYG...
[2025-12-01T20:41:27.981100] [INFO ] [sig       ] Generating forecast for: LYG
[2025-12-01T20:41:27.981133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYG' from 'https://tdm.silogroup.org/data/derivative_storage/LYG.csv'.
[2025-12-01T20:41:27.993500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYG'.
[2025-12-01T20:41:27.993872] [INFO ] [FORECASTER] Starting predict_future for LYG
[2025-12-01T20:41:27.994681] [DEBUG] [LOCAL     ] No optimal features file found for LYG: ./output/feature-sets/LYG.txt
[2025-12-01T20:41:27.994733] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:27.994764] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:27.994789] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:27.994843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:28.051936] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:28.052804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:28.052886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:28.052918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:28.184447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:28.184615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:28.184653] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:28.184685] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:28.188128] [DEBUG] [FORECASTER] LYG: Forecast T+1@11:T+2@11: DOWN (p=42.18%)
[2025-12-01T20:41:28.188445] [INFO ] [FORECASTER] Completed predict_future for LYG
[2025-12-01T20:41:28.188614] [INFO ] [sig       ] LYG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:28.337133] [INFO ] [LOCAL     ] Saved forecast: LYG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LYG.txt
[2025-12-01T20:41:28.337328] [INFO ] [sig       ] [2008/3634] Completed LYG in 0.4s | 2.99 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-01T20:41:28.337386] [INFO ] [sig       ] [2009/3634] Forecasting LYRA...
[2025-12-01T20:41:28.337436] [INFO ] [sig       ] Generating forecast for: LYRA
[2025-12-01T20:41:28.337483] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYRA' from 'https://tdm.silogroup.org/data/derivative_storage/LYRA.csv'.
[2025-12-01T20:41:28.349826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYRA'.
[2025-12-01T20:41:28.350231] [INFO ] [FORECASTER] Starting predict_future for LYRA
[2025-12-01T20:41:28.351088] [DEBUG] [LOCAL     ] No optimal features file found for LYRA: ./output/feature-sets/LYRA.txt
[2025-12-01T20:41:28.351141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:28.351174] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:28.351200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:28.351257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:28.411040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:28.411976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:28.412064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:28.412098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:28.540783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:28.540935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:28.540975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:28.541003] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:28.544375] [DEBUG] [FORECASTER] LYRA: Forecast T+1@11:T+2@11: DOWN (p=31.89%)
[2025-12-01T20:41:28.544668] [INFO ] [FORECASTER] Completed predict_future for LYRA
[2025-12-01T20:41:28.544793] [INFO ] [sig       ] LYRA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:28.689894] [INFO ] [LOCAL     ] Saved forecast: LYRA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LYRA.txt
[2025-12-01T20:41:28.690051] [INFO ] [sig       ] [2009/3634] Completed LYRA in 0.4s | 2.99 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-01T20:41:28.690091] [INFO ] [sig       ] [2010/3634] Forecasting LYTS...
[2025-12-01T20:41:28.690121] [INFO ] [sig       ] Generating forecast for: LYTS
[2025-12-01T20:41:28.690152] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LYTS' from 'https://tdm.silogroup.org/data/derivative_storage/LYTS.csv'.
[2025-12-01T20:41:28.701790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LYTS'.
[2025-12-01T20:41:28.702115] [INFO ] [FORECASTER] Starting predict_future for LYTS
[2025-12-01T20:41:28.702920] [DEBUG] [LOCAL     ] No optimal features file found for LYTS: ./output/feature-sets/LYTS.txt
[2025-12-01T20:41:28.702972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:28.703003] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:28.703029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:28.703092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:28.761732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:28.762406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:28.762513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:28.762547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:28.883114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:28.883263] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:28.883301] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:28.883328] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:28.886567] [DEBUG] [FORECASTER] LYTS: Forecast T+1@11:T+2@11: DOWN (p=11.79%)
[2025-12-01T20:41:28.886844] [INFO ] [FORECASTER] Completed predict_future for LYTS
[2025-12-01T20:41:28.886963] [INFO ] [sig       ] LYTS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:29.022836] [INFO ] [LOCAL     ] Saved forecast: LYTS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LYTS.txt
[2025-12-01T20:41:29.022973] [INFO ] [sig       ] [2010/3634] Completed LYTS in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-01T20:41:29.023010] [INFO ] [sig       ] [2011/3634] Forecasting LZ...
[2025-12-01T20:41:29.023038] [INFO ] [sig       ] Generating forecast for: LZ
[2025-12-01T20:41:29.023065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZ' from 'https://tdm.silogroup.org/data/derivative_storage/LZ.csv'.
[2025-12-01T20:41:29.034028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZ'.
[2025-12-01T20:41:29.034315] [INFO ] [FORECASTER] Starting predict_future for LZ
[2025-12-01T20:41:29.035063] [DEBUG] [LOCAL     ] No optimal features file found for LZ: ./output/feature-sets/LZ.txt
[2025-12-01T20:41:29.035111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:29.035141] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:29.035167] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:29.035220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:29.089509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:29.090278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:29.090357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:29.090389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:29.209806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:29.209957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:29.209994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:29.210038] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:29.213249] [DEBUG] [FORECASTER] LZ: Forecast T+1@11:T+2@11: DOWN (p=9.92%)
[2025-12-01T20:41:29.213512] [INFO ] [FORECASTER] Completed predict_future for LZ
[2025-12-01T20:41:29.213661] [INFO ] [sig       ] LZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:29.356316] [INFO ] [LOCAL     ] Saved forecast: LZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LZ.txt
[2025-12-01T20:41:29.356470] [INFO ] [sig       ] [2011/3634] Completed LZ in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-01T20:41:29.356522] [INFO ] [sig       ] [2012/3634] Forecasting LZB...
[2025-12-01T20:41:29.356567] [INFO ] [sig       ] Generating forecast for: LZB
[2025-12-01T20:41:29.356622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZB' from 'https://tdm.silogroup.org/data/derivative_storage/LZB.csv'.
[2025-12-01T20:41:29.368249] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZB'.
[2025-12-01T20:41:29.368654] [INFO ] [FORECASTER] Starting predict_future for LZB
[2025-12-01T20:41:29.369435] [DEBUG] [LOCAL     ] No optimal features file found for LZB: ./output/feature-sets/LZB.txt
[2025-12-01T20:41:29.369492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:29.369526] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:29.369552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:29.369632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:29.429002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:29.429846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:29.429942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:29.429981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:29.553550] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:29.553721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:29.553759] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:29.553785] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:29.557094] [DEBUG] [FORECASTER] LZB: Forecast T+1@11:T+2@11: UP (p=77.66%)
[2025-12-01T20:41:29.557380] [INFO ] [FORECASTER] Completed predict_future for LZB
[2025-12-01T20:41:29.557505] [INFO ] [sig       ] LZB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:29.702849] [INFO ] [LOCAL     ] Saved forecast: LZB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/LZB.txt
[2025-12-01T20:41:29.703019] [INFO ] [sig       ] [2012/3634] Completed LZB in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.1m
[2025-12-01T20:41:29.703058] [INFO ] [sig       ] [2013/3634] Forecasting LZM...
[2025-12-01T20:41:29.703089] [INFO ] [sig       ] Generating forecast for: LZM
[2025-12-01T20:41:29.703120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'LZM' from 'https://tdm.silogroup.org/data/derivative_storage/LZM.csv'.
[2025-12-01T20:41:29.715260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'LZM'.
[2025-12-01T20:41:29.715664] [INFO ] [FORECASTER] Starting predict_future for LZM
[2025-12-01T20:41:29.716460] [DEBUG] [LOCAL     ] No optimal features file found for LZM: ./output/feature-sets/LZM.txt
[2025-12-01T20:41:29.716511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:29.716543] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:29.716569] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:29.716656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:29.776098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:29.776979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:29.777062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:29.777094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:29.908419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:29.908593] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:29.908634] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:29.908663] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:29.912043] [DEBUG] [FORECASTER] LZM: Forecast T+1@11:T+2@11: DOWN (p=46.09%)
[2025-12-01T20:41:29.912351] [INFO ] [FORECASTER] Completed predict_future for LZM
[2025-12-01T20:41:29.912483] [INFO ] [sig       ] LZM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:30.067025] [INFO ] [LOCAL     ] Saved forecast: LZM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/LZM.txt
[2025-12-01T20:41:30.067221] [INFO ] [sig       ] [2013/3634] Completed LZM in 0.4s | 2.99 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-01T20:41:30.067262] [INFO ] [sig       ] [2014/3634] Forecasting M...
[2025-12-01T20:41:30.067292] [INFO ] [sig       ] Generating forecast for: M
[2025-12-01T20:41:30.067323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'M' from 'https://tdm.silogroup.org/data/derivative_storage/M.csv'.
[2025-12-01T20:41:30.080599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'M'.
[2025-12-01T20:41:30.081012] [INFO ] [FORECASTER] Starting predict_future for M
[2025-12-01T20:41:30.081913] [DEBUG] [LOCAL     ] No optimal features file found for M: ./output/feature-sets/M.txt
[2025-12-01T20:41:30.081973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:30.082020] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:30.082062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:30.082137] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:30.141774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:30.142801] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:30.142892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:30.142926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:30.270432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:30.270621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:30.270666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:30.270694] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:30.274114] [DEBUG] [FORECASTER] M: Forecast T+1@11:T+2@11: UP (p=80.19%)
[2025-12-01T20:41:30.274399] [INFO ] [FORECASTER] Completed predict_future for M
[2025-12-01T20:41:30.274530] [INFO ] [sig       ] M: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:30.416486] [INFO ] [LOCAL     ] Saved forecast: M	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/M.txt
[2025-12-01T20:41:30.416671] [INFO ] [sig       ] [2014/3634] Completed M in 0.3s | 2.99 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-01T20:41:30.416710] [INFO ] [sig       ] [2015/3634] Forecasting MA...
[2025-12-01T20:41:30.416737] [INFO ] [sig       ] Generating forecast for: MA
[2025-12-01T20:41:30.416766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MA' from 'https://tdm.silogroup.org/data/derivative_storage/MA.csv'.
[2025-12-01T20:41:30.429771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MA'.
[2025-12-01T20:41:30.430219] [INFO ] [FORECASTER] Starting predict_future for MA
[2025-12-01T20:41:30.431164] [DEBUG] [LOCAL     ] No optimal features file found for MA: ./output/feature-sets/MA.txt
[2025-12-01T20:41:30.431218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:30.431251] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:30.431277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:30.431333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:30.494106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:30.495046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:30.495133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:30.495166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:30.626818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:30.626979] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:30.627018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:30.627047] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:30.630937] [DEBUG] [FORECASTER] MA: Forecast T+1@11:T+2@11: UP (p=53.38%)
[2025-12-01T20:41:30.631298] [INFO ] [FORECASTER] Completed predict_future for MA
[2025-12-01T20:41:30.631448] [INFO ] [sig       ] MA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:30.779675] [INFO ] [LOCAL     ] Saved forecast: MA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MA.txt
[2025-12-01T20:41:30.779854] [INFO ] [sig       ] [2015/3634] Completed MA in 0.4s | 2.99 sym/s | Total: 11.2m | ETA: 9.0m
[2025-12-01T20:41:30.779894] [INFO ] [sig       ] [2016/3634] Forecasting MAA...
[2025-12-01T20:41:30.779924] [INFO ] [sig       ] Generating forecast for: MAA
[2025-12-01T20:41:30.779954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAA' from 'https://tdm.silogroup.org/data/derivative_storage/MAA.csv'.
[2025-12-01T20:41:30.792379] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAA'.
[2025-12-01T20:41:30.792786] [INFO ] [FORECASTER] Starting predict_future for MAA
[2025-12-01T20:41:30.793705] [DEBUG] [LOCAL     ] No optimal features file found for MAA: ./output/feature-sets/MAA.txt
[2025-12-01T20:41:30.793765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:30.793820] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:30.793849] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:30.793913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:30.852162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:30.853113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:30.853207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:30.853240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:31.018783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:31.018958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:31.019007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:31.019044] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:31.023540] [DEBUG] [FORECASTER] MAA: Forecast T+1@11:T+2@11: UP (p=60.80%)
[2025-12-01T20:41:31.023952] [INFO ] [FORECASTER] Completed predict_future for MAA
[2025-12-01T20:41:31.024123] [INFO ] [sig       ] MAA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:31.194637] [INFO ] [LOCAL     ] Saved forecast: MAA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MAA.txt
[2025-12-01T20:41:31.194788] [INFO ] [sig       ] [2016/3634] Completed MAA in 0.4s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-01T20:41:31.194826] [INFO ] [sig       ] [2017/3634] Forecasting MAC...
[2025-12-01T20:41:31.194856] [INFO ] [sig       ] Generating forecast for: MAC
[2025-12-01T20:41:31.194885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAC' from 'https://tdm.silogroup.org/data/derivative_storage/MAC.csv'.
[2025-12-01T20:41:31.207117] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MAC'.
[2025-12-01T20:41:31.207467] [INFO ] [FORECASTER] Starting predict_future for MAC
[2025-12-01T20:41:31.208469] [DEBUG] [LOCAL     ] No optimal features file found for MAC: ./output/feature-sets/MAC.txt
[2025-12-01T20:41:31.208518] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:31.208605] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:31.208636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:31.208690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:31.263303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:31.264162] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:31.264242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:31.264274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:31.391556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:31.391724] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:31.391763] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:31.391791] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:31.395476] [DEBUG] [FORECASTER] MAC: Forecast T+1@11:T+2@11: DOWN (p=11.36%)
[2025-12-01T20:41:31.395766] [INFO ] [FORECASTER] Completed predict_future for MAC
[2025-12-01T20:41:31.395890] [INFO ] [sig       ] MAC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:31.535702] [INFO ] [LOCAL     ] Saved forecast: MAC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MAC.txt
[2025-12-01T20:41:31.535862] [INFO ] [sig       ] [2017/3634] Completed MAC in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-01T20:41:31.535900] [INFO ] [sig       ] [2018/3634] Forecasting MAMA...
[2025-12-01T20:41:31.535957] [INFO ] [sig       ] Generating forecast for: MAMA
[2025-12-01T20:41:31.535987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAMA' from 'https://tdm.silogroup.org/data/derivative_storage/MAMA.csv'.
[2025-12-01T20:41:31.548304] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAMA'.
[2025-12-01T20:41:31.548683] [INFO ] [FORECASTER] Starting predict_future for MAMA
[2025-12-01T20:41:31.549439] [DEBUG] [LOCAL     ] No optimal features file found for MAMA: ./output/feature-sets/MAMA.txt
[2025-12-01T20:41:31.549490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:31.549521] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:31.549547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:31.549626] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:31.604475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:31.605152] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:31.605230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:31.605264] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:31.728538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:31.728722] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:31.728783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:31.728820] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:31.732183] [DEBUG] [FORECASTER] MAMA: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-12-01T20:41:31.732459] [INFO ] [FORECASTER] Completed predict_future for MAMA
[2025-12-01T20:41:31.732608] [INFO ] [sig       ] MAMA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:31.874620] [INFO ] [LOCAL     ] Saved forecast: MAMA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MAMA.txt
[2025-12-01T20:41:31.874743] [INFO ] [sig       ] [2018/3634] Completed MAMA in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-01T20:41:31.874780] [INFO ] [sig       ] [2019/3634] Forecasting MAN...
[2025-12-01T20:41:31.874808] [INFO ] [sig       ] Generating forecast for: MAN
[2025-12-01T20:41:31.874841] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAN' from 'https://tdm.silogroup.org/data/derivative_storage/MAN.csv'.
[2025-12-01T20:41:31.885692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAN'.
[2025-12-01T20:41:31.885955] [INFO ] [FORECASTER] Starting predict_future for MAN
[2025-12-01T20:41:31.886699] [DEBUG] [LOCAL     ] No optimal features file found for MAN: ./output/feature-sets/MAN.txt
[2025-12-01T20:41:31.886747] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:31.886777] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:31.886802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:31.886859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:31.941913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:31.942567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:31.942662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:31.942692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:32.060016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:32.060155] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:32.060191] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:32.060217] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:32.063396] [DEBUG] [FORECASTER] MAN: Forecast T+1@11:T+2@11: UP (p=90.86%)
[2025-12-01T20:41:32.063677] [INFO ] [FORECASTER] Completed predict_future for MAN
[2025-12-01T20:41:32.063795] [INFO ] [sig       ] MAN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:32.201082] [INFO ] [LOCAL     ] Saved forecast: MAN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MAN.txt
[2025-12-01T20:41:32.201205] [INFO ] [sig       ] [2019/3634] Completed MAN in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-01T20:41:32.201240] [INFO ] [sig       ] [2020/3634] Forecasting MANH...
[2025-12-01T20:41:32.201269] [INFO ] [sig       ] Generating forecast for: MANH
[2025-12-01T20:41:32.201297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MANH' from 'https://tdm.silogroup.org/data/derivative_storage/MANH.csv'.
[2025-12-01T20:41:32.212231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MANH'.
[2025-12-01T20:41:32.212492] [INFO ] [FORECASTER] Starting predict_future for MANH
[2025-12-01T20:41:32.213230] [DEBUG] [LOCAL     ] No optimal features file found for MANH: ./output/feature-sets/MANH.txt
[2025-12-01T20:41:32.213278] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:32.213307] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:32.213332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:32.213385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:32.268621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:32.269267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:32.269344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:32.269374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:32.389963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:32.390106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:32.390142] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:32.390200] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:32.393655] [DEBUG] [FORECASTER] MANH: Forecast T+1@11:T+2@11: UP (p=72.82%)
[2025-12-01T20:41:32.393918] [INFO ] [FORECASTER] Completed predict_future for MANH
[2025-12-01T20:41:32.394039] [INFO ] [sig       ] MANH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:32.534228] [INFO ] [LOCAL     ] Saved forecast: MANH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MANH.txt
[2025-12-01T20:41:32.534357] [INFO ] [sig       ] [2020/3634] Completed MANH in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-01T20:41:32.534401] [INFO ] [sig       ] [2021/3634] Forecasting MARA...
[2025-12-01T20:41:32.534430] [INFO ] [sig       ] Generating forecast for: MARA
[2025-12-01T20:41:32.534458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MARA' from 'https://tdm.silogroup.org/data/derivative_storage/MARA.csv'.
[2025-12-01T20:41:32.547108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MARA'.
[2025-12-01T20:41:32.547393] [INFO ] [FORECASTER] Starting predict_future for MARA
[2025-12-01T20:41:32.548147] [DEBUG] [LOCAL     ] No optimal features file found for MARA: ./output/feature-sets/MARA.txt
[2025-12-01T20:41:32.548196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:32.548227] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:32.548252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:32.548306] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:32.609262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:32.609909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:32.609984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:32.610015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:32.730288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:32.730427] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:32.730464] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:32.730491] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:32.733698] [DEBUG] [FORECASTER] MARA: Forecast T+1@11:T+2@11: UP (p=83.64%)
[2025-12-01T20:41:32.733957] [INFO ] [FORECASTER] Completed predict_future for MARA
[2025-12-01T20:41:32.734074] [INFO ] [sig       ] MARA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:32.870696] [INFO ] [LOCAL     ] Saved forecast: MARA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MARA.txt
[2025-12-01T20:41:32.870822] [INFO ] [sig       ] [2021/3634] Completed MARA in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-01T20:41:32.870858] [INFO ] [sig       ] [2022/3634] Forecasting MAS...
[2025-12-01T20:41:32.870885] [INFO ] [sig       ] Generating forecast for: MAS
[2025-12-01T20:41:32.870913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAS' from 'https://tdm.silogroup.org/data/derivative_storage/MAS.csv'.
[2025-12-01T20:41:32.881778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAS'.
[2025-12-01T20:41:32.882037] [INFO ] [FORECASTER] Starting predict_future for MAS
[2025-12-01T20:41:32.882773] [DEBUG] [LOCAL     ] No optimal features file found for MAS: ./output/feature-sets/MAS.txt
[2025-12-01T20:41:32.882821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:32.882850] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:32.882876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:32.882930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:32.938539] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:32.939223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:32.939299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:32.939330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:33.053204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:33.053345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:33.053382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:33.053410] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:33.056626] [DEBUG] [FORECASTER] MAS: Forecast T+1@11:T+2@11: DOWN (p=22.07%)
[2025-12-01T20:41:33.056885] [INFO ] [FORECASTER] Completed predict_future for MAS
[2025-12-01T20:41:33.057017] [INFO ] [sig       ] MAS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:33.195960] [INFO ] [LOCAL     ] Saved forecast: MAS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MAS.txt
[2025-12-01T20:41:33.196090] [INFO ] [sig       ] [2022/3634] Completed MAS in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-01T20:41:33.196127] [INFO ] [sig       ] [2023/3634] Forecasting MASI...
[2025-12-01T20:41:33.196155] [INFO ] [sig       ] Generating forecast for: MASI
[2025-12-01T20:41:33.196184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASI' from 'https://tdm.silogroup.org/data/derivative_storage/MASI.csv'.
[2025-12-01T20:41:33.207187] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MASI'.
[2025-12-01T20:41:33.207468] [INFO ] [FORECASTER] Starting predict_future for MASI
[2025-12-01T20:41:33.208223] [DEBUG] [LOCAL     ] No optimal features file found for MASI: ./output/feature-sets/MASI.txt
[2025-12-01T20:41:33.208272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:33.208301] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:33.208358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:33.208414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:33.264727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:33.265353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:33.265432] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:33.265464] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:33.384262] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:33.384397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:33.384433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:33.384459] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:33.387680] [DEBUG] [FORECASTER] MASI: Forecast T+1@11:T+2@11: UP (p=62.42%)
[2025-12-01T20:41:33.387936] [INFO ] [FORECASTER] Completed predict_future for MASI
[2025-12-01T20:41:33.388054] [INFO ] [sig       ] MASI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:33.527350] [INFO ] [LOCAL     ] Saved forecast: MASI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MASI.txt
[2025-12-01T20:41:33.527464] [INFO ] [sig       ] [2023/3634] Completed MASI in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-01T20:41:33.527499] [INFO ] [sig       ] [2024/3634] Forecasting MASS...
[2025-12-01T20:41:33.527527] [INFO ] [sig       ] Generating forecast for: MASS
[2025-12-01T20:41:33.527555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MASS' from 'https://tdm.silogroup.org/data/derivative_storage/MASS.csv'.
[2025-12-01T20:41:33.538409] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MASS'.
[2025-12-01T20:41:33.538722] [INFO ] [FORECASTER] Starting predict_future for MASS
[2025-12-01T20:41:33.539464] [DEBUG] [LOCAL     ] No optimal features file found for MASS: ./output/feature-sets/MASS.txt
[2025-12-01T20:41:33.539513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:33.539545] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:33.539590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:33.539656] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:33.596864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:33.597524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:33.597618] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:33.597653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:33.717444] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:33.717598] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:33.717637] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:33.717679] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:33.721013] [DEBUG] [FORECASTER] MASS: Forecast T+1@11:T+2@11: DOWN (p=42.53%)
[2025-12-01T20:41:33.721280] [INFO ] [FORECASTER] Completed predict_future for MASS
[2025-12-01T20:41:33.721404] [INFO ] [sig       ] MASS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:33.861077] [INFO ] [LOCAL     ] Saved forecast: MASS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MASS.txt
[2025-12-01T20:41:33.861203] [INFO ] [sig       ] [2024/3634] Completed MASS in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-01T20:41:33.861240] [INFO ] [sig       ] [2025/3634] Forecasting MATX...
[2025-12-01T20:41:33.861269] [INFO ] [sig       ] Generating forecast for: MATX
[2025-12-01T20:41:33.861296] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MATX' from 'https://tdm.silogroup.org/data/derivative_storage/MATX.csv'.
[2025-12-01T20:41:33.872404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MATX'.
[2025-12-01T20:41:33.872720] [INFO ] [FORECASTER] Starting predict_future for MATX
[2025-12-01T20:41:33.873467] [DEBUG] [LOCAL     ] No optimal features file found for MATX: ./output/feature-sets/MATX.txt
[2025-12-01T20:41:33.873516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:33.873547] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:33.873595] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:33.873662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:33.933491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:33.934198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:33.934276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:33.934307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:34.051739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:34.051881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:34.051917] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:34.051943] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:34.055148] [DEBUG] [FORECASTER] MATX: Forecast T+1@11:T+2@11: DOWN (p=11.84%)
[2025-12-01T20:41:34.055405] [INFO ] [FORECASTER] Completed predict_future for MATX
[2025-12-01T20:41:34.055524] [INFO ] [sig       ] MATX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:34.194188] [INFO ] [LOCAL     ] Saved forecast: MATX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MATX.txt
[2025-12-01T20:41:34.194304] [INFO ] [sig       ] [2025/3634] Completed MATX in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-01T20:41:34.194339] [INFO ] [sig       ] [2026/3634] Forecasting MAX...
[2025-12-01T20:41:34.194368] [INFO ] [sig       ] Generating forecast for: MAX
[2025-12-01T20:41:34.194396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAX' from 'https://tdm.silogroup.org/data/derivative_storage/MAX.csv'.
[2025-12-01T20:41:34.205714] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MAX'.
[2025-12-01T20:41:34.206006] [INFO ] [FORECASTER] Starting predict_future for MAX
[2025-12-01T20:41:34.206795] [DEBUG] [LOCAL     ] No optimal features file found for MAX: ./output/feature-sets/MAX.txt
[2025-12-01T20:41:34.206850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:34.206881] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:34.206908] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:34.206963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:34.264408] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:34.265063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:34.265152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:34.265184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:34.381025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:34.381352] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:34.381388] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:34.381415] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:34.384807] [DEBUG] [FORECASTER] MAX: Forecast T+1@11:T+2@11: DOWN (p=5.55%)
[2025-12-01T20:41:34.385061] [INFO ] [FORECASTER] Completed predict_future for MAX
[2025-12-01T20:41:34.385178] [INFO ] [sig       ] MAX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:34.522973] [INFO ] [LOCAL     ] Saved forecast: MAX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MAX.txt
[2025-12-01T20:41:34.523098] [INFO ] [sig       ] [2026/3634] Completed MAX in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-01T20:41:34.523136] [INFO ] [sig       ] [2027/3634] Forecasting MAXI...
[2025-12-01T20:41:34.523164] [INFO ] [sig       ] Generating forecast for: MAXI
[2025-12-01T20:41:34.523199] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXI' from 'https://tdm.silogroup.org/data/derivative_storage/MAXI.csv'.
[2025-12-01T20:41:34.534067] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXI'.
[2025-12-01T20:41:34.534353] [INFO ] [FORECASTER] Starting predict_future for MAXI
[2025-12-01T20:41:34.535145] [DEBUG] [LOCAL     ] No optimal features file found for MAXI: ./output/feature-sets/MAXI.txt
[2025-12-01T20:41:34.535196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:34.535226] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:34.535254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:34.535309] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:34.592075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:34.592704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:34.592820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:34.592875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:34.710236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:34.710387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:34.710424] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:34.710452] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:34.713728] [DEBUG] [FORECASTER] MAXI: Forecast T+1@11:T+2@11: DOWN (p=5.49%)
[2025-12-01T20:41:34.713997] [INFO ] [FORECASTER] Completed predict_future for MAXI
[2025-12-01T20:41:34.714119] [INFO ] [sig       ] MAXI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:34.851127] [INFO ] [LOCAL     ] Saved forecast: MAXI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MAXI.txt
[2025-12-01T20:41:34.851253] [INFO ] [sig       ] [2027/3634] Completed MAXI in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-01T20:41:34.851291] [INFO ] [sig       ] [2028/3634] Forecasting MAXN...
[2025-12-01T20:41:34.851320] [INFO ] [sig       ] Generating forecast for: MAXN
[2025-12-01T20:41:34.851348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MAXN' from 'https://tdm.silogroup.org/data/derivative_storage/MAXN.csv'.
[2025-12-01T20:41:34.862210] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MAXN'.
[2025-12-01T20:41:34.862497] [INFO ] [FORECASTER] Starting predict_future for MAXN
[2025-12-01T20:41:34.863272] [DEBUG] [LOCAL     ] No optimal features file found for MAXN: ./output/feature-sets/MAXN.txt
[2025-12-01T20:41:34.863322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:34.863363] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:34.863391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:34.863446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:34.920678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:34.921314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:34.921392] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:34.921425] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:35.032108] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:35.032248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:35.032286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:35.032314] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:35.035591] [DEBUG] [FORECASTER] MAXN: Forecast T+1@11:T+2@11: DOWN (p=43.82%)
[2025-12-01T20:41:35.035857] [INFO ] [FORECASTER] Completed predict_future for MAXN
[2025-12-01T20:41:35.035979] [INFO ] [sig       ] MAXN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:35.175105] [INFO ] [LOCAL     ] Saved forecast: MAXN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MAXN.txt
[2025-12-01T20:41:35.175222] [INFO ] [sig       ] [2028/3634] Completed MAXN in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-01T20:41:35.175259] [INFO ] [sig       ] [2029/3634] Forecasting MBB...
[2025-12-01T20:41:35.175287] [INFO ] [sig       ] Generating forecast for: MBB
[2025-12-01T20:41:35.175314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBB' from 'https://tdm.silogroup.org/data/derivative_storage/MBB.csv'.
[2025-12-01T20:41:35.186744] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBB'.
[2025-12-01T20:41:35.187001] [INFO ] [FORECASTER] Starting predict_future for MBB
[2025-12-01T20:41:35.187738] [DEBUG] [LOCAL     ] No optimal features file found for MBB: ./output/feature-sets/MBB.txt
[2025-12-01T20:41:35.187787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:35.187816] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:35.187841] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:35.187894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:35.244133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:35.244732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:35.244804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:35.244840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:35.370057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:35.370218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:35.370258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:35.370286] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:35.373646] [DEBUG] [FORECASTER] MBB: Forecast T+1@11:T+2@11: UP (p=62.08%)
[2025-12-01T20:41:35.373916] [INFO ] [FORECASTER] Completed predict_future for MBB
[2025-12-01T20:41:35.374045] [INFO ] [sig       ] MBB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:35.512049] [INFO ] [LOCAL     ] Saved forecast: MBB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MBB.txt
[2025-12-01T20:41:35.512181] [INFO ] [sig       ] [2029/3634] Completed MBB in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-01T20:41:35.512219] [INFO ] [sig       ] [2030/3634] Forecasting MBC...
[2025-12-01T20:41:35.512248] [INFO ] [sig       ] Generating forecast for: MBC
[2025-12-01T20:41:35.512277] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBC' from 'https://tdm.silogroup.org/data/derivative_storage/MBC.csv'.
[2025-12-01T20:41:35.524426] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBC'.
[2025-12-01T20:41:35.524780] [INFO ] [FORECASTER] Starting predict_future for MBC
[2025-12-01T20:41:35.525525] [DEBUG] [LOCAL     ] No optimal features file found for MBC: ./output/feature-sets/MBC.txt
[2025-12-01T20:41:35.525602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:35.525646] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:35.525678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:35.525750] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:35.581842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:35.582546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:35.582640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:35.582672] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:35.701722] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:35.701863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:35.701908] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:35.701940] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:35.705184] [DEBUG] [FORECASTER] MBC: Forecast T+1@11:T+2@11: DOWN (p=31.91%)
[2025-12-01T20:41:35.705442] [INFO ] [FORECASTER] Completed predict_future for MBC
[2025-12-01T20:41:35.705591] [INFO ] [sig       ] MBC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:35.842964] [INFO ] [LOCAL     ] Saved forecast: MBC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MBC.txt
[2025-12-01T20:41:35.843107] [INFO ] [sig       ] [2030/3634] Completed MBC in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 9.0m
[2025-12-01T20:41:35.843144] [INFO ] [sig       ] [2031/3634] Forecasting MBCN...
[2025-12-01T20:41:35.843172] [INFO ] [sig       ] Generating forecast for: MBCN
[2025-12-01T20:41:35.843200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBCN' from 'https://tdm.silogroup.org/data/derivative_storage/MBCN.csv'.
[2025-12-01T20:41:35.852651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBCN'.
[2025-12-01T20:41:35.852883] [INFO ] [FORECASTER] Starting predict_future for MBCN
[2025-12-01T20:41:35.853617] [DEBUG] [LOCAL     ] No optimal features file found for MBCN: ./output/feature-sets/MBCN.txt
[2025-12-01T20:41:35.853674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:35.853705] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:35.853731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:35.853785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:35.909487] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:35.910101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:35.910175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:35.910206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:36.002619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:36.002718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:36.002751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:36.002777] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:36.005789] [DEBUG] [FORECASTER] MBCN: Forecast T+1@11:T+2@11: UP (p=87.13%)
[2025-12-01T20:41:36.006040] [INFO ] [FORECASTER] Completed predict_future for MBCN
[2025-12-01T20:41:36.006158] [INFO ] [sig       ] MBCN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:36.142859] [INFO ] [LOCAL     ] Saved forecast: MBCN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MBCN.txt
[2025-12-01T20:41:36.143007] [INFO ] [sig       ] [2031/3634] Completed MBCN in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-01T20:41:36.143044] [INFO ] [sig       ] [2032/3634] Forecasting MBI...
[2025-12-01T20:41:36.143073] [INFO ] [sig       ] Generating forecast for: MBI
[2025-12-01T20:41:36.143108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBI' from 'https://tdm.silogroup.org/data/derivative_storage/MBI.csv'.
[2025-12-01T20:41:36.157967] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MBI'.
[2025-12-01T20:41:36.158241] [INFO ] [FORECASTER] Starting predict_future for MBI
[2025-12-01T20:41:36.159009] [DEBUG] [LOCAL     ] No optimal features file found for MBI: ./output/feature-sets/MBI.txt
[2025-12-01T20:41:36.159057] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:36.159087] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:36.159113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:36.159166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:36.215367] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:36.215960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:36.216040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:36.216070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:36.331844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:36.332003] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:36.332050] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:36.332080] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:36.335293] [DEBUG] [FORECASTER] MBI: Forecast T+1@11:T+2@11: DOWN (p=3.38%)
[2025-12-01T20:41:36.335547] [INFO ] [FORECASTER] Completed predict_future for MBI
[2025-12-01T20:41:36.335682] [INFO ] [sig       ] MBI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:36.472451] [INFO ] [LOCAL     ] Saved forecast: MBI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MBI.txt
[2025-12-01T20:41:36.472586] [INFO ] [sig       ] [2032/3634] Completed MBI in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-01T20:41:36.472624] [INFO ] [sig       ] [2033/3634] Forecasting MBIN...
[2025-12-01T20:41:36.472653] [INFO ] [sig       ] Generating forecast for: MBIN
[2025-12-01T20:41:36.472681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIN' from 'https://tdm.silogroup.org/data/derivative_storage/MBIN.csv'.
[2025-12-01T20:41:36.483290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBIN'.
[2025-12-01T20:41:36.483672] [INFO ] [FORECASTER] Starting predict_future for MBIN
[2025-12-01T20:41:36.484644] [DEBUG] [LOCAL     ] No optimal features file found for MBIN: ./output/feature-sets/MBIN.txt
[2025-12-01T20:41:36.484704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:36.484744] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:36.484779] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:36.484854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:36.541657] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:36.542297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:36.542375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:36.542407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:36.658000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:36.658146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:36.658183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:36.658209] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:36.661432] [DEBUG] [FORECASTER] MBIN: Forecast T+1@11:T+2@11: UP (p=90.87%)
[2025-12-01T20:41:36.661727] [INFO ] [FORECASTER] Completed predict_future for MBIN
[2025-12-01T20:41:36.661852] [INFO ] [sig       ] MBIN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:36.803606] [INFO ] [LOCAL     ] Saved forecast: MBIN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MBIN.txt
[2025-12-01T20:41:36.803733] [INFO ] [sig       ] [2033/3634] Completed MBIN in 0.3s | 2.99 sym/s | Total: 11.3m | ETA: 8.9m
[2025-12-01T20:41:36.803770] [INFO ] [sig       ] [2034/3634] Forecasting MBIO...
[2025-12-01T20:41:36.803799] [INFO ] [sig       ] Generating forecast for: MBIO
[2025-12-01T20:41:36.803827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBIO' from 'https://tdm.silogroup.org/data/derivative_storage/MBIO.csv'.
[2025-12-01T20:41:36.814606] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MBIO'.
[2025-12-01T20:41:36.814860] [INFO ] [FORECASTER] Starting predict_future for MBIO
[2025-12-01T20:41:36.815596] [DEBUG] [LOCAL     ] No optimal features file found for MBIO: ./output/feature-sets/MBIO.txt
[2025-12-01T20:41:36.815645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:36.815699] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:36.815726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:36.815781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:36.870670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:36.871303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:36.871380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:36.871412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:36.990031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:36.990175] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:36.990216] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:36.990244] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:36.993569] [DEBUG] [FORECASTER] MBIO: Forecast T+1@11:T+2@11: DOWN (p=9.92%)
[2025-12-01T20:41:36.993849] [INFO ] [FORECASTER] Completed predict_future for MBIO
[2025-12-01T20:41:36.993969] [INFO ] [sig       ] MBIO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:37.132676] [INFO ] [LOCAL     ] Saved forecast: MBIO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MBIO.txt
[2025-12-01T20:41:37.132815] [INFO ] [sig       ] [2034/3634] Completed MBIO in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-01T20:41:37.132853] [INFO ] [sig       ] [2035/3634] Forecasting MBLY...
[2025-12-01T20:41:37.132885] [INFO ] [sig       ] Generating forecast for: MBLY
[2025-12-01T20:41:37.132914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBLY' from 'https://tdm.silogroup.org/data/derivative_storage/MBLY.csv'.
[2025-12-01T20:41:37.144794] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MBLY'.
[2025-12-01T20:41:37.145156] [INFO ] [FORECASTER] Starting predict_future for MBLY
[2025-12-01T20:41:37.145926] [DEBUG] [LOCAL     ] No optimal features file found for MBLY: ./output/feature-sets/MBLY.txt
[2025-12-01T20:41:37.145976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:37.146007] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:37.146033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:37.146087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:37.201876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:37.202648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:37.202728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:37.202760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:37.320933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:37.321065] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:37.321101] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:37.321143] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:37.324334] [DEBUG] [FORECASTER] MBLY: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-01T20:41:37.324613] [INFO ] [FORECASTER] Completed predict_future for MBLY
[2025-12-01T20:41:37.324733] [INFO ] [sig       ] MBLY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:41:37.476127] [INFO ] [LOCAL     ] Saved forecast: MBLY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MBLY.txt
[2025-12-01T20:41:37.476255] [INFO ] [sig       ] [2035/3634] Completed MBLY in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-01T20:41:37.476293] [INFO ] [sig       ] [2036/3634] Forecasting MBS...
[2025-12-01T20:41:37.476321] [INFO ] [sig       ] Generating forecast for: MBS
[2025-12-01T20:41:37.476350] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBS' from 'https://tdm.silogroup.org/data/derivative_storage/MBS.csv'.
[2025-12-01T20:41:37.486665] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MBS'.
[2025-12-01T20:41:37.486974] [INFO ] [FORECASTER] Starting predict_future for MBS
[2025-12-01T20:41:37.487726] [DEBUG] [LOCAL     ] No optimal features file found for MBS: ./output/feature-sets/MBS.txt
[2025-12-01T20:41:37.487774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:37.487804] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:37.487830] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:37.487886] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:37.542880] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:37.543482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:37.543558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:37.543606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:37.653321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:37.653472] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:37.653509] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:37.653537] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:37.656756] [DEBUG] [FORECASTER] MBS: Forecast T+1@11:T+2@11: DOWN (p=24.22%)
[2025-12-01T20:41:37.657020] [INFO ] [FORECASTER] Completed predict_future for MBS
[2025-12-01T20:41:37.657136] [INFO ] [sig       ] MBS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:37.794868] [INFO ] [LOCAL     ] Saved forecast: MBS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MBS.txt
[2025-12-01T20:41:37.794998] [INFO ] [sig       ] [2036/3634] Completed MBS in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-01T20:41:37.795035] [INFO ] [sig       ] [2037/3634] Forecasting MBWM...
[2025-12-01T20:41:37.795064] [INFO ] [sig       ] Generating forecast for: MBWM
[2025-12-01T20:41:37.795092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBWM' from 'https://tdm.silogroup.org/data/derivative_storage/MBWM.csv'.
[2025-12-01T20:41:37.805790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MBWM'.
[2025-12-01T20:41:37.806049] [INFO ] [FORECASTER] Starting predict_future for MBWM
[2025-12-01T20:41:37.806797] [DEBUG] [LOCAL     ] No optimal features file found for MBWM: ./output/feature-sets/MBWM.txt
[2025-12-01T20:41:37.806845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:37.806875] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:37.806903] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:37.806958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:37.864955] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:37.865709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:37.865798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:37.865830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:37.978657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:37.978806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:37.978843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:37.978924] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:37.982147] [DEBUG] [FORECASTER] MBWM: Forecast T+1@11:T+2@11: UP (p=79.56%)
[2025-12-01T20:41:37.982412] [INFO ] [FORECASTER] Completed predict_future for MBWM
[2025-12-01T20:41:37.982533] [INFO ] [sig       ] MBWM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:38.119736] [INFO ] [LOCAL     ] Saved forecast: MBWM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MBWM.txt
[2025-12-01T20:41:38.119869] [INFO ] [sig       ] [2037/3634] Completed MBWM in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-01T20:41:38.119912] [INFO ] [sig       ] [2038/3634] Forecasting MBX...
[2025-12-01T20:41:38.119942] [INFO ] [sig       ] Generating forecast for: MBX
[2025-12-01T20:41:38.119971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MBX' from 'https://tdm.silogroup.org/data/derivative_storage/MBX.csv'.
[2025-12-01T20:41:38.200224] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MBX'.
[2025-12-01T20:41:38.200494] [INFO ] [FORECASTER] Starting predict_future for MBX
[2025-12-01T20:41:38.201225] [DEBUG] [LOCAL     ] No optimal features file found for MBX: ./output/feature-sets/MBX.txt
[2025-12-01T20:41:38.201274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:38.201304] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:38.201330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:38.201384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:38.256375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:38.257030] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:38.257106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:38.257138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:38.376386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:38.376536] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:38.376592] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:38.376625] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:38.379947] [DEBUG] [FORECASTER] MBX: Forecast T+1@11:T+2@11: UP (p=91.21%)
[2025-12-01T20:41:38.380206] [INFO ] [FORECASTER] Completed predict_future for MBX
[2025-12-01T20:41:38.380324] [INFO ] [sig       ] MBX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:41:38.523340] [INFO ] [LOCAL     ] Saved forecast: MBX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MBX.txt
[2025-12-01T20:41:38.523474] [INFO ] [sig       ] [2038/3634] Completed MBX in 0.4s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-01T20:41:38.523514] [INFO ] [sig       ] [2039/3634] Forecasting MC...
[2025-12-01T20:41:38.523544] [INFO ] [sig       ] Generating forecast for: MC
[2025-12-01T20:41:38.523592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MC' from 'https://tdm.silogroup.org/data/derivative_storage/MC.csv'.
[2025-12-01T20:41:38.533926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MC'.
[2025-12-01T20:41:38.534187] [INFO ] [FORECASTER] Starting predict_future for MC
[2025-12-01T20:41:38.534924] [DEBUG] [LOCAL     ] No optimal features file found for MC: ./output/feature-sets/MC.txt
[2025-12-01T20:41:38.534974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:38.535006] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:38.535033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:38.535100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:38.590654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:38.591398] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:38.591475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:38.591506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:38.714104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:38.714257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:38.714293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:38.714321] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:38.717601] [DEBUG] [FORECASTER] MC: Forecast T+1@11:T+2@11: DOWN (p=32.87%)
[2025-12-01T20:41:38.717860] [INFO ] [FORECASTER] Completed predict_future for MC
[2025-12-01T20:41:38.717987] [INFO ] [sig       ] MC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:38.868473] [INFO ] [LOCAL     ] Saved forecast: MC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MC.txt
[2025-12-01T20:41:38.868644] [INFO ] [sig       ] [2039/3634] Completed MC in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-01T20:41:38.868684] [INFO ] [sig       ] [2040/3634] Forecasting MCBS...
[2025-12-01T20:41:38.868713] [INFO ] [sig       ] Generating forecast for: MCBS
[2025-12-01T20:41:38.868743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCBS' from 'https://tdm.silogroup.org/data/derivative_storage/MCBS.csv'.
[2025-12-01T20:41:38.880227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCBS'.
[2025-12-01T20:41:38.880601] [INFO ] [FORECASTER] Starting predict_future for MCBS
[2025-12-01T20:41:38.881358] [DEBUG] [LOCAL     ] No optimal features file found for MCBS: ./output/feature-sets/MCBS.txt
[2025-12-01T20:41:38.881410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:38.881440] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:38.881466] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:38.881522] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:38.938863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:38.939701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:38.939787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:38.939821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:39.067917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:39.068081] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:39.068122] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:39.068150] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:39.071539] [DEBUG] [FORECASTER] MCBS: Forecast T+1@11:T+2@11: DOWN (p=6.74%)
[2025-12-01T20:41:39.071829] [INFO ] [FORECASTER] Completed predict_future for MCBS
[2025-12-01T20:41:39.071983] [INFO ] [sig       ] MCBS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:39.216467] [INFO ] [LOCAL     ] Saved forecast: MCBS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MCBS.txt
[2025-12-01T20:41:39.216642] [INFO ] [sig       ] [2040/3634] Completed MCBS in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-01T20:41:39.216682] [INFO ] [sig       ] [2041/3634] Forecasting MCHI...
[2025-12-01T20:41:39.216710] [INFO ] [sig       ] Generating forecast for: MCHI
[2025-12-01T20:41:39.216737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHI' from 'https://tdm.silogroup.org/data/derivative_storage/MCHI.csv'.
[2025-12-01T20:41:39.227999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHI'.
[2025-12-01T20:41:39.228337] [INFO ] [FORECASTER] Starting predict_future for MCHI
[2025-12-01T20:41:39.229156] [DEBUG] [LOCAL     ] No optimal features file found for MCHI: ./output/feature-sets/MCHI.txt
[2025-12-01T20:41:39.229219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:39.229252] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:39.229277] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:39.229333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:39.286324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:39.287050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:39.287130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:39.287163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:39.412349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:39.412509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:39.412562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:39.412608] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:39.415975] [DEBUG] [FORECASTER] MCHI: Forecast T+1@11:T+2@11: UP (p=92.20%)
[2025-12-01T20:41:39.416234] [INFO ] [FORECASTER] Completed predict_future for MCHI
[2025-12-01T20:41:39.416363] [INFO ] [sig       ] MCHI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:39.555501] [INFO ] [LOCAL     ] Saved forecast: MCHI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MCHI.txt
[2025-12-01T20:41:39.555647] [INFO ] [sig       ] [2041/3634] Completed MCHI in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-01T20:41:39.555696] [INFO ] [sig       ] [2042/3634] Forecasting MCHP...
[2025-12-01T20:41:39.555727] [INFO ] [sig       ] Generating forecast for: MCHP
[2025-12-01T20:41:39.555755] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHP' from 'https://tdm.silogroup.org/data/derivative_storage/MCHP.csv'.
[2025-12-01T20:41:39.566902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHP'.
[2025-12-01T20:41:39.567222] [INFO ] [FORECASTER] Starting predict_future for MCHP
[2025-12-01T20:41:39.568001] [DEBUG] [LOCAL     ] No optimal features file found for MCHP: ./output/feature-sets/MCHP.txt
[2025-12-01T20:41:39.568053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:39.568084] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:39.568111] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:39.568167] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:39.624599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:39.625315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:39.625394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:39.625426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:39.744600] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:39.744755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:39.744792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:39.744819] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:39.748083] [DEBUG] [FORECASTER] MCHP: Forecast T+1@11:T+2@11: DOWN (p=36.31%)
[2025-12-01T20:41:39.748389] [INFO ] [FORECASTER] Completed predict_future for MCHP
[2025-12-01T20:41:39.748519] [INFO ] [sig       ] MCHP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:39.887857] [INFO ] [LOCAL     ] Saved forecast: MCHP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MCHP.txt
[2025-12-01T20:41:39.888010] [INFO ] [sig       ] [2042/3634] Completed MCHP in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-01T20:41:39.888050] [INFO ] [sig       ] [2043/3634] Forecasting MCHX...
[2025-12-01T20:41:39.888082] [INFO ] [sig       ] Generating forecast for: MCHX
[2025-12-01T20:41:39.888110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCHX' from 'https://tdm.silogroup.org/data/derivative_storage/MCHX.csv'.
[2025-12-01T20:41:39.899699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCHX'.
[2025-12-01T20:41:39.900066] [INFO ] [FORECASTER] Starting predict_future for MCHX
[2025-12-01T20:41:39.900852] [DEBUG] [LOCAL     ] No optimal features file found for MCHX: ./output/feature-sets/MCHX.txt
[2025-12-01T20:41:39.900903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:39.900934] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:39.900960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:39.901016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:39.958193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:39.959051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:39.959133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:39.959166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:40.064432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:40.064592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:40.064633] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:40.064661] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:40.067993] [DEBUG] [FORECASTER] MCHX: Forecast T+1@11:T+2@11: DOWN (p=37.92%)
[2025-12-01T20:41:40.068254] [INFO ] [FORECASTER] Completed predict_future for MCHX
[2025-12-01T20:41:40.068410] [INFO ] [sig       ] MCHX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:40.207706] [INFO ] [LOCAL     ] Saved forecast: MCHX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MCHX.txt
[2025-12-01T20:41:40.207861] [INFO ] [sig       ] [2043/3634] Completed MCHX in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-01T20:41:40.207905] [INFO ] [sig       ] [2044/3634] Forecasting MCI...
[2025-12-01T20:41:40.207945] [INFO ] [sig       ] Generating forecast for: MCI
[2025-12-01T20:41:40.207984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCI' from 'https://tdm.silogroup.org/data/derivative_storage/MCI.csv'.
[2025-12-01T20:41:40.219938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCI'.
[2025-12-01T20:41:40.220263] [INFO ] [FORECASTER] Starting predict_future for MCI
[2025-12-01T20:41:40.221025] [DEBUG] [LOCAL     ] No optimal features file found for MCI: ./output/feature-sets/MCI.txt
[2025-12-01T20:41:40.221073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:40.221103] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:40.221128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:40.221182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:40.275886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:40.276457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:40.276557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:40.276607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:40.387968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:40.388103] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:40.388139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:40.388166] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:40.391362] [DEBUG] [FORECASTER] MCI: Forecast T+1@11:T+2@11: UP (p=81.55%)
[2025-12-01T20:41:40.391633] [INFO ] [FORECASTER] Completed predict_future for MCI
[2025-12-01T20:41:40.391752] [INFO ] [sig       ] MCI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:40.529800] [INFO ] [LOCAL     ] Saved forecast: MCI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MCI.txt
[2025-12-01T20:41:40.529948] [INFO ] [sig       ] [2044/3634] Completed MCI in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-01T20:41:40.529985] [INFO ] [sig       ] [2045/3634] Forecasting MCK...
[2025-12-01T20:41:40.530014] [INFO ] [sig       ] Generating forecast for: MCK
[2025-12-01T20:41:40.530043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCK' from 'https://tdm.silogroup.org/data/derivative_storage/MCK.csv'.
[2025-12-01T20:41:40.541076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCK'.
[2025-12-01T20:41:40.541320] [INFO ] [FORECASTER] Starting predict_future for MCK
[2025-12-01T20:41:40.542054] [DEBUG] [LOCAL     ] No optimal features file found for MCK: ./output/feature-sets/MCK.txt
[2025-12-01T20:41:40.542102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:40.542132] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:40.542157] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:40.542211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:40.597885] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:40.598459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:40.598532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:40.598563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:40.720813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:40.720981] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:40.721019] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:40.721047] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:40.724343] [DEBUG] [FORECASTER] MCK: Forecast T+1@11:T+2@11: UP (p=92.51%)
[2025-12-01T20:41:40.724627] [INFO ] [FORECASTER] Completed predict_future for MCK
[2025-12-01T20:41:40.724746] [INFO ] [sig       ] MCK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:40.862736] [INFO ] [LOCAL     ] Saved forecast: MCK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MCK.txt
[2025-12-01T20:41:40.862855] [INFO ] [sig       ] [2045/3634] Completed MCK in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-01T20:41:40.862891] [INFO ] [sig       ] [2046/3634] Forecasting MCN...
[2025-12-01T20:41:40.862918] [INFO ] [sig       ] Generating forecast for: MCN
[2025-12-01T20:41:40.862945] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCN' from 'https://tdm.silogroup.org/data/derivative_storage/MCN.csv'.
[2025-12-01T20:41:40.873966] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCN'.
[2025-12-01T20:41:40.874252] [INFO ] [FORECASTER] Starting predict_future for MCN
[2025-12-01T20:41:40.875005] [DEBUG] [LOCAL     ] No optimal features file found for MCN: ./output/feature-sets/MCN.txt
[2025-12-01T20:41:40.875064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:40.875101] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:40.875129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:40.875183] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:40.932676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:40.933299] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:40.933376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:40.933408] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:41.064143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:41.064303] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:41.064349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:41.064391] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:41.068801] [DEBUG] [FORECASTER] MCN: Forecast T+1@11:T+2@11: DOWN (p=38.79%)
[2025-12-01T20:41:41.069081] [INFO ] [FORECASTER] Completed predict_future for MCN
[2025-12-01T20:41:41.069200] [INFO ] [sig       ] MCN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:41.209334] [INFO ] [LOCAL     ] Saved forecast: MCN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MCN.txt
[2025-12-01T20:41:41.209463] [INFO ] [sig       ] [2046/3634] Completed MCN in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-01T20:41:41.209499] [INFO ] [sig       ] [2047/3634] Forecasting MCO...
[2025-12-01T20:41:41.209528] [INFO ] [sig       ] Generating forecast for: MCO
[2025-12-01T20:41:41.209556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCO' from 'https://tdm.silogroup.org/data/derivative_storage/MCO.csv'.
[2025-12-01T20:41:41.220785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCO'.
[2025-12-01T20:41:41.221068] [INFO ] [FORECASTER] Starting predict_future for MCO
[2025-12-01T20:41:41.221808] [DEBUG] [LOCAL     ] No optimal features file found for MCO: ./output/feature-sets/MCO.txt
[2025-12-01T20:41:41.221857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:41.221888] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:41.221913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:41.221966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:41.277250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:41.277855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:41.277929] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:41.277960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:41.393641] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:41.393761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:41.393796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:41.393824] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:41.396939] [DEBUG] [FORECASTER] MCO: Forecast T+1@11:T+2@11: DOWN (p=11.28%)
[2025-12-01T20:41:41.397190] [INFO ] [FORECASTER] Completed predict_future for MCO
[2025-12-01T20:41:41.397310] [INFO ] [sig       ] MCO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:41.535742] [INFO ] [LOCAL     ] Saved forecast: MCO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MCO.txt
[2025-12-01T20:41:41.535923] [INFO ] [sig       ] [2047/3634] Completed MCO in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-01T20:41:41.535966] [INFO ] [sig       ] [2048/3634] Forecasting MCRB...
[2025-12-01T20:41:41.536002] [INFO ] [sig       ] Generating forecast for: MCRB
[2025-12-01T20:41:41.536037] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRB' from 'https://tdm.silogroup.org/data/derivative_storage/MCRB.csv'.
[2025-12-01T20:41:41.547438] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MCRB'.
[2025-12-01T20:41:41.547814] [INFO ] [FORECASTER] Starting predict_future for MCRB
[2025-12-01T20:41:41.548627] [DEBUG] [LOCAL     ] No optimal features file found for MCRB: ./output/feature-sets/MCRB.txt
[2025-12-01T20:41:41.548676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:41.548707] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:41.548733] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:41.548788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:41.604293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:41.605065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:41.605141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:41.605172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:41.721800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:41.721949] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:41.722003] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:41.722030] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:41.725239] [DEBUG] [FORECASTER] MCRB: Forecast T+1@11:T+2@11: DOWN (p=0.17%)
[2025-12-01T20:41:41.725495] [INFO ] [FORECASTER] Completed predict_future for MCRB
[2025-12-01T20:41:41.725631] [INFO ] [sig       ] MCRB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:41.863751] [INFO ] [LOCAL     ] Saved forecast: MCRB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MCRB.txt
[2025-12-01T20:41:41.863895] [INFO ] [sig       ] [2048/3634] Completed MCRB in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.9m
[2025-12-01T20:41:41.863934] [INFO ] [sig       ] [2049/3634] Forecasting MCRI...
[2025-12-01T20:41:41.863968] [INFO ] [sig       ] Generating forecast for: MCRI
[2025-12-01T20:41:41.864002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCRI' from 'https://tdm.silogroup.org/data/derivative_storage/MCRI.csv'.
[2025-12-01T20:41:41.875515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCRI'.
[2025-12-01T20:41:41.875799] [INFO ] [FORECASTER] Starting predict_future for MCRI
[2025-12-01T20:41:41.876503] [DEBUG] [LOCAL     ] No optimal features file found for MCRI: ./output/feature-sets/MCRI.txt
[2025-12-01T20:41:41.876552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:41.876603] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:41.876631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:41.876685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:41.932224] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:41.932830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:41.932904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:41.932933] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:42.048393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:42.048549] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:42.048604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:42.048632] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:42.051898] [DEBUG] [FORECASTER] MCRI: Forecast T+1@11:T+2@11: UP (p=69.36%)
[2025-12-01T20:41:42.052206] [INFO ] [FORECASTER] Completed predict_future for MCRI
[2025-12-01T20:41:42.052326] [INFO ] [sig       ] MCRI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:42.193180] [INFO ] [LOCAL     ] Saved forecast: MCRI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MCRI.txt
[2025-12-01T20:41:42.193328] [INFO ] [sig       ] [2049/3634] Completed MCRI in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-01T20:41:42.193367] [INFO ] [sig       ] [2050/3634] Forecasting MCS...
[2025-12-01T20:41:42.193396] [INFO ] [sig       ] Generating forecast for: MCS
[2025-12-01T20:41:42.193425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCS' from 'https://tdm.silogroup.org/data/derivative_storage/MCS.csv'.
[2025-12-01T20:41:42.204340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCS'.
[2025-12-01T20:41:42.204624] [INFO ] [FORECASTER] Starting predict_future for MCS
[2025-12-01T20:41:42.205338] [DEBUG] [LOCAL     ] No optimal features file found for MCS: ./output/feature-sets/MCS.txt
[2025-12-01T20:41:42.205386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:42.205417] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:42.205443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:42.205497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:42.260591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:42.261479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:42.261559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:42.261611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:42.383272] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:42.383417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:42.383456] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:42.383486] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:42.386864] [DEBUG] [FORECASTER] MCS: Forecast T+1@11:T+2@11: UP (p=92.09%)
[2025-12-01T20:41:42.387140] [INFO ] [FORECASTER] Completed predict_future for MCS
[2025-12-01T20:41:42.387262] [INFO ] [sig       ] MCS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:42.532006] [INFO ] [LOCAL     ] Saved forecast: MCS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MCS.txt
[2025-12-01T20:41:42.532149] [INFO ] [sig       ] [2050/3634] Completed MCS in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-01T20:41:42.532193] [INFO ] [sig       ] [2051/3634] Forecasting MCY...
[2025-12-01T20:41:42.532221] [INFO ] [sig       ] Generating forecast for: MCY
[2025-12-01T20:41:42.532250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MCY' from 'https://tdm.silogroup.org/data/derivative_storage/MCY.csv'.
[2025-12-01T20:41:42.543235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MCY'.
[2025-12-01T20:41:42.543498] [INFO ] [FORECASTER] Starting predict_future for MCY
[2025-12-01T20:41:42.544235] [DEBUG] [LOCAL     ] No optimal features file found for MCY: ./output/feature-sets/MCY.txt
[2025-12-01T20:41:42.544284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:42.544340] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:42.544368] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:42.544422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:42.603172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:42.603865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:42.603942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:42.603980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:42.720016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:42.720190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:42.720228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:42.720254] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:42.723493] [DEBUG] [FORECASTER] MCY: Forecast T+1@11:T+2@11: DOWN (p=42.83%)
[2025-12-01T20:41:42.723779] [INFO ] [FORECASTER] Completed predict_future for MCY
[2025-12-01T20:41:42.723903] [INFO ] [sig       ] MCY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:42.863291] [INFO ] [LOCAL     ] Saved forecast: MCY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MCY.txt
[2025-12-01T20:41:42.863462] [INFO ] [sig       ] [2051/3634] Completed MCY in 0.3s | 2.99 sym/s | Total: 11.4m | ETA: 8.8m
[2025-12-01T20:41:42.863501] [INFO ] [sig       ] [2052/3634] Forecasting MD...
[2025-12-01T20:41:42.863530] [INFO ] [sig       ] Generating forecast for: MD
[2025-12-01T20:41:42.863559] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MD' from 'https://tdm.silogroup.org/data/derivative_storage/MD.csv'.
[2025-12-01T20:41:42.875066] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MD'.
[2025-12-01T20:41:42.875354] [INFO ] [FORECASTER] Starting predict_future for MD
[2025-12-01T20:41:42.876121] [DEBUG] [LOCAL     ] No optimal features file found for MD: ./output/feature-sets/MD.txt
[2025-12-01T20:41:42.876170] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:42.876211] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:42.876237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:42.876290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:42.931403] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:42.932081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:42.932156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:42.932187] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:43.050093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:43.050256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:43.050296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:43.050323] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:43.053628] [DEBUG] [FORECASTER] MD: Forecast T+1@11:T+2@11: UP (p=78.45%)
[2025-12-01T20:41:43.053884] [INFO ] [FORECASTER] Completed predict_future for MD
[2025-12-01T20:41:43.054004] [INFO ] [sig       ] MD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:43.190023] [INFO ] [LOCAL     ] Saved forecast: MD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MD.txt
[2025-12-01T20:41:43.190147] [INFO ] [sig       ] [2052/3634] Completed MD in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-01T20:41:43.190184] [INFO ] [sig       ] [2053/3634] Forecasting MDAI...
[2025-12-01T20:41:43.190212] [INFO ] [sig       ] Generating forecast for: MDAI
[2025-12-01T20:41:43.190239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDAI' from 'https://tdm.silogroup.org/data/derivative_storage/MDAI.csv'.
[2025-12-01T20:41:43.201126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDAI'.
[2025-12-01T20:41:43.201372] [INFO ] [FORECASTER] Starting predict_future for MDAI
[2025-12-01T20:41:43.202120] [DEBUG] [LOCAL     ] No optimal features file found for MDAI: ./output/feature-sets/MDAI.txt
[2025-12-01T20:41:43.202168] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:43.202197] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:43.202221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:43.202274] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:43.257452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:43.258285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:43.258384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:43.258415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:43.375232] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:43.375390] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:43.375426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:43.375454] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:43.378702] [DEBUG] [FORECASTER] MDAI: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-12-01T20:41:43.378963] [INFO ] [FORECASTER] Completed predict_future for MDAI
[2025-12-01T20:41:43.379085] [INFO ] [sig       ] MDAI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:43.519737] [INFO ] [LOCAL     ] Saved forecast: MDAI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MDAI.txt
[2025-12-01T20:41:43.519892] [INFO ] [sig       ] [2053/3634] Completed MDAI in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-01T20:41:43.519929] [INFO ] [sig       ] [2054/3634] Forecasting MDB...
[2025-12-01T20:41:43.519958] [INFO ] [sig       ] Generating forecast for: MDB
[2025-12-01T20:41:43.519987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDB' from 'https://tdm.silogroup.org/data/derivative_storage/MDB.csv'.
[2025-12-01T20:41:43.531674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDB'.
[2025-12-01T20:41:43.532062] [INFO ] [FORECASTER] Starting predict_future for MDB
[2025-12-01T20:41:43.532846] [DEBUG] [LOCAL     ] No optimal features file found for MDB: ./output/feature-sets/MDB.txt
[2025-12-01T20:41:43.532896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:43.532925] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:43.532950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:43.533004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:43.589640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:43.590477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:43.590559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:43.590610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:43.716978] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:43.717127] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:43.717165] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:43.717193] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:43.720811] [DEBUG] [FORECASTER] MDB: Forecast T+1@11:T+2@11: UP (p=58.79%)
[2025-12-01T20:41:43.721131] [INFO ] [FORECASTER] Completed predict_future for MDB
[2025-12-01T20:41:43.721262] [INFO ] [sig       ] MDB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:43.865468] [INFO ] [LOCAL     ] Saved forecast: MDB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MDB.txt
[2025-12-01T20:41:43.865626] [INFO ] [sig       ] [2054/3634] Completed MDB in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-01T20:41:43.865665] [INFO ] [sig       ] [2055/3634] Forecasting MDGL...
[2025-12-01T20:41:43.865693] [INFO ] [sig       ] Generating forecast for: MDGL
[2025-12-01T20:41:43.865723] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDGL' from 'https://tdm.silogroup.org/data/derivative_storage/MDGL.csv'.
[2025-12-01T20:41:43.877382] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDGL'.
[2025-12-01T20:41:43.877742] [INFO ] [FORECASTER] Starting predict_future for MDGL
[2025-12-01T20:41:43.878587] [DEBUG] [LOCAL     ] No optimal features file found for MDGL: ./output/feature-sets/MDGL.txt
[2025-12-01T20:41:43.878637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:43.878668] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:43.878693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:43.878747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:43.935223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:43.936086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:43.936170] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:43.936202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:44.061079] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:44.061217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:44.061253] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:44.061280] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:44.064557] [DEBUG] [FORECASTER] MDGL: Forecast T+1@11:T+2@11: DOWN (p=19.92%)
[2025-12-01T20:41:44.064835] [INFO ] [FORECASTER] Completed predict_future for MDGL
[2025-12-01T20:41:44.064960] [INFO ] [sig       ] MDGL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:44.203802] [INFO ] [LOCAL     ] Saved forecast: MDGL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MDGL.txt
[2025-12-01T20:41:44.203962] [INFO ] [sig       ] [2055/3634] Completed MDGL in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-01T20:41:44.204000] [INFO ] [sig       ] [2056/3634] Forecasting MDLZ...
[2025-12-01T20:41:44.204036] [INFO ] [sig       ] Generating forecast for: MDLZ
[2025-12-01T20:41:44.204065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDLZ' from 'https://tdm.silogroup.org/data/derivative_storage/MDLZ.csv'.
[2025-12-01T20:41:44.215930] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDLZ'.
[2025-12-01T20:41:44.216224] [INFO ] [FORECASTER] Starting predict_future for MDLZ
[2025-12-01T20:41:44.216970] [DEBUG] [LOCAL     ] No optimal features file found for MDLZ: ./output/feature-sets/MDLZ.txt
[2025-12-01T20:41:44.217019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:44.217048] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:44.217074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:44.217128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:44.273829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:44.274673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:44.274752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:44.274784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:44.394866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:44.395009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:44.395044] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:44.395070] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:44.398329] [DEBUG] [FORECASTER] MDLZ: Forecast T+1@11:T+2@11: UP (p=99.02%)
[2025-12-01T20:41:44.398607] [INFO ] [FORECASTER] Completed predict_future for MDLZ
[2025-12-01T20:41:44.398726] [INFO ] [sig       ] MDLZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:44.537239] [INFO ] [LOCAL     ] Saved forecast: MDLZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MDLZ.txt
[2025-12-01T20:41:44.537373] [INFO ] [sig       ] [2056/3634] Completed MDLZ in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-01T20:41:44.537412] [INFO ] [sig       ] [2057/3634] Forecasting MDWD...
[2025-12-01T20:41:44.537440] [INFO ] [sig       ] Generating forecast for: MDWD
[2025-12-01T20:41:44.537469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDWD' from 'https://tdm.silogroup.org/data/derivative_storage/MDWD.csv'.
[2025-12-01T20:41:44.548194] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDWD'.
[2025-12-01T20:41:44.548503] [INFO ] [FORECASTER] Starting predict_future for MDWD
[2025-12-01T20:41:44.549244] [DEBUG] [LOCAL     ] No optimal features file found for MDWD: ./output/feature-sets/MDWD.txt
[2025-12-01T20:41:44.549293] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:44.549323] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:44.549348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:44.549402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:44.604501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:44.605316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:44.605395] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:44.605426] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:44.719754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:44.719902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:44.719939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:44.719965] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:44.723243] [DEBUG] [FORECASTER] MDWD: Forecast T+1@11:T+2@11: DOWN (p=33.40%)
[2025-12-01T20:41:44.723502] [INFO ] [FORECASTER] Completed predict_future for MDWD
[2025-12-01T20:41:44.723636] [INFO ] [sig       ] MDWD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:44.861933] [INFO ] [LOCAL     ] Saved forecast: MDWD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MDWD.txt
[2025-12-01T20:41:44.862059] [INFO ] [sig       ] [2057/3634] Completed MDWD in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-01T20:41:44.862096] [INFO ] [sig       ] [2058/3634] Forecasting MDXG...
[2025-12-01T20:41:44.862124] [INFO ] [sig       ] Generating forecast for: MDXG
[2025-12-01T20:41:44.862153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXG' from 'https://tdm.silogroup.org/data/derivative_storage/MDXG.csv'.
[2025-12-01T20:41:44.872860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXG'.
[2025-12-01T20:41:44.873126] [INFO ] [FORECASTER] Starting predict_future for MDXG
[2025-12-01T20:41:44.873871] [DEBUG] [LOCAL     ] No optimal features file found for MDXG: ./output/feature-sets/MDXG.txt
[2025-12-01T20:41:44.873920] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:44.873950] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:44.873976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:44.874038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:44.929489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:44.930177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:44.930254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:44.930285] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:45.047352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:45.047503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:45.047541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:45.047585] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:45.050860] [DEBUG] [FORECASTER] MDXG: Forecast T+1@11:T+2@11: UP (p=98.01%)
[2025-12-01T20:41:45.051129] [INFO ] [FORECASTER] Completed predict_future for MDXG
[2025-12-01T20:41:45.051247] [INFO ] [sig       ] MDXG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:45.192123] [INFO ] [LOCAL     ] Saved forecast: MDXG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MDXG.txt
[2025-12-01T20:41:45.192264] [INFO ] [sig       ] [2058/3634] Completed MDXG in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-01T20:41:45.192306] [INFO ] [sig       ] [2059/3634] Forecasting MDXH...
[2025-12-01T20:41:45.192334] [INFO ] [sig       ] Generating forecast for: MDXH
[2025-12-01T20:41:45.192362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MDXH' from 'https://tdm.silogroup.org/data/derivative_storage/MDXH.csv'.
[2025-12-01T20:41:45.204436] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MDXH'.
[2025-12-01T20:41:45.204799] [INFO ] [FORECASTER] Starting predict_future for MDXH
[2025-12-01T20:41:45.205651] [DEBUG] [LOCAL     ] No optimal features file found for MDXH: ./output/feature-sets/MDXH.txt
[2025-12-01T20:41:45.205702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:45.205734] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:45.205761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:45.205827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:45.264139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:45.264957] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:45.265049] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:45.265083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:45.381679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:45.381818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:45.381854] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:45.381897] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:45.385094] [DEBUG] [FORECASTER] MDXH: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-12-01T20:41:45.385351] [INFO ] [FORECASTER] Completed predict_future for MDXH
[2025-12-01T20:41:45.385468] [INFO ] [sig       ] MDXH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:45.524271] [INFO ] [LOCAL     ] Saved forecast: MDXH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MDXH.txt
[2025-12-01T20:41:45.524393] [INFO ] [sig       ] [2059/3634] Completed MDXH in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-01T20:41:45.524429] [INFO ] [sig       ] [2060/3634] Forecasting MEC...
[2025-12-01T20:41:45.524458] [INFO ] [sig       ] Generating forecast for: MEC
[2025-12-01T20:41:45.524486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEC' from 'https://tdm.silogroup.org/data/derivative_storage/MEC.csv'.
[2025-12-01T20:41:45.535944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEC'.
[2025-12-01T20:41:45.536241] [INFO ] [FORECASTER] Starting predict_future for MEC
[2025-12-01T20:41:45.537018] [DEBUG] [LOCAL     ] No optimal features file found for MEC: ./output/feature-sets/MEC.txt
[2025-12-01T20:41:45.537068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:45.537100] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:45.537127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:45.537184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:45.594362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:45.594991] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:45.595067] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:45.595099] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:45.712117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:45.712269] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:45.712306] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:45.712333] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:45.715570] [DEBUG] [FORECASTER] MEC: Forecast T+1@11:T+2@11: DOWN (p=43.80%)
[2025-12-01T20:41:45.715843] [INFO ] [FORECASTER] Completed predict_future for MEC
[2025-12-01T20:41:45.715960] [INFO ] [sig       ] MEC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:45.854655] [INFO ] [LOCAL     ] Saved forecast: MEC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MEC.txt
[2025-12-01T20:41:45.854774] [INFO ] [sig       ] [2060/3634] Completed MEC in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-01T20:41:45.854811] [INFO ] [sig       ] [2061/3634] Forecasting MED...
[2025-12-01T20:41:45.854838] [INFO ] [sig       ] Generating forecast for: MED
[2025-12-01T20:41:45.854866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MED' from 'https://tdm.silogroup.org/data/derivative_storage/MED.csv'.
[2025-12-01T20:41:45.866678] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MED'.
[2025-12-01T20:41:45.867019] [INFO ] [FORECASTER] Starting predict_future for MED
[2025-12-01T20:41:45.867792] [DEBUG] [LOCAL     ] No optimal features file found for MED: ./output/feature-sets/MED.txt
[2025-12-01T20:41:45.867841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:45.867871] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:45.867895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:45.867948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:45.924386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:45.925187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:45.925304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:45.925351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:46.047780] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:46.047954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:46.047992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:46.048019] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:46.051538] [DEBUG] [FORECASTER] MED: Forecast T+1@11:T+2@11: UP (p=59.88%)
[2025-12-01T20:41:46.051836] [INFO ] [FORECASTER] Completed predict_future for MED
[2025-12-01T20:41:46.051965] [INFO ] [sig       ] MED: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:46.191769] [INFO ] [LOCAL     ] Saved forecast: MED	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MED.txt
[2025-12-01T20:41:46.191907] [INFO ] [sig       ] [2061/3634] Completed MED in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-01T20:41:46.191944] [INFO ] [sig       ] [2062/3634] Forecasting MEDP...
[2025-12-01T20:41:46.191973] [INFO ] [sig       ] Generating forecast for: MEDP
[2025-12-01T20:41:46.192000] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEDP' from 'https://tdm.silogroup.org/data/derivative_storage/MEDP.csv'.
[2025-12-01T20:41:46.203413] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MEDP'.
[2025-12-01T20:41:46.203716] [INFO ] [FORECASTER] Starting predict_future for MEDP
[2025-12-01T20:41:46.204441] [DEBUG] [LOCAL     ] No optimal features file found for MEDP: ./output/feature-sets/MEDP.txt
[2025-12-01T20:41:46.204490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:46.204520] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:46.204544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:46.204617] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:46.259899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:46.260641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:46.260721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:46.260754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:46.379609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:46.379760] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:46.379798] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:46.379825] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:46.383229] [DEBUG] [FORECASTER] MEDP: Forecast T+1@11:T+2@11: DOWN (p=29.44%)
[2025-12-01T20:41:46.383489] [INFO ] [FORECASTER] Completed predict_future for MEDP
[2025-12-01T20:41:46.383623] [INFO ] [sig       ] MEDP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:46.522221] [INFO ] [LOCAL     ] Saved forecast: MEDP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MEDP.txt
[2025-12-01T20:41:46.522365] [INFO ] [sig       ] [2062/3634] Completed MEDP in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-01T20:41:46.522403] [INFO ] [sig       ] [2063/3634] Forecasting MEG...
[2025-12-01T20:41:46.522431] [INFO ] [sig       ] Generating forecast for: MEG
[2025-12-01T20:41:46.522459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEG' from 'https://tdm.silogroup.org/data/derivative_storage/MEG.csv'.
[2025-12-01T20:41:46.534443] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MEG'.
[2025-12-01T20:41:46.534760] [INFO ] [FORECASTER] Starting predict_future for MEG
[2025-12-01T20:41:46.535505] [DEBUG] [LOCAL     ] No optimal features file found for MEG: ./output/feature-sets/MEG.txt
[2025-12-01T20:41:46.535554] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:46.535602] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:46.535641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:46.535697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:46.590733] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:46.591444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:46.591520] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:46.591551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:46.713558] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:46.713736] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:46.713779] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:46.713809] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:46.717180] [DEBUG] [FORECASTER] MEG: Forecast T+1@11:T+2@11: DOWN (p=18.88%)
[2025-12-01T20:41:46.717451] [INFO ] [FORECASTER] Completed predict_future for MEG
[2025-12-01T20:41:46.717587] [INFO ] [sig       ] MEG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:46.854887] [INFO ] [LOCAL     ] Saved forecast: MEG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MEG.txt
[2025-12-01T20:41:46.855025] [INFO ] [sig       ] [2063/3634] Completed MEG in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-01T20:41:46.855061] [INFO ] [sig       ] [2064/3634] Forecasting MEGI...
[2025-12-01T20:41:46.855089] [INFO ] [sig       ] Generating forecast for: MEGI
[2025-12-01T20:41:46.855131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGI' from 'https://tdm.silogroup.org/data/derivative_storage/MEGI.csv'.
[2025-12-01T20:41:46.867207] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEGI'.
[2025-12-01T20:41:46.867624] [INFO ] [FORECASTER] Starting predict_future for MEGI
[2025-12-01T20:41:46.868396] [DEBUG] [LOCAL     ] No optimal features file found for MEGI: ./output/feature-sets/MEGI.txt
[2025-12-01T20:41:46.868445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:46.868475] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:46.868499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:46.868558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:46.923845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:46.924708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:46.924793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:46.924824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:47.043059] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:47.043210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:47.043248] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:47.043276] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:47.046518] [DEBUG] [FORECASTER] MEGI: Forecast T+1@11:T+2@11: DOWN (p=5.10%)
[2025-12-01T20:41:47.046819] [INFO ] [FORECASTER] Completed predict_future for MEGI
[2025-12-01T20:41:47.046943] [INFO ] [sig       ] MEGI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:47.183942] [INFO ] [LOCAL     ] Saved forecast: MEGI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MEGI.txt
[2025-12-01T20:41:47.184108] [INFO ] [sig       ] [2064/3634] Completed MEGI in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-01T20:41:47.184151] [INFO ] [sig       ] [2065/3634] Forecasting MEGL...
[2025-12-01T20:41:47.184180] [INFO ] [sig       ] Generating forecast for: MEGL
[2025-12-01T20:41:47.184209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEGL' from 'https://tdm.silogroup.org/data/derivative_storage/MEGL.csv'.
[2025-12-01T20:41:47.195527] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MEGL'.
[2025-12-01T20:41:47.195850] [INFO ] [FORECASTER] Starting predict_future for MEGL
[2025-12-01T20:41:47.196599] [DEBUG] [LOCAL     ] No optimal features file found for MEGL: ./output/feature-sets/MEGL.txt
[2025-12-01T20:41:47.196647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:47.196677] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:47.196702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:47.196757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:47.251812] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:47.252482] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:47.252559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:47.252610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:47.361052] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:47.361211] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:47.361248] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:47.361274] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:47.364525] [DEBUG] [FORECASTER] MEGL: Forecast T+1@11:T+2@11: DOWN (p=2.87%)
[2025-12-01T20:41:47.364802] [INFO ] [FORECASTER] Completed predict_future for MEGL
[2025-12-01T20:41:47.364921] [INFO ] [sig       ] MEGL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:47.502452] [INFO ] [LOCAL     ] Saved forecast: MEGL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MEGL.txt
[2025-12-01T20:41:47.502602] [INFO ] [sig       ] [2065/3634] Completed MEGL in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-01T20:41:47.502641] [INFO ] [sig       ] [2066/3634] Forecasting MEI...
[2025-12-01T20:41:47.502667] [INFO ] [sig       ] Generating forecast for: MEI
[2025-12-01T20:41:47.502694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEI' from 'https://tdm.silogroup.org/data/derivative_storage/MEI.csv'.
[2025-12-01T20:41:47.513690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEI'.
[2025-12-01T20:41:47.513971] [INFO ] [FORECASTER] Starting predict_future for MEI
[2025-12-01T20:41:47.514708] [DEBUG] [LOCAL     ] No optimal features file found for MEI: ./output/feature-sets/MEI.txt
[2025-12-01T20:41:47.514757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:47.514787] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:47.514813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:47.514868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:47.573506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:47.574326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:47.574411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:47.574445] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:47.695653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:47.695804] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:47.695841] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:47.695868] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:47.699205] [DEBUG] [FORECASTER] MEI: Forecast T+1@11:T+2@11: UP (p=74.21%)
[2025-12-01T20:41:47.699474] [INFO ] [FORECASTER] Completed predict_future for MEI
[2025-12-01T20:41:47.699610] [INFO ] [sig       ] MEI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:47.839729] [INFO ] [LOCAL     ] Saved forecast: MEI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MEI.txt
[2025-12-01T20:41:47.839857] [INFO ] [sig       ] [2066/3634] Completed MEI in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.8m
[2025-12-01T20:41:47.839892] [INFO ] [sig       ] [2067/3634] Forecasting MELI...
[2025-12-01T20:41:47.839920] [INFO ] [sig       ] Generating forecast for: MELI
[2025-12-01T20:41:47.839956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MELI' from 'https://tdm.silogroup.org/data/derivative_storage/MELI.csv'.
[2025-12-01T20:41:47.851386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MELI'.
[2025-12-01T20:41:47.851684] [INFO ] [FORECASTER] Starting predict_future for MELI
[2025-12-01T20:41:47.852405] [DEBUG] [LOCAL     ] No optimal features file found for MELI: ./output/feature-sets/MELI.txt
[2025-12-01T20:41:47.852454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:47.852484] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:47.852510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:47.852563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:47.908645] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:47.909293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:47.909370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:47.909402] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:48.028473] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:48.028644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:48.028684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:48.028714] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:48.031974] [DEBUG] [FORECASTER] MELI: Forecast T+1@11:T+2@11: UP (p=60.09%)
[2025-12-01T20:41:48.032244] [INFO ] [FORECASTER] Completed predict_future for MELI
[2025-12-01T20:41:48.032365] [INFO ] [sig       ] MELI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:48.171066] [INFO ] [LOCAL     ] Saved forecast: MELI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MELI.txt
[2025-12-01T20:41:48.171200] [INFO ] [sig       ] [2067/3634] Completed MELI in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-01T20:41:48.171239] [INFO ] [sig       ] [2068/3634] Forecasting MEOH...
[2025-12-01T20:41:48.171269] [INFO ] [sig       ] Generating forecast for: MEOH
[2025-12-01T20:41:48.171299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MEOH' from 'https://tdm.silogroup.org/data/derivative_storage/MEOH.csv'.
[2025-12-01T20:41:48.182327] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MEOH'.
[2025-12-01T20:41:48.182621] [INFO ] [FORECASTER] Starting predict_future for MEOH
[2025-12-01T20:41:48.183355] [DEBUG] [LOCAL     ] No optimal features file found for MEOH: ./output/feature-sets/MEOH.txt
[2025-12-01T20:41:48.183405] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:48.183464] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:48.183496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:48.183552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:48.238893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:48.239555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:48.239649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:48.239680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:48.359857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:48.360009] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:48.360047] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:48.360076] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:48.363399] [DEBUG] [FORECASTER] MEOH: Forecast T+1@11:T+2@11: UP (p=92.53%)
[2025-12-01T20:41:48.363690] [INFO ] [FORECASTER] Completed predict_future for MEOH
[2025-12-01T20:41:48.363812] [INFO ] [sig       ] MEOH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:48.503240] [INFO ] [LOCAL     ] Saved forecast: MEOH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MEOH.txt
[2025-12-01T20:41:48.503374] [INFO ] [sig       ] [2068/3634] Completed MEOH in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-01T20:41:48.503412] [INFO ] [sig       ] [2069/3634] Forecasting MERC...
[2025-12-01T20:41:48.503440] [INFO ] [sig       ] Generating forecast for: MERC
[2025-12-01T20:41:48.503469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MERC' from 'https://tdm.silogroup.org/data/derivative_storage/MERC.csv'.
[2025-12-01T20:41:48.514229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MERC'.
[2025-12-01T20:41:48.514564] [INFO ] [FORECASTER] Starting predict_future for MERC
[2025-12-01T20:41:48.515311] [DEBUG] [LOCAL     ] No optimal features file found for MERC: ./output/feature-sets/MERC.txt
[2025-12-01T20:41:48.515359] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:48.515389] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:48.515413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:48.515466] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:48.571761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:48.572418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:48.572496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:48.572529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:48.693313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:48.693464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:48.693503] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:48.693532] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:48.696828] [DEBUG] [FORECASTER] MERC: Forecast T+1@11:T+2@11: UP (p=96.28%)
[2025-12-01T20:41:48.697094] [INFO ] [FORECASTER] Completed predict_future for MERC
[2025-12-01T20:41:48.697215] [INFO ] [sig       ] MERC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:48.836597] [INFO ] [LOCAL     ] Saved forecast: MERC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MERC.txt
[2025-12-01T20:41:48.836728] [INFO ] [sig       ] [2069/3634] Completed MERC in 0.3s | 2.99 sym/s | Total: 11.5m | ETA: 8.7m
[2025-12-01T20:41:48.836764] [INFO ] [sig       ] [2070/3634] Forecasting META...
[2025-12-01T20:41:48.836792] [INFO ] [sig       ] Generating forecast for: META
[2025-12-01T20:41:48.836821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'META' from 'https://tdm.silogroup.org/data/derivative_storage/META.csv'.
[2025-12-01T20:41:48.848440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'META'.
[2025-12-01T20:41:48.848798] [INFO ] [FORECASTER] Starting predict_future for META
[2025-12-01T20:41:48.849558] [DEBUG] [LOCAL     ] No optimal features file found for META: ./output/feature-sets/META.txt
[2025-12-01T20:41:48.849627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:48.849659] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:48.849685] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:48.849738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:48.905267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:48.905926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:48.906001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:48.906031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:49.034227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:49.034397] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:49.034440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:49.034469] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:49.037820] [DEBUG] [FORECASTER] META: Forecast T+1@11:T+2@11: DOWN (p=4.61%)
[2025-12-01T20:41:49.038072] [INFO ] [FORECASTER] Completed predict_future for META
[2025-12-01T20:41:49.038189] [INFO ] [sig       ] META: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:49.175832] [INFO ] [LOCAL     ] Saved forecast: META	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/META.txt
[2025-12-01T20:41:49.175965] [INFO ] [sig       ] [2070/3634] Completed META in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-01T20:41:49.176004] [INFO ] [sig       ] [2071/3634] Forecasting METC...
[2025-12-01T20:41:49.176033] [INFO ] [sig       ] Generating forecast for: METC
[2025-12-01T20:41:49.176064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METC' from 'https://tdm.silogroup.org/data/derivative_storage/METC.csv'.
[2025-12-01T20:41:49.187546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METC'.
[2025-12-01T20:41:49.187850] [INFO ] [FORECASTER] Starting predict_future for METC
[2025-12-01T20:41:49.188645] [DEBUG] [LOCAL     ] No optimal features file found for METC: ./output/feature-sets/METC.txt
[2025-12-01T20:41:49.188696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:49.188726] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:49.188752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:49.188807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:49.243401] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:49.244037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:49.244112] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:49.244143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:49.358156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:49.358304] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:49.358361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:49.358419] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:49.361685] [DEBUG] [FORECASTER] METC: Forecast T+1@11:T+2@11: DOWN (p=3.86%)
[2025-12-01T20:41:49.361950] [INFO ] [FORECASTER] Completed predict_future for METC
[2025-12-01T20:41:49.362065] [INFO ] [sig       ] METC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:49.501549] [INFO ] [LOCAL     ] Saved forecast: METC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/METC.txt
[2025-12-01T20:41:49.501703] [INFO ] [sig       ] [2071/3634] Completed METC in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-01T20:41:49.501743] [INFO ] [sig       ] [2072/3634] Forecasting METCB...
[2025-12-01T20:41:49.501772] [INFO ] [sig       ] Generating forecast for: METCB
[2025-12-01T20:41:49.501803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METCB' from 'https://tdm.silogroup.org/data/derivative_storage/METCB.csv'.
[2025-12-01T20:41:49.513700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'METCB'.
[2025-12-01T20:41:49.514072] [INFO ] [FORECASTER] Starting predict_future for METCB
[2025-12-01T20:41:49.514839] [DEBUG] [LOCAL     ] No optimal features file found for METCB: ./output/feature-sets/METCB.txt
[2025-12-01T20:41:49.514889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:49.514919] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:49.514945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:49.514999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:49.570066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:49.570905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:49.570987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:49.571019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:49.694685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:49.694841] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:49.694881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:49.694909] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:49.698522] [DEBUG] [FORECASTER] METCB: Forecast T+1@11:T+2@11: DOWN (p=39.31%)
[2025-12-01T20:41:49.698827] [INFO ] [FORECASTER] Completed predict_future for METCB
[2025-12-01T20:41:49.698958] [INFO ] [sig       ] METCB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:49.840895] [INFO ] [LOCAL     ] Saved forecast: METCB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/METCB.txt
[2025-12-01T20:41:49.841025] [INFO ] [sig       ] [2072/3634] Completed METCB in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-01T20:41:49.841061] [INFO ] [sig       ] [2073/3634] Forecasting METD...
[2025-12-01T20:41:49.841089] [INFO ] [sig       ] Generating forecast for: METD
[2025-12-01T20:41:49.841117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'METD' from 'https://tdm.silogroup.org/data/derivative_storage/METD.csv'.
[2025-12-01T20:41:49.853503] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'METD'.
[2025-12-01T20:41:49.853836] [INFO ] [FORECASTER] Starting predict_future for METD
[2025-12-01T20:41:49.854630] [DEBUG] [LOCAL     ] No optimal features file found for METD: ./output/feature-sets/METD.txt
[2025-12-01T20:41:49.854681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:49.854713] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:49.854739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:49.854796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:49.910687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:49.911564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:49.911663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:49.911694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:50.030946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:50.031086] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:50.031123] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:50.031150] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:50.034394] [DEBUG] [FORECASTER] METD: Forecast T+1@11:T+2@11: DOWN (p=14.10%)
[2025-12-01T20:41:50.034677] [INFO ] [FORECASTER] Completed predict_future for METD
[2025-12-01T20:41:50.034795] [INFO ] [sig       ] METD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:50.171661] [INFO ] [LOCAL     ] Saved forecast: METD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/METD.txt
[2025-12-01T20:41:50.171785] [INFO ] [sig       ] [2073/3634] Completed METD in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-01T20:41:50.171821] [INFO ] [sig       ] [2074/3634] Forecasting MFA...
[2025-12-01T20:41:50.171850] [INFO ] [sig       ] Generating forecast for: MFA
[2025-12-01T20:41:50.171878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFA' from 'https://tdm.silogroup.org/data/derivative_storage/MFA.csv'.
[2025-12-01T20:41:50.182824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFA'.
[2025-12-01T20:41:50.183114] [INFO ] [FORECASTER] Starting predict_future for MFA
[2025-12-01T20:41:50.183887] [DEBUG] [LOCAL     ] No optimal features file found for MFA: ./output/feature-sets/MFA.txt
[2025-12-01T20:41:50.183938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:50.183969] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:50.183995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:50.184061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:50.239335] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:50.239944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:50.240019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:50.240049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:50.362148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:50.362289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:50.362325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:50.362351] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:50.365556] [DEBUG] [FORECASTER] MFA: Forecast T+1@11:T+2@11: UP (p=68.54%)
[2025-12-01T20:41:50.365829] [INFO ] [FORECASTER] Completed predict_future for MFA
[2025-12-01T20:41:50.365946] [INFO ] [sig       ] MFA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:50.503726] [INFO ] [LOCAL     ] Saved forecast: MFA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MFA.txt
[2025-12-01T20:41:50.503849] [INFO ] [sig       ] [2074/3634] Completed MFA in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-01T20:41:50.503885] [INFO ] [sig       ] [2075/3634] Forecasting MFC...
[2025-12-01T20:41:50.503913] [INFO ] [sig       ] Generating forecast for: MFC
[2025-12-01T20:41:50.503940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFC' from 'https://tdm.silogroup.org/data/derivative_storage/MFC.csv'.
[2025-12-01T20:41:50.515243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFC'.
[2025-12-01T20:41:50.515518] [INFO ] [FORECASTER] Starting predict_future for MFC
[2025-12-01T20:41:50.516251] [DEBUG] [LOCAL     ] No optimal features file found for MFC: ./output/feature-sets/MFC.txt
[2025-12-01T20:41:50.516302] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:50.516332] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:50.516358] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:50.516412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:50.571956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:50.572564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:50.572655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:50.572687] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:50.693496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:50.693669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:50.693710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:50.693739] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:50.697084] [DEBUG] [FORECASTER] MFC: Forecast T+1@11:T+2@11: UP (p=87.86%)
[2025-12-01T20:41:50.697346] [INFO ] [FORECASTER] Completed predict_future for MFC
[2025-12-01T20:41:50.697467] [INFO ] [sig       ] MFC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:50.835888] [INFO ] [LOCAL     ] Saved forecast: MFC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MFC.txt
[2025-12-01T20:41:50.836013] [INFO ] [sig       ] [2075/3634] Completed MFC in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-01T20:41:50.836050] [INFO ] [sig       ] [2076/3634] Forecasting MFG...
[2025-12-01T20:41:50.836077] [INFO ] [sig       ] Generating forecast for: MFG
[2025-12-01T20:41:50.836106] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFG' from 'https://tdm.silogroup.org/data/derivative_storage/MFG.csv'.
[2025-12-01T20:41:50.846845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFG'.
[2025-12-01T20:41:50.847161] [INFO ] [FORECASTER] Starting predict_future for MFG
[2025-12-01T20:41:50.847969] [DEBUG] [LOCAL     ] No optimal features file found for MFG: ./output/feature-sets/MFG.txt
[2025-12-01T20:41:50.848030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:50.848062] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:50.848088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:50.848142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:50.904052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:50.904648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:50.904720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:50.904750] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:51.026415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:51.026550] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:51.026602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:51.026631] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:51.029866] [DEBUG] [FORECASTER] MFG: Forecast T+1@11:T+2@11: UP (p=88.47%)
[2025-12-01T20:41:51.030128] [INFO ] [FORECASTER] Completed predict_future for MFG
[2025-12-01T20:41:51.030252] [INFO ] [sig       ] MFG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:51.166926] [INFO ] [LOCAL     ] Saved forecast: MFG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MFG.txt
[2025-12-01T20:41:51.167050] [INFO ] [sig       ] [2076/3634] Completed MFG in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-01T20:41:51.167086] [INFO ] [sig       ] [2077/3634] Forecasting MFI...
[2025-12-01T20:41:51.167114] [INFO ] [sig       ] Generating forecast for: MFI
[2025-12-01T20:41:51.167142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFI' from 'https://tdm.silogroup.org/data/derivative_storage/MFI.csv'.
[2025-12-01T20:41:51.177846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFI'.
[2025-12-01T20:41:51.178133] [INFO ] [FORECASTER] Starting predict_future for MFI
[2025-12-01T20:41:51.178901] [DEBUG] [LOCAL     ] No optimal features file found for MFI: ./output/feature-sets/MFI.txt
[2025-12-01T20:41:51.178949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:51.178978] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:51.179003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:51.179056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:51.234272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:51.234863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:51.234936] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:51.234967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:51.354609] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:51.354756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:51.354793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:51.354820] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:51.358118] [DEBUG] [FORECASTER] MFI: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2025-12-01T20:41:51.358385] [INFO ] [FORECASTER] Completed predict_future for MFI
[2025-12-01T20:41:51.358501] [INFO ] [sig       ] MFI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:51.496789] [INFO ] [LOCAL     ] Saved forecast: MFI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MFI.txt
[2025-12-01T20:41:51.496925] [INFO ] [sig       ] [2077/3634] Completed MFI in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-01T20:41:51.496966] [INFO ] [sig       ] [2078/3634] Forecasting MFIC...
[2025-12-01T20:41:51.496994] [INFO ] [sig       ] Generating forecast for: MFIC
[2025-12-01T20:41:51.497022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIC' from 'https://tdm.silogroup.org/data/derivative_storage/MFIC.csv'.
[2025-12-01T20:41:51.508090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIC'.
[2025-12-01T20:41:51.508378] [INFO ] [FORECASTER] Starting predict_future for MFIC
[2025-12-01T20:41:51.509125] [DEBUG] [LOCAL     ] No optimal features file found for MFIC: ./output/feature-sets/MFIC.txt
[2025-12-01T20:41:51.509181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:51.509217] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:51.509249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:51.509322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:51.565022] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:51.565672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:51.565772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:51.565804] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:51.685863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:51.686002] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:51.686038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:51.686066] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:51.689344] [DEBUG] [FORECASTER] MFIC: Forecast T+1@11:T+2@11: DOWN (p=21.84%)
[2025-12-01T20:41:51.689622] [INFO ] [FORECASTER] Completed predict_future for MFIC
[2025-12-01T20:41:51.689741] [INFO ] [sig       ] MFIC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:51.829043] [INFO ] [LOCAL     ] Saved forecast: MFIC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MFIC.txt
[2025-12-01T20:41:51.829162] [INFO ] [sig       ] [2078/3634] Completed MFIC in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-01T20:41:51.829205] [INFO ] [sig       ] [2079/3634] Forecasting MFIN...
[2025-12-01T20:41:51.829240] [INFO ] [sig       ] Generating forecast for: MFIN
[2025-12-01T20:41:51.829274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFIN' from 'https://tdm.silogroup.org/data/derivative_storage/MFIN.csv'.
[2025-12-01T20:41:51.840193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MFIN'.
[2025-12-01T20:41:51.840515] [INFO ] [FORECASTER] Starting predict_future for MFIN
[2025-12-01T20:41:51.841253] [DEBUG] [LOCAL     ] No optimal features file found for MFIN: ./output/feature-sets/MFIN.txt
[2025-12-01T20:41:51.841301] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:51.841331] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:51.841357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:51.841410] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:51.896870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:51.897487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:51.897562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:51.897611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:52.012241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:52.012378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:52.012414] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:52.012441] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:52.015674] [DEBUG] [FORECASTER] MFIN: Forecast T+1@11:T+2@11: UP (p=76.54%)
[2025-12-01T20:41:52.015929] [INFO ] [FORECASTER] Completed predict_future for MFIN
[2025-12-01T20:41:52.016045] [INFO ] [sig       ] MFIN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:52.156786] [INFO ] [LOCAL     ] Saved forecast: MFIN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MFIN.txt
[2025-12-01T20:41:52.156917] [INFO ] [sig       ] [2079/3634] Completed MFIN in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-01T20:41:52.156959] [INFO ] [sig       ] [2080/3634] Forecasting MFM...
[2025-12-01T20:41:52.156988] [INFO ] [sig       ] Generating forecast for: MFM
[2025-12-01T20:41:52.157016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MFM' from 'https://tdm.silogroup.org/data/derivative_storage/MFM.csv'.
[2025-12-01T20:41:52.167666] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MFM'.
[2025-12-01T20:41:52.167945] [INFO ] [FORECASTER] Starting predict_future for MFM
[2025-12-01T20:41:52.168734] [DEBUG] [LOCAL     ] No optimal features file found for MFM: ./output/feature-sets/MFM.txt
[2025-12-01T20:41:52.168782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:52.168812] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:52.168836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:52.168889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:52.224244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:52.224853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:52.224932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:52.224963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:52.338904] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:52.339045] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:52.339081] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:52.339108] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:52.342334] [DEBUG] [FORECASTER] MFM: Forecast T+1@11:T+2@11: DOWN (p=43.73%)
[2025-12-01T20:41:52.342605] [INFO ] [FORECASTER] Completed predict_future for MFM
[2025-12-01T20:41:52.342724] [INFO ] [sig       ] MFM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:52.482000] [INFO ] [LOCAL     ] Saved forecast: MFM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MFM.txt
[2025-12-01T20:41:52.482127] [INFO ] [sig       ] [2080/3634] Completed MFM in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-01T20:41:52.482163] [INFO ] [sig       ] [2081/3634] Forecasting MG...
[2025-12-01T20:41:52.482191] [INFO ] [sig       ] Generating forecast for: MG
[2025-12-01T20:41:52.482219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MG' from 'https://tdm.silogroup.org/data/derivative_storage/MG.csv'.
[2025-12-01T20:41:52.492803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MG'.
[2025-12-01T20:41:52.493065] [INFO ] [FORECASTER] Starting predict_future for MG
[2025-12-01T20:41:52.493821] [DEBUG] [LOCAL     ] No optimal features file found for MG: ./output/feature-sets/MG.txt
[2025-12-01T20:41:52.493869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:52.493899] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:52.493924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:52.493977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:52.551659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:52.552308] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:52.552384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:52.552417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:52.669988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:52.670128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:52.670166] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:52.670194] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:52.673479] [DEBUG] [FORECASTER] MG: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-01T20:41:52.673758] [INFO ] [FORECASTER] Completed predict_future for MG
[2025-12-01T20:41:52.673896] [INFO ] [sig       ] MG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:52.812774] [INFO ] [LOCAL     ] Saved forecast: MG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MG.txt
[2025-12-01T20:41:52.812920] [INFO ] [sig       ] [2081/3634] Completed MG in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-01T20:41:52.812957] [INFO ] [sig       ] [2082/3634] Forecasting MGA...
[2025-12-01T20:41:52.812986] [INFO ] [sig       ] Generating forecast for: MGA
[2025-12-01T20:41:52.813014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGA' from 'https://tdm.silogroup.org/data/derivative_storage/MGA.csv'.
[2025-12-01T20:41:52.823515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGA'.
[2025-12-01T20:41:52.823801] [INFO ] [FORECASTER] Starting predict_future for MGA
[2025-12-01T20:41:52.824566] [DEBUG] [LOCAL     ] No optimal features file found for MGA: ./output/feature-sets/MGA.txt
[2025-12-01T20:41:52.824643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:52.824674] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:52.824700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:52.824754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:52.880973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:52.881609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:52.881683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:52.881714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:53.001850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:53.001987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:53.002023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:53.002051] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:53.005239] [DEBUG] [FORECASTER] MGA: Forecast T+1@11:T+2@11: UP (p=97.16%)
[2025-12-01T20:41:53.005495] [INFO ] [FORECASTER] Completed predict_future for MGA
[2025-12-01T20:41:53.005630] [INFO ] [sig       ] MGA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:53.142821] [INFO ] [LOCAL     ] Saved forecast: MGA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MGA.txt
[2025-12-01T20:41:53.142937] [INFO ] [sig       ] [2082/3634] Completed MGA in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-01T20:41:53.142973] [INFO ] [sig       ] [2083/3634] Forecasting MGEE...
[2025-12-01T20:41:53.143001] [INFO ] [sig       ] Generating forecast for: MGEE
[2025-12-01T20:41:53.143029] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGEE' from 'https://tdm.silogroup.org/data/derivative_storage/MGEE.csv'.
[2025-12-01T20:41:53.153836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGEE'.
[2025-12-01T20:41:53.154086] [INFO ] [FORECASTER] Starting predict_future for MGEE
[2025-12-01T20:41:53.154825] [DEBUG] [LOCAL     ] No optimal features file found for MGEE: ./output/feature-sets/MGEE.txt
[2025-12-01T20:41:53.154873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:53.154903] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:53.154928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:53.154981] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:53.210542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:53.211191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:53.211265] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:53.211295] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:53.327458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:53.327614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:53.327683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:53.327712] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:53.330971] [DEBUG] [FORECASTER] MGEE: Forecast T+1@11:T+2@11: DOWN (p=46.60%)
[2025-12-01T20:41:53.331224] [INFO ] [FORECASTER] Completed predict_future for MGEE
[2025-12-01T20:41:53.331343] [INFO ] [sig       ] MGEE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:53.470370] [INFO ] [LOCAL     ] Saved forecast: MGEE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MGEE.txt
[2025-12-01T20:41:53.470488] [INFO ] [sig       ] [2083/3634] Completed MGEE in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-01T20:41:53.470525] [INFO ] [sig       ] [2084/3634] Forecasting MGIC...
[2025-12-01T20:41:53.470552] [INFO ] [sig       ] Generating forecast for: MGIC
[2025-12-01T20:41:53.470598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGIC' from 'https://tdm.silogroup.org/data/derivative_storage/MGIC.csv'.
[2025-12-01T20:41:53.481928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGIC'.
[2025-12-01T20:41:53.482194] [INFO ] [FORECASTER] Starting predict_future for MGIC
[2025-12-01T20:41:53.482987] [DEBUG] [LOCAL     ] No optimal features file found for MGIC: ./output/feature-sets/MGIC.txt
[2025-12-01T20:41:53.483036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:53.483066] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:53.483091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:53.483146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:53.538185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:53.538806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:53.538879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:53.538910] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:53.661121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:53.661264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:53.661308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:53.661343] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:53.664642] [DEBUG] [FORECASTER] MGIC: Forecast T+1@11:T+2@11: UP (p=90.47%)
[2025-12-01T20:41:53.664907] [INFO ] [FORECASTER] Completed predict_future for MGIC
[2025-12-01T20:41:53.665028] [INFO ] [sig       ] MGIC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:53.806875] [INFO ] [LOCAL     ] Saved forecast: MGIC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MGIC.txt
[2025-12-01T20:41:53.807002] [INFO ] [sig       ] [2084/3634] Completed MGIC in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.7m
[2025-12-01T20:41:53.807037] [INFO ] [sig       ] [2085/3634] Forecasting MGM...
[2025-12-01T20:41:53.807066] [INFO ] [sig       ] Generating forecast for: MGM
[2025-12-01T20:41:53.807094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGM' from 'https://tdm.silogroup.org/data/derivative_storage/MGM.csv'.
[2025-12-01T20:41:53.818222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGM'.
[2025-12-01T20:41:53.818515] [INFO ] [FORECASTER] Starting predict_future for MGM
[2025-12-01T20:41:53.819266] [DEBUG] [LOCAL     ] No optimal features file found for MGM: ./output/feature-sets/MGM.txt
[2025-12-01T20:41:53.819324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:53.819393] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:53.819423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:53.819478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:53.875271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:53.875921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:53.876006] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:53.876038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:53.997339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:53.997475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:53.997510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:53.997537] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:54.000731] [DEBUG] [FORECASTER] MGM: Forecast T+1@11:T+2@11: DOWN (p=20.07%)
[2025-12-01T20:41:54.000985] [INFO ] [FORECASTER] Completed predict_future for MGM
[2025-12-01T20:41:54.001123] [INFO ] [sig       ] MGM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:54.139266] [INFO ] [LOCAL     ] Saved forecast: MGM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MGM.txt
[2025-12-01T20:41:54.139382] [INFO ] [sig       ] [2085/3634] Completed MGM in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-01T20:41:54.139419] [INFO ] [sig       ] [2086/3634] Forecasting MGNI...
[2025-12-01T20:41:54.139447] [INFO ] [sig       ] Generating forecast for: MGNI
[2025-12-01T20:41:54.139475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNI' from 'https://tdm.silogroup.org/data/derivative_storage/MGNI.csv'.
[2025-12-01T20:41:54.150500] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNI'.
[2025-12-01T20:41:54.150795] [INFO ] [FORECASTER] Starting predict_future for MGNI
[2025-12-01T20:41:54.151512] [DEBUG] [LOCAL     ] No optimal features file found for MGNI: ./output/feature-sets/MGNI.txt
[2025-12-01T20:41:54.151561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:54.151609] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:54.151635] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:54.151689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:54.208664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:54.209270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:54.209358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:54.209395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:54.334536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:54.334651] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:54.334688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:54.334715] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:54.337925] [DEBUG] [FORECASTER] MGNI: Forecast T+1@11:T+2@11: UP (p=93.39%)
[2025-12-01T20:41:54.338180] [INFO ] [FORECASTER] Completed predict_future for MGNI
[2025-12-01T20:41:54.338514] [INFO ] [sig       ] MGNI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:54.477241] [INFO ] [LOCAL     ] Saved forecast: MGNI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MGNI.txt
[2025-12-01T20:41:54.477365] [INFO ] [sig       ] [2086/3634] Completed MGNI in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-01T20:41:54.477403] [INFO ] [sig       ] [2087/3634] Forecasting MGNX...
[2025-12-01T20:41:54.477430] [INFO ] [sig       ] Generating forecast for: MGNX
[2025-12-01T20:41:54.477458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGNX' from 'https://tdm.silogroup.org/data/derivative_storage/MGNX.csv'.
[2025-12-01T20:41:54.488861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGNX'.
[2025-12-01T20:41:54.489131] [INFO ] [FORECASTER] Starting predict_future for MGNX
[2025-12-01T20:41:54.489905] [DEBUG] [LOCAL     ] No optimal features file found for MGNX: ./output/feature-sets/MGNX.txt
[2025-12-01T20:41:54.489953] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:54.489995] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:54.490021] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:54.490076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:54.545903] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:54.546524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:54.546613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:54.546645] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:54.668428] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:54.668601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:54.668639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:54.668666] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:54.671962] [DEBUG] [FORECASTER] MGNX: Forecast T+1@11:T+2@11: UP (p=53.35%)
[2025-12-01T20:41:54.672227] [INFO ] [FORECASTER] Completed predict_future for MGNX
[2025-12-01T20:41:54.672348] [INFO ] [sig       ] MGNX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:54.809333] [INFO ] [LOCAL     ] Saved forecast: MGNX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MGNX.txt
[2025-12-01T20:41:54.809470] [INFO ] [sig       ] [2087/3634] Completed MGNX in 0.3s | 2.99 sym/s | Total: 11.6m | ETA: 8.6m
[2025-12-01T20:41:54.809508] [INFO ] [sig       ] [2088/3634] Forecasting MGPI...
[2025-12-01T20:41:54.809537] [INFO ] [sig       ] Generating forecast for: MGPI
[2025-12-01T20:41:54.809567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGPI' from 'https://tdm.silogroup.org/data/derivative_storage/MGPI.csv'.
[2025-12-01T20:41:54.820886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGPI'.
[2025-12-01T20:41:54.821165] [INFO ] [FORECASTER] Starting predict_future for MGPI
[2025-12-01T20:41:54.821972] [DEBUG] [LOCAL     ] No optimal features file found for MGPI: ./output/feature-sets/MGPI.txt
[2025-12-01T20:41:54.822021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:54.822051] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:54.822076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:54.822129] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:54.879694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:54.880380] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:54.880460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:54.880493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:54.998746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:54.998893] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:54.998930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:54.998987] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:55.002311] [DEBUG] [FORECASTER] MGPI: Forecast T+1@11:T+2@11: DOWN (p=14.56%)
[2025-12-01T20:41:55.002588] [INFO ] [FORECASTER] Completed predict_future for MGPI
[2025-12-01T20:41:55.002709] [INFO ] [sig       ] MGPI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:55.140612] [INFO ] [LOCAL     ] Saved forecast: MGPI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MGPI.txt
[2025-12-01T20:41:55.140751] [INFO ] [sig       ] [2088/3634] Completed MGPI in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-01T20:41:55.140789] [INFO ] [sig       ] [2089/3634] Forecasting MGRC...
[2025-12-01T20:41:55.140817] [INFO ] [sig       ] Generating forecast for: MGRC
[2025-12-01T20:41:55.140845] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRC' from 'https://tdm.silogroup.org/data/derivative_storage/MGRC.csv'.
[2025-12-01T20:41:55.153816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRC'.
[2025-12-01T20:41:55.154127] [INFO ] [FORECASTER] Starting predict_future for MGRC
[2025-12-01T20:41:55.154893] [DEBUG] [LOCAL     ] No optimal features file found for MGRC: ./output/feature-sets/MGRC.txt
[2025-12-01T20:41:55.154943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:55.154972] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:55.155000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:55.155055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:55.210890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:55.211726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:55.211803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:55.211833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:55.329072] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:55.329210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:55.329246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:55.329278] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:55.332561] [DEBUG] [FORECASTER] MGRC: Forecast T+1@11:T+2@11: UP (p=98.81%)
[2025-12-01T20:41:55.332838] [INFO ] [FORECASTER] Completed predict_future for MGRC
[2025-12-01T20:41:55.332954] [INFO ] [sig       ] MGRC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:55.471558] [INFO ] [LOCAL     ] Saved forecast: MGRC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MGRC.txt
[2025-12-01T20:41:55.471702] [INFO ] [sig       ] [2089/3634] Completed MGRC in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-01T20:41:55.471740] [INFO ] [sig       ] [2090/3634] Forecasting MGRX...
[2025-12-01T20:41:55.471768] [INFO ] [sig       ] Generating forecast for: MGRX
[2025-12-01T20:41:55.471796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGRX' from 'https://tdm.silogroup.org/data/derivative_storage/MGRX.csv'.
[2025-12-01T20:41:55.482672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGRX'.
[2025-12-01T20:41:55.482984] [INFO ] [FORECASTER] Starting predict_future for MGRX
[2025-12-01T20:41:55.483731] [DEBUG] [LOCAL     ] No optimal features file found for MGRX: ./output/feature-sets/MGRX.txt
[2025-12-01T20:41:55.483779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:55.483809] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:55.483835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:55.483889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:55.539173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:55.539818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:55.539893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:55.539923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:55.660727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:55.660864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:55.660900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:55.660928] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:55.664153] [DEBUG] [FORECASTER] MGRX: Forecast T+1@11:T+2@11: UP (p=84.99%)
[2025-12-01T20:41:55.664438] [INFO ] [FORECASTER] Completed predict_future for MGRX
[2025-12-01T20:41:55.664561] [INFO ] [sig       ] MGRX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:55.801937] [INFO ] [LOCAL     ] Saved forecast: MGRX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MGRX.txt
[2025-12-01T20:41:55.802078] [INFO ] [sig       ] [2090/3634] Completed MGRX in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-01T20:41:55.802116] [INFO ] [sig       ] [2091/3634] Forecasting MGTX...
[2025-12-01T20:41:55.802150] [INFO ] [sig       ] Generating forecast for: MGTX
[2025-12-01T20:41:55.802180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGTX' from 'https://tdm.silogroup.org/data/derivative_storage/MGTX.csv'.
[2025-12-01T20:41:55.812761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGTX'.
[2025-12-01T20:41:55.813027] [INFO ] [FORECASTER] Starting predict_future for MGTX
[2025-12-01T20:41:55.813788] [DEBUG] [LOCAL     ] No optimal features file found for MGTX: ./output/feature-sets/MGTX.txt
[2025-12-01T20:41:55.813836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:55.813866] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:55.813891] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:55.813945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:55.869389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:55.870261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:55.870340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:55.870371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:55.990608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:55.990767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:55.990805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:55.990833] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:55.994216] [DEBUG] [FORECASTER] MGTX: Forecast T+1@11:T+2@11: DOWN (p=29.53%)
[2025-12-01T20:41:55.994490] [INFO ] [FORECASTER] Completed predict_future for MGTX
[2025-12-01T20:41:55.994632] [INFO ] [sig       ] MGTX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:56.135877] [INFO ] [LOCAL     ] Saved forecast: MGTX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MGTX.txt
[2025-12-01T20:41:56.136013] [INFO ] [sig       ] [2091/3634] Completed MGTX in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-01T20:41:56.136055] [INFO ] [sig       ] [2092/3634] Forecasting MGX...
[2025-12-01T20:41:56.136096] [INFO ] [sig       ] Generating forecast for: MGX
[2025-12-01T20:41:56.136130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGX' from 'https://tdm.silogroup.org/data/derivative_storage/MGX.csv'.
[2025-12-01T20:41:56.147936] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MGX'.
[2025-12-01T20:41:56.148237] [INFO ] [FORECASTER] Starting predict_future for MGX
[2025-12-01T20:41:56.149048] [DEBUG] [LOCAL     ] No optimal features file found for MGX: ./output/feature-sets/MGX.txt
[2025-12-01T20:41:56.149098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:56.149130] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:56.149155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:56.149211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:56.206837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:56.207625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:56.207704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:56.207737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:56.325485] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:56.325647] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:56.325685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:56.325713] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:56.328990] [DEBUG] [FORECASTER] MGX: Forecast T+1@11:T+2@11: DOWN (p=17.53%)
[2025-12-01T20:41:56.329255] [INFO ] [FORECASTER] Completed predict_future for MGX
[2025-12-01T20:41:56.329384] [INFO ] [sig       ] MGX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:56.468772] [INFO ] [LOCAL     ] Saved forecast: MGX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MGX.txt
[2025-12-01T20:41:56.468920] [INFO ] [sig       ] [2092/3634] Completed MGX in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-01T20:41:56.468959] [INFO ] [sig       ] [2093/3634] Forecasting MGY...
[2025-12-01T20:41:56.468988] [INFO ] [sig       ] Generating forecast for: MGY
[2025-12-01T20:41:56.469016] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MGY' from 'https://tdm.silogroup.org/data/derivative_storage/MGY.csv'.
[2025-12-01T20:41:56.480451] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MGY'.
[2025-12-01T20:41:56.480840] [INFO ] [FORECASTER] Starting predict_future for MGY
[2025-12-01T20:41:56.481647] [DEBUG] [LOCAL     ] No optimal features file found for MGY: ./output/feature-sets/MGY.txt
[2025-12-01T20:41:56.481698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:56.481730] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:56.481756] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:56.481811] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:56.538701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:56.539569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:56.539675] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:56.539708] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:56.657539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:56.657702] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:56.657740] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:56.657767] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:56.660994] [DEBUG] [FORECASTER] MGY: Forecast T+1@11:T+2@11: UP (p=81.25%)
[2025-12-01T20:41:56.661252] [INFO ] [FORECASTER] Completed predict_future for MGY
[2025-12-01T20:41:56.661370] [INFO ] [sig       ] MGY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:41:56.801407] [INFO ] [LOCAL     ] Saved forecast: MGY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MGY.txt
[2025-12-01T20:41:56.801564] [INFO ] [sig       ] [2093/3634] Completed MGY in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-01T20:41:56.801648] [INFO ] [sig       ] [2094/3634] Forecasting MHD...
[2025-12-01T20:41:56.801678] [INFO ] [sig       ] Generating forecast for: MHD
[2025-12-01T20:41:56.801707] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHD' from 'https://tdm.silogroup.org/data/derivative_storage/MHD.csv'.
[2025-12-01T20:41:56.813437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHD'.
[2025-12-01T20:41:56.813766] [INFO ] [FORECASTER] Starting predict_future for MHD
[2025-12-01T20:41:56.814501] [DEBUG] [LOCAL     ] No optimal features file found for MHD: ./output/feature-sets/MHD.txt
[2025-12-01T20:41:56.814550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:56.814601] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:56.814629] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:56.814682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:56.872067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:56.872719] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:56.872800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:56.872833] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:56.986084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:56.986222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:56.986258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:56.986301] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:56.989684] [DEBUG] [FORECASTER] MHD: Forecast T+1@11:T+2@11: UP (p=99.22%)
[2025-12-01T20:41:56.989960] [INFO ] [FORECASTER] Completed predict_future for MHD
[2025-12-01T20:41:56.990083] [INFO ] [sig       ] MHD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:57.173779] [INFO ] [LOCAL     ] Saved forecast: MHD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MHD.txt
[2025-12-01T20:41:57.173916] [INFO ] [sig       ] [2094/3634] Completed MHD in 0.4s | 2.99 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-01T20:41:57.173953] [INFO ] [sig       ] [2095/3634] Forecasting MHF...
[2025-12-01T20:41:57.173982] [INFO ] [sig       ] Generating forecast for: MHF
[2025-12-01T20:41:57.174012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHF' from 'https://tdm.silogroup.org/data/derivative_storage/MHF.csv'.
[2025-12-01T20:41:57.185886] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHF'.
[2025-12-01T20:41:57.186275] [INFO ] [FORECASTER] Starting predict_future for MHF
[2025-12-01T20:41:57.187055] [DEBUG] [LOCAL     ] No optimal features file found for MHF: ./output/feature-sets/MHF.txt
[2025-12-01T20:41:57.187105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:57.187136] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:57.187163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:57.187218] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:57.243031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:57.243787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:57.243898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:57.243931] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:57.362738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:57.362885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:57.362924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:57.362952] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:57.366628] [DEBUG] [FORECASTER] MHF: Forecast T+1@11:T+2@11: DOWN (p=29.49%)
[2025-12-01T20:41:57.366926] [INFO ] [FORECASTER] Completed predict_future for MHF
[2025-12-01T20:41:57.367063] [INFO ] [sig       ] MHF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:57.507118] [INFO ] [LOCAL     ] Saved forecast: MHF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MHF.txt
[2025-12-01T20:41:57.507261] [INFO ] [sig       ] [2095/3634] Completed MHF in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-01T20:41:57.507300] [INFO ] [sig       ] [2096/3634] Forecasting MHK...
[2025-12-01T20:41:57.507329] [INFO ] [sig       ] Generating forecast for: MHK
[2025-12-01T20:41:57.507360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHK' from 'https://tdm.silogroup.org/data/derivative_storage/MHK.csv'.
[2025-12-01T20:41:57.519190] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHK'.
[2025-12-01T20:41:57.519500] [INFO ] [FORECASTER] Starting predict_future for MHK
[2025-12-01T20:41:57.520279] [DEBUG] [LOCAL     ] No optimal features file found for MHK: ./output/feature-sets/MHK.txt
[2025-12-01T20:41:57.520332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:57.520364] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:57.520393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:57.520448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:57.577480] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:57.578295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:57.578398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:57.578448] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:57.695744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:57.695916] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:57.695957] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:57.695985] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:57.699425] [DEBUG] [FORECASTER] MHK: Forecast T+1@11:T+2@11: UP (p=79.96%)
[2025-12-01T20:41:57.699744] [INFO ] [FORECASTER] Completed predict_future for MHK
[2025-12-01T20:41:57.699888] [INFO ] [sig       ] MHK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:57.838673] [INFO ] [LOCAL     ] Saved forecast: MHK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MHK.txt
[2025-12-01T20:41:57.838804] [INFO ] [sig       ] [2096/3634] Completed MHK in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-01T20:41:57.838843] [INFO ] [sig       ] [2097/3634] Forecasting MHN...
[2025-12-01T20:41:57.838872] [INFO ] [sig       ] Generating forecast for: MHN
[2025-12-01T20:41:57.838901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHN' from 'https://tdm.silogroup.org/data/derivative_storage/MHN.csv'.
[2025-12-01T20:41:57.849796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHN'.
[2025-12-01T20:41:57.850098] [INFO ] [FORECASTER] Starting predict_future for MHN
[2025-12-01T20:41:57.850846] [DEBUG] [LOCAL     ] No optimal features file found for MHN: ./output/feature-sets/MHN.txt
[2025-12-01T20:41:57.850894] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:57.850922] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:57.850946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:57.851000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:57.906012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:57.906673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:57.906750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:57.906783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:58.017814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:58.017961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:58.017998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:58.018025] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:58.021231] [DEBUG] [FORECASTER] MHN: Forecast T+1@11:T+2@11: DOWN (p=21.99%)
[2025-12-01T20:41:58.021490] [INFO ] [FORECASTER] Completed predict_future for MHN
[2025-12-01T20:41:58.021623] [INFO ] [sig       ] MHN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:58.159612] [INFO ] [LOCAL     ] Saved forecast: MHN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MHN.txt
[2025-12-01T20:41:58.159759] [INFO ] [sig       ] [2097/3634] Completed MHN in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-01T20:41:58.159798] [INFO ] [sig       ] [2098/3634] Forecasting MHO...
[2025-12-01T20:41:58.159829] [INFO ] [sig       ] Generating forecast for: MHO
[2025-12-01T20:41:58.159859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHO' from 'https://tdm.silogroup.org/data/derivative_storage/MHO.csv'.
[2025-12-01T20:41:58.171508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHO'.
[2025-12-01T20:41:58.171807] [INFO ] [FORECASTER] Starting predict_future for MHO
[2025-12-01T20:41:58.172566] [DEBUG] [LOCAL     ] No optimal features file found for MHO: ./output/feature-sets/MHO.txt
[2025-12-01T20:41:58.172637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:58.172669] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:58.172696] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:58.172764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:58.229923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:58.230524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:58.230624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:58.230667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:58.349853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:58.349996] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:58.350035] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:58.350063] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:58.353421] [DEBUG] [FORECASTER] MHO: Forecast T+1@11:T+2@11: DOWN (p=31.04%)
[2025-12-01T20:41:58.353716] [INFO ] [FORECASTER] Completed predict_future for MHO
[2025-12-01T20:41:58.353843] [INFO ] [sig       ] MHO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:41:58.499466] [INFO ] [LOCAL     ] Saved forecast: MHO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MHO.txt
[2025-12-01T20:41:58.499642] [INFO ] [sig       ] [2098/3634] Completed MHO in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-01T20:41:58.499690] [INFO ] [sig       ] [2099/3634] Forecasting MHUA...
[2025-12-01T20:41:58.499721] [INFO ] [sig       ] Generating forecast for: MHUA
[2025-12-01T20:41:58.499750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MHUA' from 'https://tdm.silogroup.org/data/derivative_storage/MHUA.csv'.
[2025-12-01T20:41:58.511235] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MHUA'.
[2025-12-01T20:41:58.511550] [INFO ] [FORECASTER] Starting predict_future for MHUA
[2025-12-01T20:41:58.512328] [DEBUG] [LOCAL     ] No optimal features file found for MHUA: ./output/feature-sets/MHUA.txt
[2025-12-01T20:41:58.512378] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:58.512409] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:58.512435] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:58.512490] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:58.568958] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:58.569570] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:58.569660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:58.569692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:58.671280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:58.671408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:58.671446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:58.671472] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:58.674625] [DEBUG] [FORECASTER] MHUA: Forecast T+1@11:T+2@11: UP (p=81.29%)
[2025-12-01T20:41:58.674887] [INFO ] [FORECASTER] Completed predict_future for MHUA
[2025-12-01T20:41:58.675003] [INFO ] [sig       ] MHUA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:58.812321] [INFO ] [LOCAL     ] Saved forecast: MHUA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MHUA.txt
[2025-12-01T20:41:58.812429] [INFO ] [sig       ] [2099/3634] Completed MHUA in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-01T20:41:58.812464] [INFO ] [sig       ] [2100/3634] Forecasting MIDD...
[2025-12-01T20:41:58.812492] [INFO ] [sig       ] Generating forecast for: MIDD
[2025-12-01T20:41:58.812519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIDD' from 'https://tdm.silogroup.org/data/derivative_storage/MIDD.csv'.
[2025-12-01T20:41:58.823600] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MIDD'.
[2025-12-01T20:41:58.823872] [INFO ] [FORECASTER] Starting predict_future for MIDD
[2025-12-01T20:41:58.824608] [DEBUG] [LOCAL     ] No optimal features file found for MIDD: ./output/feature-sets/MIDD.txt
[2025-12-01T20:41:58.824667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:58.824698] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:58.824724] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:58.824778] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:58.879482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:58.880089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:58.880163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:58.880197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:58.997478] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:58.997642] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:58.997681] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:58.997708] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:59.000921] [DEBUG] [FORECASTER] MIDD: Forecast T+1@11:T+2@11: DOWN (p=1.24%)
[2025-12-01T20:41:59.001177] [INFO ] [FORECASTER] Completed predict_future for MIDD
[2025-12-01T20:41:59.001292] [INFO ] [sig       ] MIDD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:59.137317] [INFO ] [LOCAL     ] Saved forecast: MIDD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MIDD.txt
[2025-12-01T20:41:59.137434] [INFO ] [sig       ] [2100/3634] Completed MIDD in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-01T20:41:59.137469] [INFO ] [sig       ] [2101/3634] Forecasting MIGI...
[2025-12-01T20:41:59.137498] [INFO ] [sig       ] Generating forecast for: MIGI
[2025-12-01T20:41:59.137525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIGI' from 'https://tdm.silogroup.org/data/derivative_storage/MIGI.csv'.
[2025-12-01T20:41:59.148934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIGI'.
[2025-12-01T20:41:59.149201] [INFO ] [FORECASTER] Starting predict_future for MIGI
[2025-12-01T20:41:59.149965] [DEBUG] [LOCAL     ] No optimal features file found for MIGI: ./output/feature-sets/MIGI.txt
[2025-12-01T20:41:59.150013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:59.150044] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:59.150070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:59.150124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:59.205705] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:59.206289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:59.206361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:59.206394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:59.322584] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:59.322711] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:59.322745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:59.322772] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:59.325924] [DEBUG] [FORECASTER] MIGI: Forecast T+1@11:T+2@11: UP (p=82.07%)
[2025-12-01T20:41:59.326178] [INFO ] [FORECASTER] Completed predict_future for MIGI
[2025-12-01T20:41:59.326297] [INFO ] [sig       ] MIGI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:41:59.463277] [INFO ] [LOCAL     ] Saved forecast: MIGI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MIGI.txt
[2025-12-01T20:41:59.463396] [INFO ] [sig       ] [2101/3634] Completed MIGI in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.6m
[2025-12-01T20:41:59.463434] [INFO ] [sig       ] [2102/3634] Forecasting MILN...
[2025-12-01T20:41:59.463463] [INFO ] [sig       ] Generating forecast for: MILN
[2025-12-01T20:41:59.463492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MILN' from 'https://tdm.silogroup.org/data/derivative_storage/MILN.csv'.
[2025-12-01T20:41:59.473679] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MILN'.
[2025-12-01T20:41:59.473959] [INFO ] [FORECASTER] Starting predict_future for MILN
[2025-12-01T20:41:59.474706] [DEBUG] [LOCAL     ] No optimal features file found for MILN: ./output/feature-sets/MILN.txt
[2025-12-01T20:41:59.474755] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:59.474809] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:59.474837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:59.474891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:59.530128] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:59.530715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:59.530791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:59.530821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:59.631058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:59.631176] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:41:59.631210] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:59.631237] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:59.634339] [DEBUG] [FORECASTER] MILN: Forecast T+1@11:T+2@11: DOWN (p=48.19%)
[2025-12-01T20:41:59.634618] [INFO ] [FORECASTER] Completed predict_future for MILN
[2025-12-01T20:41:59.634735] [INFO ] [sig       ] MILN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:41:59.771990] [INFO ] [LOCAL     ] Saved forecast: MILN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MILN.txt
[2025-12-01T20:41:59.772105] [INFO ] [sig       ] [2102/3634] Completed MILN in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-01T20:41:59.772141] [INFO ] [sig       ] [2103/3634] Forecasting MIND...
[2025-12-01T20:41:59.772177] [INFO ] [sig       ] Generating forecast for: MIND
[2025-12-01T20:41:59.772205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIND' from 'https://tdm.silogroup.org/data/derivative_storage/MIND.csv'.
[2025-12-01T20:41:59.783043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIND'.
[2025-12-01T20:41:59.783384] [INFO ] [FORECASTER] Starting predict_future for MIND
[2025-12-01T20:41:59.784137] [DEBUG] [LOCAL     ] No optimal features file found for MIND: ./output/feature-sets/MIND.txt
[2025-12-01T20:41:59.784186] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:41:59.784215] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:41:59.784240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:41:59.784294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:41:59.842483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:41:59.843150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:41:59.843231] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:41:59.843265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:41:59.962316] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:41:59.962462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:41:59.962500] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:41:59.962527] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:41:59.965761] [DEBUG] [FORECASTER] MIND: Forecast T+1@11:T+2@11: DOWN (p=3.15%)
[2025-12-01T20:41:59.966016] [INFO ] [FORECASTER] Completed predict_future for MIND
[2025-12-01T20:41:59.966133] [INFO ] [sig       ] MIND: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:00.102248] [INFO ] [LOCAL     ] Saved forecast: MIND	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MIND.txt
[2025-12-01T20:42:00.102381] [INFO ] [sig       ] [2103/3634] Completed MIND in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-01T20:42:00.102419] [INFO ] [sig       ] [2104/3634] Forecasting MIRA...
[2025-12-01T20:42:00.102447] [INFO ] [sig       ] Generating forecast for: MIRA
[2025-12-01T20:42:00.102474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRA' from 'https://tdm.silogroup.org/data/derivative_storage/MIRA.csv'.
[2025-12-01T20:42:00.114945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRA'.
[2025-12-01T20:42:00.115200] [INFO ] [FORECASTER] Starting predict_future for MIRA
[2025-12-01T20:42:00.116095] [DEBUG] [LOCAL     ] No optimal features file found for MIRA: ./output/feature-sets/MIRA.txt
[2025-12-01T20:42:00.116143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:00.116174] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:00.116199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:00.116253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:00.173637] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:00.174307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:00.174383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:00.174416] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:00.296887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:00.297031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:00.297068] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:00.297098] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:00.300311] [DEBUG] [FORECASTER] MIRA: Forecast T+1@11:T+2@11: DOWN (p=19.10%)
[2025-12-01T20:42:00.300591] [INFO ] [FORECASTER] Completed predict_future for MIRA
[2025-12-01T20:42:00.300714] [INFO ] [sig       ] MIRA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:00.438239] [INFO ] [LOCAL     ] Saved forecast: MIRA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MIRA.txt
[2025-12-01T20:42:00.438369] [INFO ] [sig       ] [2104/3634] Completed MIRA in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-01T20:42:00.438410] [INFO ] [sig       ] [2105/3634] Forecasting MIRM...
[2025-12-01T20:42:00.438438] [INFO ] [sig       ] Generating forecast for: MIRM
[2025-12-01T20:42:00.438467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIRM' from 'https://tdm.silogroup.org/data/derivative_storage/MIRM.csv'.
[2025-12-01T20:42:00.449250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIRM'.
[2025-12-01T20:42:00.449544] [INFO ] [FORECASTER] Starting predict_future for MIRM
[2025-12-01T20:42:00.450301] [DEBUG] [LOCAL     ] No optimal features file found for MIRM: ./output/feature-sets/MIRM.txt
[2025-12-01T20:42:00.450350] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:00.450380] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:00.450405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:00.450459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:00.505225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:00.505840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:00.505913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:00.505944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:00.619152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:00.619275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:00.619310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:00.619369] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:00.622589] [DEBUG] [FORECASTER] MIRM: Forecast T+1@11:T+2@11: UP (p=57.54%)
[2025-12-01T20:42:00.622849] [INFO ] [FORECASTER] Completed predict_future for MIRM
[2025-12-01T20:42:00.622966] [INFO ] [sig       ] MIRM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:00.759758] [INFO ] [LOCAL     ] Saved forecast: MIRM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MIRM.txt
[2025-12-01T20:42:00.759868] [INFO ] [sig       ] [2105/3634] Completed MIRM in 0.3s | 2.99 sym/s | Total: 11.7m | ETA: 8.5m
[2025-12-01T20:42:00.759905] [INFO ] [sig       ] [2106/3634] Forecasting MITK...
[2025-12-01T20:42:00.759932] [INFO ] [sig       ] Generating forecast for: MITK
[2025-12-01T20:42:00.759961] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MITK' from 'https://tdm.silogroup.org/data/derivative_storage/MITK.csv'.
[2025-12-01T20:42:00.771284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MITK'.
[2025-12-01T20:42:00.771607] [INFO ] [FORECASTER] Starting predict_future for MITK
[2025-12-01T20:42:00.772327] [DEBUG] [LOCAL     ] No optimal features file found for MITK: ./output/feature-sets/MITK.txt
[2025-12-01T20:42:00.772376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:00.772406] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:00.772431] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:00.772485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:00.827109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:00.827701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:00.827774] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:00.827805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:00.949700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:00.949845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:00.949883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:00.949910] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:00.953126] [DEBUG] [FORECASTER] MITK: Forecast T+1@11:T+2@11: UP (p=72.39%)
[2025-12-01T20:42:00.953384] [INFO ] [FORECASTER] Completed predict_future for MITK
[2025-12-01T20:42:00.953520] [INFO ] [sig       ] MITK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:01.092241] [INFO ] [LOCAL     ] Saved forecast: MITK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MITK.txt
[2025-12-01T20:42:01.092384] [INFO ] [sig       ] [2106/3634] Completed MITK in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-01T20:42:01.092422] [INFO ] [sig       ] [2107/3634] Forecasting MIY...
[2025-12-01T20:42:01.092450] [INFO ] [sig       ] Generating forecast for: MIY
[2025-12-01T20:42:01.092478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MIY' from 'https://tdm.silogroup.org/data/derivative_storage/MIY.csv'.
[2025-12-01T20:42:01.103897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MIY'.
[2025-12-01T20:42:01.104222] [INFO ] [FORECASTER] Starting predict_future for MIY
[2025-12-01T20:42:01.104963] [DEBUG] [LOCAL     ] No optimal features file found for MIY: ./output/feature-sets/MIY.txt
[2025-12-01T20:42:01.105012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:01.105042] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:01.105068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:01.105121] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:01.161774] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:01.162421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:01.162498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:01.162530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:01.282531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:01.282730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:01.282769] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:01.282796] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:01.286089] [DEBUG] [FORECASTER] MIY: Forecast T+1@11:T+2@11: UP (p=55.04%)
[2025-12-01T20:42:01.286353] [INFO ] [FORECASTER] Completed predict_future for MIY
[2025-12-01T20:42:01.286480] [INFO ] [sig       ] MIY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:01.423603] [INFO ] [LOCAL     ] Saved forecast: MIY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MIY.txt
[2025-12-01T20:42:01.423729] [INFO ] [sig       ] [2107/3634] Completed MIY in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-01T20:42:01.423766] [INFO ] [sig       ] [2108/3634] Forecasting MKC...
[2025-12-01T20:42:01.423793] [INFO ] [sig       ] Generating forecast for: MKC
[2025-12-01T20:42:01.423821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKC' from 'https://tdm.silogroup.org/data/derivative_storage/MKC.csv'.
[2025-12-01T20:42:01.433369] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKC'.
[2025-12-01T20:42:01.433646] [INFO ] [FORECASTER] Starting predict_future for MKC
[2025-12-01T20:42:01.434369] [DEBUG] [LOCAL     ] No optimal features file found for MKC: ./output/feature-sets/MKC.txt
[2025-12-01T20:42:01.434417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:01.434446] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:01.434471] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:01.434524] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:01.490109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:01.490954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:01.491038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:01.491069] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:01.621941] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:01.622100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:01.622138] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:01.622164] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:01.625488] [DEBUG] [FORECASTER] MKC: Forecast T+1@11:T+2@11: DOWN (p=43.17%)
[2025-12-01T20:42:01.625843] [INFO ] [FORECASTER] Completed predict_future for MKC
[2025-12-01T20:42:01.625982] [INFO ] [sig       ] MKC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:01.768634] [INFO ] [LOCAL     ] Saved forecast: MKC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MKC.txt
[2025-12-01T20:42:01.768788] [INFO ] [sig       ] [2108/3634] Completed MKC in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-01T20:42:01.768827] [INFO ] [sig       ] [2109/3634] Forecasting MKL...
[2025-12-01T20:42:01.768855] [INFO ] [sig       ] Generating forecast for: MKL
[2025-12-01T20:42:01.768883] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKL' from 'https://tdm.silogroup.org/data/derivative_storage/MKL.csv'.
[2025-12-01T20:42:01.782060] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MKL'.
[2025-12-01T20:42:01.782441] [INFO ] [FORECASTER] Starting predict_future for MKL
[2025-12-01T20:42:01.783224] [DEBUG] [LOCAL     ] No optimal features file found for MKL: ./output/feature-sets/MKL.txt
[2025-12-01T20:42:01.783272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:01.783303] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:01.783328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:01.783382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:01.839813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:01.840674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:01.840763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:01.840794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:01.959489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:01.959708] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:01.959753] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:01.959782] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:01.963080] [DEBUG] [FORECASTER] MKL: Forecast T+1@11:T+2@11: DOWN (p=2.94%)
[2025-12-01T20:42:01.963341] [INFO ] [FORECASTER] Completed predict_future for MKL
[2025-12-01T20:42:01.963465] [INFO ] [sig       ] MKL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:02.099627] [INFO ] [LOCAL     ] Saved forecast: MKL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MKL.txt
[2025-12-01T20:42:02.099759] [INFO ] [sig       ] [2109/3634] Completed MKL in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-01T20:42:02.099796] [INFO ] [sig       ] [2110/3634] Forecasting MKSI...
[2025-12-01T20:42:02.099824] [INFO ] [sig       ] Generating forecast for: MKSI
[2025-12-01T20:42:02.099852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKSI' from 'https://tdm.silogroup.org/data/derivative_storage/MKSI.csv'.
[2025-12-01T20:42:02.111266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKSI'.
[2025-12-01T20:42:02.111583] [INFO ] [FORECASTER] Starting predict_future for MKSI
[2025-12-01T20:42:02.112536] [DEBUG] [LOCAL     ] No optimal features file found for MKSI: ./output/feature-sets/MKSI.txt
[2025-12-01T20:42:02.112617] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:02.112667] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:02.112709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:02.112797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:02.170221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:02.170965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:02.171042] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:02.171074] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:02.293266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:02.293409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:02.293445] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:02.293473] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:02.296684] [DEBUG] [FORECASTER] MKSI: Forecast T+1@11:T+2@11: DOWN (p=31.61%)
[2025-12-01T20:42:02.296944] [INFO ] [FORECASTER] Completed predict_future for MKSI
[2025-12-01T20:42:02.297060] [INFO ] [sig       ] MKSI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:02.435046] [INFO ] [LOCAL     ] Saved forecast: MKSI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MKSI.txt
[2025-12-01T20:42:02.435177] [INFO ] [sig       ] [2110/3634] Completed MKSI in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-01T20:42:02.435212] [INFO ] [sig       ] [2111/3634] Forecasting MKTX...
[2025-12-01T20:42:02.435240] [INFO ] [sig       ] Generating forecast for: MKTX
[2025-12-01T20:42:02.435268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MKTX' from 'https://tdm.silogroup.org/data/derivative_storage/MKTX.csv'.
[2025-12-01T20:42:02.446735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MKTX'.
[2025-12-01T20:42:02.447024] [INFO ] [FORECASTER] Starting predict_future for MKTX
[2025-12-01T20:42:02.447848] [DEBUG] [LOCAL     ] No optimal features file found for MKTX: ./output/feature-sets/MKTX.txt
[2025-12-01T20:42:02.447911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:02.447944] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:02.447971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:02.448027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:02.504742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:02.505358] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:02.505434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:02.505467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:02.624252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:02.624416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:02.624454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:02.624480] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:02.627865] [DEBUG] [FORECASTER] MKTX: Forecast T+1@11:T+2@11: DOWN (p=3.37%)
[2025-12-01T20:42:02.628150] [INFO ] [FORECASTER] Completed predict_future for MKTX
[2025-12-01T20:42:02.628276] [INFO ] [sig       ] MKTX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:02.764846] [INFO ] [LOCAL     ] Saved forecast: MKTX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MKTX.txt
[2025-12-01T20:42:02.764974] [INFO ] [sig       ] [2111/3634] Completed MKTX in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-01T20:42:02.765012] [INFO ] [sig       ] [2112/3634] Forecasting MLAB...
[2025-12-01T20:42:02.765040] [INFO ] [sig       ] Generating forecast for: MLAB
[2025-12-01T20:42:02.765068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLAB' from 'https://tdm.silogroup.org/data/derivative_storage/MLAB.csv'.
[2025-12-01T20:42:02.776225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLAB'.
[2025-12-01T20:42:02.776514] [INFO ] [FORECASTER] Starting predict_future for MLAB
[2025-12-01T20:42:02.777251] [DEBUG] [LOCAL     ] No optimal features file found for MLAB: ./output/feature-sets/MLAB.txt
[2025-12-01T20:42:02.777300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:02.777330] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:02.777357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:02.777411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:02.833163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:02.833804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:02.833908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:02.833942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:02.947963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:02.948098] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:02.948135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:02.948162] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:02.951360] [DEBUG] [FORECASTER] MLAB: Forecast T+1@11:T+2@11: DOWN (p=26.39%)
[2025-12-01T20:42:02.951630] [INFO ] [FORECASTER] Completed predict_future for MLAB
[2025-12-01T20:42:02.951746] [INFO ] [sig       ] MLAB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:03.088423] [INFO ] [LOCAL     ] Saved forecast: MLAB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MLAB.txt
[2025-12-01T20:42:03.088540] [INFO ] [sig       ] [2112/3634] Completed MLAB in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-01T20:42:03.088592] [INFO ] [sig       ] [2113/3634] Forecasting MLCO...
[2025-12-01T20:42:03.088624] [INFO ] [sig       ] Generating forecast for: MLCO
[2025-12-01T20:42:03.088652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLCO' from 'https://tdm.silogroup.org/data/derivative_storage/MLCO.csv'.
[2025-12-01T20:42:03.099520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLCO'.
[2025-12-01T20:42:03.099828] [INFO ] [FORECASTER] Starting predict_future for MLCO
[2025-12-01T20:42:03.100549] [DEBUG] [LOCAL     ] No optimal features file found for MLCO: ./output/feature-sets/MLCO.txt
[2025-12-01T20:42:03.100618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:03.100650] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:03.100675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:03.100729] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:03.156773] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:03.157387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:03.157462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:03.157495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:03.274773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:03.274915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:03.274952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:03.274980] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:03.278170] [DEBUG] [FORECASTER] MLCO: Forecast T+1@11:T+2@11: DOWN (p=32.34%)
[2025-12-01T20:42:03.278444] [INFO ] [FORECASTER] Completed predict_future for MLCO
[2025-12-01T20:42:03.278560] [INFO ] [sig       ] MLCO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:03.421492] [INFO ] [LOCAL     ] Saved forecast: MLCO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MLCO.txt
[2025-12-01T20:42:03.421629] [INFO ] [sig       ] [2113/3634] Completed MLCO in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-01T20:42:03.421669] [INFO ] [sig       ] [2114/3634] Forecasting MLGO...
[2025-12-01T20:42:03.421696] [INFO ] [sig       ] Generating forecast for: MLGO
[2025-12-01T20:42:03.421724] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLGO' from 'https://tdm.silogroup.org/data/derivative_storage/MLGO.csv'.
[2025-12-01T20:42:03.432739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLGO'.
[2025-12-01T20:42:03.433069] [INFO ] [FORECASTER] Starting predict_future for MLGO
[2025-12-01T20:42:03.433814] [DEBUG] [LOCAL     ] No optimal features file found for MLGO: ./output/feature-sets/MLGO.txt
[2025-12-01T20:42:03.433864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:03.433894] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:03.433920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:03.433974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:03.490354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:03.491160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:03.491240] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:03.491273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:03.605209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:03.605353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:03.605395] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:03.605424] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:03.608779] [DEBUG] [FORECASTER] MLGO: Forecast T+1@11:T+2@11: UP (p=51.29%)
[2025-12-01T20:42:03.609054] [INFO ] [FORECASTER] Completed predict_future for MLGO
[2025-12-01T20:42:03.609178] [INFO ] [sig       ] MLGO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:03.746213] [INFO ] [LOCAL     ] Saved forecast: MLGO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MLGO.txt
[2025-12-01T20:42:03.746347] [INFO ] [sig       ] [2114/3634] Completed MLGO in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-01T20:42:03.746388] [INFO ] [sig       ] [2115/3634] Forecasting MLI...
[2025-12-01T20:42:03.746418] [INFO ] [sig       ] Generating forecast for: MLI
[2025-12-01T20:42:03.746447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLI' from 'https://tdm.silogroup.org/data/derivative_storage/MLI.csv'.
[2025-12-01T20:42:03.757395] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLI'.
[2025-12-01T20:42:03.757707] [INFO ] [FORECASTER] Starting predict_future for MLI
[2025-12-01T20:42:03.758474] [DEBUG] [LOCAL     ] No optimal features file found for MLI: ./output/feature-sets/MLI.txt
[2025-12-01T20:42:03.758523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:03.758553] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:03.758596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:03.758652] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:03.816213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:03.817019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:03.817099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:03.817132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:03.938084] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:03.938242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:03.938282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:03.938323] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:03.941770] [DEBUG] [FORECASTER] MLI: Forecast T+1@11:T+2@11: UP (p=93.58%)
[2025-12-01T20:42:03.942049] [INFO ] [FORECASTER] Completed predict_future for MLI
[2025-12-01T20:42:03.942178] [INFO ] [sig       ] MLI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:04.080624] [INFO ] [LOCAL     ] Saved forecast: MLI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MLI.txt
[2025-12-01T20:42:04.080783] [INFO ] [sig       ] [2115/3634] Completed MLI in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-01T20:42:04.080821] [INFO ] [sig       ] [2116/3634] Forecasting MLKN...
[2025-12-01T20:42:04.080850] [INFO ] [sig       ] Generating forecast for: MLKN
[2025-12-01T20:42:04.080878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLKN' from 'https://tdm.silogroup.org/data/derivative_storage/MLKN.csv'.
[2025-12-01T20:42:04.092104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLKN'.
[2025-12-01T20:42:04.092452] [INFO ] [FORECASTER] Starting predict_future for MLKN
[2025-12-01T20:42:04.093219] [DEBUG] [LOCAL     ] No optimal features file found for MLKN: ./output/feature-sets/MLKN.txt
[2025-12-01T20:42:04.093268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:04.093299] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:04.093325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:04.093379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:04.147223] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:04.147840] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:04.147917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:04.147947] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:04.270869] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:04.271007] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:04.271042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:04.271070] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:04.274326] [DEBUG] [FORECASTER] MLKN: Forecast T+1@11:T+2@11: DOWN (p=21.76%)
[2025-12-01T20:42:04.274626] [INFO ] [FORECASTER] Completed predict_future for MLKN
[2025-12-01T20:42:04.274748] [INFO ] [sig       ] MLKN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:04.410081] [INFO ] [LOCAL     ] Saved forecast: MLKN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MLKN.txt
[2025-12-01T20:42:04.410198] [INFO ] [sig       ] [2116/3634] Completed MLKN in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-01T20:42:04.410233] [INFO ] [sig       ] [2117/3634] Forecasting MLM...
[2025-12-01T20:42:04.410261] [INFO ] [sig       ] Generating forecast for: MLM
[2025-12-01T20:42:04.410288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLM' from 'https://tdm.silogroup.org/data/derivative_storage/MLM.csv'.
[2025-12-01T20:42:04.421350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLM'.
[2025-12-01T20:42:04.421638] [INFO ] [FORECASTER] Starting predict_future for MLM
[2025-12-01T20:42:04.422356] [DEBUG] [LOCAL     ] No optimal features file found for MLM: ./output/feature-sets/MLM.txt
[2025-12-01T20:42:04.422404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:04.422434] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:04.422460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:04.422514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:04.476763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:04.477355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:04.477430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:04.477460] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:04.596144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:04.596270] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:04.596304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:04.596330] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:04.599506] [DEBUG] [FORECASTER] MLM: Forecast T+1@11:T+2@11: UP (p=86.33%)
[2025-12-01T20:42:04.599782] [INFO ] [FORECASTER] Completed predict_future for MLM
[2025-12-01T20:42:04.599901] [INFO ] [sig       ] MLM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:04.735232] [INFO ] [LOCAL     ] Saved forecast: MLM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MLM.txt
[2025-12-01T20:42:04.735359] [INFO ] [sig       ] [2117/3634] Completed MLM in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-01T20:42:04.735395] [INFO ] [sig       ] [2118/3634] Forecasting MLP...
[2025-12-01T20:42:04.735423] [INFO ] [sig       ] Generating forecast for: MLP
[2025-12-01T20:42:04.735451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLP' from 'https://tdm.silogroup.org/data/derivative_storage/MLP.csv'.
[2025-12-01T20:42:04.746466] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLP'.
[2025-12-01T20:42:04.746793] [INFO ] [FORECASTER] Starting predict_future for MLP
[2025-12-01T20:42:04.747516] [DEBUG] [LOCAL     ] No optimal features file found for MLP: ./output/feature-sets/MLP.txt
[2025-12-01T20:42:04.747564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:04.747619] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:04.747644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:04.747697] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:04.801647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:04.802275] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:04.802353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:04.802383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:04.902704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:04.902846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:04.902901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:04.902930] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:04.906115] [DEBUG] [FORECASTER] MLP: Forecast T+1@11:T+2@11: DOWN (p=4.72%)
[2025-12-01T20:42:04.906372] [INFO ] [FORECASTER] Completed predict_future for MLP
[2025-12-01T20:42:04.906491] [INFO ] [sig       ] MLP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:05.042143] [INFO ] [LOCAL     ] Saved forecast: MLP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MLP.txt
[2025-12-01T20:42:05.042278] [INFO ] [sig       ] [2118/3634] Completed MLP in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-01T20:42:05.042323] [INFO ] [sig       ] [2119/3634] Forecasting MLTX...
[2025-12-01T20:42:05.042351] [INFO ] [sig       ] Generating forecast for: MLTX
[2025-12-01T20:42:05.042379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLTX' from 'https://tdm.silogroup.org/data/derivative_storage/MLTX.csv'.
[2025-12-01T20:42:05.054092] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLTX'.
[2025-12-01T20:42:05.054369] [INFO ] [FORECASTER] Starting predict_future for MLTX
[2025-12-01T20:42:05.055116] [DEBUG] [LOCAL     ] No optimal features file found for MLTX: ./output/feature-sets/MLTX.txt
[2025-12-01T20:42:05.055164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:05.055220] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:05.055247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:05.055301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:05.109219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:05.109902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:05.109983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:05.110013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:05.229092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:05.229236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:05.229273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:05.229300] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:05.232517] [DEBUG] [FORECASTER] MLTX: Forecast T+1@11:T+2@11: UP (p=84.54%)
[2025-12-01T20:42:05.232795] [INFO ] [FORECASTER] Completed predict_future for MLTX
[2025-12-01T20:42:05.232915] [INFO ] [sig       ] MLTX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:05.370871] [INFO ] [LOCAL     ] Saved forecast: MLTX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MLTX.txt
[2025-12-01T20:42:05.371016] [INFO ] [sig       ] [2119/3634] Completed MLTX in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.5m
[2025-12-01T20:42:05.371058] [INFO ] [sig       ] [2120/3634] Forecasting MLYS...
[2025-12-01T20:42:05.371087] [INFO ] [sig       ] Generating forecast for: MLYS
[2025-12-01T20:42:05.371116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MLYS' from 'https://tdm.silogroup.org/data/derivative_storage/MLYS.csv'.
[2025-12-01T20:42:05.382506] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MLYS'.
[2025-12-01T20:42:05.382829] [INFO ] [FORECASTER] Starting predict_future for MLYS
[2025-12-01T20:42:05.383551] [DEBUG] [LOCAL     ] No optimal features file found for MLYS: ./output/feature-sets/MLYS.txt
[2025-12-01T20:42:05.383620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:05.383651] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:05.383676] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:05.383730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:05.438091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:05.438873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:05.438948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:05.438978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:05.545582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:05.545730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:05.545767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:05.545794] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:05.548979] [DEBUG] [FORECASTER] MLYS: Forecast T+1@11:T+2@11: DOWN (p=38.90%)
[2025-12-01T20:42:05.549241] [INFO ] [FORECASTER] Completed predict_future for MLYS
[2025-12-01T20:42:05.549359] [INFO ] [sig       ] MLYS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:05.684977] [INFO ] [LOCAL     ] Saved forecast: MLYS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MLYS.txt
[2025-12-01T20:42:05.685103] [INFO ] [sig       ] [2120/3634] Completed MLYS in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-01T20:42:05.685139] [INFO ] [sig       ] [2121/3634] Forecasting MMC...
[2025-12-01T20:42:05.685168] [INFO ] [sig       ] Generating forecast for: MMC
[2025-12-01T20:42:05.685197] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMC' from 'https://tdm.silogroup.org/data/derivative_storage/MMC.csv'.
[2025-12-01T20:42:05.696185] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MMC'.
[2025-12-01T20:42:05.696460] [INFO ] [FORECASTER] Starting predict_future for MMC
[2025-12-01T20:42:05.697195] [DEBUG] [LOCAL     ] No optimal features file found for MMC: ./output/feature-sets/MMC.txt
[2025-12-01T20:42:05.697244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:05.697275] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:05.697300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:05.697354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:05.751270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:05.751975] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:05.752051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:05.752082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:05.872043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:05.872191] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:05.872229] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:05.872255] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:05.875478] [DEBUG] [FORECASTER] MMC: Forecast T+1@11:T+2@11: UP (p=64.19%)
[2025-12-01T20:42:05.875765] [INFO ] [FORECASTER] Completed predict_future for MMC
[2025-12-01T20:42:05.875886] [INFO ] [sig       ] MMC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:42:06.011057] [INFO ] [LOCAL     ] Saved forecast: MMC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MMC.txt
[2025-12-01T20:42:06.011190] [INFO ] [sig       ] [2121/3634] Completed MMC in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-01T20:42:06.011226] [INFO ] [sig       ] [2122/3634] Forecasting MMD...
[2025-12-01T20:42:06.011254] [INFO ] [sig       ] Generating forecast for: MMD
[2025-12-01T20:42:06.011283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMD' from 'https://tdm.silogroup.org/data/derivative_storage/MMD.csv'.
[2025-12-01T20:42:06.022929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMD'.
[2025-12-01T20:42:06.023320] [INFO ] [FORECASTER] Starting predict_future for MMD
[2025-12-01T20:42:06.024127] [DEBUG] [LOCAL     ] No optimal features file found for MMD: ./output/feature-sets/MMD.txt
[2025-12-01T20:42:06.024177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:06.024220] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:06.024246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:06.024300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:06.080095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:06.080961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:06.081052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:06.081085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:06.197835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:06.197988] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:06.198025] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:06.198089] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:06.202334] [DEBUG] [FORECASTER] MMD: Forecast T+1@11:T+2@11: UP (p=99.06%)
[2025-12-01T20:42:06.202749] [INFO ] [FORECASTER] Completed predict_future for MMD
[2025-12-01T20:42:06.202902] [INFO ] [sig       ] MMD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:06.350798] [INFO ] [LOCAL     ] Saved forecast: MMD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MMD.txt
[2025-12-01T20:42:06.350947] [INFO ] [sig       ] [2122/3634] Completed MMD in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-01T20:42:06.350985] [INFO ] [sig       ] [2123/3634] Forecasting MMLP...
[2025-12-01T20:42:06.351014] [INFO ] [sig       ] Generating forecast for: MMLP
[2025-12-01T20:42:06.351044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMLP' from 'https://tdm.silogroup.org/data/derivative_storage/MMLP.csv'.
[2025-12-01T20:42:06.362794] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MMLP'.
[2025-12-01T20:42:06.363171] [INFO ] [FORECASTER] Starting predict_future for MMLP
[2025-12-01T20:42:06.363950] [DEBUG] [LOCAL     ] No optimal features file found for MMLP: ./output/feature-sets/MMLP.txt
[2025-12-01T20:42:06.364000] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:06.364029] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:06.364054] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:06.364109] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:06.423016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:06.423858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:06.423944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:06.423979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:06.533446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:06.533628] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:06.533675] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:06.533707] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:06.536960] [DEBUG] [FORECASTER] MMLP: Forecast T+1@11:T+2@11: DOWN (p=4.37%)
[2025-12-01T20:42:06.537219] [INFO ] [FORECASTER] Completed predict_future for MMLP
[2025-12-01T20:42:06.537338] [INFO ] [sig       ] MMLP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:06.673452] [INFO ] [LOCAL     ] Saved forecast: MMLP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MMLP.txt
[2025-12-01T20:42:06.673598] [INFO ] [sig       ] [2123/3634] Completed MMLP in 0.3s | 2.99 sym/s | Total: 11.8m | ETA: 8.4m
[2025-12-01T20:42:06.673636] [INFO ] [sig       ] [2124/3634] Forecasting MMS...
[2025-12-01T20:42:06.673665] [INFO ] [sig       ] Generating forecast for: MMS
[2025-12-01T20:42:06.673718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMS' from 'https://tdm.silogroup.org/data/derivative_storage/MMS.csv'.
[2025-12-01T20:42:06.684980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMS'.
[2025-12-01T20:42:06.685282] [INFO ] [FORECASTER] Starting predict_future for MMS
[2025-12-01T20:42:06.686024] [DEBUG] [LOCAL     ] No optimal features file found for MMS: ./output/feature-sets/MMS.txt
[2025-12-01T20:42:06.686072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:06.686102] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:06.686128] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:06.686182] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:06.741486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:06.742129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:06.742205] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:06.742238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:06.862384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:06.862537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:06.862603] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:06.862640] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:06.865944] [DEBUG] [FORECASTER] MMS: Forecast T+1@11:T+2@11: DOWN (p=4.48%)
[2025-12-01T20:42:06.866200] [INFO ] [FORECASTER] Completed predict_future for MMS
[2025-12-01T20:42:06.866317] [INFO ] [sig       ] MMS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:07.003600] [INFO ] [LOCAL     ] Saved forecast: MMS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MMS.txt
[2025-12-01T20:42:07.003753] [INFO ] [sig       ] [2124/3634] Completed MMS in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-01T20:42:07.003792] [INFO ] [sig       ] [2125/3634] Forecasting MMSI...
[2025-12-01T20:42:07.003822] [INFO ] [sig       ] Generating forecast for: MMSI
[2025-12-01T20:42:07.003853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MMSI' from 'https://tdm.silogroup.org/data/derivative_storage/MMSI.csv'.
[2025-12-01T20:42:07.015168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MMSI'.
[2025-12-01T20:42:07.015475] [INFO ] [FORECASTER] Starting predict_future for MMSI
[2025-12-01T20:42:07.016255] [DEBUG] [LOCAL     ] No optimal features file found for MMSI: ./output/feature-sets/MMSI.txt
[2025-12-01T20:42:07.016305] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:07.016334] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:07.016359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:07.016413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:07.073548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:07.074319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:07.074399] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:07.074432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:07.198115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:07.198293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:07.198369] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:07.198400] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:07.201770] [DEBUG] [FORECASTER] MMSI: Forecast T+1@11:T+2@11: UP (p=94.45%)
[2025-12-01T20:42:07.202043] [INFO ] [FORECASTER] Completed predict_future for MMSI
[2025-12-01T20:42:07.202164] [INFO ] [sig       ] MMSI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:07.340924] [INFO ] [LOCAL     ] Saved forecast: MMSI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MMSI.txt
[2025-12-01T20:42:07.341084] [INFO ] [sig       ] [2125/3634] Completed MMSI in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-01T20:42:07.341134] [INFO ] [sig       ] [2126/3634] Forecasting MNDO...
[2025-12-01T20:42:07.341173] [INFO ] [sig       ] Generating forecast for: MNDO
[2025-12-01T20:42:07.341204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDO' from 'https://tdm.silogroup.org/data/derivative_storage/MNDO.csv'.
[2025-12-01T20:42:07.353012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDO'.
[2025-12-01T20:42:07.353410] [INFO ] [FORECASTER] Starting predict_future for MNDO
[2025-12-01T20:42:07.354218] [DEBUG] [LOCAL     ] No optimal features file found for MNDO: ./output/feature-sets/MNDO.txt
[2025-12-01T20:42:07.354268] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:07.354299] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:07.354325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:07.354380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:07.411352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:07.412124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:07.412204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:07.412235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:07.527233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:07.527380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:07.527418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:07.527446] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:07.530710] [DEBUG] [FORECASTER] MNDO: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-12-01T20:42:07.530966] [INFO ] [FORECASTER] Completed predict_future for MNDO
[2025-12-01T20:42:07.531082] [INFO ] [sig       ] MNDO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:07.672222] [INFO ] [LOCAL     ] Saved forecast: MNDO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MNDO.txt
[2025-12-01T20:42:07.672348] [INFO ] [sig       ] [2126/3634] Completed MNDO in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-01T20:42:07.672385] [INFO ] [sig       ] [2127/3634] Forecasting MNDY...
[2025-12-01T20:42:07.672413] [INFO ] [sig       ] Generating forecast for: MNDY
[2025-12-01T20:42:07.672441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNDY' from 'https://tdm.silogroup.org/data/derivative_storage/MNDY.csv'.
[2025-12-01T20:42:07.684071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNDY'.
[2025-12-01T20:42:07.684362] [INFO ] [FORECASTER] Starting predict_future for MNDY
[2025-12-01T20:42:07.685129] [DEBUG] [LOCAL     ] No optimal features file found for MNDY: ./output/feature-sets/MNDY.txt
[2025-12-01T20:42:07.685179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:07.685210] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:07.685236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:07.685291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:07.741540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:07.742185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:07.742268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:07.742299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:07.864029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:07.864178] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:07.864214] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:07.864248] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:07.867526] [DEBUG] [FORECASTER] MNDY: Forecast T+1@11:T+2@11: DOWN (p=32.64%)
[2025-12-01T20:42:07.867805] [INFO ] [FORECASTER] Completed predict_future for MNDY
[2025-12-01T20:42:07.867926] [INFO ] [sig       ] MNDY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:08.007681] [INFO ] [LOCAL     ] Saved forecast: MNDY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MNDY.txt
[2025-12-01T20:42:08.007808] [INFO ] [sig       ] [2127/3634] Completed MNDY in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-01T20:42:08.007845] [INFO ] [sig       ] [2128/3634] Forecasting MNKD...
[2025-12-01T20:42:08.007873] [INFO ] [sig       ] Generating forecast for: MNKD
[2025-12-01T20:42:08.007901] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNKD' from 'https://tdm.silogroup.org/data/derivative_storage/MNKD.csv'.
[2025-12-01T20:42:08.019666] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MNKD'.
[2025-12-01T20:42:08.020049] [INFO ] [FORECASTER] Starting predict_future for MNKD
[2025-12-01T20:42:08.020838] [DEBUG] [LOCAL     ] No optimal features file found for MNKD: ./output/feature-sets/MNKD.txt
[2025-12-01T20:42:08.020888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:08.020918] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:08.020943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:08.020997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:08.074935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:08.075538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:08.075632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:08.075664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:08.196067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:08.196217] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:08.196253] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:08.196280] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:08.199521] [DEBUG] [FORECASTER] MNKD: Forecast T+1@11:T+2@11: UP (p=61.80%)
[2025-12-01T20:42:08.199811] [INFO ] [FORECASTER] Completed predict_future for MNKD
[2025-12-01T20:42:08.199946] [INFO ] [sig       ] MNKD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:42:08.337799] [INFO ] [LOCAL     ] Saved forecast: MNKD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MNKD.txt
[2025-12-01T20:42:08.337950] [INFO ] [sig       ] [2128/3634] Completed MNKD in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-01T20:42:08.337988] [INFO ] [sig       ] [2129/3634] Forecasting MNMD...
[2025-12-01T20:42:08.338017] [INFO ] [sig       ] Generating forecast for: MNMD
[2025-12-01T20:42:08.338046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNMD' from 'https://tdm.silogroup.org/data/derivative_storage/MNMD.csv'.
[2025-12-01T20:42:08.349440] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNMD'.
[2025-12-01T20:42:08.349755] [INFO ] [FORECASTER] Starting predict_future for MNMD
[2025-12-01T20:42:08.350472] [DEBUG] [LOCAL     ] No optimal features file found for MNMD: ./output/feature-sets/MNMD.txt
[2025-12-01T20:42:08.350520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:08.350551] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:08.350602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:08.350660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:08.406111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:08.406689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:08.406783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:08.406815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:08.525250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:08.525373] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:08.525409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:08.525452] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:08.528697] [DEBUG] [FORECASTER] MNMD: Forecast T+1@11:T+2@11: DOWN (p=25.23%)
[2025-12-01T20:42:08.528954] [INFO ] [FORECASTER] Completed predict_future for MNMD
[2025-12-01T20:42:08.529070] [INFO ] [sig       ] MNMD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:08.666229] [INFO ] [LOCAL     ] Saved forecast: MNMD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MNMD.txt
[2025-12-01T20:42:08.666351] [INFO ] [sig       ] [2129/3634] Completed MNMD in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-01T20:42:08.666387] [INFO ] [sig       ] [2130/3634] Forecasting MNRO...
[2025-12-01T20:42:08.666415] [INFO ] [sig       ] Generating forecast for: MNRO
[2025-12-01T20:42:08.666444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNRO' from 'https://tdm.silogroup.org/data/derivative_storage/MNRO.csv'.
[2025-12-01T20:42:08.677784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNRO'.
[2025-12-01T20:42:08.678025] [INFO ] [FORECASTER] Starting predict_future for MNRO
[2025-12-01T20:42:08.678783] [DEBUG] [LOCAL     ] No optimal features file found for MNRO: ./output/feature-sets/MNRO.txt
[2025-12-01T20:42:08.678832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:08.678862] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:08.678888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:08.678942] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:08.733744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:08.734548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:08.734649] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:08.734680] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:08.851399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:08.851539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:08.851595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:08.851631] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:08.854929] [DEBUG] [FORECASTER] MNRO: Forecast T+1@11:T+2@11: DOWN (p=28.61%)
[2025-12-01T20:42:08.855183] [INFO ] [FORECASTER] Completed predict_future for MNRO
[2025-12-01T20:42:08.855299] [INFO ] [sig       ] MNRO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:08.993736] [INFO ] [LOCAL     ] Saved forecast: MNRO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MNRO.txt
[2025-12-01T20:42:08.993840] [INFO ] [sig       ] [2130/3634] Completed MNRO in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-01T20:42:08.993877] [INFO ] [sig       ] [2131/3634] Forecasting MNSO...
[2025-12-01T20:42:08.993905] [INFO ] [sig       ] Generating forecast for: MNSO
[2025-12-01T20:42:08.993934] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNSO' from 'https://tdm.silogroup.org/data/derivative_storage/MNSO.csv'.
[2025-12-01T20:42:09.004944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNSO'.
[2025-12-01T20:42:09.005200] [INFO ] [FORECASTER] Starting predict_future for MNSO
[2025-12-01T20:42:09.005936] [DEBUG] [LOCAL     ] No optimal features file found for MNSO: ./output/feature-sets/MNSO.txt
[2025-12-01T20:42:09.005986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:09.006017] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:09.006043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:09.006098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:09.061196] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:09.061785] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:09.061859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:09.061903] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:09.178793] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:09.178943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:09.178980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:09.179008] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:09.182284] [DEBUG] [FORECASTER] MNSO: Forecast T+1@11:T+2@11: DOWN (p=4.06%)
[2025-12-01T20:42:09.182547] [INFO ] [FORECASTER] Completed predict_future for MNSO
[2025-12-01T20:42:09.182713] [INFO ] [sig       ] MNSO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:09.319051] [INFO ] [LOCAL     ] Saved forecast: MNSO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MNSO.txt
[2025-12-01T20:42:09.319173] [INFO ] [sig       ] [2131/3634] Completed MNSO in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-01T20:42:09.319210] [INFO ] [sig       ] [2132/3634] Forecasting MNTK...
[2025-12-01T20:42:09.319238] [INFO ] [sig       ] Generating forecast for: MNTK
[2025-12-01T20:42:09.319266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNTK' from 'https://tdm.silogroup.org/data/derivative_storage/MNTK.csv'.
[2025-12-01T20:42:09.330107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNTK'.
[2025-12-01T20:42:09.330354] [INFO ] [FORECASTER] Starting predict_future for MNTK
[2025-12-01T20:42:09.331080] [DEBUG] [LOCAL     ] No optimal features file found for MNTK: ./output/feature-sets/MNTK.txt
[2025-12-01T20:42:09.331129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:09.331159] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:09.331185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:09.331239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:09.386439] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:09.387021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:09.387095] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:09.387125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:09.501187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:09.501293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:09.501329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:09.501357] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:09.504556] [DEBUG] [FORECASTER] MNTK: Forecast T+1@11:T+2@11: DOWN (p=18.22%)
[2025-12-01T20:42:09.504829] [INFO ] [FORECASTER] Completed predict_future for MNTK
[2025-12-01T20:42:09.504947] [INFO ] [sig       ] MNTK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:09.641685] [INFO ] [LOCAL     ] Saved forecast: MNTK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MNTK.txt
[2025-12-01T20:42:09.641788] [INFO ] [sig       ] [2132/3634] Completed MNTK in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-01T20:42:09.641823] [INFO ] [sig       ] [2133/3634] Forecasting MNY...
[2025-12-01T20:42:09.641851] [INFO ] [sig       ] Generating forecast for: MNY
[2025-12-01T20:42:09.641879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MNY' from 'https://tdm.silogroup.org/data/derivative_storage/MNY.csv'.
[2025-12-01T20:42:09.653990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MNY'.
[2025-12-01T20:42:09.654364] [INFO ] [FORECASTER] Starting predict_future for MNY
[2025-12-01T20:42:09.655163] [DEBUG] [LOCAL     ] No optimal features file found for MNY: ./output/feature-sets/MNY.txt
[2025-12-01T20:42:09.655214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:09.655244] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:09.655285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:09.655341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:09.714515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:09.715416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:09.715503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:09.715535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:09.829248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:09.829404] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:09.829444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:09.829472] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:09.832843] [DEBUG] [FORECASTER] MNY: Forecast T+1@11:T+2@11: UP (p=62.11%)
[2025-12-01T20:42:09.833108] [INFO ] [FORECASTER] Completed predict_future for MNY
[2025-12-01T20:42:09.833239] [INFO ] [sig       ] MNY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:09.971935] [INFO ] [LOCAL     ] Saved forecast: MNY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MNY.txt
[2025-12-01T20:42:09.972057] [INFO ] [sig       ] [2133/3634] Completed MNY in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-01T20:42:09.972105] [INFO ] [sig       ] [2134/3634] Forecasting MOB...
[2025-12-01T20:42:09.972139] [INFO ] [sig       ] Generating forecast for: MOB
[2025-12-01T20:42:09.972167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOB' from 'https://tdm.silogroup.org/data/derivative_storage/MOB.csv'.
[2025-12-01T20:42:09.983424] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MOB'.
[2025-12-01T20:42:09.983765] [INFO ] [FORECASTER] Starting predict_future for MOB
[2025-12-01T20:42:09.984528] [DEBUG] [LOCAL     ] No optimal features file found for MOB: ./output/feature-sets/MOB.txt
[2025-12-01T20:42:09.984600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:09.984633] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:09.984662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:09.984719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:10.044398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:10.045295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:10.045378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:10.045410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:10.167910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:10.168071] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:10.168108] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:10.168135] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:10.171595] [DEBUG] [FORECASTER] MOB: Forecast T+1@11:T+2@11: DOWN (p=3.10%)
[2025-12-01T20:42:10.171865] [INFO ] [FORECASTER] Completed predict_future for MOB
[2025-12-01T20:42:10.171988] [INFO ] [sig       ] MOB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:10.312446] [INFO ] [LOCAL     ] Saved forecast: MOB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MOB.txt
[2025-12-01T20:42:10.312610] [INFO ] [sig       ] [2134/3634] Completed MOB in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-01T20:42:10.312650] [INFO ] [sig       ] [2135/3634] Forecasting MOD...
[2025-12-01T20:42:10.312679] [INFO ] [sig       ] Generating forecast for: MOD
[2025-12-01T20:42:10.312708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOD' from 'https://tdm.silogroup.org/data/derivative_storage/MOD.csv'.
[2025-12-01T20:42:10.323621] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MOD'.
[2025-12-01T20:42:10.323906] [INFO ] [FORECASTER] Starting predict_future for MOD
[2025-12-01T20:42:10.324669] [DEBUG] [LOCAL     ] No optimal features file found for MOD: ./output/feature-sets/MOD.txt
[2025-12-01T20:42:10.324717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:10.324748] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:10.324774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:10.324827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:10.379468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:10.380178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:10.380255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:10.380286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:10.500781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:10.500928] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:10.500965] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:10.500992] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:10.504208] [DEBUG] [FORECASTER] MOD: Forecast T+1@11:T+2@11: DOWN (p=2.64%)
[2025-12-01T20:42:10.504463] [INFO ] [FORECASTER] Completed predict_future for MOD
[2025-12-01T20:42:10.504599] [INFO ] [sig       ] MOD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:10.641399] [INFO ] [LOCAL     ] Saved forecast: MOD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MOD.txt
[2025-12-01T20:42:10.641534] [INFO ] [sig       ] [2135/3634] Completed MOD in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-01T20:42:10.641585] [INFO ] [sig       ] [2136/3634] Forecasting MODG...
[2025-12-01T20:42:10.641616] [INFO ] [sig       ] Generating forecast for: MODG
[2025-12-01T20:42:10.641645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODG' from 'https://tdm.silogroup.org/data/derivative_storage/MODG.csv'.
[2025-12-01T20:42:10.652856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODG'.
[2025-12-01T20:42:10.653152] [INFO ] [FORECASTER] Starting predict_future for MODG
[2025-12-01T20:42:10.653933] [DEBUG] [LOCAL     ] No optimal features file found for MODG: ./output/feature-sets/MODG.txt
[2025-12-01T20:42:10.654009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:10.654042] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:10.654070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:10.654126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:10.711734] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:10.712352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:10.712427] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:10.712461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:10.829933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:10.830082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:10.830121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:10.830150] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:10.833558] [DEBUG] [FORECASTER] MODG: Forecast T+1@11:T+2@11: UP (p=68.62%)
[2025-12-01T20:42:10.833853] [INFO ] [FORECASTER] Completed predict_future for MODG
[2025-12-01T20:42:10.833977] [INFO ] [sig       ] MODG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:10.979143] [INFO ] [LOCAL     ] Saved forecast: MODG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MODG.txt
[2025-12-01T20:42:10.979307] [INFO ] [sig       ] [2136/3634] Completed MODG in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-01T20:42:10.979349] [INFO ] [sig       ] [2137/3634] Forecasting MODL...
[2025-12-01T20:42:10.979378] [INFO ] [sig       ] Generating forecast for: MODL
[2025-12-01T20:42:10.979414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MODL' from 'https://tdm.silogroup.org/data/derivative_storage/MODL.csv'.
[2025-12-01T20:42:10.990846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MODL'.
[2025-12-01T20:42:10.991192] [INFO ] [FORECASTER] Starting predict_future for MODL
[2025-12-01T20:42:10.991986] [DEBUG] [LOCAL     ] No optimal features file found for MODL: ./output/feature-sets/MODL.txt
[2025-12-01T20:42:10.992038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:10.992069] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:10.992095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:10.992151] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:11.049041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:11.049902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:11.049985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:11.050017] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:11.169459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:11.169626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:11.169665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:11.169692] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:11.172991] [DEBUG] [FORECASTER] MODL: Forecast T+1@11:T+2@11: DOWN (p=31.25%)
[2025-12-01T20:42:11.173252] [INFO ] [FORECASTER] Completed predict_future for MODL
[2025-12-01T20:42:11.173371] [INFO ] [sig       ] MODL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:11.321920] [INFO ] [LOCAL     ] Saved forecast: MODL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MODL.txt
[2025-12-01T20:42:11.322071] [INFO ] [sig       ] [2137/3634] Completed MODL in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.4m
[2025-12-01T20:42:11.322111] [INFO ] [sig       ] [2138/3634] Forecasting MOFG...
[2025-12-01T20:42:11.322140] [INFO ] [sig       ] Generating forecast for: MOFG
[2025-12-01T20:42:11.322170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOFG' from 'https://tdm.silogroup.org/data/derivative_storage/MOFG.csv'.
[2025-12-01T20:42:11.333793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOFG'.
[2025-12-01T20:42:11.334186] [INFO ] [FORECASTER] Starting predict_future for MOFG
[2025-12-01T20:42:11.334972] [DEBUG] [LOCAL     ] No optimal features file found for MOFG: ./output/feature-sets/MOFG.txt
[2025-12-01T20:42:11.335024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:11.335055] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:11.335080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:11.335135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:11.390161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:11.391005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:11.391088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:11.391119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:11.504554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:11.504718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:11.504756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:11.504783] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:11.508038] [DEBUG] [FORECASTER] MOFG: Forecast T+1@11:T+2@11: DOWN (p=7.02%)
[2025-12-01T20:42:11.508292] [INFO ] [FORECASTER] Completed predict_future for MOFG
[2025-12-01T20:42:11.508435] [INFO ] [sig       ] MOFG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:11.645407] [INFO ] [LOCAL     ] Saved forecast: MOFG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MOFG.txt
[2025-12-01T20:42:11.645523] [INFO ] [sig       ] [2138/3634] Completed MOFG in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-01T20:42:11.645559] [INFO ] [sig       ] [2139/3634] Forecasting MOGO...
[2025-12-01T20:42:11.645605] [INFO ] [sig       ] Generating forecast for: MOGO
[2025-12-01T20:42:11.645634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOGO' from 'https://tdm.silogroup.org/data/derivative_storage/MOGO.csv'.
[2025-12-01T20:42:11.656662] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOGO'.
[2025-12-01T20:42:11.656919] [INFO ] [FORECASTER] Starting predict_future for MOGO
[2025-12-01T20:42:11.657644] [DEBUG] [LOCAL     ] No optimal features file found for MOGO: ./output/feature-sets/MOGO.txt
[2025-12-01T20:42:11.657692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:11.657722] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:11.657747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:11.657801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:11.712528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:11.713110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:11.713184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:11.713214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:11.830383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:11.830532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:11.830643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:11.830679] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:11.833909] [DEBUG] [FORECASTER] MOGO: Forecast T+1@11:T+2@11: DOWN (p=0.14%)
[2025-12-01T20:42:11.834165] [INFO ] [FORECASTER] Completed predict_future for MOGO
[2025-12-01T20:42:11.834287] [INFO ] [sig       ] MOGO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:11.972429] [INFO ] [LOCAL     ] Saved forecast: MOGO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MOGO.txt
[2025-12-01T20:42:11.972560] [INFO ] [sig       ] [2139/3634] Completed MOGO in 0.3s | 2.99 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-01T20:42:11.972621] [INFO ] [sig       ] [2140/3634] Forecasting MOH...
[2025-12-01T20:42:11.972652] [INFO ] [sig       ] Generating forecast for: MOH
[2025-12-01T20:42:11.972680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOH' from 'https://tdm.silogroup.org/data/derivative_storage/MOH.csv'.
[2025-12-01T20:42:11.984863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOH'.
[2025-12-01T20:42:11.985279] [INFO ] [FORECASTER] Starting predict_future for MOH
[2025-12-01T20:42:11.986127] [DEBUG] [LOCAL     ] No optimal features file found for MOH: ./output/feature-sets/MOH.txt
[2025-12-01T20:42:11.986180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:11.986211] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:11.986237] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:11.986298] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:12.050501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:12.051388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:12.051470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:12.051503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:12.180672] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:12.180820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:12.180864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:12.180893] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:12.184387] [DEBUG] [FORECASTER] MOH: Forecast T+1@11:T+2@11: DOWN (p=6.80%)
[2025-12-01T20:42:12.184705] [INFO ] [FORECASTER] Completed predict_future for MOH
[2025-12-01T20:42:12.184843] [INFO ] [sig       ] MOH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:12.332498] [INFO ] [LOCAL     ] Saved forecast: MOH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MOH.txt
[2025-12-01T20:42:12.332653] [INFO ] [sig       ] [2140/3634] Completed MOH in 0.4s | 2.99 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-01T20:42:12.332693] [INFO ] [sig       ] [2141/3634] Forecasting MOMO...
[2025-12-01T20:42:12.332725] [INFO ] [sig       ] Generating forecast for: MOMO
[2025-12-01T20:42:12.332754] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOMO' from 'https://tdm.silogroup.org/data/derivative_storage/MOMO.csv'.
[2025-12-01T20:42:12.343856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOMO'.
[2025-12-01T20:42:12.344176] [INFO ] [FORECASTER] Starting predict_future for MOMO
[2025-12-01T20:42:12.344938] [DEBUG] [LOCAL     ] No optimal features file found for MOMO: ./output/feature-sets/MOMO.txt
[2025-12-01T20:42:12.344986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:12.345016] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:12.345042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:12.345095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:12.405081] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:12.405977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:12.406077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:12.406124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:12.536078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:12.536230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:12.536272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:12.536309] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:12.539832] [DEBUG] [FORECASTER] MOMO: Forecast T+1@11:T+2@11: DOWN (p=6.04%)
[2025-12-01T20:42:12.540128] [INFO ] [FORECASTER] Completed predict_future for MOMO
[2025-12-01T20:42:12.540262] [INFO ] [sig       ] MOMO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:12.688994] [INFO ] [LOCAL     ] Saved forecast: MOMO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MOMO.txt
[2025-12-01T20:42:12.689117] [INFO ] [sig       ] [2141/3634] Completed MOMO in 0.4s | 2.99 sym/s | Total: 11.9m | ETA: 8.3m
[2025-12-01T20:42:12.689154] [INFO ] [sig       ] [2142/3634] Forecasting MORN...
[2025-12-01T20:42:12.689182] [INFO ] [sig       ] Generating forecast for: MORN
[2025-12-01T20:42:12.689211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MORN' from 'https://tdm.silogroup.org/data/derivative_storage/MORN.csv'.
[2025-12-01T20:42:12.700435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MORN'.
[2025-12-01T20:42:12.700731] [INFO ] [FORECASTER] Starting predict_future for MORN
[2025-12-01T20:42:12.701465] [DEBUG] [LOCAL     ] No optimal features file found for MORN: ./output/feature-sets/MORN.txt
[2025-12-01T20:42:12.701513] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:12.701543] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:12.701587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:12.701645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:12.763140] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:12.764080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:12.764179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:12.764227] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:12.884682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:12.884828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:12.884865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:12.884894] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:12.888256] [DEBUG] [FORECASTER] MORN: Forecast T+1@11:T+2@11: DOWN (p=15.87%)
[2025-12-01T20:42:12.888537] [INFO ] [FORECASTER] Completed predict_future for MORN
[2025-12-01T20:42:12.888673] [INFO ] [sig       ] MORN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:13.035075] [INFO ] [LOCAL     ] Saved forecast: MORN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MORN.txt
[2025-12-01T20:42:13.035196] [INFO ] [sig       ] [2142/3634] Completed MORN in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-01T20:42:13.035232] [INFO ] [sig       ] [2143/3634] Forecasting MOS...
[2025-12-01T20:42:13.035287] [INFO ] [sig       ] Generating forecast for: MOS
[2025-12-01T20:42:13.035317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MOS' from 'https://tdm.silogroup.org/data/derivative_storage/MOS.csv'.
[2025-12-01T20:42:13.046933] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MOS'.
[2025-12-01T20:42:13.047208] [INFO ] [FORECASTER] Starting predict_future for MOS
[2025-12-01T20:42:13.047979] [DEBUG] [LOCAL     ] No optimal features file found for MOS: ./output/feature-sets/MOS.txt
[2025-12-01T20:42:13.048028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:13.048059] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:13.048087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:13.048142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:13.104752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:13.105399] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:13.105475] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:13.105507] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:13.222690] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:13.222834] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:13.222871] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:13.222897] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:13.226128] [DEBUG] [FORECASTER] MOS: Forecast T+1@11:T+2@11: UP (p=93.73%)
[2025-12-01T20:42:13.226384] [INFO ] [FORECASTER] Completed predict_future for MOS
[2025-12-01T20:42:13.226500] [INFO ] [sig       ] MOS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:13.372593] [INFO ] [LOCAL     ] Saved forecast: MOS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MOS.txt
[2025-12-01T20:42:13.372724] [INFO ] [sig       ] [2143/3634] Completed MOS in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-01T20:42:13.372763] [INFO ] [sig       ] [2144/3634] Forecasting MP...
[2025-12-01T20:42:13.372792] [INFO ] [sig       ] Generating forecast for: MP
[2025-12-01T20:42:13.372821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MP' from 'https://tdm.silogroup.org/data/derivative_storage/MP.csv'.
[2025-12-01T20:42:13.384195] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MP'.
[2025-12-01T20:42:13.384470] [INFO ] [FORECASTER] Starting predict_future for MP
[2025-12-01T20:42:13.385258] [DEBUG] [LOCAL     ] No optimal features file found for MP: ./output/feature-sets/MP.txt
[2025-12-01T20:42:13.385308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:13.385340] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:13.385366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:13.385422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:13.443195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:13.443869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:13.443946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:13.443978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:13.562792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:13.562940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:13.562980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:13.563008] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:13.566389] [DEBUG] [FORECASTER] MP: Forecast T+1@11:T+2@11: UP (p=87.02%)
[2025-12-01T20:42:13.566671] [INFO ] [FORECASTER] Completed predict_future for MP
[2025-12-01T20:42:13.566796] [INFO ] [sig       ] MP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:13.709527] [INFO ] [LOCAL     ] Saved forecast: MP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MP.txt
[2025-12-01T20:42:13.709681] [INFO ] [sig       ] [2144/3634] Completed MP in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-01T20:42:13.709719] [INFO ] [sig       ] [2145/3634] Forecasting MPA...
[2025-12-01T20:42:13.709748] [INFO ] [sig       ] Generating forecast for: MPA
[2025-12-01T20:42:13.709777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPA' from 'https://tdm.silogroup.org/data/derivative_storage/MPA.csv'.
[2025-12-01T20:42:13.721451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPA'.
[2025-12-01T20:42:13.721838] [INFO ] [FORECASTER] Starting predict_future for MPA
[2025-12-01T20:42:13.722595] [DEBUG] [LOCAL     ] No optimal features file found for MPA: ./output/feature-sets/MPA.txt
[2025-12-01T20:42:13.722644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:13.722674] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:13.722700] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:13.722754] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:13.777723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:13.778403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:13.778478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:13.778509] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:13.884604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:13.884757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:13.884801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:13.884834] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:13.888070] [DEBUG] [FORECASTER] MPA: Forecast T+1@11:T+2@11: UP (p=73.36%)
[2025-12-01T20:42:13.888348] [INFO ] [FORECASTER] Completed predict_future for MPA
[2025-12-01T20:42:13.888468] [INFO ] [sig       ] MPA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:14.025690] [INFO ] [LOCAL     ] Saved forecast: MPA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MPA.txt
[2025-12-01T20:42:14.025820] [INFO ] [sig       ] [2145/3634] Completed MPA in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-01T20:42:14.025857] [INFO ] [sig       ] [2146/3634] Forecasting MPAA...
[2025-12-01T20:42:14.025886] [INFO ] [sig       ] Generating forecast for: MPAA
[2025-12-01T20:42:14.025914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPAA' from 'https://tdm.silogroup.org/data/derivative_storage/MPAA.csv'.
[2025-12-01T20:42:14.036682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPAA'.
[2025-12-01T20:42:14.036974] [INFO ] [FORECASTER] Starting predict_future for MPAA
[2025-12-01T20:42:14.037715] [DEBUG] [LOCAL     ] No optimal features file found for MPAA: ./output/feature-sets/MPAA.txt
[2025-12-01T20:42:14.037774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:14.037809] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:14.037836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:14.037891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:14.092432] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:14.093114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:14.093191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:14.093222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:14.210942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:14.211089] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:14.211126] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:14.211153] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:14.214393] [DEBUG] [FORECASTER] MPAA: Forecast T+1@11:T+2@11: UP (p=82.59%)
[2025-12-01T20:42:14.214667] [INFO ] [FORECASTER] Completed predict_future for MPAA
[2025-12-01T20:42:14.214788] [INFO ] [sig       ] MPAA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:14.353915] [INFO ] [LOCAL     ] Saved forecast: MPAA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MPAA.txt
[2025-12-01T20:42:14.354037] [INFO ] [sig       ] [2146/3634] Completed MPAA in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-01T20:42:14.354074] [INFO ] [sig       ] [2147/3634] Forecasting MPB...
[2025-12-01T20:42:14.354102] [INFO ] [sig       ] Generating forecast for: MPB
[2025-12-01T20:42:14.354130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPB' from 'https://tdm.silogroup.org/data/derivative_storage/MPB.csv'.
[2025-12-01T20:42:14.365262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPB'.
[2025-12-01T20:42:14.365524] [INFO ] [FORECASTER] Starting predict_future for MPB
[2025-12-01T20:42:14.366271] [DEBUG] [LOCAL     ] No optimal features file found for MPB: ./output/feature-sets/MPB.txt
[2025-12-01T20:42:14.366319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:14.366349] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:14.366374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:14.366427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:14.423085] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:14.423704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:14.423777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:14.423808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:14.539702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:14.539839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:14.539882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:14.539909] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:14.543141] [DEBUG] [FORECASTER] MPB: Forecast T+1@11:T+2@11: UP (p=76.85%)
[2025-12-01T20:42:14.543398] [INFO ] [FORECASTER] Completed predict_future for MPB
[2025-12-01T20:42:14.543521] [INFO ] [sig       ] MPB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:14.682003] [INFO ] [LOCAL     ] Saved forecast: MPB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MPB.txt
[2025-12-01T20:42:14.682123] [INFO ] [sig       ] [2147/3634] Completed MPB in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-01T20:42:14.682160] [INFO ] [sig       ] [2148/3634] Forecasting MPC...
[2025-12-01T20:42:14.682189] [INFO ] [sig       ] Generating forecast for: MPC
[2025-12-01T20:42:14.682217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPC' from 'https://tdm.silogroup.org/data/derivative_storage/MPC.csv'.
[2025-12-01T20:42:14.694160] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MPC'.
[2025-12-01T20:42:14.694440] [INFO ] [FORECASTER] Starting predict_future for MPC
[2025-12-01T20:42:14.695253] [DEBUG] [LOCAL     ] No optimal features file found for MPC: ./output/feature-sets/MPC.txt
[2025-12-01T20:42:14.695304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:14.695335] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:14.695362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:14.695417] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:14.753220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:14.753923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:14.754001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:14.754033] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:14.873185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:14.873307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:14.873341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:14.873367] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:14.876495] [DEBUG] [FORECASTER] MPC: Forecast T+1@11:T+2@11: DOWN (p=29.82%)
[2025-12-01T20:42:14.876766] [INFO ] [FORECASTER] Completed predict_future for MPC
[2025-12-01T20:42:14.876885] [INFO ] [sig       ] MPC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:15.013718] [INFO ] [LOCAL     ] Saved forecast: MPC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MPC.txt
[2025-12-01T20:42:15.013841] [INFO ] [sig       ] [2148/3634] Completed MPC in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-01T20:42:15.013878] [INFO ] [sig       ] [2149/3634] Forecasting MPX...
[2025-12-01T20:42:15.013906] [INFO ] [sig       ] Generating forecast for: MPX
[2025-12-01T20:42:15.013936] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MPX' from 'https://tdm.silogroup.org/data/derivative_storage/MPX.csv'.
[2025-12-01T20:42:15.025085] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MPX'.
[2025-12-01T20:42:15.025390] [INFO ] [FORECASTER] Starting predict_future for MPX
[2025-12-01T20:42:15.026173] [DEBUG] [LOCAL     ] No optimal features file found for MPX: ./output/feature-sets/MPX.txt
[2025-12-01T20:42:15.026223] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:15.026254] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:15.026280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:15.026335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:15.083753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:15.084393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:15.084468] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:15.084500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:15.192708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:15.192853] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:15.192889] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:15.192916] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:15.196130] [DEBUG] [FORECASTER] MPX: Forecast T+1@11:T+2@11: UP (p=51.60%)
[2025-12-01T20:42:15.196389] [INFO ] [FORECASTER] Completed predict_future for MPX
[2025-12-01T20:42:15.196536] [INFO ] [sig       ] MPX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:42:15.333523] [INFO ] [LOCAL     ] Saved forecast: MPX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MPX.txt
[2025-12-01T20:42:15.333658] [INFO ] [sig       ] [2149/3634] Completed MPX in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-01T20:42:15.333702] [INFO ] [sig       ] [2150/3634] Forecasting MQ...
[2025-12-01T20:42:15.333731] [INFO ] [sig       ] Generating forecast for: MQ
[2025-12-01T20:42:15.333759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQ' from 'https://tdm.silogroup.org/data/derivative_storage/MQ.csv'.
[2025-12-01T20:42:15.344291] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MQ'.
[2025-12-01T20:42:15.344553] [INFO ] [FORECASTER] Starting predict_future for MQ
[2025-12-01T20:42:15.345290] [DEBUG] [LOCAL     ] No optimal features file found for MQ: ./output/feature-sets/MQ.txt
[2025-12-01T20:42:15.345339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:15.345370] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:15.345395] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:15.345450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:15.400704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:15.401307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:15.401381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:15.401413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:15.519026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:15.519171] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:15.519208] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:15.519237] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:15.522618] [DEBUG] [FORECASTER] MQ: Forecast T+1@11:T+2@11: DOWN (p=3.76%)
[2025-12-01T20:42:15.522882] [INFO ] [FORECASTER] Completed predict_future for MQ
[2025-12-01T20:42:15.523002] [INFO ] [sig       ] MQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:15.666326] [INFO ] [LOCAL     ] Saved forecast: MQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MQ.txt
[2025-12-01T20:42:15.666464] [INFO ] [sig       ] [2150/3634] Completed MQ in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-01T20:42:15.666502] [INFO ] [sig       ] [2151/3634] Forecasting MQY...
[2025-12-01T20:42:15.666531] [INFO ] [sig       ] Generating forecast for: MQY
[2025-12-01T20:42:15.666560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MQY' from 'https://tdm.silogroup.org/data/derivative_storage/MQY.csv'.
[2025-12-01T20:42:15.677764] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MQY'.
[2025-12-01T20:42:15.678034] [INFO ] [FORECASTER] Starting predict_future for MQY
[2025-12-01T20:42:15.678830] [DEBUG] [LOCAL     ] No optimal features file found for MQY: ./output/feature-sets/MQY.txt
[2025-12-01T20:42:15.678880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:15.678910] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:15.678937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:15.678992] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:15.739342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:15.740194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:15.740274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:15.740306] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:15.859914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:15.860062] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:15.860100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:15.860128] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:15.863446] [DEBUG] [FORECASTER] MQY: Forecast T+1@11:T+2@11: DOWN (p=31.00%)
[2025-12-01T20:42:15.863728] [INFO ] [FORECASTER] Completed predict_future for MQY
[2025-12-01T20:42:15.863873] [INFO ] [sig       ] MQY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:16.003492] [INFO ] [LOCAL     ] Saved forecast: MQY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MQY.txt
[2025-12-01T20:42:16.003640] [INFO ] [sig       ] [2151/3634] Completed MQY in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-01T20:42:16.003679] [INFO ] [sig       ] [2152/3634] Forecasting MRAM...
[2025-12-01T20:42:16.003707] [INFO ] [sig       ] Generating forecast for: MRAM
[2025-12-01T20:42:16.003737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRAM' from 'https://tdm.silogroup.org/data/derivative_storage/MRAM.csv'.
[2025-12-01T20:42:16.014679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRAM'.
[2025-12-01T20:42:16.014954] [INFO ] [FORECASTER] Starting predict_future for MRAM
[2025-12-01T20:42:16.015691] [DEBUG] [LOCAL     ] No optimal features file found for MRAM: ./output/feature-sets/MRAM.txt
[2025-12-01T20:42:16.015740] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:16.015771] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:16.015799] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:16.015853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:16.070463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:16.071066] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:16.071138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:16.071168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:16.186634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:16.186780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:16.186816] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:16.186843] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:16.190062] [DEBUG] [FORECASTER] MRAM: Forecast T+1@11:T+2@11: DOWN (p=45.41%)
[2025-12-01T20:42:16.190316] [INFO ] [FORECASTER] Completed predict_future for MRAM
[2025-12-01T20:42:16.190432] [INFO ] [sig       ] MRAM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:16.327265] [INFO ] [LOCAL     ] Saved forecast: MRAM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MRAM.txt
[2025-12-01T20:42:16.327385] [INFO ] [sig       ] [2152/3634] Completed MRAM in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-01T20:42:16.327422] [INFO ] [sig       ] [2153/3634] Forecasting MRBK...
[2025-12-01T20:42:16.327450] [INFO ] [sig       ] Generating forecast for: MRBK
[2025-12-01T20:42:16.327480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRBK' from 'https://tdm.silogroup.org/data/derivative_storage/MRBK.csv'.
[2025-12-01T20:42:16.338884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRBK'.
[2025-12-01T20:42:16.339145] [INFO ] [FORECASTER] Starting predict_future for MRBK
[2025-12-01T20:42:16.339906] [DEBUG] [LOCAL     ] No optimal features file found for MRBK: ./output/feature-sets/MRBK.txt
[2025-12-01T20:42:16.339955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:16.339986] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:16.340012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:16.340066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:16.395614] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:16.396470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:16.396555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:16.396610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:16.514746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:16.514903] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:16.514942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:16.514985] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:16.518219] [DEBUG] [FORECASTER] MRBK: Forecast T+1@11:T+2@11: DOWN (p=48.34%)
[2025-12-01T20:42:16.518490] [INFO ] [FORECASTER] Completed predict_future for MRBK
[2025-12-01T20:42:16.518625] [INFO ] [sig       ] MRBK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:16.654906] [INFO ] [LOCAL     ] Saved forecast: MRBK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MRBK.txt
[2025-12-01T20:42:16.655027] [INFO ] [sig       ] [2153/3634] Completed MRBK in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-01T20:42:16.655064] [INFO ] [sig       ] [2154/3634] Forecasting MRCC...
[2025-12-01T20:42:16.655092] [INFO ] [sig       ] Generating forecast for: MRCC
[2025-12-01T20:42:16.655120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCC' from 'https://tdm.silogroup.org/data/derivative_storage/MRCC.csv'.
[2025-12-01T20:42:16.665705] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCC'.
[2025-12-01T20:42:16.665979] [INFO ] [FORECASTER] Starting predict_future for MRCC
[2025-12-01T20:42:16.666709] [DEBUG] [LOCAL     ] No optimal features file found for MRCC: ./output/feature-sets/MRCC.txt
[2025-12-01T20:42:16.666756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:16.666786] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:16.666812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:16.666866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:16.721469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:16.722070] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:16.722142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:16.722172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:16.843567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:16.843728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:16.843781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:16.843815] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:16.847233] [DEBUG] [FORECASTER] MRCC: Forecast T+1@11:T+2@11: DOWN (p=15.12%)
[2025-12-01T20:42:16.847500] [INFO ] [FORECASTER] Completed predict_future for MRCC
[2025-12-01T20:42:16.847640] [INFO ] [sig       ] MRCC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:16.987646] [INFO ] [LOCAL     ] Saved forecast: MRCC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MRCC.txt
[2025-12-01T20:42:16.987770] [INFO ] [sig       ] [2154/3634] Completed MRCC in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-01T20:42:16.987807] [INFO ] [sig       ] [2155/3634] Forecasting MRCY...
[2025-12-01T20:42:16.987835] [INFO ] [sig       ] Generating forecast for: MRCY
[2025-12-01T20:42:16.987864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRCY' from 'https://tdm.silogroup.org/data/derivative_storage/MRCY.csv'.
[2025-12-01T20:42:16.998790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRCY'.
[2025-12-01T20:42:16.999059] [INFO ] [FORECASTER] Starting predict_future for MRCY
[2025-12-01T20:42:16.999797] [DEBUG] [LOCAL     ] No optimal features file found for MRCY: ./output/feature-sets/MRCY.txt
[2025-12-01T20:42:16.999850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:16.999880] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:16.999906] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:16.999960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:17.056067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:17.056710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:17.056826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:17.056861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:17.182673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:17.182845] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:17.182883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:17.182910] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:17.186248] [DEBUG] [FORECASTER] MRCY: Forecast T+1@11:T+2@11: DOWN (p=15.55%)
[2025-12-01T20:42:17.186507] [INFO ] [FORECASTER] Completed predict_future for MRCY
[2025-12-01T20:42:17.186642] [INFO ] [sig       ] MRCY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:17.324933] [INFO ] [LOCAL     ] Saved forecast: MRCY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MRCY.txt
[2025-12-01T20:42:17.325073] [INFO ] [sig       ] [2155/3634] Completed MRCY in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.3m
[2025-12-01T20:42:17.325112] [INFO ] [sig       ] [2156/3634] Forecasting MREO...
[2025-12-01T20:42:17.325139] [INFO ] [sig       ] Generating forecast for: MREO
[2025-12-01T20:42:17.325167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MREO' from 'https://tdm.silogroup.org/data/derivative_storage/MREO.csv'.
[2025-12-01T20:42:17.336432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MREO'.
[2025-12-01T20:42:17.336769] [INFO ] [FORECASTER] Starting predict_future for MREO
[2025-12-01T20:42:17.337617] [DEBUG] [LOCAL     ] No optimal features file found for MREO: ./output/feature-sets/MREO.txt
[2025-12-01T20:42:17.337667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:17.337698] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:17.337723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:17.337777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:17.407179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:17.408086] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:17.408171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:17.408204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:17.532481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:17.532680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:17.532722] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:17.532750] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:17.536139] [DEBUG] [FORECASTER] MREO: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-01T20:42:17.536403] [INFO ] [FORECASTER] Completed predict_future for MREO
[2025-12-01T20:42:17.536524] [INFO ] [sig       ] MREO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:17.680335] [INFO ] [LOCAL     ] Saved forecast: MREO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MREO.txt
[2025-12-01T20:42:17.680474] [INFO ] [sig       ] [2156/3634] Completed MREO in 0.4s | 2.99 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-01T20:42:17.680515] [INFO ] [sig       ] [2157/3634] Forecasting MRK...
[2025-12-01T20:42:17.680543] [INFO ] [sig       ] Generating forecast for: MRK
[2025-12-01T20:42:17.680590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRK' from 'https://tdm.silogroup.org/data/derivative_storage/MRK.csv'.
[2025-12-01T20:42:17.691523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRK'.
[2025-12-01T20:42:17.691814] [INFO ] [FORECASTER] Starting predict_future for MRK
[2025-12-01T20:42:17.692563] [DEBUG] [LOCAL     ] No optimal features file found for MRK: ./output/feature-sets/MRK.txt
[2025-12-01T20:42:17.692630] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:17.692672] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:17.692699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:17.692755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:17.750054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:17.750682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:17.750769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:17.750814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:17.878632] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:17.878784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:17.878830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:17.878866] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:17.882233] [DEBUG] [FORECASTER] MRK: Forecast T+1@11:T+2@11: UP (p=82.57%)
[2025-12-01T20:42:17.882500] [INFO ] [FORECASTER] Completed predict_future for MRK
[2025-12-01T20:42:17.882638] [INFO ] [sig       ] MRK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:18.022161] [INFO ] [LOCAL     ] Saved forecast: MRK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MRK.txt
[2025-12-01T20:42:18.022283] [INFO ] [sig       ] [2157/3634] Completed MRK in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-01T20:42:18.022320] [INFO ] [sig       ] [2158/3634] Forecasting MRM...
[2025-12-01T20:42:18.022349] [INFO ] [sig       ] Generating forecast for: MRM
[2025-12-01T20:42:18.022377] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRM' from 'https://tdm.silogroup.org/data/derivative_storage/MRM.csv'.
[2025-12-01T20:42:18.033677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRM'.
[2025-12-01T20:42:18.034039] [INFO ] [FORECASTER] Starting predict_future for MRM
[2025-12-01T20:42:18.034821] [DEBUG] [LOCAL     ] No optimal features file found for MRM: ./output/feature-sets/MRM.txt
[2025-12-01T20:42:18.034871] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:18.034903] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:18.034930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:18.034985] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:18.092895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:18.093697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:18.093776] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:18.093809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:18.209816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:18.209963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:18.210001] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:18.210029] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:18.213390] [DEBUG] [FORECASTER] MRM: Forecast T+1@11:T+2@11: UP (p=79.59%)
[2025-12-01T20:42:18.213677] [INFO ] [FORECASTER] Completed predict_future for MRM
[2025-12-01T20:42:18.213800] [INFO ] [sig       ] MRM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:18.356903] [INFO ] [LOCAL     ] Saved forecast: MRM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MRM.txt
[2025-12-01T20:42:18.357043] [INFO ] [sig       ] [2158/3634] Completed MRM in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-01T20:42:18.357081] [INFO ] [sig       ] [2159/3634] Forecasting MRNA...
[2025-12-01T20:42:18.357110] [INFO ] [sig       ] Generating forecast for: MRNA
[2025-12-01T20:42:18.357139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRNA' from 'https://tdm.silogroup.org/data/derivative_storage/MRNA.csv'.
[2025-12-01T20:42:18.368667] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MRNA'.
[2025-12-01T20:42:18.368979] [INFO ] [FORECASTER] Starting predict_future for MRNA
[2025-12-01T20:42:18.369787] [DEBUG] [LOCAL     ] No optimal features file found for MRNA: ./output/feature-sets/MRNA.txt
[2025-12-01T20:42:18.369841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:18.369873] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:18.369899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:18.369954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:18.426445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:18.427081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:18.427154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:18.427186] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:18.547888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:18.548042] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:18.548079] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:18.548106] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:18.551381] [DEBUG] [FORECASTER] MRNA: Forecast T+1@11:T+2@11: DOWN (p=15.17%)
[2025-12-01T20:42:18.551664] [INFO ] [FORECASTER] Completed predict_future for MRNA
[2025-12-01T20:42:18.551783] [INFO ] [sig       ] MRNA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:18.690053] [INFO ] [LOCAL     ] Saved forecast: MRNA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MRNA.txt
[2025-12-01T20:42:18.690211] [INFO ] [sig       ] [2159/3634] Completed MRNA in 0.3s | 2.99 sym/s | Total: 12.0m | ETA: 8.2m
[2025-12-01T20:42:18.690284] [INFO ] [sig       ] [2160/3634] Forecasting MRSN...
[2025-12-01T20:42:18.690313] [INFO ] [sig       ] Generating forecast for: MRSN
[2025-12-01T20:42:18.690340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRSN' from 'https://tdm.silogroup.org/data/derivative_storage/MRSN.csv'.
[2025-12-01T20:42:18.701534] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MRSN'.
[2025-12-01T20:42:18.701879] [INFO ] [FORECASTER] Starting predict_future for MRSN
[2025-12-01T20:42:18.702710] [DEBUG] [LOCAL     ] No optimal features file found for MRSN: ./output/feature-sets/MRSN.txt
[2025-12-01T20:42:18.702761] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:18.702791] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:18.702818] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:18.702874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:18.759569] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:18.760270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:18.760346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:18.760378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:18.876247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:18.876396] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:18.876433] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:18.876459] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:18.879697] [DEBUG] [FORECASTER] MRSN: Forecast T+1@11:T+2@11: DOWN (p=18.08%)
[2025-12-01T20:42:18.879959] [INFO ] [FORECASTER] Completed predict_future for MRSN
[2025-12-01T20:42:18.880077] [INFO ] [sig       ] MRSN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:19.019299] [INFO ] [LOCAL     ] Saved forecast: MRSN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MRSN.txt
[2025-12-01T20:42:19.019426] [INFO ] [sig       ] [2160/3634] Completed MRSN in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-01T20:42:19.019463] [INFO ] [sig       ] [2161/3634] Forecasting MRTN...
[2025-12-01T20:42:19.019500] [INFO ] [sig       ] Generating forecast for: MRTN
[2025-12-01T20:42:19.019531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRTN' from 'https://tdm.silogroup.org/data/derivative_storage/MRTN.csv'.
[2025-12-01T20:42:19.030952] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRTN'.
[2025-12-01T20:42:19.031280] [INFO ] [FORECASTER] Starting predict_future for MRTN
[2025-12-01T20:42:19.032110] [DEBUG] [LOCAL     ] No optimal features file found for MRTN: ./output/feature-sets/MRTN.txt
[2025-12-01T20:42:19.032162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:19.032193] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:19.032219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:19.032275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:19.089350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:19.089980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:19.090054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:19.090087] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:19.203953] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:19.204093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:19.204130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:19.204156] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:19.207368] [DEBUG] [FORECASTER] MRTN: Forecast T+1@11:T+2@11: DOWN (p=30.43%)
[2025-12-01T20:42:19.207645] [INFO ] [FORECASTER] Completed predict_future for MRTN
[2025-12-01T20:42:19.207762] [INFO ] [sig       ] MRTN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:19.344489] [INFO ] [LOCAL     ] Saved forecast: MRTN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MRTN.txt
[2025-12-01T20:42:19.344631] [INFO ] [sig       ] [2161/3634] Completed MRTN in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-01T20:42:19.344672] [INFO ] [sig       ] [2162/3634] Forecasting MRUS...
[2025-12-01T20:42:19.344699] [INFO ] [sig       ] Generating forecast for: MRUS
[2025-12-01T20:42:19.344727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRUS' from 'https://tdm.silogroup.org/data/derivative_storage/MRUS.csv'.
[2025-12-01T20:42:19.355848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRUS'.
[2025-12-01T20:42:19.356120] [INFO ] [FORECASTER] Starting predict_future for MRUS
[2025-12-01T20:42:19.356890] [DEBUG] [LOCAL     ] No optimal features file found for MRUS: ./output/feature-sets/MRUS.txt
[2025-12-01T20:42:19.356941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:19.356972] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:19.356999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:19.357054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:19.413779] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:19.414457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:19.414534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:19.414566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:19.528168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:19.528335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:19.528374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:19.528405] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:19.531702] [DEBUG] [FORECASTER] MRUS: Forecast T+1@11:T+2@11: UP (p=84.65%)
[2025-12-01T20:42:19.532008] [INFO ] [FORECASTER] Completed predict_future for MRUS
[2025-12-01T20:42:19.532130] [INFO ] [sig       ] MRUS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:19.672329] [INFO ] [LOCAL     ] Saved forecast: MRUS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MRUS.txt
[2025-12-01T20:42:19.672477] [INFO ] [sig       ] [2162/3634] Completed MRUS in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-01T20:42:19.672514] [INFO ] [sig       ] [2163/3634] Forecasting MRVI...
[2025-12-01T20:42:19.672543] [INFO ] [sig       ] Generating forecast for: MRVI
[2025-12-01T20:42:19.672592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVI' from 'https://tdm.silogroup.org/data/derivative_storage/MRVI.csv'.
[2025-12-01T20:42:19.684793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVI'.
[2025-12-01T20:42:19.685180] [INFO ] [FORECASTER] Starting predict_future for MRVI
[2025-12-01T20:42:19.686010] [DEBUG] [LOCAL     ] No optimal features file found for MRVI: ./output/feature-sets/MRVI.txt
[2025-12-01T20:42:19.686061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:19.686092] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:19.686147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:19.686204] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:19.751768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:19.752631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:19.752711] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:19.752744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:19.877366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:19.877529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:19.877584] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:19.878555] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:19.881949] [DEBUG] [FORECASTER] MRVI: Forecast T+1@11:T+2@11: UP (p=77.33%)
[2025-12-01T20:42:19.882217] [INFO ] [FORECASTER] Completed predict_future for MRVI
[2025-12-01T20:42:19.882342] [INFO ] [sig       ] MRVI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:20.023012] [INFO ] [LOCAL     ] Saved forecast: MRVI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MRVI.txt
[2025-12-01T20:42:20.023165] [INFO ] [sig       ] [2163/3634] Completed MRVI in 0.4s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-01T20:42:20.023202] [INFO ] [sig       ] [2164/3634] Forecasting MRVL...
[2025-12-01T20:42:20.023232] [INFO ] [sig       ] Generating forecast for: MRVL
[2025-12-01T20:42:20.023261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRVL' from 'https://tdm.silogroup.org/data/derivative_storage/MRVL.csv'.
[2025-12-01T20:42:20.034732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRVL'.
[2025-12-01T20:42:20.035035] [INFO ] [FORECASTER] Starting predict_future for MRVL
[2025-12-01T20:42:20.035850] [DEBUG] [LOCAL     ] No optimal features file found for MRVL: ./output/feature-sets/MRVL.txt
[2025-12-01T20:42:20.035901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:20.035932] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:20.035959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:20.036014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:20.090626] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:20.091300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:20.091379] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:20.091411] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:20.208445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:20.208616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:20.208655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:20.208701] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:20.212016] [DEBUG] [FORECASTER] MRVL: Forecast T+1@11:T+2@11: UP (p=75.79%)
[2025-12-01T20:42:20.212289] [INFO ] [FORECASTER] Completed predict_future for MRVL
[2025-12-01T20:42:20.212412] [INFO ] [sig       ] MRVL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:20.349285] [INFO ] [LOCAL     ] Saved forecast: MRVL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MRVL.txt
[2025-12-01T20:42:20.349413] [INFO ] [sig       ] [2164/3634] Completed MRVL in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-01T20:42:20.349451] [INFO ] [sig       ] [2165/3634] Forecasting MRX...
[2025-12-01T20:42:20.349479] [INFO ] [sig       ] Generating forecast for: MRX
[2025-12-01T20:42:20.349507] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MRX' from 'https://tdm.silogroup.org/data/derivative_storage/MRX.csv'.
[2025-12-01T20:42:20.360593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MRX'.
[2025-12-01T20:42:20.360892] [INFO ] [FORECASTER] Starting predict_future for MRX
[2025-12-01T20:42:20.361647] [DEBUG] [LOCAL     ] No optimal features file found for MRX: ./output/feature-sets/MRX.txt
[2025-12-01T20:42:20.361695] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:20.361724] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:20.361749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:20.361803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:20.417340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:20.418097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:20.418176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:20.418206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:20.534238] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:20.534386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:20.534426] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:20.534454] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:20.537818] [DEBUG] [FORECASTER] MRX: Forecast T+1@11:T+2@11: DOWN (p=8.65%)
[2025-12-01T20:42:20.538087] [INFO ] [FORECASTER] Completed predict_future for MRX
[2025-12-01T20:42:20.538209] [INFO ] [sig       ] MRX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:20.678292] [INFO ] [LOCAL     ] Saved forecast: MRX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MRX.txt
[2025-12-01T20:42:20.678481] [INFO ] [sig       ] [2165/3634] Completed MRX in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-01T20:42:20.678523] [INFO ] [sig       ] [2166/3634] Forecasting MS...
[2025-12-01T20:42:20.678553] [INFO ] [sig       ] Generating forecast for: MS
[2025-12-01T20:42:20.678600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MS' from 'https://tdm.silogroup.org/data/derivative_storage/MS.csv'.
[2025-12-01T20:42:20.691271] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MS'.
[2025-12-01T20:42:20.691602] [INFO ] [FORECASTER] Starting predict_future for MS
[2025-12-01T20:42:20.692355] [DEBUG] [LOCAL     ] No optimal features file found for MS: ./output/feature-sets/MS.txt
[2025-12-01T20:42:20.692404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:20.692433] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:20.692458] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:20.692511] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:20.747720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:20.748337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:20.748414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:20.748459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:20.870802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:20.870955] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:20.870991] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:20.871017] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:20.874320] [DEBUG] [FORECASTER] MS: Forecast T+1@11:T+2@11: DOWN (p=6.38%)
[2025-12-01T20:42:20.874603] [INFO ] [FORECASTER] Completed predict_future for MS
[2025-12-01T20:42:20.874726] [INFO ] [sig       ] MS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:21.014304] [INFO ] [LOCAL     ] Saved forecast: MS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MS.txt
[2025-12-01T20:42:21.014458] [INFO ] [sig       ] [2166/3634] Completed MS in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-01T20:42:21.014497] [INFO ] [sig       ] [2167/3634] Forecasting MSA...
[2025-12-01T20:42:21.014527] [INFO ] [sig       ] Generating forecast for: MSA
[2025-12-01T20:42:21.014563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSA' from 'https://tdm.silogroup.org/data/derivative_storage/MSA.csv'.
[2025-12-01T20:42:21.026388] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSA'.
[2025-12-01T20:42:21.026732] [INFO ] [FORECASTER] Starting predict_future for MSA
[2025-12-01T20:42:21.027464] [DEBUG] [LOCAL     ] No optimal features file found for MSA: ./output/feature-sets/MSA.txt
[2025-12-01T20:42:21.027512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:21.027542] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:21.027567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:21.027641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:21.085854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:21.086707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:21.086788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:21.086819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:21.204744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:21.204894] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:21.204931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:21.204959] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:21.208166] [DEBUG] [FORECASTER] MSA: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-12-01T20:42:21.208476] [INFO ] [FORECASTER] Completed predict_future for MSA
[2025-12-01T20:42:21.208613] [INFO ] [sig       ] MSA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:21.346899] [INFO ] [LOCAL     ] Saved forecast: MSA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MSA.txt
[2025-12-01T20:42:21.347037] [INFO ] [sig       ] [2167/3634] Completed MSA in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-01T20:42:21.347075] [INFO ] [sig       ] [2168/3634] Forecasting MSB...
[2025-12-01T20:42:21.347104] [INFO ] [sig       ] Generating forecast for: MSB
[2025-12-01T20:42:21.347133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSB' from 'https://tdm.silogroup.org/data/derivative_storage/MSB.csv'.
[2025-12-01T20:42:21.358528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSB'.
[2025-12-01T20:42:21.358910] [INFO ] [FORECASTER] Starting predict_future for MSB
[2025-12-01T20:42:21.359727] [DEBUG] [LOCAL     ] No optimal features file found for MSB: ./output/feature-sets/MSB.txt
[2025-12-01T20:42:21.359777] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:21.359807] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:21.359833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:21.359900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:21.416673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:21.417404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:21.417487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:21.417519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:21.537696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:21.537812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:21.537850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:21.537878] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:21.541256] [DEBUG] [FORECASTER] MSB: Forecast T+1@11:T+2@11: UP (p=69.62%)
[2025-12-01T20:42:21.541527] [INFO ] [FORECASTER] Completed predict_future for MSB
[2025-12-01T20:42:21.541668] [INFO ] [sig       ] MSB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:21.681165] [INFO ] [LOCAL     ] Saved forecast: MSB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MSB.txt
[2025-12-01T20:42:21.681308] [INFO ] [sig       ] [2168/3634] Completed MSB in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-01T20:42:21.681346] [INFO ] [sig       ] [2169/3634] Forecasting MSBI...
[2025-12-01T20:42:21.681372] [INFO ] [sig       ] Generating forecast for: MSBI
[2025-12-01T20:42:21.681401] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSBI' from 'https://tdm.silogroup.org/data/derivative_storage/MSBI.csv'.
[2025-12-01T20:42:21.693243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSBI'.
[2025-12-01T20:42:21.693599] [INFO ] [FORECASTER] Starting predict_future for MSBI
[2025-12-01T20:42:21.694350] [DEBUG] [LOCAL     ] No optimal features file found for MSBI: ./output/feature-sets/MSBI.txt
[2025-12-01T20:42:21.694398] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:21.694427] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:21.694451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:21.694505] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:21.750837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:21.751686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:21.751767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:21.751800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:21.873647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:21.873791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:21.873828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:21.873856] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:21.877143] [DEBUG] [FORECASTER] MSBI: Forecast T+1@11:T+2@11: DOWN (p=32.56%)
[2025-12-01T20:42:21.877405] [INFO ] [FORECASTER] Completed predict_future for MSBI
[2025-12-01T20:42:21.877532] [INFO ] [sig       ] MSBI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:22.016045] [INFO ] [LOCAL     ] Saved forecast: MSBI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MSBI.txt
[2025-12-01T20:42:22.016193] [INFO ] [sig       ] [2169/3634] Completed MSBI in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-01T20:42:22.016232] [INFO ] [sig       ] [2170/3634] Forecasting MSCI...
[2025-12-01T20:42:22.016260] [INFO ] [sig       ] Generating forecast for: MSCI
[2025-12-01T20:42:22.016287] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSCI' from 'https://tdm.silogroup.org/data/derivative_storage/MSCI.csv'.
[2025-12-01T20:42:22.027022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSCI'.
[2025-12-01T20:42:22.027271] [INFO ] [FORECASTER] Starting predict_future for MSCI
[2025-12-01T20:42:22.028011] [DEBUG] [LOCAL     ] No optimal features file found for MSCI: ./output/feature-sets/MSCI.txt
[2025-12-01T20:42:22.028071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:22.028101] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:22.028126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:22.028179] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:22.083114] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:22.083804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:22.083882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:22.083913] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:22.200508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:22.200671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:22.200709] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:22.200736] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:22.203957] [DEBUG] [FORECASTER] MSCI: Forecast T+1@11:T+2@11: DOWN (p=26.26%)
[2025-12-01T20:42:22.204212] [INFO ] [FORECASTER] Completed predict_future for MSCI
[2025-12-01T20:42:22.204329] [INFO ] [sig       ] MSCI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:22.343231] [INFO ] [LOCAL     ] Saved forecast: MSCI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MSCI.txt
[2025-12-01T20:42:22.343365] [INFO ] [sig       ] [2170/3634] Completed MSCI in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-01T20:42:22.343400] [INFO ] [sig       ] [2171/3634] Forecasting MSD...
[2025-12-01T20:42:22.343429] [INFO ] [sig       ] Generating forecast for: MSD
[2025-12-01T20:42:22.343457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSD' from 'https://tdm.silogroup.org/data/derivative_storage/MSD.csv'.
[2025-12-01T20:42:22.354512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSD'.
[2025-12-01T20:42:22.354819] [INFO ] [FORECASTER] Starting predict_future for MSD
[2025-12-01T20:42:22.355537] [DEBUG] [LOCAL     ] No optimal features file found for MSD: ./output/feature-sets/MSD.txt
[2025-12-01T20:42:22.355603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:22.355634] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:22.355659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:22.355713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:22.411066] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:22.411851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:22.411931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:22.411963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:22.532353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:22.532503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:22.532540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:22.532566] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:22.535922] [DEBUG] [FORECASTER] MSD: Forecast T+1@11:T+2@11: DOWN (p=20.83%)
[2025-12-01T20:42:22.536187] [INFO ] [FORECASTER] Completed predict_future for MSD
[2025-12-01T20:42:22.536307] [INFO ] [sig       ] MSD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:22.675223] [INFO ] [LOCAL     ] Saved forecast: MSD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MSD.txt
[2025-12-01T20:42:22.675350] [INFO ] [sig       ] [2171/3634] Completed MSD in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-01T20:42:22.675388] [INFO ] [sig       ] [2172/3634] Forecasting MSEX...
[2025-12-01T20:42:22.675417] [INFO ] [sig       ] Generating forecast for: MSEX
[2025-12-01T20:42:22.675445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSEX' from 'https://tdm.silogroup.org/data/derivative_storage/MSEX.csv'.
[2025-12-01T20:42:22.687245] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSEX'.
[2025-12-01T20:42:22.687606] [INFO ] [FORECASTER] Starting predict_future for MSEX
[2025-12-01T20:42:22.688390] [DEBUG] [LOCAL     ] No optimal features file found for MSEX: ./output/feature-sets/MSEX.txt
[2025-12-01T20:42:22.688439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:22.688468] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:22.688493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:22.688547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:22.744010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:22.744758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:22.744838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:22.744869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:22.860606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:22.860759] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:22.860798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:22.860825] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:22.864201] [DEBUG] [FORECASTER] MSEX: Forecast T+1@11:T+2@11: UP (p=71.36%)
[2025-12-01T20:42:22.864469] [INFO ] [FORECASTER] Completed predict_future for MSEX
[2025-12-01T20:42:22.864612] [INFO ] [sig       ] MSEX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:23.004485] [INFO ] [LOCAL     ] Saved forecast: MSEX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MSEX.txt
[2025-12-01T20:42:23.004750] [INFO ] [sig       ] [2172/3634] Completed MSEX in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-01T20:42:23.004804] [INFO ] [sig       ] [2173/3634] Forecasting MSFD...
[2025-12-01T20:42:23.004833] [INFO ] [sig       ] Generating forecast for: MSFD
[2025-12-01T20:42:23.004861] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFD' from 'https://tdm.silogroup.org/data/derivative_storage/MSFD.csv'.
[2025-12-01T20:42:23.016305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFD'.
[2025-12-01T20:42:23.016641] [INFO ] [FORECASTER] Starting predict_future for MSFD
[2025-12-01T20:42:23.017368] [DEBUG] [LOCAL     ] No optimal features file found for MSFD: ./output/feature-sets/MSFD.txt
[2025-12-01T20:42:23.017417] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:23.017446] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:23.017472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:23.017526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:23.071667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:23.072355] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:23.072460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:23.072492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:23.187445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:23.187607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:23.187645] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:23.187673] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:23.190931] [DEBUG] [FORECASTER] MSFD: Forecast T+1@11:T+2@11: UP (p=59.29%)
[2025-12-01T20:42:23.191191] [INFO ] [FORECASTER] Completed predict_future for MSFD
[2025-12-01T20:42:23.191308] [INFO ] [sig       ] MSFD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:23.327829] [INFO ] [LOCAL     ] Saved forecast: MSFD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MSFD.txt
[2025-12-01T20:42:23.327976] [INFO ] [sig       ] [2173/3634] Completed MSFD in 0.3s | 2.99 sym/s | Total: 12.1m | ETA: 8.2m
[2025-12-01T20:42:23.328017] [INFO ] [sig       ] [2174/3634] Forecasting MSFL...
[2025-12-01T20:42:23.328047] [INFO ] [sig       ] Generating forecast for: MSFL
[2025-12-01T20:42:23.328076] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSFL' from 'https://tdm.silogroup.org/data/derivative_storage/MSFL.csv'.
[2025-12-01T20:42:23.340313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSFL'.
[2025-12-01T20:42:23.340704] [INFO ] [FORECASTER] Starting predict_future for MSFL
[2025-12-01T20:42:23.341472] [DEBUG] [LOCAL     ] No optimal features file found for MSFL: ./output/feature-sets/MSFL.txt
[2025-12-01T20:42:23.341523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:23.341553] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:23.341609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:23.341668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:23.402084] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:23.403260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:23.403360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:23.403407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:23.529666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:23.529828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:23.529868] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:23.529896] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:23.533254] [DEBUG] [FORECASTER] MSFL: Forecast T+1@11:T+2@11: DOWN (p=21.83%)
[2025-12-01T20:42:23.533539] [INFO ] [FORECASTER] Completed predict_future for MSFL
[2025-12-01T20:42:23.533685] [INFO ] [sig       ] MSFL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:23.684249] [INFO ] [LOCAL     ] Saved forecast: MSFL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MSFL.txt
[2025-12-01T20:42:23.684410] [INFO ] [sig       ] [2174/3634] Completed MSFL in 0.4s | 2.99 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-01T20:42:23.684447] [INFO ] [sig       ] [2175/3634] Forecasting MSGE...
[2025-12-01T20:42:23.684476] [INFO ] [sig       ] Generating forecast for: MSGE
[2025-12-01T20:42:23.684505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGE' from 'https://tdm.silogroup.org/data/derivative_storage/MSGE.csv'.
[2025-12-01T20:42:23.697004] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGE'.
[2025-12-01T20:42:23.697384] [INFO ] [FORECASTER] Starting predict_future for MSGE
[2025-12-01T20:42:23.698235] [DEBUG] [LOCAL     ] No optimal features file found for MSGE: ./output/feature-sets/MSGE.txt
[2025-12-01T20:42:23.698287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:23.698348] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:23.698378] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:23.698435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:23.758046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:23.758985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:23.759075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:23.759108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:23.889173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:23.889332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:23.889370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:23.889396] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:23.892789] [DEBUG] [FORECASTER] MSGE: Forecast T+1@11:T+2@11: DOWN (p=45.20%)
[2025-12-01T20:42:23.893107] [INFO ] [FORECASTER] Completed predict_future for MSGE
[2025-12-01T20:42:23.893240] [INFO ] [sig       ] MSGE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:24.094798] [INFO ] [LOCAL     ] Saved forecast: MSGE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MSGE.txt
[2025-12-01T20:42:24.095025] [INFO ] [sig       ] [2175/3634] Completed MSGE in 0.4s | 2.99 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-01T20:42:24.095090] [INFO ] [sig       ] [2176/3634] Forecasting MSGM...
[2025-12-01T20:42:24.095142] [INFO ] [sig       ] Generating forecast for: MSGM
[2025-12-01T20:42:24.095191] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGM' from 'https://tdm.silogroup.org/data/derivative_storage/MSGM.csv'.
[2025-12-01T20:42:24.108601] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGM'.
[2025-12-01T20:42:24.108997] [INFO ] [FORECASTER] Starting predict_future for MSGM
[2025-12-01T20:42:24.109839] [DEBUG] [LOCAL     ] No optimal features file found for MSGM: ./output/feature-sets/MSGM.txt
[2025-12-01T20:42:24.109892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:24.109924] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:24.109951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:24.110020] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:24.194130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:24.195283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:24.195394] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:24.195444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:24.349634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:24.349795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:24.349835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:24.349866] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:24.353229] [DEBUG] [FORECASTER] MSGM: Forecast T+1@11:T+2@11: DOWN (p=22.41%)
[2025-12-01T20:42:24.353521] [INFO ] [FORECASTER] Completed predict_future for MSGM
[2025-12-01T20:42:24.353672] [INFO ] [sig       ] MSGM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:24.494210] [INFO ] [LOCAL     ] Saved forecast: MSGM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MSGM.txt
[2025-12-01T20:42:24.494442] [INFO ] [sig       ] [2176/3634] Completed MSGM in 0.4s | 2.99 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-01T20:42:24.494501] [INFO ] [sig       ] [2177/3634] Forecasting MSGS...
[2025-12-01T20:42:24.494543] [INFO ] [sig       ] Generating forecast for: MSGS
[2025-12-01T20:42:24.494602] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSGS' from 'https://tdm.silogroup.org/data/derivative_storage/MSGS.csv'.
[2025-12-01T20:42:24.509487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSGS'.
[2025-12-01T20:42:24.509964] [INFO ] [FORECASTER] Starting predict_future for MSGS
[2025-12-01T20:42:24.511087] [DEBUG] [LOCAL     ] No optimal features file found for MSGS: ./output/feature-sets/MSGS.txt
[2025-12-01T20:42:24.511153] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:24.511204] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:24.511251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:24.511339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:24.589591] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:24.590723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:24.590835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:24.590881] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:24.724795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:24.724977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:24.725017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:24.725045] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:24.728445] [DEBUG] [FORECASTER] MSGS: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-01T20:42:24.728747] [INFO ] [FORECASTER] Completed predict_future for MSGS
[2025-12-01T20:42:24.728876] [INFO ] [sig       ] MSGS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:24.868589] [INFO ] [LOCAL     ] Saved forecast: MSGS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MSGS.txt
[2025-12-01T20:42:24.868742] [INFO ] [sig       ] [2177/3634] Completed MSGS in 0.4s | 2.99 sym/s | Total: 12.1m | ETA: 8.1m
[2025-12-01T20:42:24.868780] [INFO ] [sig       ] [2178/3634] Forecasting MSI...
[2025-12-01T20:42:24.868809] [INFO ] [sig       ] Generating forecast for: MSI
[2025-12-01T20:42:24.868838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSI' from 'https://tdm.silogroup.org/data/derivative_storage/MSI.csv'.
[2025-12-01T20:42:24.880205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSI'.
[2025-12-01T20:42:24.880527] [INFO ] [FORECASTER] Starting predict_future for MSI
[2025-12-01T20:42:24.881331] [DEBUG] [LOCAL     ] No optimal features file found for MSI: ./output/feature-sets/MSI.txt
[2025-12-01T20:42:24.881382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:24.881412] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:24.881440] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:24.881495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:24.937320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:24.938172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:24.938254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:24.938287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:25.058050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:25.058196] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:25.058234] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:25.058260] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:25.061509] [DEBUG] [FORECASTER] MSI: Forecast T+1@11:T+2@11: DOWN (p=45.04%)
[2025-12-01T20:42:25.061789] [INFO ] [FORECASTER] Completed predict_future for MSI
[2025-12-01T20:42:25.061911] [INFO ] [sig       ] MSI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:25.200141] [INFO ] [LOCAL     ] Saved forecast: MSI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MSI.txt
[2025-12-01T20:42:25.200284] [INFO ] [sig       ] [2178/3634] Completed MSI in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-01T20:42:25.200321] [INFO ] [sig       ] [2179/3634] Forecasting MSM...
[2025-12-01T20:42:25.200350] [INFO ] [sig       ] Generating forecast for: MSM
[2025-12-01T20:42:25.200378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSM' from 'https://tdm.silogroup.org/data/derivative_storage/MSM.csv'.
[2025-12-01T20:42:25.210682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSM'.
[2025-12-01T20:42:25.210938] [INFO ] [FORECASTER] Starting predict_future for MSM
[2025-12-01T20:42:25.211673] [DEBUG] [LOCAL     ] No optimal features file found for MSM: ./output/feature-sets/MSM.txt
[2025-12-01T20:42:25.211721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:25.211751] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:25.211777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:25.211832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:25.268594] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:25.269203] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:25.269275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:25.269305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:25.383800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:25.383930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:25.383966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:25.383993] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:25.387144] [DEBUG] [FORECASTER] MSM: Forecast T+1@11:T+2@11: DOWN (p=0.95%)
[2025-12-01T20:42:25.387398] [INFO ] [FORECASTER] Completed predict_future for MSM
[2025-12-01T20:42:25.387516] [INFO ] [sig       ] MSM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:25.525396] [INFO ] [LOCAL     ] Saved forecast: MSM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MSM.txt
[2025-12-01T20:42:25.525515] [INFO ] [sig       ] [2179/3634] Completed MSM in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-01T20:42:25.525550] [INFO ] [sig       ] [2180/3634] Forecasting MSTX...
[2025-12-01T20:42:25.525602] [INFO ] [sig       ] Generating forecast for: MSTX
[2025-12-01T20:42:25.525633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MSTX' from 'https://tdm.silogroup.org/data/derivative_storage/MSTX.csv'.
[2025-12-01T20:42:25.536781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MSTX'.
[2025-12-01T20:42:25.537052] [INFO ] [FORECASTER] Starting predict_future for MSTX
[2025-12-01T20:42:25.537786] [DEBUG] [LOCAL     ] No optimal features file found for MSTX: ./output/feature-sets/MSTX.txt
[2025-12-01T20:42:25.537834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:25.537890] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:25.537917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:25.537984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:25.596164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:25.596807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:25.596883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:25.596915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:25.715443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:25.715601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:25.715639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:25.715666] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:25.718831] [DEBUG] [FORECASTER] MSTX: Forecast T+1@11:T+2@11: DOWN (p=27.59%)
[2025-12-01T20:42:25.719086] [INFO ] [FORECASTER] Completed predict_future for MSTX
[2025-12-01T20:42:25.719204] [INFO ] [sig       ] MSTX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:25.858452] [INFO ] [LOCAL     ] Saved forecast: MSTX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MSTX.txt
[2025-12-01T20:42:25.858603] [INFO ] [sig       ] [2180/3634] Completed MSTX in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-01T20:42:25.858642] [INFO ] [sig       ] [2181/3634] Forecasting MTB...
[2025-12-01T20:42:25.858671] [INFO ] [sig       ] Generating forecast for: MTB
[2025-12-01T20:42:25.858699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTB' from 'https://tdm.silogroup.org/data/derivative_storage/MTB.csv'.
[2025-12-01T20:42:25.869914] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTB'.
[2025-12-01T20:42:25.870210] [INFO ] [FORECASTER] Starting predict_future for MTB
[2025-12-01T20:42:25.870953] [DEBUG] [LOCAL     ] No optimal features file found for MTB: ./output/feature-sets/MTB.txt
[2025-12-01T20:42:25.871001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:25.871042] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:25.871070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:25.871124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:25.927006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:25.927653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:25.927733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:25.927763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:26.049414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:26.049555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:26.049611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:26.049639] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:26.052917] [DEBUG] [FORECASTER] MTB: Forecast T+1@11:T+2@11: UP (p=93.50%)
[2025-12-01T20:42:26.053173] [INFO ] [FORECASTER] Completed predict_future for MTB
[2025-12-01T20:42:26.053290] [INFO ] [sig       ] MTB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:26.191489] [INFO ] [LOCAL     ] Saved forecast: MTB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MTB.txt
[2025-12-01T20:42:26.191628] [INFO ] [sig       ] [2181/3634] Completed MTB in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-01T20:42:26.191685] [INFO ] [sig       ] [2182/3634] Forecasting MTCH...
[2025-12-01T20:42:26.191715] [INFO ] [sig       ] Generating forecast for: MTCH
[2025-12-01T20:42:26.191749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTCH' from 'https://tdm.silogroup.org/data/derivative_storage/MTCH.csv'.
[2025-12-01T20:42:26.202745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTCH'.
[2025-12-01T20:42:26.203012] [INFO ] [FORECASTER] Starting predict_future for MTCH
[2025-12-01T20:42:26.203748] [DEBUG] [LOCAL     ] No optimal features file found for MTCH: ./output/feature-sets/MTCH.txt
[2025-12-01T20:42:26.203796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:26.203826] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:26.203851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:26.203906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:26.262464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:26.263116] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:26.263200] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:26.263232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:26.382644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:26.382780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:26.382817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:26.382844] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:26.386011] [DEBUG] [FORECASTER] MTCH: Forecast T+1@11:T+2@11: DOWN (p=21.07%)
[2025-12-01T20:42:26.386266] [INFO ] [FORECASTER] Completed predict_future for MTCH
[2025-12-01T20:42:26.386382] [INFO ] [sig       ] MTCH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:26.524811] [INFO ] [LOCAL     ] Saved forecast: MTCH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MTCH.txt
[2025-12-01T20:42:26.524944] [INFO ] [sig       ] [2182/3634] Completed MTCH in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-01T20:42:26.524981] [INFO ] [sig       ] [2183/3634] Forecasting MTD...
[2025-12-01T20:42:26.525008] [INFO ] [sig       ] Generating forecast for: MTD
[2025-12-01T20:42:26.525038] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTD' from 'https://tdm.silogroup.org/data/derivative_storage/MTD.csv'.
[2025-12-01T20:42:26.536154] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTD'.
[2025-12-01T20:42:26.536423] [INFO ] [FORECASTER] Starting predict_future for MTD
[2025-12-01T20:42:26.537175] [DEBUG] [LOCAL     ] No optimal features file found for MTD: ./output/feature-sets/MTD.txt
[2025-12-01T20:42:26.537224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:26.537253] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:26.537279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:26.537333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:26.592669] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:26.593254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:26.593329] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:26.593359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:26.715085] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:26.715228] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:26.715265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:26.715348] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:26.718682] [DEBUG] [FORECASTER] MTD: Forecast T+1@11:T+2@11: DOWN (p=14.47%)
[2025-12-01T20:42:26.718948] [INFO ] [FORECASTER] Completed predict_future for MTD
[2025-12-01T20:42:26.719073] [INFO ] [sig       ] MTD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:26.856495] [INFO ] [LOCAL     ] Saved forecast: MTD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MTD.txt
[2025-12-01T20:42:26.856635] [INFO ] [sig       ] [2183/3634] Completed MTD in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-01T20:42:26.856674] [INFO ] [sig       ] [2184/3634] Forecasting MTEN...
[2025-12-01T20:42:26.856702] [INFO ] [sig       ] Generating forecast for: MTEN
[2025-12-01T20:42:26.856730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTEN' from 'https://tdm.silogroup.org/data/derivative_storage/MTEN.csv'.
[2025-12-01T20:42:26.867765] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTEN'.
[2025-12-01T20:42:26.868087] [INFO ] [FORECASTER] Starting predict_future for MTEN
[2025-12-01T20:42:26.868861] [DEBUG] [LOCAL     ] No optimal features file found for MTEN: ./output/feature-sets/MTEN.txt
[2025-12-01T20:42:26.868909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:26.868938] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:26.868962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:26.869027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:26.923397] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:26.924035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:26.924111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:26.924142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:27.046818] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:27.046959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:27.046995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:27.047021] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:27.050240] [DEBUG] [FORECASTER] MTEN: Forecast T+1@11:T+2@11: DOWN (p=20.98%)
[2025-12-01T20:42:27.050519] [INFO ] [FORECASTER] Completed predict_future for MTEN
[2025-12-01T20:42:27.050654] [INFO ] [sig       ] MTEN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:27.189971] [INFO ] [LOCAL     ] Saved forecast: MTEN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MTEN.txt
[2025-12-01T20:42:27.190103] [INFO ] [sig       ] [2184/3634] Completed MTEN in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-01T20:42:27.190145] [INFO ] [sig       ] [2185/3634] Forecasting MTG...
[2025-12-01T20:42:27.190175] [INFO ] [sig       ] Generating forecast for: MTG
[2025-12-01T20:42:27.190209] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTG' from 'https://tdm.silogroup.org/data/derivative_storage/MTG.csv'.
[2025-12-01T20:42:27.200987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTG'.
[2025-12-01T20:42:27.201259] [INFO ] [FORECASTER] Starting predict_future for MTG
[2025-12-01T20:42:27.202004] [DEBUG] [LOCAL     ] No optimal features file found for MTG: ./output/feature-sets/MTG.txt
[2025-12-01T20:42:27.202052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:27.202082] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:27.202107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:27.202162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:27.257036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:27.257669] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:27.257744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:27.257775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:27.380068] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:27.380234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:27.380273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:27.380304] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:27.383807] [DEBUG] [FORECASTER] MTG: Forecast T+1@11:T+2@11: DOWN (p=28.31%)
[2025-12-01T20:42:27.384077] [INFO ] [FORECASTER] Completed predict_future for MTG
[2025-12-01T20:42:27.384204] [INFO ] [sig       ] MTG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:27.525134] [INFO ] [LOCAL     ] Saved forecast: MTG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MTG.txt
[2025-12-01T20:42:27.525272] [INFO ] [sig       ] [2185/3634] Completed MTG in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-01T20:42:27.525312] [INFO ] [sig       ] [2186/3634] Forecasting MTH...
[2025-12-01T20:42:27.525341] [INFO ] [sig       ] Generating forecast for: MTH
[2025-12-01T20:42:27.525374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTH' from 'https://tdm.silogroup.org/data/derivative_storage/MTH.csv'.
[2025-12-01T20:42:27.536541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTH'.
[2025-12-01T20:42:27.536861] [INFO ] [FORECASTER] Starting predict_future for MTH
[2025-12-01T20:42:27.537700] [DEBUG] [LOCAL     ] No optimal features file found for MTH: ./output/feature-sets/MTH.txt
[2025-12-01T20:42:27.537753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:27.537785] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:27.537813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:27.537870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:27.595156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:27.595919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:27.595999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:27.596031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:27.716704] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:27.716859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:27.716897] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:27.716925] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:27.720755] [DEBUG] [FORECASTER] MTH: Forecast T+1@11:T+2@11: UP (p=56.77%)
[2025-12-01T20:42:27.721066] [INFO ] [FORECASTER] Completed predict_future for MTH
[2025-12-01T20:42:27.721228] [INFO ] [sig       ] MTH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:27.863638] [INFO ] [LOCAL     ] Saved forecast: MTH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MTH.txt
[2025-12-01T20:42:27.863775] [INFO ] [sig       ] [2186/3634] Completed MTH in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-01T20:42:27.863815] [INFO ] [sig       ] [2187/3634] Forecasting MTLS...
[2025-12-01T20:42:27.863845] [INFO ] [sig       ] Generating forecast for: MTLS
[2025-12-01T20:42:27.863877] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTLS' from 'https://tdm.silogroup.org/data/derivative_storage/MTLS.csv'.
[2025-12-01T20:42:27.875063] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTLS'.
[2025-12-01T20:42:27.875365] [INFO ] [FORECASTER] Starting predict_future for MTLS
[2025-12-01T20:42:27.876133] [DEBUG] [LOCAL     ] No optimal features file found for MTLS: ./output/feature-sets/MTLS.txt
[2025-12-01T20:42:27.876185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:27.876217] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:27.876243] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:27.876300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:27.933200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:27.933874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:27.933950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:27.933983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:28.054223] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:28.054387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:28.054443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:28.054475] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:28.057856] [DEBUG] [FORECASTER] MTLS: Forecast T+1@11:T+2@11: UP (p=99.81%)
[2025-12-01T20:42:28.058130] [INFO ] [FORECASTER] Completed predict_future for MTLS
[2025-12-01T20:42:28.058255] [INFO ] [sig       ] MTLS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:28.201055] [INFO ] [LOCAL     ] Saved forecast: MTLS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MTLS.txt
[2025-12-01T20:42:28.201201] [INFO ] [sig       ] [2187/3634] Completed MTLS in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-01T20:42:28.201248] [INFO ] [sig       ] [2188/3634] Forecasting MTN...
[2025-12-01T20:42:28.201282] [INFO ] [sig       ] Generating forecast for: MTN
[2025-12-01T20:42:28.201314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTN' from 'https://tdm.silogroup.org/data/derivative_storage/MTN.csv'.
[2025-12-01T20:42:28.212595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTN'.
[2025-12-01T20:42:28.212886] [INFO ] [FORECASTER] Starting predict_future for MTN
[2025-12-01T20:42:28.213702] [DEBUG] [LOCAL     ] No optimal features file found for MTN: ./output/feature-sets/MTN.txt
[2025-12-01T20:42:28.213753] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:28.213783] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:28.213808] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:28.213862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:28.271515] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:28.272261] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:28.272351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:28.272385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:28.394351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:28.394501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:28.394540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:28.394601] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:28.397901] [DEBUG] [FORECASTER] MTN: Forecast T+1@11:T+2@11: UP (p=68.16%)
[2025-12-01T20:42:28.398173] [INFO ] [FORECASTER] Completed predict_future for MTN
[2025-12-01T20:42:28.398298] [INFO ] [sig       ] MTN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:28.540603] [INFO ] [LOCAL     ] Saved forecast: MTN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MTN.txt
[2025-12-01T20:42:28.540734] [INFO ] [sig       ] [2188/3634] Completed MTN in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-01T20:42:28.540771] [INFO ] [sig       ] [2189/3634] Forecasting MTRN...
[2025-12-01T20:42:28.540799] [INFO ] [sig       ] Generating forecast for: MTRN
[2025-12-01T20:42:28.540828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRN' from 'https://tdm.silogroup.org/data/derivative_storage/MTRN.csv'.
[2025-12-01T20:42:28.551885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRN'.
[2025-12-01T20:42:28.552196] [INFO ] [FORECASTER] Starting predict_future for MTRN
[2025-12-01T20:42:28.553010] [DEBUG] [LOCAL     ] No optimal features file found for MTRN: ./output/feature-sets/MTRN.txt
[2025-12-01T20:42:28.553065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:28.553106] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:28.553140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:28.553209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:28.608962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:28.609670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:28.609745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:28.609775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:28.730124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:28.730271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:28.730311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:28.730339] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:28.733699] [DEBUG] [FORECASTER] MTRN: Forecast T+1@11:T+2@11: UP (p=70.88%)
[2025-12-01T20:42:28.733974] [INFO ] [FORECASTER] Completed predict_future for MTRN
[2025-12-01T20:42:28.734101] [INFO ] [sig       ] MTRN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:28.877064] [INFO ] [LOCAL     ] Saved forecast: MTRN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MTRN.txt
[2025-12-01T20:42:28.877221] [INFO ] [sig       ] [2189/3634] Completed MTRN in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-01T20:42:28.877266] [INFO ] [sig       ] [2190/3634] Forecasting MTRX...
[2025-12-01T20:42:28.877293] [INFO ] [sig       ] Generating forecast for: MTRX
[2025-12-01T20:42:28.877320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTRX' from 'https://tdm.silogroup.org/data/derivative_storage/MTRX.csv'.
[2025-12-01T20:42:28.888483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTRX'.
[2025-12-01T20:42:28.888809] [INFO ] [FORECASTER] Starting predict_future for MTRX
[2025-12-01T20:42:28.889655] [DEBUG] [LOCAL     ] No optimal features file found for MTRX: ./output/feature-sets/MTRX.txt
[2025-12-01T20:42:28.889706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:28.889738] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:28.889766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:28.889823] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:28.946777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:28.947497] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:28.947633] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:28.947670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:29.072670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:29.072818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:29.072858] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:29.072887] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:29.076177] [DEBUG] [FORECASTER] MTRX: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-12-01T20:42:29.076446] [INFO ] [FORECASTER] Completed predict_future for MTRX
[2025-12-01T20:42:29.076587] [INFO ] [sig       ] MTRX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:29.216890] [INFO ] [LOCAL     ] Saved forecast: MTRX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MTRX.txt
[2025-12-01T20:42:29.217032] [INFO ] [sig       ] [2190/3634] Completed MTRX in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-01T20:42:29.217069] [INFO ] [sig       ] [2191/3634] Forecasting MTSI...
[2025-12-01T20:42:29.217100] [INFO ] [sig       ] Generating forecast for: MTSI
[2025-12-01T20:42:29.217131] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTSI' from 'https://tdm.silogroup.org/data/derivative_storage/MTSI.csv'.
[2025-12-01T20:42:29.227825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTSI'.
[2025-12-01T20:42:29.228122] [INFO ] [FORECASTER] Starting predict_future for MTSI
[2025-12-01T20:42:29.228963] [DEBUG] [LOCAL     ] No optimal features file found for MTSI: ./output/feature-sets/MTSI.txt
[2025-12-01T20:42:29.229013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:29.229044] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:29.229073] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:29.229135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:29.284544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:29.285212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:29.285290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:29.285323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:29.405211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:29.405362] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:29.405403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:29.405433] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:29.408774] [DEBUG] [FORECASTER] MTSI: Forecast T+1@11:T+2@11: UP (p=87.55%)
[2025-12-01T20:42:29.409040] [INFO ] [FORECASTER] Completed predict_future for MTSI
[2025-12-01T20:42:29.409167] [INFO ] [sig       ] MTSI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:29.553161] [INFO ] [LOCAL     ] Saved forecast: MTSI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MTSI.txt
[2025-12-01T20:42:29.553304] [INFO ] [sig       ] [2191/3634] Completed MTSI in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.1m
[2025-12-01T20:42:29.553346] [INFO ] [sig       ] [2192/3634] Forecasting MTX...
[2025-12-01T20:42:29.553377] [INFO ] [sig       ] Generating forecast for: MTX
[2025-12-01T20:42:29.553407] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTX' from 'https://tdm.silogroup.org/data/derivative_storage/MTX.csv'.
[2025-12-01T20:42:29.564240] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTX'.
[2025-12-01T20:42:29.564540] [INFO ] [FORECASTER] Starting predict_future for MTX
[2025-12-01T20:42:29.565335] [DEBUG] [LOCAL     ] No optimal features file found for MTX: ./output/feature-sets/MTX.txt
[2025-12-01T20:42:29.565385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:29.565427] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:29.565456] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:29.565514] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:29.625295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:29.626043] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:29.626125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:29.626157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:29.753459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:29.753627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:29.753666] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:29.753693] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:29.756903] [DEBUG] [FORECASTER] MTX: Forecast T+1@11:T+2@11: UP (p=84.40%)
[2025-12-01T20:42:29.757163] [INFO ] [FORECASTER] Completed predict_future for MTX
[2025-12-01T20:42:29.757279] [INFO ] [sig       ] MTX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:29.902437] [INFO ] [LOCAL     ] Saved forecast: MTX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MTX.txt
[2025-12-01T20:42:29.902605] [INFO ] [sig       ] [2192/3634] Completed MTX in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-01T20:42:29.902657] [INFO ] [sig       ] [2193/3634] Forecasting MTZ...
[2025-12-01T20:42:29.902693] [INFO ] [sig       ] Generating forecast for: MTZ
[2025-12-01T20:42:29.902726] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MTZ' from 'https://tdm.silogroup.org/data/derivative_storage/MTZ.csv'.
[2025-12-01T20:42:29.916305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MTZ'.
[2025-12-01T20:42:29.916904] [INFO ] [FORECASTER] Starting predict_future for MTZ
[2025-12-01T20:42:29.917884] [DEBUG] [LOCAL     ] No optimal features file found for MTZ: ./output/feature-sets/MTZ.txt
[2025-12-01T20:42:29.917938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:29.917971] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:29.917997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:29.918054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:29.975970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:29.977114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:29.977212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:29.977244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:30.115287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:30.115513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:30.115562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:30.115614] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:30.119644] [DEBUG] [FORECASTER] MTZ: Forecast T+1@11:T+2@11: DOWN (p=8.78%)
[2025-12-01T20:42:30.120029] [INFO ] [FORECASTER] Completed predict_future for MTZ
[2025-12-01T20:42:30.120185] [INFO ] [sig       ] MTZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:30.274140] [INFO ] [LOCAL     ] Saved forecast: MTZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MTZ.txt
[2025-12-01T20:42:30.274373] [INFO ] [sig       ] [2193/3634] Completed MTZ in 0.4s | 2.99 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-01T20:42:30.274416] [INFO ] [sig       ] [2194/3634] Forecasting MUA...
[2025-12-01T20:42:30.274448] [INFO ] [sig       ] Generating forecast for: MUA
[2025-12-01T20:42:30.274478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUA' from 'https://tdm.silogroup.org/data/derivative_storage/MUA.csv'.
[2025-12-01T20:42:30.287137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUA'.
[2025-12-01T20:42:30.287680] [INFO ] [FORECASTER] Starting predict_future for MUA
[2025-12-01T20:42:30.288817] [DEBUG] [LOCAL     ] No optimal features file found for MUA: ./output/feature-sets/MUA.txt
[2025-12-01T20:42:30.288869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:30.288901] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:30.288927] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:30.288983] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:30.353042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:30.354144] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:30.354241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:30.354274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:30.477400] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:30.477648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:30.477691] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:30.477719] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:30.481610] [DEBUG] [FORECASTER] MUA: Forecast T+1@11:T+2@11: UP (p=92.35%)
[2025-12-01T20:42:30.481914] [INFO ] [FORECASTER] Completed predict_future for MUA
[2025-12-01T20:42:30.482044] [INFO ] [sig       ] MUA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:30.622627] [INFO ] [LOCAL     ] Saved forecast: MUA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MUA.txt
[2025-12-01T20:42:30.622801] [INFO ] [sig       ] [2194/3634] Completed MUA in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-01T20:42:30.622841] [INFO ] [sig       ] [2195/3634] Forecasting MUC...
[2025-12-01T20:42:30.622868] [INFO ] [sig       ] Generating forecast for: MUC
[2025-12-01T20:42:30.622897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUC' from 'https://tdm.silogroup.org/data/derivative_storage/MUC.csv'.
[2025-12-01T20:42:30.635222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUC'.
[2025-12-01T20:42:30.635700] [INFO ] [FORECASTER] Starting predict_future for MUC
[2025-12-01T20:42:30.636521] [DEBUG] [LOCAL     ] No optimal features file found for MUC: ./output/feature-sets/MUC.txt
[2025-12-01T20:42:30.636596] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:30.636631] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:30.636658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:30.636716] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:30.695989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:30.697102] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:30.697192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:30.697224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:30.815785] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:30.816008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:30.816050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:30.816076] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:30.819784] [DEBUG] [FORECASTER] MUC: Forecast T+1@11:T+2@11: DOWN (p=21.66%)
[2025-12-01T20:42:30.820073] [INFO ] [FORECASTER] Completed predict_future for MUC
[2025-12-01T20:42:30.820214] [INFO ] [sig       ] MUC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:30.960041] [INFO ] [LOCAL     ] Saved forecast: MUC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MUC.txt
[2025-12-01T20:42:30.960233] [INFO ] [sig       ] [2195/3634] Completed MUC in 0.3s | 2.99 sym/s | Total: 12.2m | ETA: 8.0m
[2025-12-01T20:42:30.960274] [INFO ] [sig       ] [2196/3634] Forecasting MUE...
[2025-12-01T20:42:30.960302] [INFO ] [sig       ] Generating forecast for: MUE
[2025-12-01T20:42:30.960339] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUE' from 'https://tdm.silogroup.org/data/derivative_storage/MUE.csv'.
[2025-12-01T20:42:30.973542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUE'.
[2025-12-01T20:42:30.973986] [INFO ] [FORECASTER] Starting predict_future for MUE
[2025-12-01T20:42:30.974847] [DEBUG] [LOCAL     ] No optimal features file found for MUE: ./output/feature-sets/MUE.txt
[2025-12-01T20:42:30.974899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:30.974948] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:30.974977] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:30.975032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:31.031886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:31.032898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:31.032993] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:31.033024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:31.150026] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:31.150250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:31.150291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:31.150320] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:31.154076] [DEBUG] [FORECASTER] MUE: Forecast T+1@11:T+2@11: UP (p=91.04%)
[2025-12-01T20:42:31.154401] [INFO ] [FORECASTER] Completed predict_future for MUE
[2025-12-01T20:42:31.154549] [INFO ] [sig       ] MUE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:31.306274] [INFO ] [LOCAL     ] Saved forecast: MUE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MUE.txt
[2025-12-01T20:42:31.306466] [INFO ] [sig       ] [2196/3634] Completed MUE in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-01T20:42:31.306506] [INFO ] [sig       ] [2197/3634] Forecasting MUFG...
[2025-12-01T20:42:31.306536] [INFO ] [sig       ] Generating forecast for: MUFG
[2025-12-01T20:42:31.306565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUFG' from 'https://tdm.silogroup.org/data/derivative_storage/MUFG.csv'.
[2025-12-01T20:42:31.319813] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MUFG'.
[2025-12-01T20:42:31.320191] [INFO ] [FORECASTER] Starting predict_future for MUFG
[2025-12-01T20:42:31.321026] [DEBUG] [LOCAL     ] No optimal features file found for MUFG: ./output/feature-sets/MUFG.txt
[2025-12-01T20:42:31.321076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:31.321140] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:31.321172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:31.321227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:31.375651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:31.376232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:31.376312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:31.376343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:31.501061] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:31.501225] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:31.501263] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:31.501289] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:31.504692] [DEBUG] [FORECASTER] MUFG: Forecast T+1@11:T+2@11: DOWN (p=39.72%)
[2025-12-01T20:42:31.504966] [INFO ] [FORECASTER] Completed predict_future for MUFG
[2025-12-01T20:42:31.505094] [INFO ] [sig       ] MUFG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:31.643513] [INFO ] [LOCAL     ] Saved forecast: MUFG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MUFG.txt
[2025-12-01T20:42:31.643665] [INFO ] [sig       ] [2197/3634] Completed MUFG in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-01T20:42:31.643705] [INFO ] [sig       ] [2198/3634] Forecasting MUJ...
[2025-12-01T20:42:31.643732] [INFO ] [sig       ] Generating forecast for: MUJ
[2025-12-01T20:42:31.643760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUJ' from 'https://tdm.silogroup.org/data/derivative_storage/MUJ.csv'.
[2025-12-01T20:42:31.655943] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MUJ'.
[2025-12-01T20:42:31.656286] [INFO ] [FORECASTER] Starting predict_future for MUJ
[2025-12-01T20:42:31.657055] [DEBUG] [LOCAL     ] No optimal features file found for MUJ: ./output/feature-sets/MUJ.txt
[2025-12-01T20:42:31.657104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:31.657141] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:31.657172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:31.657226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:31.714040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:31.715016] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:31.715104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:31.715136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:31.834440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:31.834615] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:31.834655] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:31.834683] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:31.837995] [DEBUG] [FORECASTER] MUJ: Forecast T+1@11:T+2@11: DOWN (p=10.48%)
[2025-12-01T20:42:31.838252] [INFO ] [FORECASTER] Completed predict_future for MUJ
[2025-12-01T20:42:31.838393] [INFO ] [sig       ] MUJ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:31.976978] [INFO ] [LOCAL     ] Saved forecast: MUJ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MUJ.txt
[2025-12-01T20:42:31.977129] [INFO ] [sig       ] [2198/3634] Completed MUJ in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-01T20:42:31.977173] [INFO ] [sig       ] [2199/3634] Forecasting MURA...
[2025-12-01T20:42:31.977202] [INFO ] [sig       ] Generating forecast for: MURA
[2025-12-01T20:42:31.977231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MURA' from 'https://tdm.silogroup.org/data/derivative_storage/MURA.csv'.
[2025-12-01T20:42:31.988158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MURA'.
[2025-12-01T20:42:31.988470] [INFO ] [FORECASTER] Starting predict_future for MURA
[2025-12-01T20:42:31.989234] [DEBUG] [LOCAL     ] No optimal features file found for MURA: ./output/feature-sets/MURA.txt
[2025-12-01T20:42:31.989283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:31.989314] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:31.989340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:31.989394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:32.047010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:32.047866] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:32.047949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:32.047980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:32.173954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:32.174111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:32.174148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:32.174178] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:32.177605] [DEBUG] [FORECASTER] MURA: Forecast T+1@11:T+2@11: UP (p=94.05%)
[2025-12-01T20:42:32.177873] [INFO ] [FORECASTER] Completed predict_future for MURA
[2025-12-01T20:42:32.177994] [INFO ] [sig       ] MURA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:32.317693] [INFO ] [LOCAL     ] Saved forecast: MURA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MURA.txt
[2025-12-01T20:42:32.317816] [INFO ] [sig       ] [2199/3634] Completed MURA in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-01T20:42:32.317852] [INFO ] [sig       ] [2200/3634] Forecasting MUSA...
[2025-12-01T20:42:32.317880] [INFO ] [sig       ] Generating forecast for: MUSA
[2025-12-01T20:42:32.317908] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUSA' from 'https://tdm.silogroup.org/data/derivative_storage/MUSA.csv'.
[2025-12-01T20:42:32.329181] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MUSA'.
[2025-12-01T20:42:32.329484] [INFO ] [FORECASTER] Starting predict_future for MUSA
[2025-12-01T20:42:32.330235] [DEBUG] [LOCAL     ] No optimal features file found for MUSA: ./output/feature-sets/MUSA.txt
[2025-12-01T20:42:32.330284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:32.330313] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:32.330338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:32.330391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:32.386862] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:32.387462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:32.387538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:32.387570] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:32.505612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:32.505746] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:32.505780] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:32.505841] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:32.509119] [DEBUG] [FORECASTER] MUSA: Forecast T+1@11:T+2@11: DOWN (p=5.38%)
[2025-12-01T20:42:32.509411] [INFO ] [FORECASTER] Completed predict_future for MUSA
[2025-12-01T20:42:32.509534] [INFO ] [sig       ] MUSA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:32.647949] [INFO ] [LOCAL     ] Saved forecast: MUSA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MUSA.txt
[2025-12-01T20:42:32.648068] [INFO ] [sig       ] [2200/3634] Completed MUSA in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-01T20:42:32.648118] [INFO ] [sig       ] [2201/3634] Forecasting MUX...
[2025-12-01T20:42:32.648154] [INFO ] [sig       ] Generating forecast for: MUX
[2025-12-01T20:42:32.648188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MUX' from 'https://tdm.silogroup.org/data/derivative_storage/MUX.csv'.
[2025-12-01T20:42:32.659281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MUX'.
[2025-12-01T20:42:32.659549] [INFO ] [FORECASTER] Starting predict_future for MUX
[2025-12-01T20:42:32.660295] [DEBUG] [LOCAL     ] No optimal features file found for MUX: ./output/feature-sets/MUX.txt
[2025-12-01T20:42:32.660344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:32.660374] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:32.660400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:32.660455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:32.717638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:32.718240] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:32.718334] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:32.718371] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:32.839847] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:32.839976] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:32.840014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:32.840040] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:32.843188] [DEBUG] [FORECASTER] MUX: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-01T20:42:32.843441] [INFO ] [FORECASTER] Completed predict_future for MUX
[2025-12-01T20:42:32.843560] [INFO ] [sig       ] MUX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:32.986659] [INFO ] [LOCAL     ] Saved forecast: MUX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MUX.txt
[2025-12-01T20:42:32.986786] [INFO ] [sig       ] [2201/3634] Completed MUX in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-01T20:42:32.986832] [INFO ] [sig       ] [2202/3634] Forecasting MVBF...
[2025-12-01T20:42:32.986859] [INFO ] [sig       ] Generating forecast for: MVBF
[2025-12-01T20:42:32.986888] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVBF' from 'https://tdm.silogroup.org/data/derivative_storage/MVBF.csv'.
[2025-12-01T20:42:32.997909] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVBF'.
[2025-12-01T20:42:32.998218] [INFO ] [FORECASTER] Starting predict_future for MVBF
[2025-12-01T20:42:32.998996] [DEBUG] [LOCAL     ] No optimal features file found for MVBF: ./output/feature-sets/MVBF.txt
[2025-12-01T20:42:32.999045] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:32.999075] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:32.999099] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:32.999154] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:33.054206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:33.055076] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:33.055154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:33.055184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:33.175698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:33.175856] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:33.175894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:33.175922] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:33.179450] [DEBUG] [FORECASTER] MVBF: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-12-01T20:42:33.179727] [INFO ] [FORECASTER] Completed predict_future for MVBF
[2025-12-01T20:42:33.179844] [INFO ] [sig       ] MVBF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:33.317738] [INFO ] [LOCAL     ] Saved forecast: MVBF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MVBF.txt
[2025-12-01T20:42:33.317888] [INFO ] [sig       ] [2202/3634] Completed MVBF in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-01T20:42:33.317926] [INFO ] [sig       ] [2203/3634] Forecasting MVF...
[2025-12-01T20:42:33.317955] [INFO ] [sig       ] Generating forecast for: MVF
[2025-12-01T20:42:33.317984] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVF' from 'https://tdm.silogroup.org/data/derivative_storage/MVF.csv'.
[2025-12-01T20:42:33.329084] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVF'.
[2025-12-01T20:42:33.329397] [INFO ] [FORECASTER] Starting predict_future for MVF
[2025-12-01T20:42:33.330138] [DEBUG] [LOCAL     ] No optimal features file found for MVF: ./output/feature-sets/MVF.txt
[2025-12-01T20:42:33.330192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:33.330222] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:33.330247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:33.330334] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:33.384941] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:33.385750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:33.385827] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:33.385857] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:33.501753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:33.501887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:33.501923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:33.501948] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:33.505092] [DEBUG] [FORECASTER] MVF: Forecast T+1@11:T+2@11: UP (p=62.71%)
[2025-12-01T20:42:33.505343] [INFO ] [FORECASTER] Completed predict_future for MVF
[2025-12-01T20:42:33.505459] [INFO ] [sig       ] MVF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:33.643035] [INFO ] [LOCAL     ] Saved forecast: MVF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MVF.txt
[2025-12-01T20:42:33.643155] [INFO ] [sig       ] [2203/3634] Completed MVF in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-01T20:42:33.643191] [INFO ] [sig       ] [2204/3634] Forecasting MVO...
[2025-12-01T20:42:33.643219] [INFO ] [sig       ] Generating forecast for: MVO
[2025-12-01T20:42:33.643247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MVO' from 'https://tdm.silogroup.org/data/derivative_storage/MVO.csv'.
[2025-12-01T20:42:33.653503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MVO'.
[2025-12-01T20:42:33.653782] [INFO ] [FORECASTER] Starting predict_future for MVO
[2025-12-01T20:42:33.654496] [DEBUG] [LOCAL     ] No optimal features file found for MVO: ./output/feature-sets/MVO.txt
[2025-12-01T20:42:33.654545] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:33.654595] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:33.654623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:33.654678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:33.712864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:33.713518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:33.713615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:33.713649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:33.831369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:33.831498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:33.831533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:33.831560] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:33.834760] [DEBUG] [FORECASTER] MVO: Forecast T+1@11:T+2@11: UP (p=83.60%)
[2025-12-01T20:42:33.835014] [INFO ] [FORECASTER] Completed predict_future for MVO
[2025-12-01T20:42:33.835131] [INFO ] [sig       ] MVO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:33.972402] [INFO ] [LOCAL     ] Saved forecast: MVO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MVO.txt
[2025-12-01T20:42:33.972519] [INFO ] [sig       ] [2204/3634] Completed MVO in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-01T20:42:33.972555] [INFO ] [sig       ] [2205/3634] Forecasting MWA...
[2025-12-01T20:42:33.972601] [INFO ] [sig       ] Generating forecast for: MWA
[2025-12-01T20:42:33.972630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MWA' from 'https://tdm.silogroup.org/data/derivative_storage/MWA.csv'.
[2025-12-01T20:42:33.983334] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MWA'.
[2025-12-01T20:42:33.983615] [INFO ] [FORECASTER] Starting predict_future for MWA
[2025-12-01T20:42:33.984336] [DEBUG] [LOCAL     ] No optimal features file found for MWA: ./output/feature-sets/MWA.txt
[2025-12-01T20:42:33.984395] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:33.984425] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:33.984450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:33.984504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:34.043489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:34.044194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:34.044269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:34.044300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:34.161004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:34.161135] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:34.161170] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:34.161196] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:34.164356] [DEBUG] [FORECASTER] MWA: Forecast T+1@11:T+2@11: DOWN (p=12.72%)
[2025-12-01T20:42:34.164631] [INFO ] [FORECASTER] Completed predict_future for MWA
[2025-12-01T20:42:34.164749] [INFO ] [sig       ] MWA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:34.302671] [INFO ] [LOCAL     ] Saved forecast: MWA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MWA.txt
[2025-12-01T20:42:34.302797] [INFO ] [sig       ] [2205/3634] Completed MWA in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-01T20:42:34.302834] [INFO ] [sig       ] [2206/3634] Forecasting MX...
[2025-12-01T20:42:34.302863] [INFO ] [sig       ] Generating forecast for: MX
[2025-12-01T20:42:34.302890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MX' from 'https://tdm.silogroup.org/data/derivative_storage/MX.csv'.
[2025-12-01T20:42:34.313321] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MX'.
[2025-12-01T20:42:34.313656] [INFO ] [FORECASTER] Starting predict_future for MX
[2025-12-01T20:42:34.314423] [DEBUG] [LOCAL     ] No optimal features file found for MX: ./output/feature-sets/MX.txt
[2025-12-01T20:42:34.314473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:34.314506] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:34.314532] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:34.314613] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:34.372169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:34.372989] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:34.373070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:34.373101] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:34.490731] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:34.490861] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:34.490910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:34.490943] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:34.494228] [DEBUG] [FORECASTER] MX: Forecast T+1@11:T+2@11: DOWN (p=34.91%)
[2025-12-01T20:42:34.494490] [INFO ] [FORECASTER] Completed predict_future for MX
[2025-12-01T20:42:34.494628] [INFO ] [sig       ] MX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:34.635813] [INFO ] [LOCAL     ] Saved forecast: MX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MX.txt
[2025-12-01T20:42:34.635939] [INFO ] [sig       ] [2206/3634] Completed MX in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-01T20:42:34.635980] [INFO ] [sig       ] [2207/3634] Forecasting MXF...
[2025-12-01T20:42:34.636008] [INFO ] [sig       ] Generating forecast for: MXF
[2025-12-01T20:42:34.636036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXF' from 'https://tdm.silogroup.org/data/derivative_storage/MXF.csv'.
[2025-12-01T20:42:34.647314] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXF'.
[2025-12-01T20:42:34.647619] [INFO ] [FORECASTER] Starting predict_future for MXF
[2025-12-01T20:42:34.648361] [DEBUG] [LOCAL     ] No optimal features file found for MXF: ./output/feature-sets/MXF.txt
[2025-12-01T20:42:34.648410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:34.648439] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:34.648465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:34.648519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:34.705642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:34.706221] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:34.706296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:34.706357] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:34.834999] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:34.835147] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:34.835187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:34.835217] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:34.838534] [DEBUG] [FORECASTER] MXF: Forecast T+1@11:T+2@11: UP (p=61.13%)
[2025-12-01T20:42:34.838818] [INFO ] [FORECASTER] Completed predict_future for MXF
[2025-12-01T20:42:34.838942] [INFO ] [sig       ] MXF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:34.976756] [INFO ] [LOCAL     ] Saved forecast: MXF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MXF.txt
[2025-12-01T20:42:34.976866] [INFO ] [sig       ] [2207/3634] Completed MXF in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-01T20:42:34.976900] [INFO ] [sig       ] [2208/3634] Forecasting MXL...
[2025-12-01T20:42:34.976929] [INFO ] [sig       ] Generating forecast for: MXL
[2025-12-01T20:42:34.976957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MXL' from 'https://tdm.silogroup.org/data/derivative_storage/MXL.csv'.
[2025-12-01T20:42:34.988112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MXL'.
[2025-12-01T20:42:34.988418] [INFO ] [FORECASTER] Starting predict_future for MXL
[2025-12-01T20:42:34.989179] [DEBUG] [LOCAL     ] No optimal features file found for MXL: ./output/feature-sets/MXL.txt
[2025-12-01T20:42:34.989230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:34.989262] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:34.989290] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:34.989347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:35.046764] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:35.047418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:35.047495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:35.047528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:35.165496] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:35.165630] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:35.165670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:35.165696] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:35.168834] [DEBUG] [FORECASTER] MXL: Forecast T+1@11:T+2@11: DOWN (p=18.31%)
[2025-12-01T20:42:35.169091] [INFO ] [FORECASTER] Completed predict_future for MXL
[2025-12-01T20:42:35.169208] [INFO ] [sig       ] MXL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:35.316765] [INFO ] [LOCAL     ] Saved forecast: MXL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MXL.txt
[2025-12-01T20:42:35.316887] [INFO ] [sig       ] [2208/3634] Completed MXL in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-01T20:42:35.316930] [INFO ] [sig       ] [2209/3634] Forecasting MYE...
[2025-12-01T20:42:35.316958] [INFO ] [sig       ] Generating forecast for: MYE
[2025-12-01T20:42:35.316987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYE' from 'https://tdm.silogroup.org/data/derivative_storage/MYE.csv'.
[2025-12-01T20:42:35.327979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYE'.
[2025-12-01T20:42:35.328257] [INFO ] [FORECASTER] Starting predict_future for MYE
[2025-12-01T20:42:35.329023] [DEBUG] [LOCAL     ] No optimal features file found for MYE: ./output/feature-sets/MYE.txt
[2025-12-01T20:42:35.329071] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:35.329100] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:35.329126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:35.329180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:35.384533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:35.385333] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:35.385409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:35.385449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:35.503615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:35.503754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:35.503789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:35.503815] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:35.507003] [DEBUG] [FORECASTER] MYE: Forecast T+1@11:T+2@11: UP (p=93.15%)
[2025-12-01T20:42:35.507257] [INFO ] [FORECASTER] Completed predict_future for MYE
[2025-12-01T20:42:35.507372] [INFO ] [sig       ] MYE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:35.644120] [INFO ] [LOCAL     ] Saved forecast: MYE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/MYE.txt
[2025-12-01T20:42:35.644231] [INFO ] [sig       ] [2209/3634] Completed MYE in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 8.0m
[2025-12-01T20:42:35.644266] [INFO ] [sig       ] [2210/3634] Forecasting MYGN...
[2025-12-01T20:42:35.644293] [INFO ] [sig       ] Generating forecast for: MYGN
[2025-12-01T20:42:35.644321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYGN' from 'https://tdm.silogroup.org/data/derivative_storage/MYGN.csv'.
[2025-12-01T20:42:35.654900] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MYGN'.
[2025-12-01T20:42:35.655154] [INFO ] [FORECASTER] Starting predict_future for MYGN
[2025-12-01T20:42:35.655922] [DEBUG] [LOCAL     ] No optimal features file found for MYGN: ./output/feature-sets/MYGN.txt
[2025-12-01T20:42:35.655970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:35.656000] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:35.656026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:35.656080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:35.711406] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:35.711980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:35.712053] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:35.712083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:35.826767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:35.826898] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:35.826933] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:35.826967] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:35.830130] [DEBUG] [FORECASTER] MYGN: Forecast T+1@11:T+2@11: DOWN (p=27.94%)
[2025-12-01T20:42:35.830382] [INFO ] [FORECASTER] Completed predict_future for MYGN
[2025-12-01T20:42:35.830515] [INFO ] [sig       ] MYGN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:35.967464] [INFO ] [LOCAL     ] Saved forecast: MYGN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/MYGN.txt
[2025-12-01T20:42:35.967628] [INFO ] [sig       ] [2210/3634] Completed MYGN in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-01T20:42:35.967668] [INFO ] [sig       ] [2211/3634] Forecasting MYI...
[2025-12-01T20:42:35.967697] [INFO ] [sig       ] Generating forecast for: MYI
[2025-12-01T20:42:35.967725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYI' from 'https://tdm.silogroup.org/data/derivative_storage/MYI.csv'.
[2025-12-01T20:42:35.978124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYI'.
[2025-12-01T20:42:35.978398] [INFO ] [FORECASTER] Starting predict_future for MYI
[2025-12-01T20:42:35.979141] [DEBUG] [LOCAL     ] No optimal features file found for MYI: ./output/feature-sets/MYI.txt
[2025-12-01T20:42:35.979190] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:35.979220] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:35.979245] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:35.979299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:36.034750] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:36.035368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:36.035442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:36.035473] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:36.154854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:36.155004] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:36.155040] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:36.155068] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:36.158249] [DEBUG] [FORECASTER] MYI: Forecast T+1@11:T+2@11: DOWN (p=2.22%)
[2025-12-01T20:42:36.161470] [INFO ] [FORECASTER] Completed predict_future for MYI
[2025-12-01T20:42:36.161629] [INFO ] [sig       ] MYI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:36.299055] [INFO ] [LOCAL     ] Saved forecast: MYI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MYI.txt
[2025-12-01T20:42:36.299201] [INFO ] [sig       ] [2211/3634] Completed MYI in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-01T20:42:36.299240] [INFO ] [sig       ] [2212/3634] Forecasting MYN...
[2025-12-01T20:42:36.299269] [INFO ] [sig       ] Generating forecast for: MYN
[2025-12-01T20:42:36.299298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYN' from 'https://tdm.silogroup.org/data/derivative_storage/MYN.csv'.
[2025-12-01T20:42:36.310467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'MYN'.
[2025-12-01T20:42:36.310829] [INFO ] [FORECASTER] Starting predict_future for MYN
[2025-12-01T20:42:36.311628] [DEBUG] [LOCAL     ] No optimal features file found for MYN: ./output/feature-sets/MYN.txt
[2025-12-01T20:42:36.311679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:36.311709] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:36.311736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:36.311791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:36.367303] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:36.367900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:36.367974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:36.368005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:36.485313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:36.485459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:36.485512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:36.485540] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:36.488799] [DEBUG] [FORECASTER] MYN: Forecast T+1@11:T+2@11: DOWN (p=32.71%)
[2025-12-01T20:42:36.489052] [INFO ] [FORECASTER] Completed predict_future for MYN
[2025-12-01T20:42:36.489169] [INFO ] [sig       ] MYN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:36.626819] [INFO ] [LOCAL     ] Saved forecast: MYN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/MYN.txt
[2025-12-01T20:42:36.626957] [INFO ] [sig       ] [2212/3634] Completed MYN in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-01T20:42:36.626993] [INFO ] [sig       ] [2213/3634] Forecasting MYRG...
[2025-12-01T20:42:36.627022] [INFO ] [sig       ] Generating forecast for: MYRG
[2025-12-01T20:42:36.627051] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'MYRG' from 'https://tdm.silogroup.org/data/derivative_storage/MYRG.csv'.
[2025-12-01T20:42:36.637450] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'MYRG'.
[2025-12-01T20:42:36.637725] [INFO ] [FORECASTER] Starting predict_future for MYRG
[2025-12-01T20:42:36.638459] [DEBUG] [LOCAL     ] No optimal features file found for MYRG: ./output/feature-sets/MYRG.txt
[2025-12-01T20:42:36.638507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:36.638538] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:36.638563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:36.638640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:36.693362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:36.693929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:36.694001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:36.694031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:36.809887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:36.809993] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:36.810026] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:36.810053] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:36.813111] [DEBUG] [FORECASTER] MYRG: Forecast T+1@11:T+2@11: UP (p=67.66%)
[2025-12-01T20:42:36.813362] [INFO ] [FORECASTER] Completed predict_future for MYRG
[2025-12-01T20:42:36.813476] [INFO ] [sig       ] MYRG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:42:36.950116] [INFO ] [LOCAL     ] Saved forecast: MYRG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/MYRG.txt
[2025-12-01T20:42:36.950221] [INFO ] [sig       ] [2213/3634] Completed MYRG in 0.3s | 2.99 sym/s | Total: 12.3m | ETA: 7.9m
[2025-12-01T20:42:36.950256] [INFO ] [sig       ] [2214/3634] Forecasting NA...
[2025-12-01T20:42:36.950287] [INFO ] [sig       ] Generating forecast for: NA
[2025-12-01T20:42:36.950316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NA' from 'https://tdm.silogroup.org/data/derivative_storage/NA.csv'.
[2025-12-01T20:42:36.961150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NA'.
[2025-12-01T20:42:36.961450] [INFO ] [FORECASTER] Starting predict_future for NA
[2025-12-01T20:42:36.962216] [DEBUG] [LOCAL     ] No optimal features file found for NA: ./output/feature-sets/NA.txt
[2025-12-01T20:42:36.962267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:36.962328] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:36.962356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:36.962412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:37.017801] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:37.018507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:37.018616] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:37.018649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:37.134882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:37.134983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:37.135016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:37.135042] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:37.138074] [DEBUG] [FORECASTER] NA: Forecast T+1@11:T+2@11: DOWN (p=37.49%)
[2025-12-01T20:42:37.138346] [INFO ] [FORECASTER] Completed predict_future for NA
[2025-12-01T20:42:37.138462] [INFO ] [sig       ] NA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:37.274932] [INFO ] [LOCAL     ] Saved forecast: NA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NA.txt
[2025-12-01T20:42:37.275035] [INFO ] [sig       ] [2214/3634] Completed NA in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-01T20:42:37.275070] [INFO ] [sig       ] [2215/3634] Forecasting NAAS...
[2025-12-01T20:42:37.275099] [INFO ] [sig       ] Generating forecast for: NAAS
[2025-12-01T20:42:37.275127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAAS' from 'https://tdm.silogroup.org/data/derivative_storage/NAAS.csv'.
[2025-12-01T20:42:37.286019] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NAAS'.
[2025-12-01T20:42:37.286274] [INFO ] [FORECASTER] Starting predict_future for NAAS
[2025-12-01T20:42:37.287021] [DEBUG] [LOCAL     ] No optimal features file found for NAAS: ./output/feature-sets/NAAS.txt
[2025-12-01T20:42:37.287069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:37.287099] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:37.287124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:37.287177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:37.344960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:37.345619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:37.345701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:37.345732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:37.463330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:37.463431] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:37.463465] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:37.463491] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:37.466546] [DEBUG] [FORECASTER] NAAS: Forecast T+1@11:T+2@11: UP (p=94.79%)
[2025-12-01T20:42:37.466813] [INFO ] [FORECASTER] Completed predict_future for NAAS
[2025-12-01T20:42:37.466930] [INFO ] [sig       ] NAAS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:42:37.603780] [INFO ] [LOCAL     ] Saved forecast: NAAS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NAAS.txt
[2025-12-01T20:42:37.603886] [INFO ] [sig       ] [2215/3634] Completed NAAS in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-01T20:42:37.603921] [INFO ] [sig       ] [2216/3634] Forecasting NABL...
[2025-12-01T20:42:37.603949] [INFO ] [sig       ] Generating forecast for: NABL
[2025-12-01T20:42:37.603976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NABL' from 'https://tdm.silogroup.org/data/derivative_storage/NABL.csv'.
[2025-12-01T20:42:37.614805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NABL'.
[2025-12-01T20:42:37.615064] [INFO ] [FORECASTER] Starting predict_future for NABL
[2025-12-01T20:42:37.615804] [DEBUG] [LOCAL     ] No optimal features file found for NABL: ./output/feature-sets/NABL.txt
[2025-12-01T20:42:37.615859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:37.615889] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:37.615925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:37.615980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:37.670848] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:37.671418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:37.671493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:37.671523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:37.787617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:37.787757] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:37.787794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:37.787821] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:37.791012] [DEBUG] [FORECASTER] NABL: Forecast T+1@11:T+2@11: DOWN (p=18.92%)
[2025-12-01T20:42:37.791267] [INFO ] [FORECASTER] Completed predict_future for NABL
[2025-12-01T20:42:37.791388] [INFO ] [sig       ] NABL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:37.927526] [INFO ] [LOCAL     ] Saved forecast: NABL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NABL.txt
[2025-12-01T20:42:37.927647] [INFO ] [sig       ] [2216/3634] Completed NABL in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-01T20:42:37.927684] [INFO ] [sig       ] [2217/3634] Forecasting NAC...
[2025-12-01T20:42:37.927713] [INFO ] [sig       ] Generating forecast for: NAC
[2025-12-01T20:42:37.927741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAC' from 'https://tdm.silogroup.org/data/derivative_storage/NAC.csv'.
[2025-12-01T20:42:37.938700] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAC'.
[2025-12-01T20:42:37.938967] [INFO ] [FORECASTER] Starting predict_future for NAC
[2025-12-01T20:42:37.939710] [DEBUG] [LOCAL     ] No optimal features file found for NAC: ./output/feature-sets/NAC.txt
[2025-12-01T20:42:37.939758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:37.939787] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:37.939812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:37.939866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:37.995067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:37.995644] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:37.995717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:37.995748] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:38.111560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:38.111696] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:38.111730] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:38.111786] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:38.114883] [DEBUG] [FORECASTER] NAC: Forecast T+1@11:T+2@11: UP (p=84.66%)
[2025-12-01T20:42:38.115136] [INFO ] [FORECASTER] Completed predict_future for NAC
[2025-12-01T20:42:38.115255] [INFO ] [sig       ] NAC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:38.254126] [INFO ] [LOCAL     ] Saved forecast: NAC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NAC.txt
[2025-12-01T20:42:38.254271] [INFO ] [sig       ] [2217/3634] Completed NAC in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-01T20:42:38.254308] [INFO ] [sig       ] [2218/3634] Forecasting NAD...
[2025-12-01T20:42:38.254335] [INFO ] [sig       ] Generating forecast for: NAD
[2025-12-01T20:42:38.254365] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAD' from 'https://tdm.silogroup.org/data/derivative_storage/NAD.csv'.
[2025-12-01T20:42:38.265402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAD'.
[2025-12-01T20:42:38.265695] [INFO ] [FORECASTER] Starting predict_future for NAD
[2025-12-01T20:42:38.266475] [DEBUG] [LOCAL     ] No optimal features file found for NAD: ./output/feature-sets/NAD.txt
[2025-12-01T20:42:38.266527] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:38.266558] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:38.266613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:38.266673] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:38.321636] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:38.322184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:38.322257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:38.322287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:38.440151] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:38.440274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:38.440313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:38.440341] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:38.443448] [DEBUG] [FORECASTER] NAD: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-01T20:42:38.443717] [INFO ] [FORECASTER] Completed predict_future for NAD
[2025-12-01T20:42:38.443834] [INFO ] [sig       ] NAD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:38.581082] [INFO ] [LOCAL     ] Saved forecast: NAD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NAD.txt
[2025-12-01T20:42:38.581185] [INFO ] [sig       ] [2218/3634] Completed NAD in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-01T20:42:38.581221] [INFO ] [sig       ] [2219/3634] Forecasting NAMS...
[2025-12-01T20:42:38.581248] [INFO ] [sig       ] Generating forecast for: NAMS
[2025-12-01T20:42:38.581276] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAMS' from 'https://tdm.silogroup.org/data/derivative_storage/NAMS.csv'.
[2025-12-01T20:42:38.594069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAMS'.
[2025-12-01T20:42:38.594330] [INFO ] [FORECASTER] Starting predict_future for NAMS
[2025-12-01T20:42:38.595070] [DEBUG] [LOCAL     ] No optimal features file found for NAMS: ./output/feature-sets/NAMS.txt
[2025-12-01T20:42:38.595119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:38.595148] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:38.595173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:38.595227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:38.650327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:38.650897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:38.650970] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:38.651000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:38.766862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:38.766953] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:38.766986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:38.767013] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:38.769991] [DEBUG] [FORECASTER] NAMS: Forecast T+1@11:T+2@11: DOWN (p=31.20%)
[2025-12-01T20:42:38.770240] [INFO ] [FORECASTER] Completed predict_future for NAMS
[2025-12-01T20:42:38.770355] [INFO ] [sig       ] NAMS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:38.907317] [INFO ] [LOCAL     ] Saved forecast: NAMS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NAMS.txt
[2025-12-01T20:42:38.907424] [INFO ] [sig       ] [2219/3634] Completed NAMS in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-01T20:42:38.907460] [INFO ] [sig       ] [2220/3634] Forecasting NATH...
[2025-12-01T20:42:38.907488] [INFO ] [sig       ] Generating forecast for: NATH
[2025-12-01T20:42:38.907522] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATH' from 'https://tdm.silogroup.org/data/derivative_storage/NATH.csv'.
[2025-12-01T20:42:38.918824] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATH'.
[2025-12-01T20:42:38.919116] [INFO ] [FORECASTER] Starting predict_future for NATH
[2025-12-01T20:42:38.919848] [DEBUG] [LOCAL     ] No optimal features file found for NATH: ./output/feature-sets/NATH.txt
[2025-12-01T20:42:38.919896] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:38.919926] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:38.919951] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:38.920004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:38.974543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:38.975353] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:38.975435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:38.975466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:39.081271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:39.081424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:39.081461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:39.081487] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:39.084720] [DEBUG] [FORECASTER] NATH: Forecast T+1@11:T+2@11: DOWN (p=8.00%)
[2025-12-01T20:42:39.084976] [INFO ] [FORECASTER] Completed predict_future for NATH
[2025-12-01T20:42:39.085098] [INFO ] [sig       ] NATH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:39.224863] [INFO ] [LOCAL     ] Saved forecast: NATH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NATH.txt
[2025-12-01T20:42:39.225014] [INFO ] [sig       ] [2220/3634] Completed NATH in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-01T20:42:39.225059] [INFO ] [sig       ] [2221/3634] Forecasting NATL...
[2025-12-01T20:42:39.225089] [INFO ] [sig       ] Generating forecast for: NATL
[2025-12-01T20:42:39.225117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NATL' from 'https://tdm.silogroup.org/data/derivative_storage/NATL.csv'.
[2025-12-01T20:42:39.236285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NATL'.
[2025-12-01T20:42:39.236622] [INFO ] [FORECASTER] Starting predict_future for NATL
[2025-12-01T20:42:39.237361] [DEBUG] [LOCAL     ] No optimal features file found for NATL: ./output/feature-sets/NATL.txt
[2025-12-01T20:42:39.237410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:39.237440] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:39.237465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:39.237520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:39.291852] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:39.292598] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:39.292677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:39.292707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:39.411008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:39.411161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:39.411197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:39.411224] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:39.414425] [DEBUG] [FORECASTER] NATL: Forecast T+1@11:T+2@11: UP (p=87.60%)
[2025-12-01T20:42:39.414712] [INFO ] [FORECASTER] Completed predict_future for NATL
[2025-12-01T20:42:39.414840] [INFO ] [sig       ] NATL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:39.550313] [INFO ] [LOCAL     ] Saved forecast: NATL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NATL.txt
[2025-12-01T20:42:39.550445] [INFO ] [sig       ] [2221/3634] Completed NATL in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-01T20:42:39.550483] [INFO ] [sig       ] [2222/3634] Forecasting NAVI...
[2025-12-01T20:42:39.550511] [INFO ] [sig       ] Generating forecast for: NAVI
[2025-12-01T20:42:39.550539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAVI' from 'https://tdm.silogroup.org/data/derivative_storage/NAVI.csv'.
[2025-12-01T20:42:39.561931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAVI'.
[2025-12-01T20:42:39.562236] [INFO ] [FORECASTER] Starting predict_future for NAVI
[2025-12-01T20:42:39.562978] [DEBUG] [LOCAL     ] No optimal features file found for NAVI: ./output/feature-sets/NAVI.txt
[2025-12-01T20:42:39.563026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:39.563056] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:39.563082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:39.563135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:39.617979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:39.618796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:39.618875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:39.618907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:39.740610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:39.740743] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:39.740780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:39.740808] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:39.744018] [DEBUG] [FORECASTER] NAVI: Forecast T+1@11:T+2@11: DOWN (p=5.15%)
[2025-12-01T20:42:39.744276] [INFO ] [FORECASTER] Completed predict_future for NAVI
[2025-12-01T20:42:39.744394] [INFO ] [sig       ] NAVI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:39.881641] [INFO ] [LOCAL     ] Saved forecast: NAVI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NAVI.txt
[2025-12-01T20:42:39.881777] [INFO ] [sig       ] [2222/3634] Completed NAVI in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-01T20:42:39.881827] [INFO ] [sig       ] [2223/3634] Forecasting NAZ...
[2025-12-01T20:42:39.881871] [INFO ] [sig       ] Generating forecast for: NAZ
[2025-12-01T20:42:39.881911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NAZ' from 'https://tdm.silogroup.org/data/derivative_storage/NAZ.csv'.
[2025-12-01T20:42:39.893871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NAZ'.
[2025-12-01T20:42:39.894164] [INFO ] [FORECASTER] Starting predict_future for NAZ
[2025-12-01T20:42:39.894899] [DEBUG] [LOCAL     ] No optimal features file found for NAZ: ./output/feature-sets/NAZ.txt
[2025-12-01T20:42:39.894948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:39.894979] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:39.895006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:39.895061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:39.953239] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:39.953888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:39.953979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:39.954013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:40.053824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:40.053902] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:40.053935] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:40.053978] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:40.056863] [DEBUG] [FORECASTER] NAZ: Forecast T+1@11:T+2@11: DOWN (p=30.18%)
[2025-12-01T20:42:40.057107] [INFO ] [FORECASTER] Completed predict_future for NAZ
[2025-12-01T20:42:40.057220] [INFO ] [sig       ] NAZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:40.193994] [INFO ] [LOCAL     ] Saved forecast: NAZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NAZ.txt
[2025-12-01T20:42:40.194095] [INFO ] [sig       ] [2223/3634] Completed NAZ in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-01T20:42:40.194130] [INFO ] [sig       ] [2224/3634] Forecasting NB...
[2025-12-01T20:42:40.194159] [INFO ] [sig       ] Generating forecast for: NB
[2025-12-01T20:42:40.194186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NB' from 'https://tdm.silogroup.org/data/derivative_storage/NB.csv'.
[2025-12-01T20:42:40.205373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NB'.
[2025-12-01T20:42:40.205643] [INFO ] [FORECASTER] Starting predict_future for NB
[2025-12-01T20:42:40.206344] [DEBUG] [LOCAL     ] No optimal features file found for NB: ./output/feature-sets/NB.txt
[2025-12-01T20:42:40.206393] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:40.206421] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:40.206447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:40.206502] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:40.260985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:40.261542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:40.261656] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:40.261688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:40.373248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:40.373331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:40.373364] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:40.373389] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:40.376294] [DEBUG] [FORECASTER] NB: Forecast T+1@11:T+2@11: DOWN (p=9.41%)
[2025-12-01T20:42:40.376538] [INFO ] [FORECASTER] Completed predict_future for NB
[2025-12-01T20:42:40.376669] [INFO ] [sig       ] NB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:40.513491] [INFO ] [LOCAL     ] Saved forecast: NB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NB.txt
[2025-12-01T20:42:40.513604] [INFO ] [sig       ] [2224/3634] Completed NB in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-01T20:42:40.513641] [INFO ] [sig       ] [2225/3634] Forecasting NBB...
[2025-12-01T20:42:40.513669] [INFO ] [sig       ] Generating forecast for: NBB
[2025-12-01T20:42:40.513696] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBB' from 'https://tdm.silogroup.org/data/derivative_storage/NBB.csv'.
[2025-12-01T20:42:40.525558] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NBB'.
[2025-12-01T20:42:40.525921] [INFO ] [FORECASTER] Starting predict_future for NBB
[2025-12-01T20:42:40.526800] [DEBUG] [LOCAL     ] No optimal features file found for NBB: ./output/feature-sets/NBB.txt
[2025-12-01T20:42:40.526852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:40.526884] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:40.526909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:40.526963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:40.583455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:40.584348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:40.584435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:40.584468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:40.700488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:40.700663] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:40.700702] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:40.700728] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:40.704025] [DEBUG] [FORECASTER] NBB: Forecast T+1@11:T+2@11: DOWN (p=5.82%)
[2025-12-01T20:42:40.704287] [INFO ] [FORECASTER] Completed predict_future for NBB
[2025-12-01T20:42:40.704409] [INFO ] [sig       ] NBB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:40.893909] [INFO ] [LOCAL     ] Saved forecast: NBB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NBB.txt
[2025-12-01T20:42:40.894060] [INFO ] [sig       ] [2225/3634] Completed NBB in 0.4s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-01T20:42:40.894097] [INFO ] [sig       ] [2226/3634] Forecasting NBBK...
[2025-12-01T20:42:40.894126] [INFO ] [sig       ] Generating forecast for: NBBK
[2025-12-01T20:42:40.894154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBBK' from 'https://tdm.silogroup.org/data/derivative_storage/NBBK.csv'.
[2025-12-01T20:42:40.905326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBBK'.
[2025-12-01T20:42:40.905642] [INFO ] [FORECASTER] Starting predict_future for NBBK
[2025-12-01T20:42:40.906397] [DEBUG] [LOCAL     ] No optimal features file found for NBBK: ./output/feature-sets/NBBK.txt
[2025-12-01T20:42:40.906445] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:40.906475] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:40.906499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:40.906553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:40.963974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:40.964884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:40.964972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:40.965004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:41.087741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:41.087914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:41.087953] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:41.087979] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:41.091391] [DEBUG] [FORECASTER] NBBK: Forecast T+1@11:T+2@11: DOWN (p=14.08%)
[2025-12-01T20:42:41.091686] [INFO ] [FORECASTER] Completed predict_future for NBBK
[2025-12-01T20:42:41.091815] [INFO ] [sig       ] NBBK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:41.231633] [INFO ] [LOCAL     ] Saved forecast: NBBK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NBBK.txt
[2025-12-01T20:42:41.231796] [INFO ] [sig       ] [2226/3634] Completed NBBK in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-01T20:42:41.231835] [INFO ] [sig       ] [2227/3634] Forecasting NBHC...
[2025-12-01T20:42:41.231862] [INFO ] [sig       ] Generating forecast for: NBHC
[2025-12-01T20:42:41.231890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBHC' from 'https://tdm.silogroup.org/data/derivative_storage/NBHC.csv'.
[2025-12-01T20:42:41.243352] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NBHC'.
[2025-12-01T20:42:41.243773] [INFO ] [FORECASTER] Starting predict_future for NBHC
[2025-12-01T20:42:41.244567] [DEBUG] [LOCAL     ] No optimal features file found for NBHC: ./output/feature-sets/NBHC.txt
[2025-12-01T20:42:41.244634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:41.244665] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:41.244690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:41.244757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:41.301394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:41.302319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:41.302404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:41.302436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:41.418956] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:41.419123] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:41.419163] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:41.419191] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:41.422596] [DEBUG] [FORECASTER] NBHC: Forecast T+1@11:T+2@11: DOWN (p=24.41%)
[2025-12-01T20:42:41.422865] [INFO ] [FORECASTER] Completed predict_future for NBHC
[2025-12-01T20:42:41.423014] [INFO ] [sig       ] NBHC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:41.571993] [INFO ] [LOCAL     ] Saved forecast: NBHC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NBHC.txt
[2025-12-01T20:42:41.572158] [INFO ] [sig       ] [2227/3634] Completed NBHC in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.9m
[2025-12-01T20:42:41.572196] [INFO ] [sig       ] [2228/3634] Forecasting NBIX...
[2025-12-01T20:42:41.572225] [INFO ] [sig       ] Generating forecast for: NBIX
[2025-12-01T20:42:41.572283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBIX' from 'https://tdm.silogroup.org/data/derivative_storage/NBIX.csv'.
[2025-12-01T20:42:41.583182] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBIX'.
[2025-12-01T20:42:41.583453] [INFO ] [FORECASTER] Starting predict_future for NBIX
[2025-12-01T20:42:41.584257] [DEBUG] [LOCAL     ] No optimal features file found for NBIX: ./output/feature-sets/NBIX.txt
[2025-12-01T20:42:41.584306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:41.584336] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:41.584360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:41.584414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:41.639519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:41.640419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:41.640524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:41.640559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:41.764180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:41.764351] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:41.764391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:41.764420] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:41.767776] [DEBUG] [FORECASTER] NBIX: Forecast T+1@11:T+2@11: DOWN (p=9.77%)
[2025-12-01T20:42:41.768037] [INFO ] [FORECASTER] Completed predict_future for NBIX
[2025-12-01T20:42:41.768159] [INFO ] [sig       ] NBIX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:41.904987] [INFO ] [LOCAL     ] Saved forecast: NBIX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NBIX.txt
[2025-12-01T20:42:41.905119] [INFO ] [sig       ] [2228/3634] Completed NBIX in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-01T20:42:41.905176] [INFO ] [sig       ] [2229/3634] Forecasting NBN...
[2025-12-01T20:42:41.905205] [INFO ] [sig       ] Generating forecast for: NBN
[2025-12-01T20:42:41.905234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBN' from 'https://tdm.silogroup.org/data/derivative_storage/NBN.csv'.
[2025-12-01T20:42:41.916596] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBN'.
[2025-12-01T20:42:41.916840] [INFO ] [FORECASTER] Starting predict_future for NBN
[2025-12-01T20:42:41.917560] [DEBUG] [LOCAL     ] No optimal features file found for NBN: ./output/feature-sets/NBN.txt
[2025-12-01T20:42:41.917638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:41.917669] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:41.917695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:41.917749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:41.972415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:41.973249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:41.973331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:41.973361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:42.090665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:42.090817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:42.090853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:42.090880] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:42.094081] [DEBUG] [FORECASTER] NBN: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-12-01T20:42:42.094335] [INFO ] [FORECASTER] Completed predict_future for NBN
[2025-12-01T20:42:42.094456] [INFO ] [sig       ] NBN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:42.230466] [INFO ] [LOCAL     ] Saved forecast: NBN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NBN.txt
[2025-12-01T20:42:42.230594] [INFO ] [sig       ] [2229/3634] Completed NBN in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-01T20:42:42.230632] [INFO ] [sig       ] [2230/3634] Forecasting NBTB...
[2025-12-01T20:42:42.230660] [INFO ] [sig       ] Generating forecast for: NBTB
[2025-12-01T20:42:42.230687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBTB' from 'https://tdm.silogroup.org/data/derivative_storage/NBTB.csv'.
[2025-12-01T20:42:42.242649] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBTB'.
[2025-12-01T20:42:42.243082] [INFO ] [FORECASTER] Starting predict_future for NBTB
[2025-12-01T20:42:42.244067] [DEBUG] [LOCAL     ] No optimal features file found for NBTB: ./output/feature-sets/NBTB.txt
[2025-12-01T20:42:42.244119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:42.244151] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:42.244176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:42.244231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:42.303564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:42.304480] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:42.304568] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:42.304621] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:42.426679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:42.426854] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:42.426909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:42.426944] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:42.430511] [DEBUG] [FORECASTER] NBTB: Forecast T+1@11:T+2@11: DOWN (p=5.33%)
[2025-12-01T20:42:42.430806] [INFO ] [FORECASTER] Completed predict_future for NBTB
[2025-12-01T20:42:42.430936] [INFO ] [sig       ] NBTB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:42.586855] [INFO ] [LOCAL     ] Saved forecast: NBTB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NBTB.txt
[2025-12-01T20:42:42.587007] [INFO ] [sig       ] [2230/3634] Completed NBTB in 0.4s | 2.99 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-01T20:42:42.587058] [INFO ] [sig       ] [2231/3634] Forecasting NBXG...
[2025-12-01T20:42:42.587103] [INFO ] [sig       ] Generating forecast for: NBXG
[2025-12-01T20:42:42.587138] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NBXG' from 'https://tdm.silogroup.org/data/derivative_storage/NBXG.csv'.
[2025-12-01T20:42:42.599001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NBXG'.
[2025-12-01T20:42:42.599297] [INFO ] [FORECASTER] Starting predict_future for NBXG
[2025-12-01T20:42:42.600049] [DEBUG] [LOCAL     ] No optimal features file found for NBXG: ./output/feature-sets/NBXG.txt
[2025-12-01T20:42:42.600097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:42.600156] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:42.600183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:42.600238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:42.654833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:42.655415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:42.655493] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:42.655523] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:42.773071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:42.773201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:42.773235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:42.773262] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:42.776412] [DEBUG] [FORECASTER] NBXG: Forecast T+1@11:T+2@11: DOWN (p=7.83%)
[2025-12-01T20:42:42.776690] [INFO ] [FORECASTER] Completed predict_future for NBXG
[2025-12-01T20:42:42.776806] [INFO ] [sig       ] NBXG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:42.926815] [INFO ] [LOCAL     ] Saved forecast: NBXG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NBXG.txt
[2025-12-01T20:42:42.926938] [INFO ] [sig       ] [2231/3634] Completed NBXG in 0.3s | 2.99 sym/s | Total: 12.4m | ETA: 7.8m
[2025-12-01T20:42:42.926974] [INFO ] [sig       ] [2232/3634] Forecasting NC...
[2025-12-01T20:42:42.927002] [INFO ] [sig       ] Generating forecast for: NC
[2025-12-01T20:42:42.927030] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NC' from 'https://tdm.silogroup.org/data/derivative_storage/NC.csv'.
[2025-12-01T20:42:42.937999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NC'.
[2025-12-01T20:42:42.938283] [INFO ] [FORECASTER] Starting predict_future for NC
[2025-12-01T20:42:42.939067] [DEBUG] [LOCAL     ] No optimal features file found for NC: ./output/feature-sets/NC.txt
[2025-12-01T20:42:42.939117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:42.939148] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:42.939174] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:42.939231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:42.995141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:42.995727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:42.995804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:42.995836] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:43.097287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:43.097377] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:43.097411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:43.097437] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:43.100432] [DEBUG] [FORECASTER] NC: Forecast T+1@11:T+2@11: DOWN (p=31.85%)
[2025-12-01T20:42:43.100699] [INFO ] [FORECASTER] Completed predict_future for NC
[2025-12-01T20:42:43.100815] [INFO ] [sig       ] NC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:43.237118] [INFO ] [LOCAL     ] Saved forecast: NC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NC.txt
[2025-12-01T20:42:43.237259] [INFO ] [sig       ] [2232/3634] Completed NC in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-01T20:42:43.237297] [INFO ] [sig       ] [2233/3634] Forecasting NCA...
[2025-12-01T20:42:43.237324] [INFO ] [sig       ] Generating forecast for: NCA
[2025-12-01T20:42:43.237352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCA' from 'https://tdm.silogroup.org/data/derivative_storage/NCA.csv'.
[2025-12-01T20:42:43.248768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCA'.
[2025-12-01T20:42:43.249079] [INFO ] [FORECASTER] Starting predict_future for NCA
[2025-12-01T20:42:43.249833] [DEBUG] [LOCAL     ] No optimal features file found for NCA: ./output/feature-sets/NCA.txt
[2025-12-01T20:42:43.249882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:43.249911] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:43.249937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:43.249990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:43.304258] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:43.304922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:43.304997] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:43.305028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:43.423777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:43.423933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:43.423970] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:43.423997] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:43.427375] [DEBUG] [FORECASTER] NCA: Forecast T+1@11:T+2@11: UP (p=97.48%)
[2025-12-01T20:42:43.427659] [INFO ] [FORECASTER] Completed predict_future for NCA
[2025-12-01T20:42:43.427782] [INFO ] [sig       ] NCA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:43.572877] [INFO ] [LOCAL     ] Saved forecast: NCA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NCA.txt
[2025-12-01T20:42:43.573038] [INFO ] [sig       ] [2233/3634] Completed NCA in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-01T20:42:43.573083] [INFO ] [sig       ] [2234/3634] Forecasting NCLH...
[2025-12-01T20:42:43.573111] [INFO ] [sig       ] Generating forecast for: NCLH
[2025-12-01T20:42:43.573139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCLH' from 'https://tdm.silogroup.org/data/derivative_storage/NCLH.csv'.
[2025-12-01T20:42:43.584403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCLH'.
[2025-12-01T20:42:43.584776] [INFO ] [FORECASTER] Starting predict_future for NCLH
[2025-12-01T20:42:43.585532] [DEBUG] [LOCAL     ] No optimal features file found for NCLH: ./output/feature-sets/NCLH.txt
[2025-12-01T20:42:43.585600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:43.585632] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:43.585657] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:43.585712] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:43.645031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:43.645897] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:43.645978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:43.646009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:43.768758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:43.768914] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:43.768951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:43.768978] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:43.772414] [DEBUG] [FORECASTER] NCLH: Forecast T+1@11:T+2@11: UP (p=69.23%)
[2025-12-01T20:42:43.772761] [INFO ] [FORECASTER] Completed predict_future for NCLH
[2025-12-01T20:42:43.772897] [INFO ] [sig       ] NCLH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:43.910277] [INFO ] [LOCAL     ] Saved forecast: NCLH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NCLH.txt
[2025-12-01T20:42:43.910405] [INFO ] [sig       ] [2234/3634] Completed NCLH in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-01T20:42:43.910449] [INFO ] [sig       ] [2235/3634] Forecasting NCMI...
[2025-12-01T20:42:43.910483] [INFO ] [sig       ] Generating forecast for: NCMI
[2025-12-01T20:42:43.910518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCMI' from 'https://tdm.silogroup.org/data/derivative_storage/NCMI.csv'.
[2025-12-01T20:42:43.921633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCMI'.
[2025-12-01T20:42:43.921872] [INFO ] [FORECASTER] Starting predict_future for NCMI
[2025-12-01T20:42:43.922636] [DEBUG] [LOCAL     ] No optimal features file found for NCMI: ./output/feature-sets/NCMI.txt
[2025-12-01T20:42:43.922685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:43.922715] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:43.922740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:43.922795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:43.977897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:43.978534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:43.978624] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:43.978656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:44.095695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:44.095840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:44.095876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:44.095903] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:44.099146] [DEBUG] [FORECASTER] NCMI: Forecast T+1@11:T+2@11: DOWN (p=14.84%)
[2025-12-01T20:42:44.099402] [INFO ] [FORECASTER] Completed predict_future for NCMI
[2025-12-01T20:42:44.099523] [INFO ] [sig       ] NCMI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:44.237382] [INFO ] [LOCAL     ] Saved forecast: NCMI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NCMI.txt
[2025-12-01T20:42:44.237492] [INFO ] [sig       ] [2235/3634] Completed NCMI in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-01T20:42:44.237526] [INFO ] [sig       ] [2236/3634] Forecasting NCNA...
[2025-12-01T20:42:44.237555] [INFO ] [sig       ] Generating forecast for: NCNA
[2025-12-01T20:42:44.237600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNA' from 'https://tdm.silogroup.org/data/derivative_storage/NCNA.csv'.
[2025-12-01T20:42:44.251898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNA'.
[2025-12-01T20:42:44.252204] [INFO ] [FORECASTER] Starting predict_future for NCNA
[2025-12-01T20:42:44.252968] [DEBUG] [LOCAL     ] No optimal features file found for NCNA: ./output/feature-sets/NCNA.txt
[2025-12-01T20:42:44.253016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:44.253046] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:44.253070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:44.253124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:44.308444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:44.309065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:44.309138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:44.309168] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:44.418969] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:44.419123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:44.419179] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:44.419209] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:44.422474] [DEBUG] [FORECASTER] NCNA: Forecast T+1@11:T+2@11: DOWN (p=21.20%)
[2025-12-01T20:42:44.422749] [INFO ] [FORECASTER] Completed predict_future for NCNA
[2025-12-01T20:42:44.422865] [INFO ] [sig       ] NCNA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:44.561899] [INFO ] [LOCAL     ] Saved forecast: NCNA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NCNA.txt
[2025-12-01T20:42:44.562006] [INFO ] [sig       ] [2236/3634] Completed NCNA in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-01T20:42:44.562042] [INFO ] [sig       ] [2237/3634] Forecasting NCNO...
[2025-12-01T20:42:44.562069] [INFO ] [sig       ] Generating forecast for: NCNO
[2025-12-01T20:42:44.562096] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCNO' from 'https://tdm.silogroup.org/data/derivative_storage/NCNO.csv'.
[2025-12-01T20:42:44.572805] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCNO'.
[2025-12-01T20:42:44.573063] [INFO ] [FORECASTER] Starting predict_future for NCNO
[2025-12-01T20:42:44.573785] [DEBUG] [LOCAL     ] No optimal features file found for NCNO: ./output/feature-sets/NCNO.txt
[2025-12-01T20:42:44.573833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:44.573863] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:44.573889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:44.573946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:44.630093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:44.630727] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:44.630801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:44.630832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:44.751405] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:44.751515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:44.751548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:44.751591] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:44.754646] [DEBUG] [FORECASTER] NCNO: Forecast T+1@11:T+2@11: UP (p=86.54%)
[2025-12-01T20:42:44.754900] [INFO ] [FORECASTER] Completed predict_future for NCNO
[2025-12-01T20:42:44.755015] [INFO ] [sig       ] NCNO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:44.892506] [INFO ] [LOCAL     ] Saved forecast: NCNO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NCNO.txt
[2025-12-01T20:42:44.892638] [INFO ] [sig       ] [2237/3634] Completed NCNO in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-01T20:42:44.892678] [INFO ] [sig       ] [2238/3634] Forecasting NCTY...
[2025-12-01T20:42:44.892706] [INFO ] [sig       ] Generating forecast for: NCTY
[2025-12-01T20:42:44.892733] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCTY' from 'https://tdm.silogroup.org/data/derivative_storage/NCTY.csv'.
[2025-12-01T20:42:44.904045] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCTY'.
[2025-12-01T20:42:44.904337] [INFO ] [FORECASTER] Starting predict_future for NCTY
[2025-12-01T20:42:44.905073] [DEBUG] [LOCAL     ] No optimal features file found for NCTY: ./output/feature-sets/NCTY.txt
[2025-12-01T20:42:44.905121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:44.905151] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:44.905176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:44.905230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:44.960349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:44.960976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:44.961048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:44.961079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:45.083344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:45.083512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:45.083549] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:45.083593] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:45.086892] [DEBUG] [FORECASTER] NCTY: Forecast T+1@11:T+2@11: UP (p=63.67%)
[2025-12-01T20:42:45.087158] [INFO ] [FORECASTER] Completed predict_future for NCTY
[2025-12-01T20:42:45.087279] [INFO ] [sig       ] NCTY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:45.224013] [INFO ] [LOCAL     ] Saved forecast: NCTY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NCTY.txt
[2025-12-01T20:42:45.224126] [INFO ] [sig       ] [2238/3634] Completed NCTY in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-01T20:42:45.224162] [INFO ] [sig       ] [2239/3634] Forecasting NCZ...
[2025-12-01T20:42:45.224190] [INFO ] [sig       ] Generating forecast for: NCZ
[2025-12-01T20:42:45.224219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NCZ' from 'https://tdm.silogroup.org/data/derivative_storage/NCZ.csv'.
[2025-12-01T20:42:45.235520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NCZ'.
[2025-12-01T20:42:45.235797] [INFO ] [FORECASTER] Starting predict_future for NCZ
[2025-12-01T20:42:45.236512] [DEBUG] [LOCAL     ] No optimal features file found for NCZ: ./output/feature-sets/NCZ.txt
[2025-12-01T20:42:45.236560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:45.236613] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:45.236639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:45.236694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:45.291857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:45.292437] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:45.292527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:45.292563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:45.408075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:45.408202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:45.408238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:45.408265] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:45.411441] [DEBUG] [FORECASTER] NCZ: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-12-01T20:42:45.411714] [INFO ] [FORECASTER] Completed predict_future for NCZ
[2025-12-01T20:42:45.411832] [INFO ] [sig       ] NCZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:45.548943] [INFO ] [LOCAL     ] Saved forecast: NCZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NCZ.txt
[2025-12-01T20:42:45.549090] [INFO ] [sig       ] [2239/3634] Completed NCZ in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-01T20:42:45.549128] [INFO ] [sig       ] [2240/3634] Forecasting NDAQ...
[2025-12-01T20:42:45.549156] [INFO ] [sig       ] Generating forecast for: NDAQ
[2025-12-01T20:42:45.549183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDAQ' from 'https://tdm.silogroup.org/data/derivative_storage/NDAQ.csv'.
[2025-12-01T20:42:45.560476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDAQ'.
[2025-12-01T20:42:45.560805] [INFO ] [FORECASTER] Starting predict_future for NDAQ
[2025-12-01T20:42:45.561541] [DEBUG] [LOCAL     ] No optimal features file found for NDAQ: ./output/feature-sets/NDAQ.txt
[2025-12-01T20:42:45.561609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:45.561652] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:45.561678] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:45.561731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:45.616464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:45.617123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:45.617199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:45.617230] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:45.742280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:45.742445] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:45.742484] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:45.742511] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:45.745845] [DEBUG] [FORECASTER] NDAQ: Forecast T+1@11:T+2@11: UP (p=52.36%)
[2025-12-01T20:42:45.746100] [INFO ] [FORECASTER] Completed predict_future for NDAQ
[2025-12-01T20:42:45.746216] [INFO ] [sig       ] NDAQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:45.882919] [INFO ] [LOCAL     ] Saved forecast: NDAQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NDAQ.txt
[2025-12-01T20:42:45.883019] [INFO ] [sig       ] [2240/3634] Completed NDAQ in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-01T20:42:45.883055] [INFO ] [sig       ] [2241/3634] Forecasting NDMO...
[2025-12-01T20:42:45.883082] [INFO ] [sig       ] Generating forecast for: NDMO
[2025-12-01T20:42:45.883109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDMO' from 'https://tdm.silogroup.org/data/derivative_storage/NDMO.csv'.
[2025-12-01T20:42:45.894962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDMO'.
[2025-12-01T20:42:45.895317] [INFO ] [FORECASTER] Starting predict_future for NDMO
[2025-12-01T20:42:45.896130] [DEBUG] [LOCAL     ] No optimal features file found for NDMO: ./output/feature-sets/NDMO.txt
[2025-12-01T20:42:45.896180] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:45.896209] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:45.896235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:45.896289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:45.950855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:45.951556] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:45.951717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:45.951749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:46.070796] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:46.070954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:46.070992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:46.071019] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:46.074363] [DEBUG] [FORECASTER] NDMO: Forecast T+1@11:T+2@11: UP (p=95.69%)
[2025-12-01T20:42:46.074661] [INFO ] [FORECASTER] Completed predict_future for NDMO
[2025-12-01T20:42:46.074788] [INFO ] [sig       ] NDMO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:46.211088] [INFO ] [LOCAL     ] Saved forecast: NDMO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NDMO.txt
[2025-12-01T20:42:46.211225] [INFO ] [sig       ] [2241/3634] Completed NDMO in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-01T20:42:46.211264] [INFO ] [sig       ] [2242/3634] Forecasting NDRA...
[2025-12-01T20:42:46.211292] [INFO ] [sig       ] Generating forecast for: NDRA
[2025-12-01T20:42:46.211320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDRA' from 'https://tdm.silogroup.org/data/derivative_storage/NDRA.csv'.
[2025-12-01T20:42:46.222901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NDRA'.
[2025-12-01T20:42:46.223252] [INFO ] [FORECASTER] Starting predict_future for NDRA
[2025-12-01T20:42:46.224043] [DEBUG] [LOCAL     ] No optimal features file found for NDRA: ./output/feature-sets/NDRA.txt
[2025-12-01T20:42:46.224091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:46.224121] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:46.224146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:46.224201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:46.278730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:46.279422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:46.279500] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:46.279530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:46.394133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:46.394298] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:46.394335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:46.394363] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:46.397735] [DEBUG] [FORECASTER] NDRA: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-01T20:42:46.398001] [INFO ] [FORECASTER] Completed predict_future for NDRA
[2025-12-01T20:42:46.398123] [INFO ] [sig       ] NDRA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:46.535016] [INFO ] [LOCAL     ] Saved forecast: NDRA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NDRA.txt
[2025-12-01T20:42:46.535146] [INFO ] [sig       ] [2242/3634] Completed NDRA in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-01T20:42:46.535183] [INFO ] [sig       ] [2243/3634] Forecasting NDSN...
[2025-12-01T20:42:46.535211] [INFO ] [sig       ] Generating forecast for: NDSN
[2025-12-01T20:42:46.535240] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NDSN' from 'https://tdm.silogroup.org/data/derivative_storage/NDSN.csv'.
[2025-12-01T20:42:46.546296] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NDSN'.
[2025-12-01T20:42:46.546638] [INFO ] [FORECASTER] Starting predict_future for NDSN
[2025-12-01T20:42:46.547391] [DEBUG] [LOCAL     ] No optimal features file found for NDSN: ./output/feature-sets/NDSN.txt
[2025-12-01T20:42:46.547440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:46.547469] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:46.547495] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:46.547547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:46.601972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:46.602672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:46.602752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:46.602782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:46.722567] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:46.722722] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:46.722759] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:46.722785] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:46.725985] [DEBUG] [FORECASTER] NDSN: Forecast T+1@11:T+2@11: UP (p=65.47%)
[2025-12-01T20:42:46.726243] [INFO ] [FORECASTER] Completed predict_future for NDSN
[2025-12-01T20:42:46.726366] [INFO ] [sig       ] NDSN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:42:46.862795] [INFO ] [LOCAL     ] Saved forecast: NDSN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NDSN.txt
[2025-12-01T20:42:46.862923] [INFO ] [sig       ] [2243/3634] Completed NDSN in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-01T20:42:46.862966] [INFO ] [sig       ] [2244/3634] Forecasting NE...
[2025-12-01T20:42:46.862996] [INFO ] [sig       ] Generating forecast for: NE
[2025-12-01T20:42:46.863024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NE' from 'https://tdm.silogroup.org/data/derivative_storage/NE.csv'.
[2025-12-01T20:42:46.874928] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NE'.
[2025-12-01T20:42:46.875351] [INFO ] [FORECASTER] Starting predict_future for NE
[2025-12-01T20:42:46.876169] [DEBUG] [LOCAL     ] No optimal features file found for NE: ./output/feature-sets/NE.txt
[2025-12-01T20:42:46.876220] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:46.876253] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:46.876280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:46.876335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:46.934452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:46.935348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:46.935433] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:46.935467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:47.055611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:47.055769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:47.055806] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:47.055834] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:47.059191] [DEBUG] [FORECASTER] NE: Forecast T+1@11:T+2@11: DOWN (p=13.24%)
[2025-12-01T20:42:47.059459] [INFO ] [FORECASTER] Completed predict_future for NE
[2025-12-01T20:42:47.059605] [INFO ] [sig       ] NE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:47.196839] [INFO ] [LOCAL     ] Saved forecast: NE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NE.txt
[2025-12-01T20:42:47.196996] [INFO ] [sig       ] [2244/3634] Completed NE in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.8m
[2025-12-01T20:42:47.197034] [INFO ] [sig       ] [2245/3634] Forecasting NEA...
[2025-12-01T20:42:47.197063] [INFO ] [sig       ] Generating forecast for: NEA
[2025-12-01T20:42:47.197092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEA' from 'https://tdm.silogroup.org/data/derivative_storage/NEA.csv'.
[2025-12-01T20:42:47.208208] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEA'.
[2025-12-01T20:42:47.208536] [INFO ] [FORECASTER] Starting predict_future for NEA
[2025-12-01T20:42:47.209332] [DEBUG] [LOCAL     ] No optimal features file found for NEA: ./output/feature-sets/NEA.txt
[2025-12-01T20:42:47.209382] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:47.209414] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:47.209441] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:47.209495] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:47.266160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:47.266893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:47.266971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:47.267003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:47.391753] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:47.391929] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:47.391969] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:47.391998] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:47.395389] [DEBUG] [FORECASTER] NEA: Forecast T+1@11:T+2@11: DOWN (p=13.11%)
[2025-12-01T20:42:47.395679] [INFO ] [FORECASTER] Completed predict_future for NEA
[2025-12-01T20:42:47.395829] [INFO ] [sig       ] NEA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:47.536916] [INFO ] [LOCAL     ] Saved forecast: NEA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NEA.txt
[2025-12-01T20:42:47.537064] [INFO ] [sig       ] [2245/3634] Completed NEA in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-01T20:42:47.537102] [INFO ] [sig       ] [2246/3634] Forecasting NECB...
[2025-12-01T20:42:47.537130] [INFO ] [sig       ] Generating forecast for: NECB
[2025-12-01T20:42:47.537160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NECB' from 'https://tdm.silogroup.org/data/derivative_storage/NECB.csv'.
[2025-12-01T20:42:47.548467] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NECB'.
[2025-12-01T20:42:47.548886] [INFO ] [FORECASTER] Starting predict_future for NECB
[2025-12-01T20:42:47.549744] [DEBUG] [LOCAL     ] No optimal features file found for NECB: ./output/feature-sets/NECB.txt
[2025-12-01T20:42:47.549803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:47.549842] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:47.549871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:47.549928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:47.607006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:47.607832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:47.607911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:47.607942] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:47.725280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:47.725436] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:47.725485] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:47.725526] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:47.729116] [DEBUG] [FORECASTER] NECB: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2025-12-01T20:42:47.729386] [INFO ] [FORECASTER] Completed predict_future for NECB
[2025-12-01T20:42:47.729517] [INFO ] [sig       ] NECB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:47.869177] [INFO ] [LOCAL     ] Saved forecast: NECB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NECB.txt
[2025-12-01T20:42:47.869331] [INFO ] [sig       ] [2246/3634] Completed NECB in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-01T20:42:47.869369] [INFO ] [sig       ] [2247/3634] Forecasting NEE...
[2025-12-01T20:42:47.869399] [INFO ] [sig       ] Generating forecast for: NEE
[2025-12-01T20:42:47.869428] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEE' from 'https://tdm.silogroup.org/data/derivative_storage/NEE.csv'.
[2025-12-01T20:42:47.881000] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NEE'.
[2025-12-01T20:42:47.881348] [INFO ] [FORECASTER] Starting predict_future for NEE
[2025-12-01T20:42:47.882170] [DEBUG] [LOCAL     ] No optimal features file found for NEE: ./output/feature-sets/NEE.txt
[2025-12-01T20:42:47.882222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:47.882257] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:47.882285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:47.882341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:47.939525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:47.940403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:47.940488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:47.940522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:48.056253] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:48.056406] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:48.056443] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:48.056486] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:48.059772] [DEBUG] [FORECASTER] NEE: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-01T20:42:48.060044] [INFO ] [FORECASTER] Completed predict_future for NEE
[2025-12-01T20:42:48.060166] [INFO ] [sig       ] NEE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:48.196721] [INFO ] [LOCAL     ] Saved forecast: NEE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NEE.txt
[2025-12-01T20:42:48.196856] [INFO ] [sig       ] [2247/3634] Completed NEE in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-01T20:42:48.196893] [INFO ] [sig       ] [2248/3634] Forecasting NEGG...
[2025-12-01T20:42:48.196921] [INFO ] [sig       ] Generating forecast for: NEGG
[2025-12-01T20:42:48.196949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEGG' from 'https://tdm.silogroup.org/data/derivative_storage/NEGG.csv'.
[2025-12-01T20:42:48.208889] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEGG'.
[2025-12-01T20:42:48.209202] [INFO ] [FORECASTER] Starting predict_future for NEGG
[2025-12-01T20:42:48.210000] [DEBUG] [LOCAL     ] No optimal features file found for NEGG: ./output/feature-sets/NEGG.txt
[2025-12-01T20:42:48.210048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:48.210108] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:48.210136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:48.210191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:48.267394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:48.268072] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:48.268149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:48.268181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:48.384653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:48.384809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:48.384846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:48.384872] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:48.388098] [DEBUG] [FORECASTER] NEGG: Forecast T+1@11:T+2@11: UP (p=98.37%)
[2025-12-01T20:42:48.388383] [INFO ] [FORECASTER] Completed predict_future for NEGG
[2025-12-01T20:42:48.388505] [INFO ] [sig       ] NEGG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:48.531262] [INFO ] [LOCAL     ] Saved forecast: NEGG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NEGG.txt
[2025-12-01T20:42:48.531414] [INFO ] [sig       ] [2248/3634] Completed NEGG in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-01T20:42:48.531455] [INFO ] [sig       ] [2249/3634] Forecasting NEM...
[2025-12-01T20:42:48.531484] [INFO ] [sig       ] Generating forecast for: NEM
[2025-12-01T20:42:48.531515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEM' from 'https://tdm.silogroup.org/data/derivative_storage/NEM.csv'.
[2025-12-01T20:42:48.542897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEM'.
[2025-12-01T20:42:48.543173] [INFO ] [FORECASTER] Starting predict_future for NEM
[2025-12-01T20:42:48.543958] [DEBUG] [LOCAL     ] No optimal features file found for NEM: ./output/feature-sets/NEM.txt
[2025-12-01T20:42:48.544008] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:48.544041] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:48.544069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:48.544125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:48.600869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:48.601481] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:48.601588] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:48.601625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:48.725876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:48.726034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:48.726075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:48.726104] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:48.729479] [DEBUG] [FORECASTER] NEM: Forecast T+1@11:T+2@11: DOWN (p=11.72%)
[2025-12-01T20:42:48.729766] [INFO ] [FORECASTER] Completed predict_future for NEM
[2025-12-01T20:42:48.729891] [INFO ] [sig       ] NEM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:48.868263] [INFO ] [LOCAL     ] Saved forecast: NEM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NEM.txt
[2025-12-01T20:42:48.868395] [INFO ] [sig       ] [2249/3634] Completed NEM in 0.3s | 2.99 sym/s | Total: 12.5m | ETA: 7.7m
[2025-12-01T20:42:48.868433] [INFO ] [sig       ] [2250/3634] Forecasting NEO...
[2025-12-01T20:42:48.868460] [INFO ] [sig       ] Generating forecast for: NEO
[2025-12-01T20:42:48.868489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEO' from 'https://tdm.silogroup.org/data/derivative_storage/NEO.csv'.
[2025-12-01T20:42:48.879670] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEO'.
[2025-12-01T20:42:48.880042] [INFO ] [FORECASTER] Starting predict_future for NEO
[2025-12-01T20:42:48.880796] [DEBUG] [LOCAL     ] No optimal features file found for NEO: ./output/feature-sets/NEO.txt
[2025-12-01T20:42:48.880845] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:48.880875] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:48.880901] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:48.880955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:48.936372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:48.937180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:48.937257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:48.937287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:49.056504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:49.056675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:49.056714] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:49.056742] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:49.060123] [DEBUG] [FORECASTER] NEO: Forecast T+1@11:T+2@11: UP (p=52.55%)
[2025-12-01T20:42:49.060385] [INFO ] [FORECASTER] Completed predict_future for NEO
[2025-12-01T20:42:49.060507] [INFO ] [sig       ] NEO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:49.201119] [INFO ] [LOCAL     ] Saved forecast: NEO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NEO.txt
[2025-12-01T20:42:49.201276] [INFO ] [sig       ] [2250/3634] Completed NEO in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-01T20:42:49.201314] [INFO ] [sig       ] [2251/3634] Forecasting NEOG...
[2025-12-01T20:42:49.201342] [INFO ] [sig       ] Generating forecast for: NEOG
[2025-12-01T20:42:49.201370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEOG' from 'https://tdm.silogroup.org/data/derivative_storage/NEOG.csv'.
[2025-12-01T20:42:49.212653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEOG'.
[2025-12-01T20:42:49.212981] [INFO ] [FORECASTER] Starting predict_future for NEOG
[2025-12-01T20:42:49.213743] [DEBUG] [LOCAL     ] No optimal features file found for NEOG: ./output/feature-sets/NEOG.txt
[2025-12-01T20:42:49.213801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:49.213844] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:49.213894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:49.213969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:49.271482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:49.272316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:49.272400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:49.272433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:49.388018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:49.388170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:49.388206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:49.388266] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:49.391621] [DEBUG] [FORECASTER] NEOG: Forecast T+1@11:T+2@11: UP (p=96.97%)
[2025-12-01T20:42:49.391883] [INFO ] [FORECASTER] Completed predict_future for NEOG
[2025-12-01T20:42:49.392010] [INFO ] [sig       ] NEOG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:49.531779] [INFO ] [LOCAL     ] Saved forecast: NEOG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NEOG.txt
[2025-12-01T20:42:49.531932] [INFO ] [sig       ] [2251/3634] Completed NEOG in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-01T20:42:49.531970] [INFO ] [sig       ] [2252/3634] Forecasting NEON...
[2025-12-01T20:42:49.531997] [INFO ] [sig       ] Generating forecast for: NEON
[2025-12-01T20:42:49.532024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEON' from 'https://tdm.silogroup.org/data/derivative_storage/NEON.csv'.
[2025-12-01T20:42:49.543102] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NEON'.
[2025-12-01T20:42:49.543441] [INFO ] [FORECASTER] Starting predict_future for NEON
[2025-12-01T20:42:49.544210] [DEBUG] [LOCAL     ] No optimal features file found for NEON: ./output/feature-sets/NEON.txt
[2025-12-01T20:42:49.544259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:49.544289] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:49.544315] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:49.544369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:49.603130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:49.603980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:49.604063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:49.604096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:49.724808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:49.724961] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:49.724997] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:49.725025] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:49.728744] [DEBUG] [FORECASTER] NEON: Forecast T+1@11:T+2@11: DOWN (p=3.84%)
[2025-12-01T20:42:49.729042] [INFO ] [FORECASTER] Completed predict_future for NEON
[2025-12-01T20:42:49.729176] [INFO ] [sig       ] NEON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:49.870502] [INFO ] [LOCAL     ] Saved forecast: NEON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NEON.txt
[2025-12-01T20:42:49.870683] [INFO ] [sig       ] [2252/3634] Completed NEON in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-01T20:42:49.870723] [INFO ] [sig       ] [2253/3634] Forecasting NEXA...
[2025-12-01T20:42:49.870753] [INFO ] [sig       ] Generating forecast for: NEXA
[2025-12-01T20:42:49.870781] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXA' from 'https://tdm.silogroup.org/data/derivative_storage/NEXA.csv'.
[2025-12-01T20:42:49.882120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXA'.
[2025-12-01T20:42:49.882490] [INFO ] [FORECASTER] Starting predict_future for NEXA
[2025-12-01T20:42:49.883317] [DEBUG] [LOCAL     ] No optimal features file found for NEXA: ./output/feature-sets/NEXA.txt
[2025-12-01T20:42:49.883368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:49.883400] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:49.883428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:49.883486] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:49.941176] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:49.942044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:49.942131] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:49.942164] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:50.055679] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:50.055828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:50.055866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:50.055893] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:50.059149] [DEBUG] [FORECASTER] NEXA: Forecast T+1@11:T+2@11: DOWN (p=17.14%)
[2025-12-01T20:42:50.059416] [INFO ] [FORECASTER] Completed predict_future for NEXA
[2025-12-01T20:42:50.059539] [INFO ] [sig       ] NEXA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:50.199210] [INFO ] [LOCAL     ] Saved forecast: NEXA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NEXA.txt
[2025-12-01T20:42:50.199358] [INFO ] [sig       ] [2253/3634] Completed NEXA in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-01T20:42:50.199397] [INFO ] [sig       ] [2254/3634] Forecasting NEXN...
[2025-12-01T20:42:50.199426] [INFO ] [sig       ] Generating forecast for: NEXN
[2025-12-01T20:42:50.199455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NEXN' from 'https://tdm.silogroup.org/data/derivative_storage/NEXN.csv'.
[2025-12-01T20:42:50.210701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NEXN'.
[2025-12-01T20:42:50.210997] [INFO ] [FORECASTER] Starting predict_future for NEXN
[2025-12-01T20:42:50.211761] [DEBUG] [LOCAL     ] No optimal features file found for NEXN: ./output/feature-sets/NEXN.txt
[2025-12-01T20:42:50.211812] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:50.211842] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:50.211869] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:50.211925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:50.268982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:50.269864] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:50.269948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:50.269980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:50.389250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:50.389403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:50.389443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:50.389471] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:50.392795] [DEBUG] [FORECASTER] NEXN: Forecast T+1@11:T+2@11: DOWN (p=45.00%)
[2025-12-01T20:42:50.393062] [INFO ] [FORECASTER] Completed predict_future for NEXN
[2025-12-01T20:42:50.393184] [INFO ] [sig       ] NEXN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:50.533355] [INFO ] [LOCAL     ] Saved forecast: NEXN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NEXN.txt
[2025-12-01T20:42:50.533507] [INFO ] [sig       ] [2254/3634] Completed NEXN in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-01T20:42:50.533546] [INFO ] [sig       ] [2255/3634] Forecasting NFBK...
[2025-12-01T20:42:50.533599] [INFO ] [sig       ] Generating forecast for: NFBK
[2025-12-01T20:42:50.533639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFBK' from 'https://tdm.silogroup.org/data/derivative_storage/NFBK.csv'.
[2025-12-01T20:42:50.545060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFBK'.
[2025-12-01T20:42:50.545422] [INFO ] [FORECASTER] Starting predict_future for NFBK
[2025-12-01T20:42:50.546213] [DEBUG] [LOCAL     ] No optimal features file found for NFBK: ./output/feature-sets/NFBK.txt
[2025-12-01T20:42:50.546263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:50.546296] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:50.546324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:50.546380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:50.603807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:50.604648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:50.604727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:50.604760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:50.720554] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:50.720729] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:50.720768] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:50.720796] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:50.724159] [DEBUG] [FORECASTER] NFBK: Forecast T+1@11:T+2@11: DOWN (p=46.74%)
[2025-12-01T20:42:50.724444] [INFO ] [FORECASTER] Completed predict_future for NFBK
[2025-12-01T20:42:50.724590] [INFO ] [sig       ] NFBK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:50.865289] [INFO ] [LOCAL     ] Saved forecast: NFBK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NFBK.txt
[2025-12-01T20:42:50.865434] [INFO ] [sig       ] [2255/3634] Completed NFBK in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-01T20:42:50.865470] [INFO ] [sig       ] [2256/3634] Forecasting NFE...
[2025-12-01T20:42:50.865500] [INFO ] [sig       ] Generating forecast for: NFE
[2025-12-01T20:42:50.865528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFE' from 'https://tdm.silogroup.org/data/derivative_storage/NFE.csv'.
[2025-12-01T20:42:50.877227] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFE'.
[2025-12-01T20:42:50.877543] [INFO ] [FORECASTER] Starting predict_future for NFE
[2025-12-01T20:42:50.878401] [DEBUG] [LOCAL     ] No optimal features file found for NFE: ./output/feature-sets/NFE.txt
[2025-12-01T20:42:50.878452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:50.878484] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:50.878511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:50.878567] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:50.935857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:50.936434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:50.936510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:50.936543] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:51.056795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:51.056927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:51.056964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:51.056991] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:51.060182] [DEBUG] [FORECASTER] NFE: Forecast T+1@11:T+2@11: DOWN (p=6.99%)
[2025-12-01T20:42:51.060436] [INFO ] [FORECASTER] Completed predict_future for NFE
[2025-12-01T20:42:51.060555] [INFO ] [sig       ] NFE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:51.197505] [INFO ] [LOCAL     ] Saved forecast: NFE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NFE.txt
[2025-12-01T20:42:51.197643] [INFO ] [sig       ] [2256/3634] Completed NFE in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-01T20:42:51.197681] [INFO ] [sig       ] [2257/3634] Forecasting NFG...
[2025-12-01T20:42:51.197709] [INFO ] [sig       ] Generating forecast for: NFG
[2025-12-01T20:42:51.197737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFG' from 'https://tdm.silogroup.org/data/derivative_storage/NFG.csv'.
[2025-12-01T20:42:51.208211] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFG'.
[2025-12-01T20:42:51.208508] [INFO ] [FORECASTER] Starting predict_future for NFG
[2025-12-01T20:42:51.209287] [DEBUG] [LOCAL     ] No optimal features file found for NFG: ./output/feature-sets/NFG.txt
[2025-12-01T20:42:51.209338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:51.209369] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:51.209397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:51.209454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:51.266348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:51.266974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:51.267050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:51.267082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:51.384791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:51.384890] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:51.384923] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:51.384950] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:51.387941] [DEBUG] [FORECASTER] NFG: Forecast T+1@11:T+2@11: DOWN (p=19.62%)
[2025-12-01T20:42:51.388194] [INFO ] [FORECASTER] Completed predict_future for NFG
[2025-12-01T20:42:51.388329] [INFO ] [sig       ] NFG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:51.527158] [INFO ] [LOCAL     ] Saved forecast: NFG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NFG.txt
[2025-12-01T20:42:51.527264] [INFO ] [sig       ] [2257/3634] Completed NFG in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-01T20:42:51.527300] [INFO ] [sig       ] [2258/3634] Forecasting NFJ...
[2025-12-01T20:42:51.527328] [INFO ] [sig       ] Generating forecast for: NFJ
[2025-12-01T20:42:51.527356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFJ' from 'https://tdm.silogroup.org/data/derivative_storage/NFJ.csv'.
[2025-12-01T20:42:51.538723] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFJ'.
[2025-12-01T20:42:51.539050] [INFO ] [FORECASTER] Starting predict_future for NFJ
[2025-12-01T20:42:51.539823] [DEBUG] [LOCAL     ] No optimal features file found for NFJ: ./output/feature-sets/NFJ.txt
[2025-12-01T20:42:51.539873] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:51.539905] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:51.539933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:51.539991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:51.597889] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:51.598506] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:51.598628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:51.598665] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:51.723132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:51.723227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:51.723265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:51.723293] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:51.726642] [DEBUG] [FORECASTER] NFJ: Forecast T+1@11:T+2@11: UP (p=66.36%)
[2025-12-01T20:42:51.726910] [INFO ] [FORECASTER] Completed predict_future for NFJ
[2025-12-01T20:42:51.727032] [INFO ] [sig       ] NFJ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:51.865322] [INFO ] [LOCAL     ] Saved forecast: NFJ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NFJ.txt
[2025-12-01T20:42:51.865429] [INFO ] [sig       ] [2258/3634] Completed NFJ in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-01T20:42:51.865464] [INFO ] [sig       ] [2259/3634] Forecasting NFLX...
[2025-12-01T20:42:51.865492] [INFO ] [sig       ] Generating forecast for: NFLX
[2025-12-01T20:42:51.865519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFLX' from 'https://tdm.silogroup.org/data/derivative_storage/NFLX.csv'.
[2025-12-01T20:42:51.875505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFLX'.
[2025-12-01T20:42:51.875808] [INFO ] [FORECASTER] Starting predict_future for NFLX
[2025-12-01T20:42:51.876602] [DEBUG] [LOCAL     ] No optimal features file found for NFLX: ./output/feature-sets/NFLX.txt
[2025-12-01T20:42:51.876657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:51.876689] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:51.876721] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:51.876779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:51.933503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:51.934111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:51.934187] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:51.934219] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:52.054417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:52.054537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:52.054586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:52.054616] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:52.057764] [DEBUG] [FORECASTER] NFLX: Forecast T+1@11:T+2@11: UP (p=78.20%)
[2025-12-01T20:42:52.058017] [INFO ] [FORECASTER] Completed predict_future for NFLX
[2025-12-01T20:42:52.058135] [INFO ] [sig       ] NFLX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:52.196123] [INFO ] [LOCAL     ] Saved forecast: NFLX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NFLX.txt
[2025-12-01T20:42:52.196231] [INFO ] [sig       ] [2259/3634] Completed NFLX in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-01T20:42:52.196267] [INFO ] [sig       ] [2260/3634] Forecasting NFTY...
[2025-12-01T20:42:52.196294] [INFO ] [sig       ] Generating forecast for: NFTY
[2025-12-01T20:42:52.196321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NFTY' from 'https://tdm.silogroup.org/data/derivative_storage/NFTY.csv'.
[2025-12-01T20:42:52.207312] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NFTY'.
[2025-12-01T20:42:52.207642] [INFO ] [FORECASTER] Starting predict_future for NFTY
[2025-12-01T20:42:52.208426] [DEBUG] [LOCAL     ] No optimal features file found for NFTY: ./output/feature-sets/NFTY.txt
[2025-12-01T20:42:52.208485] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:52.208517] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:52.208545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:52.208621] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:52.264721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:52.265309] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:52.265384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:52.265415] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:52.379173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:52.379295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:52.379330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:52.379358] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:52.382510] [DEBUG] [FORECASTER] NFTY: Forecast T+1@11:T+2@11: DOWN (p=4.64%)
[2025-12-01T20:42:52.382778] [INFO ] [FORECASTER] Completed predict_future for NFTY
[2025-12-01T20:42:52.382894] [INFO ] [sig       ] NFTY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:52.520610] [INFO ] [LOCAL     ] Saved forecast: NFTY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NFTY.txt
[2025-12-01T20:42:52.520742] [INFO ] [sig       ] [2260/3634] Completed NFTY in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-01T20:42:52.520781] [INFO ] [sig       ] [2261/3634] Forecasting NGG...
[2025-12-01T20:42:52.520811] [INFO ] [sig       ] Generating forecast for: NGG
[2025-12-01T20:42:52.520840] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGG' from 'https://tdm.silogroup.org/data/derivative_storage/NGG.csv'.
[2025-12-01T20:42:52.532228] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGG'.
[2025-12-01T20:42:52.532515] [INFO ] [FORECASTER] Starting predict_future for NGG
[2025-12-01T20:42:52.533288] [DEBUG] [LOCAL     ] No optimal features file found for NGG: ./output/feature-sets/NGG.txt
[2025-12-01T20:42:52.533339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:52.533372] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:52.533399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:52.533456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:52.590847] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:52.591444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:52.591528] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:52.591561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:52.713788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:52.713891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:52.713924] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:52.713951] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:52.716980] [DEBUG] [FORECASTER] NGG: Forecast T+1@11:T+2@11: UP (p=92.73%)
[2025-12-01T20:42:52.717230] [INFO ] [FORECASTER] Completed predict_future for NGG
[2025-12-01T20:42:52.717347] [INFO ] [sig       ] NGG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:52.855267] [INFO ] [LOCAL     ] Saved forecast: NGG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NGG.txt
[2025-12-01T20:42:52.855434] [INFO ] [sig       ] [2261/3634] Completed NGG in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-01T20:42:52.855471] [INFO ] [sig       ] [2262/3634] Forecasting NGL...
[2025-12-01T20:42:52.855500] [INFO ] [sig       ] Generating forecast for: NGL
[2025-12-01T20:42:52.855529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGL' from 'https://tdm.silogroup.org/data/derivative_storage/NGL.csv'.
[2025-12-01T20:42:52.866094] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NGL'.
[2025-12-01T20:42:52.866384] [INFO ] [FORECASTER] Starting predict_future for NGL
[2025-12-01T20:42:52.867183] [DEBUG] [LOCAL     ] No optimal features file found for NGL: ./output/feature-sets/NGL.txt
[2025-12-01T20:42:52.867234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:52.867267] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:52.867295] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:52.867352] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:52.923947] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:52.924539] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:52.924630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:52.924668] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:53.042510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:53.042657] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:53.042693] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:53.042720] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:53.045870] [DEBUG] [FORECASTER] NGL: Forecast T+1@11:T+2@11: UP (p=97.80%)
[2025-12-01T20:42:53.046121] [INFO ] [FORECASTER] Completed predict_future for NGL
[2025-12-01T20:42:53.046238] [INFO ] [sig       ] NGL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:42:53.182948] [INFO ] [LOCAL     ] Saved forecast: NGL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NGL.txt
[2025-12-01T20:42:53.183058] [INFO ] [sig       ] [2262/3634] Completed NGL in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.7m
[2025-12-01T20:42:53.183095] [INFO ] [sig       ] [2263/3634] Forecasting NGNE...
[2025-12-01T20:42:53.183122] [INFO ] [sig       ] Generating forecast for: NGNE
[2025-12-01T20:42:53.183150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGNE' from 'https://tdm.silogroup.org/data/derivative_storage/NGNE.csv'.
[2025-12-01T20:42:53.194183] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NGNE'.
[2025-12-01T20:42:53.194466] [INFO ] [FORECASTER] Starting predict_future for NGNE
[2025-12-01T20:42:53.195234] [DEBUG] [LOCAL     ] No optimal features file found for NGNE: ./output/feature-sets/NGNE.txt
[2025-12-01T20:42:53.195285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:53.195316] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:53.195344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:53.195400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:53.252791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:53.253409] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:53.253486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:53.253519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:53.369604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:53.369752] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:53.369790] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:53.369818] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:53.373121] [DEBUG] [FORECASTER] NGNE: Forecast T+1@11:T+2@11: DOWN (p=31.99%)
[2025-12-01T20:42:53.373381] [INFO ] [FORECASTER] Completed predict_future for NGNE
[2025-12-01T20:42:53.373505] [INFO ] [sig       ] NGNE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:53.514880] [INFO ] [LOCAL     ] Saved forecast: NGNE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NGNE.txt
[2025-12-01T20:42:53.514988] [INFO ] [sig       ] [2263/3634] Completed NGNE in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-01T20:42:53.515024] [INFO ] [sig       ] [2264/3634] Forecasting NGS...
[2025-12-01T20:42:53.515052] [INFO ] [sig       ] Generating forecast for: NGS
[2025-12-01T20:42:53.515079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGS' from 'https://tdm.silogroup.org/data/derivative_storage/NGS.csv'.
[2025-12-01T20:42:53.526069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGS'.
[2025-12-01T20:42:53.526339] [INFO ] [FORECASTER] Starting predict_future for NGS
[2025-12-01T20:42:53.527083] [DEBUG] [LOCAL     ] No optimal features file found for NGS: ./output/feature-sets/NGS.txt
[2025-12-01T20:42:53.527150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:53.527188] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:53.527219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:53.527285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:53.582286] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:53.582861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:53.582933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:53.582964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:53.700515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:53.700636] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:53.700678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:53.700711] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:53.703771] [DEBUG] [FORECASTER] NGS: Forecast T+1@11:T+2@11: DOWN (p=45.93%)
[2025-12-01T20:42:53.704020] [INFO ] [FORECASTER] Completed predict_future for NGS
[2025-12-01T20:42:53.704134] [INFO ] [sig       ] NGS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:53.841742] [INFO ] [LOCAL     ] Saved forecast: NGS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NGS.txt
[2025-12-01T20:42:53.841851] [INFO ] [sig       ] [2264/3634] Completed NGS in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-01T20:42:53.841887] [INFO ] [sig       ] [2265/3634] Forecasting NGVC...
[2025-12-01T20:42:53.841914] [INFO ] [sig       ] Generating forecast for: NGVC
[2025-12-01T20:42:53.841941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NGVC' from 'https://tdm.silogroup.org/data/derivative_storage/NGVC.csv'.
[2025-12-01T20:42:53.852607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NGVC'.
[2025-12-01T20:42:53.852863] [INFO ] [FORECASTER] Starting predict_future for NGVC
[2025-12-01T20:42:53.853596] [DEBUG] [LOCAL     ] No optimal features file found for NGVC: ./output/feature-sets/NGVC.txt
[2025-12-01T20:42:53.853647] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:53.853704] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:53.853731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:53.853785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:53.908261] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:53.908895] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:53.908968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:53.908999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:54.027279] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:54.027412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:54.027449] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:54.027477] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:54.030729] [DEBUG] [FORECASTER] NGVC: Forecast T+1@11:T+2@11: UP (p=91.44%)
[2025-12-01T20:42:54.031005] [INFO ] [FORECASTER] Completed predict_future for NGVC
[2025-12-01T20:42:54.031124] [INFO ] [sig       ] NGVC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:54.169542] [INFO ] [LOCAL     ] Saved forecast: NGVC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NGVC.txt
[2025-12-01T20:42:54.169671] [INFO ] [sig       ] [2265/3634] Completed NGVC in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-01T20:42:54.169713] [INFO ] [sig       ] [2266/3634] Forecasting NHI...
[2025-12-01T20:42:54.169741] [INFO ] [sig       ] Generating forecast for: NHI
[2025-12-01T20:42:54.169768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHI' from 'https://tdm.silogroup.org/data/derivative_storage/NHI.csv'.
[2025-12-01T20:42:54.180251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHI'.
[2025-12-01T20:42:54.180526] [INFO ] [FORECASTER] Starting predict_future for NHI
[2025-12-01T20:42:54.181297] [DEBUG] [LOCAL     ] No optimal features file found for NHI: ./output/feature-sets/NHI.txt
[2025-12-01T20:42:54.181345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:54.181375] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:54.181401] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:54.181455] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:54.238131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:54.238757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:54.238843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:54.238873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:54.355738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:54.355872] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:54.355909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:54.355936] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:54.359263] [DEBUG] [FORECASTER] NHI: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-01T20:42:54.359514] [INFO ] [FORECASTER] Completed predict_future for NHI
[2025-12-01T20:42:54.359647] [INFO ] [sig       ] NHI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:54.498367] [INFO ] [LOCAL     ] Saved forecast: NHI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NHI.txt
[2025-12-01T20:42:54.498483] [INFO ] [sig       ] [2266/3634] Completed NHI in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-01T20:42:54.498517] [INFO ] [sig       ] [2267/3634] Forecasting NHTC...
[2025-12-01T20:42:54.498545] [INFO ] [sig       ] Generating forecast for: NHTC
[2025-12-01T20:42:54.498588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NHTC' from 'https://tdm.silogroup.org/data/derivative_storage/NHTC.csv'.
[2025-12-01T20:42:54.509305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NHTC'.
[2025-12-01T20:42:54.509609] [INFO ] [FORECASTER] Starting predict_future for NHTC
[2025-12-01T20:42:54.510335] [DEBUG] [LOCAL     ] No optimal features file found for NHTC: ./output/feature-sets/NHTC.txt
[2025-12-01T20:42:54.510383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:54.510412] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:54.510436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:54.510489] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:54.565057] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:54.565638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:54.565712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:54.565741] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:54.672991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:54.673099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:54.673134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:54.673160] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:54.676260] [DEBUG] [FORECASTER] NHTC: Forecast T+1@11:T+2@11: UP (p=63.59%)
[2025-12-01T20:42:54.676510] [INFO ] [FORECASTER] Completed predict_future for NHTC
[2025-12-01T20:42:54.676645] [INFO ] [sig       ] NHTC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:54.815013] [INFO ] [LOCAL     ] Saved forecast: NHTC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NHTC.txt
[2025-12-01T20:42:54.815131] [INFO ] [sig       ] [2267/3634] Completed NHTC in 0.3s | 2.99 sym/s | Total: 12.6m | ETA: 7.6m
[2025-12-01T20:42:54.815173] [INFO ] [sig       ] [2268/3634] Forecasting NI...
[2025-12-01T20:42:54.815202] [INFO ] [sig       ] Generating forecast for: NI
[2025-12-01T20:42:54.815231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NI' from 'https://tdm.silogroup.org/data/derivative_storage/NI.csv'.
[2025-12-01T20:42:54.826950] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NI'.
[2025-12-01T20:42:54.827231] [INFO ] [FORECASTER] Starting predict_future for NI
[2025-12-01T20:42:54.827968] [DEBUG] [LOCAL     ] No optimal features file found for NI: ./output/feature-sets/NI.txt
[2025-12-01T20:42:54.828016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:54.828046] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:54.828071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:54.828125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:54.882845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:54.883411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:54.883487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:54.883517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:55.000696] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:55.000796] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:55.000829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:55.000888] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:55.003985] [DEBUG] [FORECASTER] NI: Forecast T+1@11:T+2@11: UP (p=75.84%)
[2025-12-01T20:42:55.004259] [INFO ] [FORECASTER] Completed predict_future for NI
[2025-12-01T20:42:55.004384] [INFO ] [sig       ] NI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:55.142505] [INFO ] [LOCAL     ] Saved forecast: NI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NI.txt
[2025-12-01T20:42:55.142634] [INFO ] [sig       ] [2268/3634] Completed NI in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-01T20:42:55.142672] [INFO ] [sig       ] [2269/3634] Forecasting NIC...
[2025-12-01T20:42:55.142700] [INFO ] [sig       ] Generating forecast for: NIC
[2025-12-01T20:42:55.142731] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIC' from 'https://tdm.silogroup.org/data/derivative_storage/NIC.csv'.
[2025-12-01T20:42:55.153194] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NIC'.
[2025-12-01T20:42:55.153455] [INFO ] [FORECASTER] Starting predict_future for NIC
[2025-12-01T20:42:55.154228] [DEBUG] [LOCAL     ] No optimal features file found for NIC: ./output/feature-sets/NIC.txt
[2025-12-01T20:42:55.154277] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:55.154306] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:55.154331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:55.154385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:55.209226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:55.209833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:55.209907] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:55.209938] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:55.323599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:55.323758] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:55.323798] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:55.323825] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:55.327082] [DEBUG] [FORECASTER] NIC: Forecast T+1@11:T+2@11: UP (p=80.74%)
[2025-12-01T20:42:55.327360] [INFO ] [FORECASTER] Completed predict_future for NIC
[2025-12-01T20:42:55.327505] [INFO ] [sig       ] NIC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:42:55.464598] [INFO ] [LOCAL     ] Saved forecast: NIC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NIC.txt
[2025-12-01T20:42:55.464722] [INFO ] [sig       ] [2269/3634] Completed NIC in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-01T20:42:55.464760] [INFO ] [sig       ] [2270/3634] Forecasting NICE...
[2025-12-01T20:42:55.464787] [INFO ] [sig       ] Generating forecast for: NICE
[2025-12-01T20:42:55.464816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NICE' from 'https://tdm.silogroup.org/data/derivative_storage/NICE.csv'.
[2025-12-01T20:42:55.475850] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NICE'.
[2025-12-01T20:42:55.476118] [INFO ] [FORECASTER] Starting predict_future for NICE
[2025-12-01T20:42:55.476852] [DEBUG] [LOCAL     ] No optimal features file found for NICE: ./output/feature-sets/NICE.txt
[2025-12-01T20:42:55.476901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:55.476931] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:55.476955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:55.477010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:55.532266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:55.532858] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:55.532931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:55.532961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:55.653694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:55.653828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:55.653864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:55.653890] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:55.657111] [DEBUG] [FORECASTER] NICE: Forecast T+1@11:T+2@11: UP (p=97.55%)
[2025-12-01T20:42:55.657375] [INFO ] [FORECASTER] Completed predict_future for NICE
[2025-12-01T20:42:55.657516] [INFO ] [sig       ] NICE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:55.795546] [INFO ] [LOCAL     ] Saved forecast: NICE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NICE.txt
[2025-12-01T20:42:55.795678] [INFO ] [sig       ] [2270/3634] Completed NICE in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-01T20:42:55.795716] [INFO ] [sig       ] [2271/3634] Forecasting NIE...
[2025-12-01T20:42:55.795744] [INFO ] [sig       ] Generating forecast for: NIE
[2025-12-01T20:42:55.795772] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIE' from 'https://tdm.silogroup.org/data/derivative_storage/NIE.csv'.
[2025-12-01T20:42:55.806449] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NIE'.
[2025-12-01T20:42:55.806735] [INFO ] [FORECASTER] Starting predict_future for NIE
[2025-12-01T20:42:55.807456] [DEBUG] [LOCAL     ] No optimal features file found for NIE: ./output/feature-sets/NIE.txt
[2025-12-01T20:42:55.807504] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:55.807533] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:55.807558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:55.807630] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:55.863659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:55.864218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:55.864291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:55.864321] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:55.984271] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:55.984394] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:55.984445] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:55.984473] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:55.987543] [DEBUG] [FORECASTER] NIE: Forecast T+1@11:T+2@11: DOWN (p=13.71%)
[2025-12-01T20:42:55.987813] [INFO ] [FORECASTER] Completed predict_future for NIE
[2025-12-01T20:42:55.987935] [INFO ] [sig       ] NIE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:42:56.125491] [INFO ] [LOCAL     ] Saved forecast: NIE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NIE.txt
[2025-12-01T20:42:56.125640] [INFO ] [sig       ] [2271/3634] Completed NIE in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-01T20:42:56.125679] [INFO ] [sig       ] [2272/3634] Forecasting NIKL...
[2025-12-01T20:42:56.125712] [INFO ] [sig       ] Generating forecast for: NIKL
[2025-12-01T20:42:56.125741] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIKL' from 'https://tdm.silogroup.org/data/derivative_storage/NIKL.csv'.
[2025-12-01T20:42:56.136400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIKL'.
[2025-12-01T20:42:56.136718] [INFO ] [FORECASTER] Starting predict_future for NIKL
[2025-12-01T20:42:56.137431] [DEBUG] [LOCAL     ] No optimal features file found for NIKL: ./output/feature-sets/NIKL.txt
[2025-12-01T20:42:56.137479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:56.137509] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:56.137534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:56.137609] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:56.192770] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:56.193455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:56.193530] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:56.193561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:56.302816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:56.302944] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:56.302980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:56.303006] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:56.306150] [DEBUG] [FORECASTER] NIKL: Forecast T+1@11:T+2@11: UP (p=62.94%)
[2025-12-01T20:42:56.306405] [INFO ] [FORECASTER] Completed predict_future for NIKL
[2025-12-01T20:42:56.306523] [INFO ] [sig       ] NIKL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:56.444033] [INFO ] [LOCAL     ] Saved forecast: NIKL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NIKL.txt
[2025-12-01T20:42:56.444137] [INFO ] [sig       ] [2272/3634] Completed NIKL in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-01T20:42:56.444174] [INFO ] [sig       ] [2273/3634] Forecasting NIM...
[2025-12-01T20:42:56.444202] [INFO ] [sig       ] Generating forecast for: NIM
[2025-12-01T20:42:56.444230] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIM' from 'https://tdm.silogroup.org/data/derivative_storage/NIM.csv'.
[2025-12-01T20:42:56.454757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIM'.
[2025-12-01T20:42:56.455036] [INFO ] [FORECASTER] Starting predict_future for NIM
[2025-12-01T20:42:56.455800] [DEBUG] [LOCAL     ] No optimal features file found for NIM: ./output/feature-sets/NIM.txt
[2025-12-01T20:42:56.455849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:56.455879] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:56.455904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:56.455958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:56.512661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:56.513249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:56.513362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:56.513396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:56.617658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:56.617764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:56.617797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:56.617824] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:56.620891] [DEBUG] [FORECASTER] NIM: Forecast T+1@11:T+2@11: UP (p=74.56%)
[2025-12-01T20:42:56.621146] [INFO ] [FORECASTER] Completed predict_future for NIM
[2025-12-01T20:42:56.621261] [INFO ] [sig       ] NIM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:56.757795] [INFO ] [LOCAL     ] Saved forecast: NIM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NIM.txt
[2025-12-01T20:42:56.757900] [INFO ] [sig       ] [2273/3634] Completed NIM in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-01T20:42:56.757936] [INFO ] [sig       ] [2274/3634] Forecasting NIO...
[2025-12-01T20:42:56.757965] [INFO ] [sig       ] Generating forecast for: NIO
[2025-12-01T20:42:56.757993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIO' from 'https://tdm.silogroup.org/data/derivative_storage/NIO.csv'.
[2025-12-01T20:42:56.769023] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIO'.
[2025-12-01T20:42:56.769308] [INFO ] [FORECASTER] Starting predict_future for NIO
[2025-12-01T20:42:56.770049] [DEBUG] [LOCAL     ] No optimal features file found for NIO: ./output/feature-sets/NIO.txt
[2025-12-01T20:42:56.770097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:56.770127] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:56.770152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:56.770206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:56.825387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:56.825964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:56.826036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:56.826066] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:56.943434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:56.943555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:56.943606] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:56.943634] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:56.946730] [DEBUG] [FORECASTER] NIO: Forecast T+1@11:T+2@11: UP (p=96.36%)
[2025-12-01T20:42:56.946982] [INFO ] [FORECASTER] Completed predict_future for NIO
[2025-12-01T20:42:56.947097] [INFO ] [sig       ] NIO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:57.084123] [INFO ] [LOCAL     ] Saved forecast: NIO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NIO.txt
[2025-12-01T20:42:57.084239] [INFO ] [sig       ] [2274/3634] Completed NIO in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-01T20:42:57.084274] [INFO ] [sig       ] [2275/3634] Forecasting NIPG...
[2025-12-01T20:42:57.084302] [INFO ] [sig       ] Generating forecast for: NIPG
[2025-12-01T20:42:57.084329] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NIPG' from 'https://tdm.silogroup.org/data/derivative_storage/NIPG.csv'.
[2025-12-01T20:42:57.095237] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NIPG'.
[2025-12-01T20:42:57.095536] [INFO ] [FORECASTER] Starting predict_future for NIPG
[2025-12-01T20:42:57.096278] [DEBUG] [LOCAL     ] No optimal features file found for NIPG: ./output/feature-sets/NIPG.txt
[2025-12-01T20:42:57.096326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:57.096366] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:57.096393] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:57.096447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:57.151507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:57.152094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:57.152194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:57.152226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:57.261379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:57.261487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:57.261522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:57.261549] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:57.264655] [DEBUG] [FORECASTER] NIPG: Forecast T+1@11:T+2@11: DOWN (p=24.84%)
[2025-12-01T20:42:57.264918] [INFO ] [FORECASTER] Completed predict_future for NIPG
[2025-12-01T20:42:57.265035] [INFO ] [sig       ] NIPG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:57.402179] [INFO ] [LOCAL     ] Saved forecast: NIPG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NIPG.txt
[2025-12-01T20:42:57.402295] [INFO ] [sig       ] [2275/3634] Completed NIPG in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-01T20:42:57.402330] [INFO ] [sig       ] [2276/3634] Forecasting NISN...
[2025-12-01T20:42:57.402358] [INFO ] [sig       ] Generating forecast for: NISN
[2025-12-01T20:42:57.402385] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NISN' from 'https://tdm.silogroup.org/data/derivative_storage/NISN.csv'.
[2025-12-01T20:42:57.413328] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NISN'.
[2025-12-01T20:42:57.413638] [INFO ] [FORECASTER] Starting predict_future for NISN
[2025-12-01T20:42:57.414373] [DEBUG] [LOCAL     ] No optimal features file found for NISN: ./output/feature-sets/NISN.txt
[2025-12-01T20:42:57.414422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:57.414452] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:57.414478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:57.414532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:57.469974] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:57.470529] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:57.470625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:57.470656] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:57.578270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:57.578381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:57.578415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:57.578441] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:57.581525] [DEBUG] [FORECASTER] NISN: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-12-01T20:42:57.581812] [INFO ] [FORECASTER] Completed predict_future for NISN
[2025-12-01T20:42:57.581946] [INFO ] [sig       ] NISN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:57.719896] [INFO ] [LOCAL     ] Saved forecast: NISN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NISN.txt
[2025-12-01T20:42:57.720002] [INFO ] [sig       ] [2276/3634] Completed NISN in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-01T20:42:57.720037] [INFO ] [sig       ] [2277/3634] Forecasting NITO...
[2025-12-01T20:42:57.720065] [INFO ] [sig       ] Generating forecast for: NITO
[2025-12-01T20:42:57.720093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NITO' from 'https://tdm.silogroup.org/data/derivative_storage/NITO.csv'.
[2025-12-01T20:42:57.730926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NITO'.
[2025-12-01T20:42:57.731204] [INFO ] [FORECASTER] Starting predict_future for NITO
[2025-12-01T20:42:57.731941] [DEBUG] [LOCAL     ] No optimal features file found for NITO: ./output/feature-sets/NITO.txt
[2025-12-01T20:42:57.731989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:57.732019] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:57.732044] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:57.732097] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:57.787486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:57.788210] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:57.788287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:57.788338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:57.900492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:57.900618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:57.900654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:57.900681] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:57.903851] [DEBUG] [FORECASTER] NITO: Forecast T+1@11:T+2@11: UP (p=90.40%)
[2025-12-01T20:42:57.904105] [INFO ] [FORECASTER] Completed predict_future for NITO
[2025-12-01T20:42:57.904221] [INFO ] [sig       ] NITO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:58.040026] [INFO ] [LOCAL     ] Saved forecast: NITO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NITO.txt
[2025-12-01T20:42:58.040151] [INFO ] [sig       ] [2277/3634] Completed NITO in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-01T20:42:58.040187] [INFO ] [sig       ] [2278/3634] Forecasting NKSH...
[2025-12-01T20:42:58.040215] [INFO ] [sig       ] Generating forecast for: NKSH
[2025-12-01T20:42:58.040243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKSH' from 'https://tdm.silogroup.org/data/derivative_storage/NKSH.csv'.
[2025-12-01T20:42:58.050672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKSH'.
[2025-12-01T20:42:58.050971] [INFO ] [FORECASTER] Starting predict_future for NKSH
[2025-12-01T20:42:58.051712] [DEBUG] [LOCAL     ] No optimal features file found for NKSH: ./output/feature-sets/NKSH.txt
[2025-12-01T20:42:58.051760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:58.051790] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:58.051815] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:58.051869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:58.106047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:58.106780] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:58.106857] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:58.106887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:58.215471] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:58.215632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:58.215670] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:58.215698] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:58.219001] [DEBUG] [FORECASTER] NKSH: Forecast T+1@11:T+2@11: UP (p=85.11%)
[2025-12-01T20:42:58.219255] [INFO ] [FORECASTER] Completed predict_future for NKSH
[2025-12-01T20:42:58.219374] [INFO ] [sig       ] NKSH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:58.356218] [INFO ] [LOCAL     ] Saved forecast: NKSH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NKSH.txt
[2025-12-01T20:42:58.356344] [INFO ] [sig       ] [2278/3634] Completed NKSH in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-01T20:42:58.356382] [INFO ] [sig       ] [2279/3634] Forecasting NKTX...
[2025-12-01T20:42:58.356417] [INFO ] [sig       ] Generating forecast for: NKTX
[2025-12-01T20:42:58.356446] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKTX' from 'https://tdm.silogroup.org/data/derivative_storage/NKTX.csv'.
[2025-12-01T20:42:58.369967] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NKTX'.
[2025-12-01T20:42:58.370229] [INFO ] [FORECASTER] Starting predict_future for NKTX
[2025-12-01T20:42:58.370966] [DEBUG] [LOCAL     ] No optimal features file found for NKTX: ./output/feature-sets/NKTX.txt
[2025-12-01T20:42:58.371015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:58.371045] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:58.371070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:58.371124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:58.426722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:58.427274] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:58.427347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:58.427377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:58.540665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:58.540763] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:42:58.540796] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:58.540822] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:58.543871] [DEBUG] [FORECASTER] NKTX: Forecast T+1@11:T+2@11: UP (p=59.77%)
[2025-12-01T20:42:58.544117] [INFO ] [FORECASTER] Completed predict_future for NKTX
[2025-12-01T20:42:58.544231] [INFO ] [sig       ] NKTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:42:58.681428] [INFO ] [LOCAL     ] Saved forecast: NKTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NKTX.txt
[2025-12-01T20:42:58.681529] [INFO ] [sig       ] [2279/3634] Completed NKTX in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-01T20:42:58.681565] [INFO ] [sig       ] [2280/3634] Forecasting NKX...
[2025-12-01T20:42:58.681610] [INFO ] [sig       ] Generating forecast for: NKX
[2025-12-01T20:42:58.681638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NKX' from 'https://tdm.silogroup.org/data/derivative_storage/NKX.csv'.
[2025-12-01T20:42:58.692362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NKX'.
[2025-12-01T20:42:58.692645] [INFO ] [FORECASTER] Starting predict_future for NKX
[2025-12-01T20:42:58.693369] [DEBUG] [LOCAL     ] No optimal features file found for NKX: ./output/feature-sets/NKX.txt
[2025-12-01T20:42:58.693419] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:58.693449] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:58.693474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:58.693528] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:58.748722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:58.749315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:58.749388] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:58.749418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:58.868136] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:58.868234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:58.868267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:58.868293] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:58.871337] [DEBUG] [FORECASTER] NKX: Forecast T+1@11:T+2@11: DOWN (p=16.14%)
[2025-12-01T20:42:58.871603] [INFO ] [FORECASTER] Completed predict_future for NKX
[2025-12-01T20:42:58.871721] [INFO ] [sig       ] NKX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:59.008381] [INFO ] [LOCAL     ] Saved forecast: NKX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NKX.txt
[2025-12-01T20:42:59.008486] [INFO ] [sig       ] [2280/3634] Completed NKX in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.6m
[2025-12-01T20:42:59.008521] [INFO ] [sig       ] [2281/3634] Forecasting NLOP...
[2025-12-01T20:42:59.008549] [INFO ] [sig       ] Generating forecast for: NLOP
[2025-12-01T20:42:59.008595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLOP' from 'https://tdm.silogroup.org/data/derivative_storage/NLOP.csv'.
[2025-12-01T20:42:59.019484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLOP'.
[2025-12-01T20:42:59.019764] [INFO ] [FORECASTER] Starting predict_future for NLOP
[2025-12-01T20:42:59.020469] [DEBUG] [LOCAL     ] No optimal features file found for NLOP: ./output/feature-sets/NLOP.txt
[2025-12-01T20:42:59.020516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:59.020546] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:59.020599] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:59.020657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:59.075912] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:59.076471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:59.076542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:59.076589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:59.189060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:59.189160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:59.189192] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:59.189219] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:59.192281] [DEBUG] [FORECASTER] NLOP: Forecast T+1@11:T+2@11: DOWN (p=16.89%)
[2025-12-01T20:42:59.192529] [INFO ] [FORECASTER] Completed predict_future for NLOP
[2025-12-01T20:42:59.192664] [INFO ] [sig       ] NLOP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:42:59.329682] [INFO ] [LOCAL     ] Saved forecast: NLOP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NLOP.txt
[2025-12-01T20:42:59.329783] [INFO ] [sig       ] [2281/3634] Completed NLOP in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-01T20:42:59.329823] [INFO ] [sig       ] [2282/3634] Forecasting NLY...
[2025-12-01T20:42:59.329851] [INFO ] [sig       ] Generating forecast for: NLY
[2025-12-01T20:42:59.329878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NLY' from 'https://tdm.silogroup.org/data/derivative_storage/NLY.csv'.
[2025-12-01T20:42:59.340921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NLY'.
[2025-12-01T20:42:59.341179] [INFO ] [FORECASTER] Starting predict_future for NLY
[2025-12-01T20:42:59.341908] [DEBUG] [LOCAL     ] No optimal features file found for NLY: ./output/feature-sets/NLY.txt
[2025-12-01T20:42:59.341956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:59.342011] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:59.342039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:59.342094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:59.397029] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:59.397592] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:59.397666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:59.397697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:59.516018] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:59.516149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:59.516184] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:59.516227] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:59.519417] [DEBUG] [FORECASTER] NLY: Forecast T+1@11:T+2@11: UP (p=64.11%)
[2025-12-01T20:42:59.519690] [INFO ] [FORECASTER] Completed predict_future for NLY
[2025-12-01T20:42:59.519807] [INFO ] [sig       ] NLY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:59.657968] [INFO ] [LOCAL     ] Saved forecast: NLY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NLY.txt
[2025-12-01T20:42:59.658116] [INFO ] [sig       ] [2282/3634] Completed NLY in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-01T20:42:59.658156] [INFO ] [sig       ] [2283/3634] Forecasting NMAI...
[2025-12-01T20:42:59.658183] [INFO ] [sig       ] Generating forecast for: NMAI
[2025-12-01T20:42:59.658211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMAI' from 'https://tdm.silogroup.org/data/derivative_storage/NMAI.csv'.
[2025-12-01T20:42:59.670122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMAI'.
[2025-12-01T20:42:59.670488] [INFO ] [FORECASTER] Starting predict_future for NMAI
[2025-12-01T20:42:59.671264] [DEBUG] [LOCAL     ] No optimal features file found for NMAI: ./output/feature-sets/NMAI.txt
[2025-12-01T20:42:59.671315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:59.671346] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:59.671373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:59.671429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:42:59.728333] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:42:59.729200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:42:59.729283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:42:59.729316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:42:59.844555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:42:59.844672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:42:59.844708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:42:59.844734] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:42:59.847763] [DEBUG] [FORECASTER] NMAI: Forecast T+1@11:T+2@11: UP (p=69.95%)
[2025-12-01T20:42:59.848015] [INFO ] [FORECASTER] Completed predict_future for NMAI
[2025-12-01T20:42:59.848132] [INFO ] [sig       ] NMAI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:42:59.984126] [INFO ] [LOCAL     ] Saved forecast: NMAI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NMAI.txt
[2025-12-01T20:42:59.984234] [INFO ] [sig       ] [2283/3634] Completed NMAI in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-01T20:42:59.984269] [INFO ] [sig       ] [2284/3634] Forecasting NMCO...
[2025-12-01T20:42:59.984297] [INFO ] [sig       ] Generating forecast for: NMCO
[2025-12-01T20:42:59.984325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMCO' from 'https://tdm.silogroup.org/data/derivative_storage/NMCO.csv'.
[2025-12-01T20:42:59.995233] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMCO'.
[2025-12-01T20:42:59.995489] [INFO ] [FORECASTER] Starting predict_future for NMCO
[2025-12-01T20:42:59.996228] [DEBUG] [LOCAL     ] No optimal features file found for NMCO: ./output/feature-sets/NMCO.txt
[2025-12-01T20:42:59.996276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:42:59.996306] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:42:59.996331] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:42:59.996385] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:00.050647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:00.051201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:00.051276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:00.051317] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:00.169702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:00.169808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:00.169842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:00.169868] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:00.172921] [DEBUG] [FORECASTER] NMCO: Forecast T+1@11:T+2@11: DOWN (p=27.87%)
[2025-12-01T20:43:00.173172] [INFO ] [FORECASTER] Completed predict_future for NMCO
[2025-12-01T20:43:00.173287] [INFO ] [sig       ] NMCO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:00.308880] [INFO ] [LOCAL     ] Saved forecast: NMCO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NMCO.txt
[2025-12-01T20:43:00.308983] [INFO ] [sig       ] [2284/3634] Completed NMCO in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-01T20:43:00.309017] [INFO ] [sig       ] [2285/3634] Forecasting NMFC...
[2025-12-01T20:43:00.309045] [INFO ] [sig       ] Generating forecast for: NMFC
[2025-12-01T20:43:00.309072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMFC' from 'https://tdm.silogroup.org/data/derivative_storage/NMFC.csv'.
[2025-12-01T20:43:00.320106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMFC'.
[2025-12-01T20:43:00.320366] [INFO ] [FORECASTER] Starting predict_future for NMFC
[2025-12-01T20:43:00.321098] [DEBUG] [LOCAL     ] No optimal features file found for NMFC: ./output/feature-sets/NMFC.txt
[2025-12-01T20:43:00.321147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:00.321176] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:00.321201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:00.321255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:00.376399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:00.376966] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:00.377040] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:00.377070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:00.493799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:00.493912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:00.493949] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:00.494009] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:00.497236] [DEBUG] [FORECASTER] NMFC: Forecast T+1@11:T+2@11: DOWN (p=14.22%)
[2025-12-01T20:43:00.497501] [INFO ] [FORECASTER] Completed predict_future for NMFC
[2025-12-01T20:43:00.497641] [INFO ] [sig       ] NMFC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:00.635087] [INFO ] [LOCAL     ] Saved forecast: NMFC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NMFC.txt
[2025-12-01T20:43:00.635222] [INFO ] [sig       ] [2285/3634] Completed NMFC in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-01T20:43:00.635259] [INFO ] [sig       ] [2286/3634] Forecasting NMG...
[2025-12-01T20:43:00.635288] [INFO ] [sig       ] Generating forecast for: NMG
[2025-12-01T20:43:00.635317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMG' from 'https://tdm.silogroup.org/data/derivative_storage/NMG.csv'.
[2025-12-01T20:43:00.646135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMG'.
[2025-12-01T20:43:00.646430] [INFO ] [FORECASTER] Starting predict_future for NMG
[2025-12-01T20:43:00.647183] [DEBUG] [LOCAL     ] No optimal features file found for NMG: ./output/feature-sets/NMG.txt
[2025-12-01T20:43:00.647230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:00.647260] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:00.647286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:00.647350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:00.704390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:00.705233] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:00.705314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:00.705346] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:00.826824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:00.826977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:00.827016] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:00.827046] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:00.830372] [DEBUG] [FORECASTER] NMG: Forecast T+1@11:T+2@11: UP (p=74.81%)
[2025-12-01T20:43:00.830653] [INFO ] [FORECASTER] Completed predict_future for NMG
[2025-12-01T20:43:00.830776] [INFO ] [sig       ] NMG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:00.969723] [INFO ] [LOCAL     ] Saved forecast: NMG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NMG.txt
[2025-12-01T20:43:00.969870] [INFO ] [sig       ] [2286/3634] Completed NMG in 0.3s | 2.99 sym/s | Total: 12.7m | ETA: 7.5m
[2025-12-01T20:43:00.969911] [INFO ] [sig       ] [2287/3634] Forecasting NMI...
[2025-12-01T20:43:00.969940] [INFO ] [sig       ] Generating forecast for: NMI
[2025-12-01T20:43:00.969968] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMI' from 'https://tdm.silogroup.org/data/derivative_storage/NMI.csv'.
[2025-12-01T20:43:00.980668] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMI'.
[2025-12-01T20:43:00.980998] [INFO ] [FORECASTER] Starting predict_future for NMI
[2025-12-01T20:43:00.981758] [DEBUG] [LOCAL     ] No optimal features file found for NMI: ./output/feature-sets/NMI.txt
[2025-12-01T20:43:00.981807] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:00.981836] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:00.981863] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:00.981921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:01.038456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:01.039324] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:01.039409] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:01.039442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:01.143680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:01.143828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:01.143867] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:01.143899] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:01.147115] [DEBUG] [FORECASTER] NMI: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-01T20:43:01.147373] [INFO ] [FORECASTER] Completed predict_future for NMI
[2025-12-01T20:43:01.147490] [INFO ] [sig       ] NMI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:01.285472] [INFO ] [LOCAL     ] Saved forecast: NMI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NMI.txt
[2025-12-01T20:43:01.285604] [INFO ] [sig       ] [2287/3634] Completed NMI in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-01T20:43:01.285642] [INFO ] [sig       ] [2288/3634] Forecasting NMIH...
[2025-12-01T20:43:01.285670] [INFO ] [sig       ] Generating forecast for: NMIH
[2025-12-01T20:43:01.285699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMIH' from 'https://tdm.silogroup.org/data/derivative_storage/NMIH.csv'.
[2025-12-01T20:43:01.297799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMIH'.
[2025-12-01T20:43:01.298060] [INFO ] [FORECASTER] Starting predict_future for NMIH
[2025-12-01T20:43:01.298832] [DEBUG] [LOCAL     ] No optimal features file found for NMIH: ./output/feature-sets/NMIH.txt
[2025-12-01T20:43:01.298891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:01.298921] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:01.298945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:01.298998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:01.355225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:01.355830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:01.355912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:01.355944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:01.470451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:01.470566] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:01.470620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:01.470648] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:01.473833] [DEBUG] [FORECASTER] NMIH: Forecast T+1@11:T+2@11: DOWN (p=36.87%)
[2025-12-01T20:43:01.474092] [INFO ] [FORECASTER] Completed predict_future for NMIH
[2025-12-01T20:43:01.474213] [INFO ] [sig       ] NMIH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:01.622184] [INFO ] [LOCAL     ] Saved forecast: NMIH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NMIH.txt
[2025-12-01T20:43:01.622342] [INFO ] [sig       ] [2288/3634] Completed NMIH in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-01T20:43:01.622382] [INFO ] [sig       ] [2289/3634] Forecasting NMM...
[2025-12-01T20:43:01.622411] [INFO ] [sig       ] Generating forecast for: NMM
[2025-12-01T20:43:01.622441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMM' from 'https://tdm.silogroup.org/data/derivative_storage/NMM.csv'.
[2025-12-01T20:43:01.634183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMM'.
[2025-12-01T20:43:01.634543] [INFO ] [FORECASTER] Starting predict_future for NMM
[2025-12-01T20:43:01.635313] [DEBUG] [LOCAL     ] No optimal features file found for NMM: ./output/feature-sets/NMM.txt
[2025-12-01T20:43:01.635363] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:01.635394] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:01.635421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:01.635477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:01.693682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:01.694742] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:01.694825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:01.694860] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:01.816189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:01.816343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:01.816381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:01.816410] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:01.819733] [DEBUG] [FORECASTER] NMM: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-12-01T20:43:01.820002] [INFO ] [FORECASTER] Completed predict_future for NMM
[2025-12-01T20:43:01.820123] [INFO ] [sig       ] NMM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:01.958251] [INFO ] [LOCAL     ] Saved forecast: NMM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NMM.txt
[2025-12-01T20:43:01.958386] [INFO ] [sig       ] [2289/3634] Completed NMM in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-01T20:43:01.958426] [INFO ] [sig       ] [2290/3634] Forecasting NMRA...
[2025-12-01T20:43:01.958453] [INFO ] [sig       ] Generating forecast for: NMRA
[2025-12-01T20:43:01.958480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRA' from 'https://tdm.silogroup.org/data/derivative_storage/NMRA.csv'.
[2025-12-01T20:43:01.970743] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NMRA'.
[2025-12-01T20:43:01.971128] [INFO ] [FORECASTER] Starting predict_future for NMRA
[2025-12-01T20:43:01.971914] [DEBUG] [LOCAL     ] No optimal features file found for NMRA: ./output/feature-sets/NMRA.txt
[2025-12-01T20:43:01.971964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:01.971993] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:01.972019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:01.972073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:02.027381] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:02.028338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:02.028431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:02.028461] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:02.149292] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:02.149454] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:02.149491] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:02.149518] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:02.152787] [DEBUG] [FORECASTER] NMRA: Forecast T+1@11:T+2@11: DOWN (p=7.12%)
[2025-12-01T20:43:02.153049] [INFO ] [FORECASTER] Completed predict_future for NMRA
[2025-12-01T20:43:02.153170] [INFO ] [sig       ] NMRA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:02.290499] [INFO ] [LOCAL     ] Saved forecast: NMRA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NMRA.txt
[2025-12-01T20:43:02.290641] [INFO ] [sig       ] [2290/3634] Completed NMRA in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-01T20:43:02.290680] [INFO ] [sig       ] [2291/3634] Forecasting NMRK...
[2025-12-01T20:43:02.290708] [INFO ] [sig       ] Generating forecast for: NMRK
[2025-12-01T20:43:02.290735] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NMRK' from 'https://tdm.silogroup.org/data/derivative_storage/NMRK.csv'.
[2025-12-01T20:43:02.303730] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NMRK'.
[2025-12-01T20:43:02.304075] [INFO ] [FORECASTER] Starting predict_future for NMRK
[2025-12-01T20:43:02.304852] [DEBUG] [LOCAL     ] No optimal features file found for NMRK: ./output/feature-sets/NMRK.txt
[2025-12-01T20:43:02.304902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:02.304932] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:02.304957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:02.305010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:02.359093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:02.359692] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:02.359767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:02.359797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:02.480237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:02.480378] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:02.480415] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:02.480442] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:02.483666] [DEBUG] [FORECASTER] NMRK: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-12-01T20:43:02.483927] [INFO ] [FORECASTER] Completed predict_future for NMRK
[2025-12-01T20:43:02.484046] [INFO ] [sig       ] NMRK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:02.620287] [INFO ] [LOCAL     ] Saved forecast: NMRK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NMRK.txt
[2025-12-01T20:43:02.620415] [INFO ] [sig       ] [2291/3634] Completed NMRK in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-01T20:43:02.620452] [INFO ] [sig       ] [2292/3634] Forecasting NN...
[2025-12-01T20:43:02.620482] [INFO ] [sig       ] Generating forecast for: NN
[2025-12-01T20:43:02.620509] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NN' from 'https://tdm.silogroup.org/data/derivative_storage/NN.csv'.
[2025-12-01T20:43:02.632176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NN'.
[2025-12-01T20:43:02.632454] [INFO ] [FORECASTER] Starting predict_future for NN
[2025-12-01T20:43:02.633196] [DEBUG] [LOCAL     ] No optimal features file found for NN: ./output/feature-sets/NN.txt
[2025-12-01T20:43:02.633244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:02.633273] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:02.633298] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:02.633351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:02.687870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:02.688453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:02.688555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:02.688607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:02.805355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:02.805507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:02.805545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:02.805588] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:02.808843] [DEBUG] [FORECASTER] NN: Forecast T+1@11:T+2@11: UP (p=73.00%)
[2025-12-01T20:43:02.809097] [INFO ] [FORECASTER] Completed predict_future for NN
[2025-12-01T20:43:02.809215] [INFO ] [sig       ] NN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:02.948597] [INFO ] [LOCAL     ] Saved forecast: NN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NN.txt
[2025-12-01T20:43:02.948724] [INFO ] [sig       ] [2292/3634] Completed NN in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-01T20:43:02.948759] [INFO ] [sig       ] [2293/3634] Forecasting NNDM...
[2025-12-01T20:43:02.948788] [INFO ] [sig       ] Generating forecast for: NNDM
[2025-12-01T20:43:02.948815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNDM' from 'https://tdm.silogroup.org/data/derivative_storage/NNDM.csv'.
[2025-12-01T20:43:02.960223] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNDM'.
[2025-12-01T20:43:02.960475] [INFO ] [FORECASTER] Starting predict_future for NNDM
[2025-12-01T20:43:02.961213] [DEBUG] [LOCAL     ] No optimal features file found for NNDM: ./output/feature-sets/NNDM.txt
[2025-12-01T20:43:02.961263] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:02.961292] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:02.961318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:02.961372] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:03.016693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:03.017395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:03.017472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:03.017504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:03.134620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:03.134741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:03.134775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:03.134803] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:03.137918] [DEBUG] [FORECASTER] NNDM: Forecast T+1@11:T+2@11: UP (p=71.70%)
[2025-12-01T20:43:03.138185] [INFO ] [FORECASTER] Completed predict_future for NNDM
[2025-12-01T20:43:03.138302] [INFO ] [sig       ] NNDM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:03.274168] [INFO ] [LOCAL     ] Saved forecast: NNDM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NNDM.txt
[2025-12-01T20:43:03.274285] [INFO ] [sig       ] [2293/3634] Completed NNDM in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-01T20:43:03.274321] [INFO ] [sig       ] [2294/3634] Forecasting NNE...
[2025-12-01T20:43:03.274348] [INFO ] [sig       ] Generating forecast for: NNE
[2025-12-01T20:43:03.274375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNE' from 'https://tdm.silogroup.org/data/derivative_storage/NNE.csv'.
[2025-12-01T20:43:03.286126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNE'.
[2025-12-01T20:43:03.286382] [INFO ] [FORECASTER] Starting predict_future for NNE
[2025-12-01T20:43:03.287133] [DEBUG] [LOCAL     ] No optimal features file found for NNE: ./output/feature-sets/NNE.txt
[2025-12-01T20:43:03.287182] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:03.287211] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:03.287236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:03.287290] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:03.342689] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:03.343262] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:03.343337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:03.343368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:03.463986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:03.464109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:03.464143] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:03.464169] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:03.467271] [DEBUG] [FORECASTER] NNE: Forecast T+1@11:T+2@11: UP (p=85.07%)
[2025-12-01T20:43:03.467523] [INFO ] [FORECASTER] Completed predict_future for NNE
[2025-12-01T20:43:03.467656] [INFO ] [sig       ] NNE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:03.607710] [INFO ] [LOCAL     ] Saved forecast: NNE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NNE.txt
[2025-12-01T20:43:03.607833] [INFO ] [sig       ] [2294/3634] Completed NNE in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-01T20:43:03.607869] [INFO ] [sig       ] [2295/3634] Forecasting NNI...
[2025-12-01T20:43:03.607898] [INFO ] [sig       ] Generating forecast for: NNI
[2025-12-01T20:43:03.607925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNI' from 'https://tdm.silogroup.org/data/derivative_storage/NNI.csv'.
[2025-12-01T20:43:03.618955] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNI'.
[2025-12-01T20:43:03.619216] [INFO ] [FORECASTER] Starting predict_future for NNI
[2025-12-01T20:43:03.619979] [DEBUG] [LOCAL     ] No optimal features file found for NNI: ./output/feature-sets/NNI.txt
[2025-12-01T20:43:03.620037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:03.620066] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:03.620091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:03.620144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:03.675818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:03.676404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:03.676479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:03.676508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:03.792782] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:03.792924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:03.792959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:03.792986] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:03.796124] [DEBUG] [FORECASTER] NNI: Forecast T+1@11:T+2@11: DOWN (p=15.44%)
[2025-12-01T20:43:03.796374] [INFO ] [FORECASTER] Completed predict_future for NNI
[2025-12-01T20:43:03.796490] [INFO ] [sig       ] NNI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:03.933567] [INFO ] [LOCAL     ] Saved forecast: NNI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NNI.txt
[2025-12-01T20:43:03.933720] [INFO ] [sig       ] [2295/3634] Completed NNI in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-01T20:43:03.933757] [INFO ] [sig       ] [2296/3634] Forecasting NNN...
[2025-12-01T20:43:03.933785] [INFO ] [sig       ] Generating forecast for: NNN
[2025-12-01T20:43:03.933813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNN' from 'https://tdm.silogroup.org/data/derivative_storage/NNN.csv'.
[2025-12-01T20:43:03.944840] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNN'.
[2025-12-01T20:43:03.945099] [INFO ] [FORECASTER] Starting predict_future for NNN
[2025-12-01T20:43:03.945836] [DEBUG] [LOCAL     ] No optimal features file found for NNN: ./output/feature-sets/NNN.txt
[2025-12-01T20:43:03.945884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:03.945914] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:03.945939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:03.945994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:04.001208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:04.001818] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:04.001893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:04.001924] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:04.117117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:04.117261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:04.117296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:04.117323] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:04.120635] [DEBUG] [FORECASTER] NNN: Forecast T+1@11:T+2@11: DOWN (p=17.40%)
[2025-12-01T20:43:04.120887] [INFO ] [FORECASTER] Completed predict_future for NNN
[2025-12-01T20:43:04.121017] [INFO ] [sig       ] NNN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:04.257891] [INFO ] [LOCAL     ] Saved forecast: NNN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NNN.txt
[2025-12-01T20:43:04.258003] [INFO ] [sig       ] [2296/3634] Completed NNN in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-01T20:43:04.258039] [INFO ] [sig       ] [2297/3634] Forecasting NNOX...
[2025-12-01T20:43:04.258066] [INFO ] [sig       ] Generating forecast for: NNOX
[2025-12-01T20:43:04.258095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNOX' from 'https://tdm.silogroup.org/data/derivative_storage/NNOX.csv'.
[2025-12-01T20:43:04.268843] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NNOX'.
[2025-12-01T20:43:04.269101] [INFO ] [FORECASTER] Starting predict_future for NNOX
[2025-12-01T20:43:04.269841] [DEBUG] [LOCAL     ] No optimal features file found for NNOX: ./output/feature-sets/NNOX.txt
[2025-12-01T20:43:04.269893] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:04.269929] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:04.269960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:04.270026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:04.328213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:04.328846] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:04.328927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:04.328965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:04.448483] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:04.448621] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:04.448657] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:04.448684] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:04.451789] [DEBUG] [FORECASTER] NNOX: Forecast T+1@11:T+2@11: UP (p=66.49%)
[2025-12-01T20:43:04.452046] [INFO ] [FORECASTER] Completed predict_future for NNOX
[2025-12-01T20:43:04.452160] [INFO ] [sig       ] NNOX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:43:04.589962] [INFO ] [LOCAL     ] Saved forecast: NNOX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NNOX.txt
[2025-12-01T20:43:04.590128] [INFO ] [sig       ] [2297/3634] Completed NNOX in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-01T20:43:04.590167] [INFO ] [sig       ] [2298/3634] Forecasting NNY...
[2025-12-01T20:43:04.590195] [INFO ] [sig       ] Generating forecast for: NNY
[2025-12-01T20:43:04.590223] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NNY' from 'https://tdm.silogroup.org/data/derivative_storage/NNY.csv'.
[2025-12-01T20:43:04.601283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NNY'.
[2025-12-01T20:43:04.601657] [INFO ] [FORECASTER] Starting predict_future for NNY
[2025-12-01T20:43:04.602388] [DEBUG] [LOCAL     ] No optimal features file found for NNY: ./output/feature-sets/NNY.txt
[2025-12-01T20:43:04.602437] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:04.602467] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:04.602493] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:04.602547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:04.657962] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:04.658795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:04.658874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:04.658905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:04.764399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:04.764530] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:04.764565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:04.764613] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:04.767776] [DEBUG] [FORECASTER] NNY: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-01T20:43:04.768034] [INFO ] [FORECASTER] Completed predict_future for NNY
[2025-12-01T20:43:04.768148] [INFO ] [sig       ] NNY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:04.904407] [INFO ] [LOCAL     ] Saved forecast: NNY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NNY.txt
[2025-12-01T20:43:04.904520] [INFO ] [sig       ] [2298/3634] Completed NNY in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.5m
[2025-12-01T20:43:04.904556] [INFO ] [sig       ] [2299/3634] Forecasting NOA...
[2025-12-01T20:43:04.904603] [INFO ] [sig       ] Generating forecast for: NOA
[2025-12-01T20:43:04.904632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOA' from 'https://tdm.silogroup.org/data/derivative_storage/NOA.csv'.
[2025-12-01T20:43:04.916543] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NOA'.
[2025-12-01T20:43:04.916885] [INFO ] [FORECASTER] Starting predict_future for NOA
[2025-12-01T20:43:04.917668] [DEBUG] [LOCAL     ] No optimal features file found for NOA: ./output/feature-sets/NOA.txt
[2025-12-01T20:43:04.917717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:04.917788] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:04.917816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:04.917870] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:04.972890] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:04.973561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:04.973657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:04.973689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:05.091293] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:05.091453] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:05.091492] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:05.091519] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:05.094794] [DEBUG] [FORECASTER] NOA: Forecast T+1@11:T+2@11: UP (p=91.98%)
[2025-12-01T20:43:05.095056] [INFO ] [FORECASTER] Completed predict_future for NOA
[2025-12-01T20:43:05.095177] [INFO ] [sig       ] NOA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:43:05.231813] [INFO ] [LOCAL     ] Saved forecast: NOA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NOA.txt
[2025-12-01T20:43:05.231951] [INFO ] [sig       ] [2299/3634] Completed NOA in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-01T20:43:05.231988] [INFO ] [sig       ] [2300/3634] Forecasting NOAH...
[2025-12-01T20:43:05.232016] [INFO ] [sig       ] Generating forecast for: NOAH
[2025-12-01T20:43:05.232044] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOAH' from 'https://tdm.silogroup.org/data/derivative_storage/NOAH.csv'.
[2025-12-01T20:43:05.243754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOAH'.
[2025-12-01T20:43:05.244072] [INFO ] [FORECASTER] Starting predict_future for NOAH
[2025-12-01T20:43:05.244860] [DEBUG] [LOCAL     ] No optimal features file found for NOAH: ./output/feature-sets/NOAH.txt
[2025-12-01T20:43:05.244909] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:05.244938] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:05.244966] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:05.245023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:05.300769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:05.301362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:05.301437] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:05.301468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:05.423564] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:05.423716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:05.423753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:05.423778] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:05.427007] [DEBUG] [FORECASTER] NOAH: Forecast T+1@11:T+2@11: UP (p=97.53%)
[2025-12-01T20:43:05.427276] [INFO ] [FORECASTER] Completed predict_future for NOAH
[2025-12-01T20:43:05.427398] [INFO ] [sig       ] NOAH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:05.564178] [INFO ] [LOCAL     ] Saved forecast: NOAH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NOAH.txt
[2025-12-01T20:43:05.564290] [INFO ] [sig       ] [2300/3634] Completed NOAH in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-01T20:43:05.564324] [INFO ] [sig       ] [2301/3634] Forecasting NODK...
[2025-12-01T20:43:05.564352] [INFO ] [sig       ] Generating forecast for: NODK
[2025-12-01T20:43:05.564380] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NODK' from 'https://tdm.silogroup.org/data/derivative_storage/NODK.csv'.
[2025-12-01T20:43:05.574464] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NODK'.
[2025-12-01T20:43:05.574740] [INFO ] [FORECASTER] Starting predict_future for NODK
[2025-12-01T20:43:05.575455] [DEBUG] [LOCAL     ] No optimal features file found for NODK: ./output/feature-sets/NODK.txt
[2025-12-01T20:43:05.575503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:05.575533] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:05.575557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:05.575632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:05.630386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:05.630978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:05.631052] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:05.631082] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:05.728936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:05.729100] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:05.729139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:05.729166] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:05.732443] [DEBUG] [FORECASTER] NODK: Forecast T+1@11:T+2@11: UP (p=57.86%)
[2025-12-01T20:43:05.732733] [INFO ] [FORECASTER] Completed predict_future for NODK
[2025-12-01T20:43:05.732858] [INFO ] [sig       ] NODK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:05.869616] [INFO ] [LOCAL     ] Saved forecast: NODK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NODK.txt
[2025-12-01T20:43:05.869745] [INFO ] [sig       ] [2301/3634] Completed NODK in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-01T20:43:05.869781] [INFO ] [sig       ] [2302/3634] Forecasting NOG...
[2025-12-01T20:43:05.869810] [INFO ] [sig       ] Generating forecast for: NOG
[2025-12-01T20:43:05.869839] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOG' from 'https://tdm.silogroup.org/data/derivative_storage/NOG.csv'.
[2025-12-01T20:43:05.881404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOG'.
[2025-12-01T20:43:05.881753] [INFO ] [FORECASTER] Starting predict_future for NOG
[2025-12-01T20:43:05.882503] [DEBUG] [LOCAL     ] No optimal features file found for NOG: ./output/feature-sets/NOG.txt
[2025-12-01T20:43:05.882553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:05.882600] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:05.882627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:05.882681] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:05.937107] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:05.937733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:05.937812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:05.937851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:06.053604] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:06.053754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:06.053792] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:06.053853] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:06.057127] [DEBUG] [FORECASTER] NOG: Forecast T+1@11:T+2@11: DOWN (p=23.40%)
[2025-12-01T20:43:06.057387] [INFO ] [FORECASTER] Completed predict_future for NOG
[2025-12-01T20:43:06.057509] [INFO ] [sig       ] NOG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:06.193892] [INFO ] [LOCAL     ] Saved forecast: NOG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NOG.txt
[2025-12-01T20:43:06.194013] [INFO ] [sig       ] [2302/3634] Completed NOG in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-01T20:43:06.194057] [INFO ] [sig       ] [2303/3634] Forecasting NOMD...
[2025-12-01T20:43:06.194084] [INFO ] [sig       ] Generating forecast for: NOMD
[2025-12-01T20:43:06.194111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOMD' from 'https://tdm.silogroup.org/data/derivative_storage/NOMD.csv'.
[2025-12-01T20:43:06.206200] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NOMD'.
[2025-12-01T20:43:06.206518] [INFO ] [FORECASTER] Starting predict_future for NOMD
[2025-12-01T20:43:06.207291] [DEBUG] [LOCAL     ] No optimal features file found for NOMD: ./output/feature-sets/NOMD.txt
[2025-12-01T20:43:06.207340] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:06.207370] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:06.207394] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:06.207448] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:06.261884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:06.262472] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:06.262548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:06.262595] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:06.378657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:06.378787] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:06.378821] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:06.378847] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:06.382054] [DEBUG] [FORECASTER] NOMD: Forecast T+1@11:T+2@11: DOWN (p=11.50%)
[2025-12-01T20:43:06.382311] [INFO ] [FORECASTER] Completed predict_future for NOMD
[2025-12-01T20:43:06.382429] [INFO ] [sig       ] NOMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:06.521879] [INFO ] [LOCAL     ] Saved forecast: NOMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NOMD.txt
[2025-12-01T20:43:06.522022] [INFO ] [sig       ] [2303/3634] Completed NOMD in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-01T20:43:06.522084] [INFO ] [sig       ] [2304/3634] Forecasting NOTE...
[2025-12-01T20:43:06.522115] [INFO ] [sig       ] Generating forecast for: NOTE
[2025-12-01T20:43:06.522143] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NOTE' from 'https://tdm.silogroup.org/data/derivative_storage/NOTE.csv'.
[2025-12-01T20:43:06.533418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NOTE'.
[2025-12-01T20:43:06.533728] [INFO ] [FORECASTER] Starting predict_future for NOTE
[2025-12-01T20:43:06.534456] [DEBUG] [LOCAL     ] No optimal features file found for NOTE: ./output/feature-sets/NOTE.txt
[2025-12-01T20:43:06.534503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:06.534532] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:06.534557] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:06.534635] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:06.589396] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:06.589976] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:06.590051] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:06.590081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:06.706192] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:06.706315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:06.706349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:06.706376] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:06.709492] [DEBUG] [FORECASTER] NOTE: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-12-01T20:43:06.709762] [INFO ] [FORECASTER] Completed predict_future for NOTE
[2025-12-01T20:43:06.709896] [INFO ] [sig       ] NOTE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:06.845584] [INFO ] [LOCAL     ] Saved forecast: NOTE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NOTE.txt
[2025-12-01T20:43:06.845696] [INFO ] [sig       ] [2304/3634] Completed NOTE in 0.3s | 2.99 sym/s | Total: 12.8m | ETA: 7.4m
[2025-12-01T20:43:06.845732] [INFO ] [sig       ] [2305/3634] Forecasting NPCE...
[2025-12-01T20:43:06.845761] [INFO ] [sig       ] Generating forecast for: NPCE
[2025-12-01T20:43:06.845789] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPCE' from 'https://tdm.silogroup.org/data/derivative_storage/NPCE.csv'.
[2025-12-01T20:43:06.856483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPCE'.
[2025-12-01T20:43:06.856761] [INFO ] [FORECASTER] Starting predict_future for NPCE
[2025-12-01T20:43:06.857476] [DEBUG] [LOCAL     ] No optimal features file found for NPCE: ./output/feature-sets/NPCE.txt
[2025-12-01T20:43:06.857525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:06.857555] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:06.857605] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:06.857661] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:06.912528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:06.913097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:06.913169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:06.913199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:07.030859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:07.030964] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:07.030996] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:07.031023] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:07.034053] [DEBUG] [FORECASTER] NPCE: Forecast T+1@11:T+2@11: UP (p=79.70%)
[2025-12-01T20:43:07.034304] [INFO ] [FORECASTER] Completed predict_future for NPCE
[2025-12-01T20:43:07.034421] [INFO ] [sig       ] NPCE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:07.172893] [INFO ] [LOCAL     ] Saved forecast: NPCE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NPCE.txt
[2025-12-01T20:43:07.173003] [INFO ] [sig       ] [2305/3634] Completed NPCE in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-01T20:43:07.173039] [INFO ] [sig       ] [2306/3634] Forecasting NPFD...
[2025-12-01T20:43:07.173066] [INFO ] [sig       ] Generating forecast for: NPFD
[2025-12-01T20:43:07.173094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPFD' from 'https://tdm.silogroup.org/data/derivative_storage/NPFD.csv'.
[2025-12-01T20:43:07.185789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPFD'.
[2025-12-01T20:43:07.186140] [INFO ] [FORECASTER] Starting predict_future for NPFD
[2025-12-01T20:43:07.186962] [DEBUG] [LOCAL     ] No optimal features file found for NPFD: ./output/feature-sets/NPFD.txt
[2025-12-01T20:43:07.187017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:07.187047] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:07.187072] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:07.187127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:07.246242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:07.246890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:07.246988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:07.247023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:07.371980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:07.372126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:07.372172] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:07.372226] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:07.375641] [DEBUG] [FORECASTER] NPFD: Forecast T+1@11:T+2@11: UP (p=84.17%)
[2025-12-01T20:43:07.375955] [INFO ] [FORECASTER] Completed predict_future for NPFD
[2025-12-01T20:43:07.376090] [INFO ] [sig       ] NPFD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:07.518174] [INFO ] [LOCAL     ] Saved forecast: NPFD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NPFD.txt
[2025-12-01T20:43:07.518296] [INFO ] [sig       ] [2306/3634] Completed NPFD in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-01T20:43:07.518352] [INFO ] [sig       ] [2307/3634] Forecasting NPK...
[2025-12-01T20:43:07.518383] [INFO ] [sig       ] Generating forecast for: NPK
[2025-12-01T20:43:07.518411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPK' from 'https://tdm.silogroup.org/data/derivative_storage/NPK.csv'.
[2025-12-01T20:43:07.530034] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NPK'.
[2025-12-01T20:43:07.530345] [INFO ] [FORECASTER] Starting predict_future for NPK
[2025-12-01T20:43:07.531126] [DEBUG] [LOCAL     ] No optimal features file found for NPK: ./output/feature-sets/NPK.txt
[2025-12-01T20:43:07.531175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:07.531205] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:07.531230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:07.531284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:07.586434] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:07.587045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:07.587121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:07.587151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:07.705934] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:07.706033] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:07.706067] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:07.706093] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:07.709177] [DEBUG] [FORECASTER] NPK: Forecast T+1@11:T+2@11: UP (p=60.19%)
[2025-12-01T20:43:07.709429] [INFO ] [FORECASTER] Completed predict_future for NPK
[2025-12-01T20:43:07.709545] [INFO ] [sig       ] NPK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:43:07.846503] [INFO ] [LOCAL     ] Saved forecast: NPK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NPK.txt
[2025-12-01T20:43:07.846629] [INFO ] [sig       ] [2307/3634] Completed NPK in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-01T20:43:07.846667] [INFO ] [sig       ] [2308/3634] Forecasting NPO...
[2025-12-01T20:43:07.846694] [INFO ] [sig       ] Generating forecast for: NPO
[2025-12-01T20:43:07.846722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NPO' from 'https://tdm.silogroup.org/data/derivative_storage/NPO.csv'.
[2025-12-01T20:43:07.858537] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NPO'.
[2025-12-01T20:43:07.858894] [INFO ] [FORECASTER] Starting predict_future for NPO
[2025-12-01T20:43:07.859692] [DEBUG] [LOCAL     ] No optimal features file found for NPO: ./output/feature-sets/NPO.txt
[2025-12-01T20:43:07.859741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:07.859771] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:07.859796] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:07.859850] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:07.914655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:07.915305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:07.915402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:07.915432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:08.032383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:08.032534] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:08.032586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:08.032616] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:08.035895] [DEBUG] [FORECASTER] NPO: Forecast T+1@11:T+2@11: DOWN (p=35.07%)
[2025-12-01T20:43:08.036161] [INFO ] [FORECASTER] Completed predict_future for NPO
[2025-12-01T20:43:08.036285] [INFO ] [sig       ] NPO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:08.172141] [INFO ] [LOCAL     ] Saved forecast: NPO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NPO.txt
[2025-12-01T20:43:08.172273] [INFO ] [sig       ] [2308/3634] Completed NPO in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-01T20:43:08.172310] [INFO ] [sig       ] [2309/3634] Forecasting NQP...
[2025-12-01T20:43:08.172338] [INFO ] [sig       ] Generating forecast for: NQP
[2025-12-01T20:43:08.172367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NQP' from 'https://tdm.silogroup.org/data/derivative_storage/NQP.csv'.
[2025-12-01T20:43:08.183751] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NQP'.
[2025-12-01T20:43:08.184048] [INFO ] [FORECASTER] Starting predict_future for NQP
[2025-12-01T20:43:08.184836] [DEBUG] [LOCAL     ] No optimal features file found for NQP: ./output/feature-sets/NQP.txt
[2025-12-01T20:43:08.184885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:08.184914] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:08.184940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:08.184998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:08.239489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:08.240157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:08.240264] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:08.240296] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:08.359900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:08.360064] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:08.360107] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:08.360135] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:08.363543] [DEBUG] [FORECASTER] NQP: Forecast T+1@11:T+2@11: UP (p=87.59%)
[2025-12-01T20:43:08.363831] [INFO ] [FORECASTER] Completed predict_future for NQP
[2025-12-01T20:43:08.363954] [INFO ] [sig       ] NQP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:43:08.499512] [INFO ] [LOCAL     ] Saved forecast: NQP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NQP.txt
[2025-12-01T20:43:08.499658] [INFO ] [sig       ] [2309/3634] Completed NQP in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-01T20:43:08.499708] [INFO ] [sig       ] [2310/3634] Forecasting NRC...
[2025-12-01T20:43:08.499739] [INFO ] [sig       ] Generating forecast for: NRC
[2025-12-01T20:43:08.499767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRC' from 'https://tdm.silogroup.org/data/derivative_storage/NRC.csv'.
[2025-12-01T20:43:08.511400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRC'.
[2025-12-01T20:43:08.511712] [INFO ] [FORECASTER] Starting predict_future for NRC
[2025-12-01T20:43:08.512470] [DEBUG] [LOCAL     ] No optimal features file found for NRC: ./output/feature-sets/NRC.txt
[2025-12-01T20:43:08.512519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:08.512549] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:08.512609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:08.512669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:08.566782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:08.567346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:08.567421] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:08.567451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:08.681312] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:08.681423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:08.681458] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:08.681485] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:08.684590] [DEBUG] [FORECASTER] NRC: Forecast T+1@11:T+2@11: UP (p=53.20%)
[2025-12-01T20:43:08.684848] [INFO ] [FORECASTER] Completed predict_future for NRC
[2025-12-01T20:43:08.684967] [INFO ] [sig       ] NRC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:08.820503] [INFO ] [LOCAL     ] Saved forecast: NRC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NRC.txt
[2025-12-01T20:43:08.820628] [INFO ] [sig       ] [2310/3634] Completed NRC in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-01T20:43:08.820666] [INFO ] [sig       ] [2311/3634] Forecasting NRDS...
[2025-12-01T20:43:08.820694] [INFO ] [sig       ] Generating forecast for: NRDS
[2025-12-01T20:43:08.820721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRDS' from 'https://tdm.silogroup.org/data/derivative_storage/NRDS.csv'.
[2025-12-01T20:43:08.834962] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRDS'.
[2025-12-01T20:43:08.835435] [INFO ] [FORECASTER] Starting predict_future for NRDS
[2025-12-01T20:43:08.836466] [DEBUG] [LOCAL     ] No optimal features file found for NRDS: ./output/feature-sets/NRDS.txt
[2025-12-01T20:43:08.836529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:08.836566] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:08.836620] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:08.836694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:08.892423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:08.893124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:08.893207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:08.893237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:09.010180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:09.010307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:09.010343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:09.010369] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:09.013590] [DEBUG] [FORECASTER] NRDS: Forecast T+1@11:T+2@11: UP (p=73.60%)
[2025-12-01T20:43:09.013859] [INFO ] [FORECASTER] Completed predict_future for NRDS
[2025-12-01T20:43:09.013980] [INFO ] [sig       ] NRDS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:09.151091] [INFO ] [LOCAL     ] Saved forecast: NRDS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NRDS.txt
[2025-12-01T20:43:09.151209] [INFO ] [sig       ] [2311/3634] Completed NRDS in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-01T20:43:09.151244] [INFO ] [sig       ] [2312/3634] Forecasting NREF...
[2025-12-01T20:43:09.151272] [INFO ] [sig       ] Generating forecast for: NREF
[2025-12-01T20:43:09.151299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NREF' from 'https://tdm.silogroup.org/data/derivative_storage/NREF.csv'.
[2025-12-01T20:43:09.163126] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NREF'.
[2025-12-01T20:43:09.163408] [INFO ] [FORECASTER] Starting predict_future for NREF
[2025-12-01T20:43:09.164218] [DEBUG] [LOCAL     ] No optimal features file found for NREF: ./output/feature-sets/NREF.txt
[2025-12-01T20:43:09.164267] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:09.164297] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:09.164322] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:09.164375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:09.221651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:09.222289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:09.222376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:09.222407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:09.337914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:09.338019] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:09.338055] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:09.338083] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:09.341144] [DEBUG] [FORECASTER] NREF: Forecast T+1@11:T+2@11: DOWN (p=11.78%)
[2025-12-01T20:43:09.341402] [INFO ] [FORECASTER] Completed predict_future for NREF
[2025-12-01T20:43:09.341518] [INFO ] [sig       ] NREF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:09.478115] [INFO ] [LOCAL     ] Saved forecast: NREF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NREF.txt
[2025-12-01T20:43:09.478256] [INFO ] [sig       ] [2312/3634] Completed NREF in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-01T20:43:09.478300] [INFO ] [sig       ] [2313/3634] Forecasting NRG...
[2025-12-01T20:43:09.478341] [INFO ] [sig       ] Generating forecast for: NRG
[2025-12-01T20:43:09.478369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRG' from 'https://tdm.silogroup.org/data/derivative_storage/NRG.csv'.
[2025-12-01T20:43:09.489285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRG'.
[2025-12-01T20:43:09.489539] [INFO ] [FORECASTER] Starting predict_future for NRG
[2025-12-01T20:43:09.490285] [DEBUG] [LOCAL     ] No optimal features file found for NRG: ./output/feature-sets/NRG.txt
[2025-12-01T20:43:09.490332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:09.490362] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:09.490386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:09.490439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:09.545456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:09.546032] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:09.546107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:09.546137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:09.665520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:09.665623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:09.665657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:09.665683] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:09.668690] [DEBUG] [FORECASTER] NRG: Forecast T+1@11:T+2@11: UP (p=95.33%)
[2025-12-01T20:43:09.668946] [INFO ] [FORECASTER] Completed predict_future for NRG
[2025-12-01T20:43:09.669077] [INFO ] [sig       ] NRG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:09.804244] [INFO ] [LOCAL     ] Saved forecast: NRG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NRG.txt
[2025-12-01T20:43:09.804346] [INFO ] [sig       ] [2313/3634] Completed NRG in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-01T20:43:09.804382] [INFO ] [sig       ] [2314/3634] Forecasting NRIM...
[2025-12-01T20:43:09.804410] [INFO ] [sig       ] Generating forecast for: NRIM
[2025-12-01T20:43:09.804445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIM' from 'https://tdm.silogroup.org/data/derivative_storage/NRIM.csv'.
[2025-12-01T20:43:09.816281] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRIM'.
[2025-12-01T20:43:09.816599] [INFO ] [FORECASTER] Starting predict_future for NRIM
[2025-12-01T20:43:09.817380] [DEBUG] [LOCAL     ] No optimal features file found for NRIM: ./output/feature-sets/NRIM.txt
[2025-12-01T20:43:09.817430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:09.817461] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:09.817486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:09.817541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:09.872473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:09.873390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:09.873479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:09.873510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:09.994307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:09.994448] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:09.994485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:09.994511] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:09.997733] [DEBUG] [FORECASTER] NRIM: Forecast T+1@11:T+2@11: DOWN (p=1.87%)
[2025-12-01T20:43:09.997992] [INFO ] [FORECASTER] Completed predict_future for NRIM
[2025-12-01T20:43:09.998111] [INFO ] [sig       ] NRIM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:10.133049] [INFO ] [LOCAL     ] Saved forecast: NRIM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NRIM.txt
[2025-12-01T20:43:10.133161] [INFO ] [sig       ] [2314/3634] Completed NRIM in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-01T20:43:10.133197] [INFO ] [sig       ] [2315/3634] Forecasting NRIX...
[2025-12-01T20:43:10.133224] [INFO ] [sig       ] Generating forecast for: NRIX
[2025-12-01T20:43:10.133253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRIX' from 'https://tdm.silogroup.org/data/derivative_storage/NRIX.csv'.
[2025-12-01T20:43:10.147378] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NRIX'.
[2025-12-01T20:43:10.147779] [INFO ] [FORECASTER] Starting predict_future for NRIX
[2025-12-01T20:43:10.148635] [DEBUG] [LOCAL     ] No optimal features file found for NRIX: ./output/feature-sets/NRIX.txt
[2025-12-01T20:43:10.148686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:10.148719] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:10.148744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:10.148800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:10.203651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:10.204369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:10.204455] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:10.204486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:10.327157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:10.327318] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:10.327358] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:10.327385] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:10.330784] [DEBUG] [FORECASTER] NRIX: Forecast T+1@11:T+2@11: DOWN (p=31.11%)
[2025-12-01T20:43:10.331059] [INFO ] [FORECASTER] Completed predict_future for NRIX
[2025-12-01T20:43:10.331185] [INFO ] [sig       ] NRIX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:10.468077] [INFO ] [LOCAL     ] Saved forecast: NRIX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NRIX.txt
[2025-12-01T20:43:10.468214] [INFO ] [sig       ] [2315/3634] Completed NRIX in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.4m
[2025-12-01T20:43:10.468252] [INFO ] [sig       ] [2316/3634] Forecasting NRK...
[2025-12-01T20:43:10.468280] [INFO ] [sig       ] Generating forecast for: NRK
[2025-12-01T20:43:10.468308] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRK' from 'https://tdm.silogroup.org/data/derivative_storage/NRK.csv'.
[2025-12-01T20:43:10.479131] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NRK'.
[2025-12-01T20:43:10.479401] [INFO ] [FORECASTER] Starting predict_future for NRK
[2025-12-01T20:43:10.480170] [DEBUG] [LOCAL     ] No optimal features file found for NRK: ./output/feature-sets/NRK.txt
[2025-12-01T20:43:10.480219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:10.480279] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:10.480306] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:10.480360] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:10.536464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:10.537192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:10.537277] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:10.537309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:10.655464] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:10.655644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:10.655685] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:10.655712] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:10.659128] [DEBUG] [FORECASTER] NRK: Forecast T+1@11:T+2@11: DOWN (p=21.88%)
[2025-12-01T20:43:10.659412] [INFO ] [FORECASTER] Completed predict_future for NRK
[2025-12-01T20:43:10.659535] [INFO ] [sig       ] NRK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:10.798469] [INFO ] [LOCAL     ] Saved forecast: NRK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NRK.txt
[2025-12-01T20:43:10.798635] [INFO ] [sig       ] [2316/3634] Completed NRK in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-01T20:43:10.798675] [INFO ] [sig       ] [2317/3634] Forecasting NRP...
[2025-12-01T20:43:10.798704] [INFO ] [sig       ] Generating forecast for: NRP
[2025-12-01T20:43:10.798732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRP' from 'https://tdm.silogroup.org/data/derivative_storage/NRP.csv'.
[2025-12-01T20:43:10.811001] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NRP'.
[2025-12-01T20:43:10.811405] [INFO ] [FORECASTER] Starting predict_future for NRP
[2025-12-01T20:43:10.812198] [DEBUG] [LOCAL     ] No optimal features file found for NRP: ./output/feature-sets/NRP.txt
[2025-12-01T20:43:10.812249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:10.812279] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:10.812304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:10.812357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:10.867949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:10.868601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:10.868679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:10.868710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:10.985795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:10.985954] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:10.985991] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:10.986019] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:10.989677] [DEBUG] [FORECASTER] NRP: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-01T20:43:10.990079] [INFO ] [FORECASTER] Completed predict_future for NRP
[2025-12-01T20:43:10.990257] [INFO ] [sig       ] NRP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:11.128355] [INFO ] [LOCAL     ] Saved forecast: NRP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NRP.txt
[2025-12-01T20:43:11.128502] [INFO ] [sig       ] [2317/3634] Completed NRP in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-01T20:43:11.128541] [INFO ] [sig       ] [2318/3634] Forecasting NRXP...
[2025-12-01T20:43:11.128583] [INFO ] [sig       ] Generating forecast for: NRXP
[2025-12-01T20:43:11.128618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NRXP' from 'https://tdm.silogroup.org/data/derivative_storage/NRXP.csv'.
[2025-12-01T20:43:11.140397] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NRXP'.
[2025-12-01T20:43:11.140705] [INFO ] [FORECASTER] Starting predict_future for NRXP
[2025-12-01T20:43:11.141453] [DEBUG] [LOCAL     ] No optimal features file found for NRXP: ./output/feature-sets/NRXP.txt
[2025-12-01T20:43:11.141502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:11.141533] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:11.141558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:11.141631] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:11.195855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:11.196414] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:11.196489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:11.196519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:11.311489] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:11.311628] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:11.311664] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:11.311690] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:11.314837] [DEBUG] [FORECASTER] NRXP: Forecast T+1@11:T+2@11: DOWN (p=39.60%)
[2025-12-01T20:43:11.315093] [INFO ] [FORECASTER] Completed predict_future for NRXP
[2025-12-01T20:43:11.315212] [INFO ] [sig       ] NRXP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:11.452101] [INFO ] [LOCAL     ] Saved forecast: NRXP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NRXP.txt
[2025-12-01T20:43:11.452216] [INFO ] [sig       ] [2318/3634] Completed NRXP in 0.3s | 2.99 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-01T20:43:11.452252] [INFO ] [sig       ] [2319/3634] Forecasting NSC...
[2025-12-01T20:43:11.452279] [INFO ] [sig       ] Generating forecast for: NSC
[2025-12-01T20:43:11.452307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSC.csv'.
[2025-12-01T20:43:11.463380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NSC'.
[2025-12-01T20:43:11.463682] [INFO ] [FORECASTER] Starting predict_future for NSC
[2025-12-01T20:43:11.464401] [DEBUG] [LOCAL     ] No optimal features file found for NSC: ./output/feature-sets/NSC.txt
[2025-12-01T20:43:11.464448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:11.464477] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:11.464503] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:11.464556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:11.518722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:11.519500] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:11.519595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:11.519629] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:11.638162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:11.638347] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:11.638387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:11.638453] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:11.641856] [DEBUG] [FORECASTER] NSC: Forecast T+1@11:T+2@11: UP (p=96.38%)
[2025-12-01T20:43:11.642143] [INFO ] [FORECASTER] Completed predict_future for NSC
[2025-12-01T20:43:11.642275] [INFO ] [sig       ] NSC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:11.802186] [INFO ] [LOCAL     ] Saved forecast: NSC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NSC.txt
[2025-12-01T20:43:11.802341] [INFO ] [sig       ] [2319/3634] Completed NSC in 0.4s | 2.99 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-01T20:43:11.802380] [INFO ] [sig       ] [2320/3634] Forecasting NSP...
[2025-12-01T20:43:11.802408] [INFO ] [sig       ] Generating forecast for: NSP
[2025-12-01T20:43:11.802438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSP' from 'https://tdm.silogroup.org/data/derivative_storage/NSP.csv'.
[2025-12-01T20:43:11.813964] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NSP'.
[2025-12-01T20:43:11.814344] [INFO ] [FORECASTER] Starting predict_future for NSP
[2025-12-01T20:43:11.815214] [DEBUG] [LOCAL     ] No optimal features file found for NSP: ./output/feature-sets/NSP.txt
[2025-12-01T20:43:11.815269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:11.815300] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:11.815327] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:11.815382] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:11.889400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:11.890599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:11.890709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:11.890763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:12.055708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:12.055901] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:12.055963] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:12.056011] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:12.061011] [DEBUG] [FORECASTER] NSP: Forecast T+1@11:T+2@11: DOWN (p=34.91%)
[2025-12-01T20:43:12.061429] [INFO ] [FORECASTER] Completed predict_future for NSP
[2025-12-01T20:43:12.061637] [INFO ] [sig       ] NSP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:12.225832] [INFO ] [LOCAL     ] Saved forecast: NSP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NSP.txt
[2025-12-01T20:43:12.226003] [INFO ] [sig       ] [2320/3634] Completed NSP in 0.4s | 2.99 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-01T20:43:12.226045] [INFO ] [sig       ] [2321/3634] Forecasting NSSC...
[2025-12-01T20:43:12.226075] [INFO ] [sig       ] Generating forecast for: NSSC
[2025-12-01T20:43:12.226139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NSSC' from 'https://tdm.silogroup.org/data/derivative_storage/NSSC.csv'.
[2025-12-01T20:43:12.237621] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NSSC'.
[2025-12-01T20:43:12.238010] [INFO ] [FORECASTER] Starting predict_future for NSSC
[2025-12-01T20:43:12.238869] [DEBUG] [LOCAL     ] No optimal features file found for NSSC: ./output/feature-sets/NSSC.txt
[2025-12-01T20:43:12.238922] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:12.238951] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:12.238976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:12.239032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:12.296362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:12.297470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:12.297598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:12.297643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:12.424591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:12.424774] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:12.424822] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:12.424853] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:12.428261] [DEBUG] [FORECASTER] NSSC: Forecast T+1@11:T+2@11: DOWN (p=9.15%)
[2025-12-01T20:43:12.428596] [INFO ] [FORECASTER] Completed predict_future for NSSC
[2025-12-01T20:43:12.428730] [INFO ] [sig       ] NSSC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:12.628119] [INFO ] [LOCAL     ] Saved forecast: NSSC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NSSC.txt
[2025-12-01T20:43:12.628378] [INFO ] [sig       ] [2321/3634] Completed NSSC in 0.4s | 2.99 sym/s | Total: 12.9m | ETA: 7.3m
[2025-12-01T20:43:12.628430] [INFO ] [sig       ] [2322/3634] Forecasting NTAP...
[2025-12-01T20:43:12.628503] [INFO ] [sig       ] Generating forecast for: NTAP
[2025-12-01T20:43:12.628549] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTAP' from 'https://tdm.silogroup.org/data/derivative_storage/NTAP.csv'.
[2025-12-01T20:43:12.643802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTAP'.
[2025-12-01T20:43:12.644307] [INFO ] [FORECASTER] Starting predict_future for NTAP
[2025-12-01T20:43:12.645409] [DEBUG] [LOCAL     ] No optimal features file found for NTAP: ./output/feature-sets/NTAP.txt
[2025-12-01T20:43:12.645482] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:12.645521] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:12.645552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:12.645651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:12.713994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:12.714902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:12.714999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:12.715030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:12.844214] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:12.844337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:12.844376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:12.844404] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:12.847986] [DEBUG] [FORECASTER] NTAP: Forecast T+1@11:T+2@11: UP (p=96.09%)
[2025-12-01T20:43:12.848272] [INFO ] [FORECASTER] Completed predict_future for NTAP
[2025-12-01T20:43:12.848420] [INFO ] [sig       ] NTAP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:12.999952] [INFO ] [LOCAL     ] Saved forecast: NTAP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NTAP.txt
[2025-12-01T20:43:13.000101] [INFO ] [sig       ] [2322/3634] Completed NTAP in 0.4s | 2.99 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-01T20:43:13.000139] [INFO ] [sig       ] [2323/3634] Forecasting NTB...
[2025-12-01T20:43:13.000168] [INFO ] [sig       ] Generating forecast for: NTB
[2025-12-01T20:43:13.000196] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTB' from 'https://tdm.silogroup.org/data/derivative_storage/NTB.csv'.
[2025-12-01T20:43:13.015714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTB'.
[2025-12-01T20:43:13.016129] [INFO ] [FORECASTER] Starting predict_future for NTB
[2025-12-01T20:43:13.017230] [DEBUG] [LOCAL     ] No optimal features file found for NTB: ./output/feature-sets/NTB.txt
[2025-12-01T20:43:13.017315] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:13.017365] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:13.017408] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:13.017499] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:13.079901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:13.080791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:13.080876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:13.080908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:13.197040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:13.197199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:13.197245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:13.197279] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:13.200662] [DEBUG] [FORECASTER] NTB: Forecast T+1@11:T+2@11: UP (p=74.15%)
[2025-12-01T20:43:13.200929] [INFO ] [FORECASTER] Completed predict_future for NTB
[2025-12-01T20:43:13.201055] [INFO ] [sig       ] NTB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:13.342149] [INFO ] [LOCAL     ] Saved forecast: NTB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NTB.txt
[2025-12-01T20:43:13.342298] [INFO ] [sig       ] [2323/3634] Completed NTB in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-01T20:43:13.342336] [INFO ] [sig       ] [2324/3634] Forecasting NTES...
[2025-12-01T20:43:13.342373] [INFO ] [sig       ] Generating forecast for: NTES
[2025-12-01T20:43:13.342402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTES' from 'https://tdm.silogroup.org/data/derivative_storage/NTES.csv'.
[2025-12-01T20:43:13.353137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTES'.
[2025-12-01T20:43:13.353403] [INFO ] [FORECASTER] Starting predict_future for NTES
[2025-12-01T20:43:13.354143] [DEBUG] [LOCAL     ] No optimal features file found for NTES: ./output/feature-sets/NTES.txt
[2025-12-01T20:43:13.354199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:13.354230] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:13.354256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:13.354315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:13.409509] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:13.410099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:13.410175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:13.410205] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:13.532016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:13.532119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:13.532157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:13.532185] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:13.535324] [DEBUG] [FORECASTER] NTES: Forecast T+1@11:T+2@11: DOWN (p=9.29%)
[2025-12-01T20:43:13.535594] [INFO ] [FORECASTER] Completed predict_future for NTES
[2025-12-01T20:43:13.535711] [INFO ] [sig       ] NTES: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:13.674919] [INFO ] [LOCAL     ] Saved forecast: NTES	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NTES.txt
[2025-12-01T20:43:13.675024] [INFO ] [sig       ] [2324/3634] Completed NTES in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-01T20:43:13.675059] [INFO ] [sig       ] [2325/3634] Forecasting NTIC...
[2025-12-01T20:43:13.675087] [INFO ] [sig       ] Generating forecast for: NTIC
[2025-12-01T20:43:13.675115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTIC' from 'https://tdm.silogroup.org/data/derivative_storage/NTIC.csv'.
[2025-12-01T20:43:13.686176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTIC'.
[2025-12-01T20:43:13.686462] [INFO ] [FORECASTER] Starting predict_future for NTIC
[2025-12-01T20:43:13.687226] [DEBUG] [LOCAL     ] No optimal features file found for NTIC: ./output/feature-sets/NTIC.txt
[2025-12-01T20:43:13.687285] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:13.687314] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:13.687339] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:13.687394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:13.743174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:13.743804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:13.743878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:13.743911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:13.849436] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:13.849536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:13.849585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:13.849615] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:13.852687] [DEBUG] [FORECASTER] NTIC: Forecast T+1@11:T+2@11: DOWN (p=17.73%)
[2025-12-01T20:43:13.852938] [INFO ] [FORECASTER] Completed predict_future for NTIC
[2025-12-01T20:43:13.853055] [INFO ] [sig       ] NTIC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:13.995784] [INFO ] [LOCAL     ] Saved forecast: NTIC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NTIC.txt
[2025-12-01T20:43:13.995944] [INFO ] [sig       ] [2325/3634] Completed NTIC in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-01T20:43:13.995982] [INFO ] [sig       ] [2326/3634] Forecasting NTLA...
[2025-12-01T20:43:13.996011] [INFO ] [sig       ] Generating forecast for: NTLA
[2025-12-01T20:43:13.996039] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTLA' from 'https://tdm.silogroup.org/data/derivative_storage/NTLA.csv'.
[2025-12-01T20:43:14.007320] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTLA'.
[2025-12-01T20:43:14.007618] [INFO ] [FORECASTER] Starting predict_future for NTLA
[2025-12-01T20:43:14.008414] [DEBUG] [LOCAL     ] No optimal features file found for NTLA: ./output/feature-sets/NTLA.txt
[2025-12-01T20:43:14.008462] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:14.008492] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:14.008519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:14.008591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:14.064554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:14.065425] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:14.065551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:14.065601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:14.188424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:14.188538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:14.188587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:14.188617] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:14.191765] [DEBUG] [FORECASTER] NTLA: Forecast T+1@11:T+2@11: DOWN (p=48.13%)
[2025-12-01T20:43:14.192018] [INFO ] [FORECASTER] Completed predict_future for NTLA
[2025-12-01T20:43:14.192136] [INFO ] [sig       ] NTLA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:14.331218] [INFO ] [LOCAL     ] Saved forecast: NTLA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NTLA.txt
[2025-12-01T20:43:14.331326] [INFO ] [sig       ] [2326/3634] Completed NTLA in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-01T20:43:14.331362] [INFO ] [sig       ] [2327/3634] Forecasting NTNX...
[2025-12-01T20:43:14.331390] [INFO ] [sig       ] Generating forecast for: NTNX
[2025-12-01T20:43:14.331418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTNX' from 'https://tdm.silogroup.org/data/derivative_storage/NTNX.csv'.
[2025-12-01T20:43:14.342239] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTNX'.
[2025-12-01T20:43:14.342492] [INFO ] [FORECASTER] Starting predict_future for NTNX
[2025-12-01T20:43:14.343231] [DEBUG] [LOCAL     ] No optimal features file found for NTNX: ./output/feature-sets/NTNX.txt
[2025-12-01T20:43:14.343282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:14.343312] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:14.343338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:14.343391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:14.399652] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:14.400232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:14.400317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:14.400351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:14.521906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:14.521997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:14.522030] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:14.522057] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:14.525118] [DEBUG] [FORECASTER] NTNX: Forecast T+1@11:T+2@11: DOWN (p=39.63%)
[2025-12-01T20:43:14.525369] [INFO ] [FORECASTER] Completed predict_future for NTNX
[2025-12-01T20:43:14.525485] [INFO ] [sig       ] NTNX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:14.664050] [INFO ] [LOCAL     ] Saved forecast: NTNX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NTNX.txt
[2025-12-01T20:43:14.664160] [INFO ] [sig       ] [2327/3634] Completed NTNX in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-01T20:43:14.664195] [INFO ] [sig       ] [2328/3634] Forecasting NTRA...
[2025-12-01T20:43:14.664223] [INFO ] [sig       ] Generating forecast for: NTRA
[2025-12-01T20:43:14.664251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRA' from 'https://tdm.silogroup.org/data/derivative_storage/NTRA.csv'.
[2025-12-01T20:43:14.675607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRA'.
[2025-12-01T20:43:14.675868] [INFO ] [FORECASTER] Starting predict_future for NTRA
[2025-12-01T20:43:14.676637] [DEBUG] [LOCAL     ] No optimal features file found for NTRA: ./output/feature-sets/NTRA.txt
[2025-12-01T20:43:14.676694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:14.676723] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:14.676749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:14.676803] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:14.732219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:14.732793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:14.732865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:14.732896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:14.852133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:14.852250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:14.852284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:14.852310] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:14.855409] [DEBUG] [FORECASTER] NTRA: Forecast T+1@11:T+2@11: DOWN (p=21.66%)
[2025-12-01T20:43:14.855694] [INFO ] [FORECASTER] Completed predict_future for NTRA
[2025-12-01T20:43:14.855811] [INFO ] [sig       ] NTRA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:14.992211] [INFO ] [LOCAL     ] Saved forecast: NTRA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NTRA.txt
[2025-12-01T20:43:14.992316] [INFO ] [sig       ] [2328/3634] Completed NTRA in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-01T20:43:14.992351] [INFO ] [sig       ] [2329/3634] Forecasting NTRB...
[2025-12-01T20:43:14.992380] [INFO ] [sig       ] Generating forecast for: NTRB
[2025-12-01T20:43:14.992408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRB' from 'https://tdm.silogroup.org/data/derivative_storage/NTRB.csv'.
[2025-12-01T20:43:15.003044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRB'.
[2025-12-01T20:43:15.003420] [INFO ] [FORECASTER] Starting predict_future for NTRB
[2025-12-01T20:43:15.004180] [DEBUG] [LOCAL     ] No optimal features file found for NTRB: ./output/feature-sets/NTRB.txt
[2025-12-01T20:43:15.004231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:15.004261] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:15.004286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:15.004341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:15.062454] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:15.063296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:15.063386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:15.063418] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:15.176145] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:15.176309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:15.176346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:15.176374] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:15.179616] [DEBUG] [FORECASTER] NTRB: Forecast T+1@11:T+2@11: DOWN (p=39.69%)
[2025-12-01T20:43:15.179870] [INFO ] [FORECASTER] Completed predict_future for NTRB
[2025-12-01T20:43:15.179988] [INFO ] [sig       ] NTRB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:15.316086] [INFO ] [LOCAL     ] Saved forecast: NTRB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NTRB.txt
[2025-12-01T20:43:15.316201] [INFO ] [sig       ] [2329/3634] Completed NTRB in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-01T20:43:15.316237] [INFO ] [sig       ] [2330/3634] Forecasting NTRS...
[2025-12-01T20:43:15.316264] [INFO ] [sig       ] Generating forecast for: NTRS
[2025-12-01T20:43:15.316292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRS' from 'https://tdm.silogroup.org/data/derivative_storage/NTRS.csv'.
[2025-12-01T20:43:15.327648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NTRS'.
[2025-12-01T20:43:15.327901] [INFO ] [FORECASTER] Starting predict_future for NTRS
[2025-12-01T20:43:15.328659] [DEBUG] [LOCAL     ] No optimal features file found for NTRS: ./output/feature-sets/NTRS.txt
[2025-12-01T20:43:15.328708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:15.328737] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:15.328761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:15.328815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:15.384076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:15.384680] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:15.384754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:15.384785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:15.499797] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:15.499931] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:15.499965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:15.499991] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:15.503121] [DEBUG] [FORECASTER] NTRS: Forecast T+1@11:T+2@11: UP (p=80.37%)
[2025-12-01T20:43:15.503372] [INFO ] [FORECASTER] Completed predict_future for NTRS
[2025-12-01T20:43:15.503490] [INFO ] [sig       ] NTRS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:15.641340] [INFO ] [LOCAL     ] Saved forecast: NTRS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NTRS.txt
[2025-12-01T20:43:15.641457] [INFO ] [sig       ] [2330/3634] Completed NTRS in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-01T20:43:15.641492] [INFO ] [sig       ] [2331/3634] Forecasting NTRSO...
[2025-12-01T20:43:15.641520] [INFO ] [sig       ] Generating forecast for: NTRSO
[2025-12-01T20:43:15.641548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NTRSO' from 'https://tdm.silogroup.org/data/derivative_storage/NTRSO.csv'.
[2025-12-01T20:43:15.652101] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NTRSO'.
[2025-12-01T20:43:15.652367] [INFO ] [FORECASTER] Starting predict_future for NTRSO
[2025-12-01T20:43:15.653102] [DEBUG] [LOCAL     ] No optimal features file found for NTRSO: ./output/feature-sets/NTRSO.txt
[2025-12-01T20:43:15.653151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:15.653180] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:15.653206] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:15.653259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:15.708622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:15.709201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:15.709274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:15.709305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:15.829586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:15.829741] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:15.829785] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:15.829814] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:15.833068] [DEBUG] [FORECASTER] NTRSO: Forecast T+1@11:T+2@11: DOWN (p=44.82%)
[2025-12-01T20:43:15.833335] [INFO ] [FORECASTER] Completed predict_future for NTRSO
[2025-12-01T20:43:15.833452] [INFO ] [sig       ] NTRSO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:15.970590] [INFO ] [LOCAL     ] Saved forecast: NTRSO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NTRSO.txt
[2025-12-01T20:43:15.970710] [INFO ] [sig       ] [2331/3634] Completed NTRSO in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-01T20:43:15.970746] [INFO ] [sig       ] [2332/3634] Forecasting NUKK...
[2025-12-01T20:43:15.970775] [INFO ] [sig       ] Generating forecast for: NUKK
[2025-12-01T20:43:15.970803] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUKK' from 'https://tdm.silogroup.org/data/derivative_storage/NUKK.csv'.
[2025-12-01T20:43:15.981677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUKK'.
[2025-12-01T20:43:15.981961] [INFO ] [FORECASTER] Starting predict_future for NUKK
[2025-12-01T20:43:15.982713] [DEBUG] [LOCAL     ] No optimal features file found for NUKK: ./output/feature-sets/NUKK.txt
[2025-12-01T20:43:15.982764] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:15.982795] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:15.982820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:15.982879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:16.039134] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:16.039716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:16.039787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:16.039818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:16.159174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:16.159320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:16.159357] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:16.159385] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:16.162604] [DEBUG] [FORECASTER] NUKK: Forecast T+1@11:T+2@11: DOWN (p=5.02%)
[2025-12-01T20:43:16.162858] [INFO ] [FORECASTER] Completed predict_future for NUKK
[2025-12-01T20:43:16.162975] [INFO ] [sig       ] NUKK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:16.299662] [INFO ] [LOCAL     ] Saved forecast: NUKK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NUKK.txt
[2025-12-01T20:43:16.299768] [INFO ] [sig       ] [2332/3634] Completed NUKK in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-01T20:43:16.299802] [INFO ] [sig       ] [2333/3634] Forecasting NUS...
[2025-12-01T20:43:16.299829] [INFO ] [sig       ] Generating forecast for: NUS
[2025-12-01T20:43:16.299857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUS' from 'https://tdm.silogroup.org/data/derivative_storage/NUS.csv'.
[2025-12-01T20:43:16.310778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUS'.
[2025-12-01T20:43:16.311057] [INFO ] [FORECASTER] Starting predict_future for NUS
[2025-12-01T20:43:16.311852] [DEBUG] [LOCAL     ] No optimal features file found for NUS: ./output/feature-sets/NUS.txt
[2025-12-01T20:43:16.311934] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:16.311977] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:16.312014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:16.312093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:16.368395] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:16.368992] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:16.369070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:16.369102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:16.488755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:16.488859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:16.488892] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:16.488918] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:16.491940] [DEBUG] [FORECASTER] NUS: Forecast T+1@11:T+2@11: DOWN (p=15.13%)
[2025-12-01T20:43:16.492190] [INFO ] [FORECASTER] Completed predict_future for NUS
[2025-12-01T20:43:16.492305] [INFO ] [sig       ] NUS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:16.630807] [INFO ] [LOCAL     ] Saved forecast: NUS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NUS.txt
[2025-12-01T20:43:16.630921] [INFO ] [sig       ] [2333/3634] Completed NUS in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.3m
[2025-12-01T20:43:16.630956] [INFO ] [sig       ] [2334/3634] Forecasting NUTX...
[2025-12-01T20:43:16.630985] [INFO ] [sig       ] Generating forecast for: NUTX
[2025-12-01T20:43:16.631012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUTX' from 'https://tdm.silogroup.org/data/derivative_storage/NUTX.csv'.
[2025-12-01T20:43:16.641698] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUTX'.
[2025-12-01T20:43:16.641971] [INFO ] [FORECASTER] Starting predict_future for NUTX
[2025-12-01T20:43:16.642753] [DEBUG] [LOCAL     ] No optimal features file found for NUTX: ./output/feature-sets/NUTX.txt
[2025-12-01T20:43:16.642803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:16.642844] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:16.642872] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:16.642929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:16.700036] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:16.700631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:16.700707] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:16.700738] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:16.816654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:16.816769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:16.816805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:16.816831] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:16.820001] [DEBUG] [FORECASTER] NUTX: Forecast T+1@11:T+2@11: UP (p=68.46%)
[2025-12-01T20:43:16.820260] [INFO ] [FORECASTER] Completed predict_future for NUTX
[2025-12-01T20:43:16.820379] [INFO ] [sig       ] NUTX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:16.957553] [INFO ] [LOCAL     ] Saved forecast: NUTX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NUTX.txt
[2025-12-01T20:43:16.957674] [INFO ] [sig       ] [2334/3634] Completed NUTX in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-01T20:43:16.957710] [INFO ] [sig       ] [2335/3634] Forecasting NUVB...
[2025-12-01T20:43:16.957737] [INFO ] [sig       ] Generating forecast for: NUVB
[2025-12-01T20:43:16.957765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVB' from 'https://tdm.silogroup.org/data/derivative_storage/NUVB.csv'.
[2025-12-01T20:43:16.968823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVB'.
[2025-12-01T20:43:16.969087] [INFO ] [FORECASTER] Starting predict_future for NUVB
[2025-12-01T20:43:16.969882] [DEBUG] [LOCAL     ] No optimal features file found for NUVB: ./output/feature-sets/NUVB.txt
[2025-12-01T20:43:16.969932] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:16.969963] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:16.969990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:16.970045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:17.027894] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:17.028493] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:17.028569] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:17.028618] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:17.152864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:17.153028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:17.153076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:17.153104] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:17.156563] [DEBUG] [FORECASTER] NUVB: Forecast T+1@11:T+2@11: UP (p=73.76%)
[2025-12-01T20:43:17.156870] [INFO ] [FORECASTER] Completed predict_future for NUVB
[2025-12-01T20:43:17.156997] [INFO ] [sig       ] NUVB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:17.295798] [INFO ] [LOCAL     ] Saved forecast: NUVB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NUVB.txt
[2025-12-01T20:43:17.295920] [INFO ] [sig       ] [2335/3634] Completed NUVB in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-01T20:43:17.295955] [INFO ] [sig       ] [2336/3634] Forecasting NUVL...
[2025-12-01T20:43:17.295984] [INFO ] [sig       ] Generating forecast for: NUVL
[2025-12-01T20:43:17.296011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUVL' from 'https://tdm.silogroup.org/data/derivative_storage/NUVL.csv'.
[2025-12-01T20:43:17.307275] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUVL'.
[2025-12-01T20:43:17.307554] [INFO ] [FORECASTER] Starting predict_future for NUVL
[2025-12-01T20:43:17.308365] [DEBUG] [LOCAL     ] No optimal features file found for NUVL: ./output/feature-sets/NUVL.txt
[2025-12-01T20:43:17.308420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:17.308451] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:17.308477] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:17.308534] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:17.365821] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:17.366413] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:17.366489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:17.366521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:17.487563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:17.487698] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:17.487770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:17.487808] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:17.491071] [DEBUG] [FORECASTER] NUVL: Forecast T+1@11:T+2@11: DOWN (p=6.56%)
[2025-12-01T20:43:17.491334] [INFO ] [FORECASTER] Completed predict_future for NUVL
[2025-12-01T20:43:17.491454] [INFO ] [sig       ] NUVL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:17.630035] [INFO ] [LOCAL     ] Saved forecast: NUVL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NUVL.txt
[2025-12-01T20:43:17.630145] [INFO ] [sig       ] [2336/3634] Completed NUVL in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-01T20:43:17.630181] [INFO ] [sig       ] [2337/3634] Forecasting NUWE...
[2025-12-01T20:43:17.630215] [INFO ] [sig       ] Generating forecast for: NUWE
[2025-12-01T20:43:17.630250] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NUWE' from 'https://tdm.silogroup.org/data/derivative_storage/NUWE.csv'.
[2025-12-01T20:43:17.641039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NUWE'.
[2025-12-01T20:43:17.641318] [INFO ] [FORECASTER] Starting predict_future for NUWE
[2025-12-01T20:43:17.642067] [DEBUG] [LOCAL     ] No optimal features file found for NUWE: ./output/feature-sets/NUWE.txt
[2025-12-01T20:43:17.642117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:17.642147] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:17.642173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:17.642228] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:17.698209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:17.699060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:17.699141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:17.699173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:17.813868] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:17.813982] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:17.814018] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:17.814044] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:17.817204] [DEBUG] [FORECASTER] NUWE: Forecast T+1@11:T+2@11: UP (p=55.35%)
[2025-12-01T20:43:17.817482] [INFO ] [FORECASTER] Completed predict_future for NUWE
[2025-12-01T20:43:17.817619] [INFO ] [sig       ] NUWE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:17.954933] [INFO ] [LOCAL     ] Saved forecast: NUWE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NUWE.txt
[2025-12-01T20:43:17.955036] [INFO ] [sig       ] [2337/3634] Completed NUWE in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-01T20:43:17.955077] [INFO ] [sig       ] [2338/3634] Forecasting NVA...
[2025-12-01T20:43:17.955105] [INFO ] [sig       ] Generating forecast for: NVA
[2025-12-01T20:43:17.955134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVA' from 'https://tdm.silogroup.org/data/derivative_storage/NVA.csv'.
[2025-12-01T20:43:17.966995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVA'.
[2025-12-01T20:43:17.967286] [INFO ] [FORECASTER] Starting predict_future for NVA
[2025-12-01T20:43:17.968023] [DEBUG] [LOCAL     ] No optimal features file found for NVA: ./output/feature-sets/NVA.txt
[2025-12-01T20:43:17.968072] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:17.968101] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:17.968127] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:17.968181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:18.023149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:18.023748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:18.023820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:18.023851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:18.139596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:18.139750] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:18.139789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:18.139816] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:18.143097] [DEBUG] [FORECASTER] NVA: Forecast T+1@11:T+2@11: DOWN (p=25.98%)
[2025-12-01T20:43:18.143357] [INFO ] [FORECASTER] Completed predict_future for NVA
[2025-12-01T20:43:18.143476] [INFO ] [sig       ] NVA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:18.285794] [INFO ] [LOCAL     ] Saved forecast: NVA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NVA.txt
[2025-12-01T20:43:18.285918] [INFO ] [sig       ] [2338/3634] Completed NVA in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-01T20:43:18.285954] [INFO ] [sig       ] [2339/3634] Forecasting NVAX...
[2025-12-01T20:43:18.285982] [INFO ] [sig       ] Generating forecast for: NVAX
[2025-12-01T20:43:18.286011] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVAX' from 'https://tdm.silogroup.org/data/derivative_storage/NVAX.csv'.
[2025-12-01T20:43:18.296956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVAX'.
[2025-12-01T20:43:18.297241] [INFO ] [FORECASTER] Starting predict_future for NVAX
[2025-12-01T20:43:18.298022] [DEBUG] [LOCAL     ] No optimal features file found for NVAX: ./output/feature-sets/NVAX.txt
[2025-12-01T20:43:18.298073] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:18.298104] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:18.298131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:18.298187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:18.353907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:18.354464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:18.354541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:18.354587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:18.471795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:18.471901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:18.471934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:18.471960] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:18.474972] [DEBUG] [FORECASTER] NVAX: Forecast T+1@11:T+2@11: UP (p=66.08%)
[2025-12-01T20:43:18.475223] [INFO ] [FORECASTER] Completed predict_future for NVAX
[2025-12-01T20:43:18.475358] [INFO ] [sig       ] NVAX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:18.613500] [INFO ] [LOCAL     ] Saved forecast: NVAX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NVAX.txt
[2025-12-01T20:43:18.613623] [INFO ] [sig       ] [2339/3634] Completed NVAX in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-01T20:43:18.613661] [INFO ] [sig       ] [2340/3634] Forecasting NVD...
[2025-12-01T20:43:18.613722] [INFO ] [sig       ] Generating forecast for: NVD
[2025-12-01T20:43:18.613764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVD' from 'https://tdm.silogroup.org/data/derivative_storage/NVD.csv'.
[2025-12-01T20:43:18.624503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVD'.
[2025-12-01T20:43:18.624791] [INFO ] [FORECASTER] Starting predict_future for NVD
[2025-12-01T20:43:18.625503] [DEBUG] [LOCAL     ] No optimal features file found for NVD: ./output/feature-sets/NVD.txt
[2025-12-01T20:43:18.625551] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:18.625606] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:18.625634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:18.625687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:18.680953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:18.681523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:18.681615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:18.681650] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:18.793611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:18.793725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:18.793767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:18.793793] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:18.798197] [DEBUG] [FORECASTER] NVD: Forecast T+1@11:T+2@11: UP (p=50.54%)
[2025-12-01T20:43:18.798566] [INFO ] [FORECASTER] Completed predict_future for NVD
[2025-12-01T20:43:18.798739] [INFO ] [sig       ] NVD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:18.940718] [INFO ] [LOCAL     ] Saved forecast: NVD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NVD.txt
[2025-12-01T20:43:18.940836] [INFO ] [sig       ] [2340/3634] Completed NVD in 0.3s | 2.99 sym/s | Total: 13.0m | ETA: 7.2m
[2025-12-01T20:43:18.940872] [INFO ] [sig       ] [2341/3634] Forecasting NVDA...
[2025-12-01T20:43:18.940902] [INFO ] [sig       ] Generating forecast for: NVDA
[2025-12-01T20:43:18.940930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDA' from 'https://tdm.silogroup.org/data/derivative_storage/NVDA.csv'.
[2025-12-01T20:43:18.951719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDA'.
[2025-12-01T20:43:18.951979] [INFO ] [FORECASTER] Starting predict_future for NVDA
[2025-12-01T20:43:18.952719] [DEBUG] [LOCAL     ] No optimal features file found for NVDA: ./output/feature-sets/NVDA.txt
[2025-12-01T20:43:18.952767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:18.952797] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:18.952823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:18.952876] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:19.008467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:19.009045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:19.009116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:19.009147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:19.132538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:19.132676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:19.132729] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:19.132758] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:19.135965] [DEBUG] [FORECASTER] NVDA: Forecast T+1@11:T+2@11: UP (p=99.34%)
[2025-12-01T20:43:19.136222] [INFO ] [FORECASTER] Completed predict_future for NVDA
[2025-12-01T20:43:19.136342] [INFO ] [sig       ] NVDA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:19.298004] [INFO ] [LOCAL     ] Saved forecast: NVDA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NVDA.txt
[2025-12-01T20:43:19.298146] [INFO ] [sig       ] [2341/3634] Completed NVDA in 0.4s | 2.99 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-01T20:43:19.298183] [INFO ] [sig       ] [2342/3634] Forecasting NVDD...
[2025-12-01T20:43:19.298213] [INFO ] [sig       ] Generating forecast for: NVDD
[2025-12-01T20:43:19.298242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDD' from 'https://tdm.silogroup.org/data/derivative_storage/NVDD.csv'.
[2025-12-01T20:43:19.309371] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NVDD'.
[2025-12-01T20:43:19.309652] [INFO ] [FORECASTER] Starting predict_future for NVDD
[2025-12-01T20:43:19.310412] [DEBUG] [LOCAL     ] No optimal features file found for NVDD: ./output/feature-sets/NVDD.txt
[2025-12-01T20:43:19.310461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:19.310492] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:19.310518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:19.310592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:19.366653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:19.367287] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:19.367364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:19.367394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:19.488075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:19.488198] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:19.488233] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:19.488265] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:19.491518] [DEBUG] [FORECASTER] NVDD: Forecast T+1@11:T+2@11: UP (p=76.89%)
[2025-12-01T20:43:19.491789] [INFO ] [FORECASTER] Completed predict_future for NVDD
[2025-12-01T20:43:19.491906] [INFO ] [sig       ] NVDD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:43:19.630407] [INFO ] [LOCAL     ] Saved forecast: NVDD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NVDD.txt
[2025-12-01T20:43:19.630521] [INFO ] [sig       ] [2342/3634] Completed NVDD in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-01T20:43:19.630592] [INFO ] [sig       ] [2343/3634] Forecasting NVDL...
[2025-12-01T20:43:19.630623] [INFO ] [sig       ] Generating forecast for: NVDL
[2025-12-01T20:43:19.630651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDL' from 'https://tdm.silogroup.org/data/derivative_storage/NVDL.csv'.
[2025-12-01T20:43:19.641624] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDL'.
[2025-12-01T20:43:19.641883] [INFO ] [FORECASTER] Starting predict_future for NVDL
[2025-12-01T20:43:19.642647] [DEBUG] [LOCAL     ] No optimal features file found for NVDL: ./output/feature-sets/NVDL.txt
[2025-12-01T20:43:19.642696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:19.642726] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:19.642751] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:19.642832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:19.698617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:19.699376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:19.699469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:19.699501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:19.823990] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:19.824123] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:19.824160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:19.824188] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:19.827447] [DEBUG] [FORECASTER] NVDL: Forecast T+1@11:T+2@11: UP (p=95.34%)
[2025-12-01T20:43:19.827722] [INFO ] [FORECASTER] Completed predict_future for NVDL
[2025-12-01T20:43:19.827842] [INFO ] [sig       ] NVDL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:19.965370] [INFO ] [LOCAL     ] Saved forecast: NVDL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NVDL.txt
[2025-12-01T20:43:19.965483] [INFO ] [sig       ] [2343/3634] Completed NVDL in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-01T20:43:19.965517] [INFO ] [sig       ] [2344/3634] Forecasting NVDS...
[2025-12-01T20:43:19.965545] [INFO ] [sig       ] Generating forecast for: NVDS
[2025-12-01T20:43:19.965590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVDS' from 'https://tdm.silogroup.org/data/derivative_storage/NVDS.csv'.
[2025-12-01T20:43:19.976150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVDS'.
[2025-12-01T20:43:19.976437] [INFO ] [FORECASTER] Starting predict_future for NVDS
[2025-12-01T20:43:19.977178] [DEBUG] [LOCAL     ] No optimal features file found for NVDS: ./output/feature-sets/NVDS.txt
[2025-12-01T20:43:19.977227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:19.977256] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:19.977281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:19.977335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:20.032334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:20.032916] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:20.032989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:20.033020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:20.151299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:20.151412] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:20.151447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:20.151474] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:20.154594] [DEBUG] [FORECASTER] NVDS: Forecast T+1@11:T+2@11: DOWN (p=14.77%)
[2025-12-01T20:43:20.154846] [INFO ] [FORECASTER] Completed predict_future for NVDS
[2025-12-01T20:43:20.154963] [INFO ] [sig       ] NVDS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:20.295103] [INFO ] [LOCAL     ] Saved forecast: NVDS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NVDS.txt
[2025-12-01T20:43:20.295261] [INFO ] [sig       ] [2344/3634] Completed NVDS in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-01T20:43:20.295298] [INFO ] [sig       ] [2345/3634] Forecasting NVEC...
[2025-12-01T20:43:20.295327] [INFO ] [sig       ] Generating forecast for: NVEC
[2025-12-01T20:43:20.295356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVEC' from 'https://tdm.silogroup.org/data/derivative_storage/NVEC.csv'.
[2025-12-01T20:43:20.306815] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVEC'.
[2025-12-01T20:43:20.307162] [INFO ] [FORECASTER] Starting predict_future for NVEC
[2025-12-01T20:43:20.307993] [DEBUG] [LOCAL     ] No optimal features file found for NVEC: ./output/feature-sets/NVEC.txt
[2025-12-01T20:43:20.308044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:20.308088] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:20.308116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:20.308173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:20.365495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:20.366280] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:20.366358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:20.366390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:20.477259] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:20.477348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:20.477381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:20.477408] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:20.480428] [DEBUG] [FORECASTER] NVEC: Forecast T+1@11:T+2@11: DOWN (p=25.52%)
[2025-12-01T20:43:20.480698] [INFO ] [FORECASTER] Completed predict_future for NVEC
[2025-12-01T20:43:20.480815] [INFO ] [sig       ] NVEC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:20.619482] [INFO ] [LOCAL     ] Saved forecast: NVEC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NVEC.txt
[2025-12-01T20:43:20.619604] [INFO ] [sig       ] [2345/3634] Completed NVEC in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-01T20:43:20.619641] [INFO ] [sig       ] [2346/3634] Forecasting NVG...
[2025-12-01T20:43:20.619670] [INFO ] [sig       ] Generating forecast for: NVG
[2025-12-01T20:43:20.619698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVG' from 'https://tdm.silogroup.org/data/derivative_storage/NVG.csv'.
[2025-12-01T20:43:20.630996] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NVG'.
[2025-12-01T20:43:20.631268] [INFO ] [FORECASTER] Starting predict_future for NVG
[2025-12-01T20:43:20.632046] [DEBUG] [LOCAL     ] No optimal features file found for NVG: ./output/feature-sets/NVG.txt
[2025-12-01T20:43:20.632095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:20.632126] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:20.632152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:20.632208] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:20.689046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:20.689654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:20.689737] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:20.689769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:20.813546] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:20.813691] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:20.813728] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:20.813756] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:20.817061] [DEBUG] [FORECASTER] NVG: Forecast T+1@11:T+2@11: DOWN (p=1.27%)
[2025-12-01T20:43:20.817407] [INFO ] [FORECASTER] Completed predict_future for NVG
[2025-12-01T20:43:20.817558] [INFO ] [sig       ] NVG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:20.960041] [INFO ] [LOCAL     ] Saved forecast: NVG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NVG.txt
[2025-12-01T20:43:20.960155] [INFO ] [sig       ] [2346/3634] Completed NVG in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-01T20:43:20.960191] [INFO ] [sig       ] [2347/3634] Forecasting NVGS...
[2025-12-01T20:43:20.960219] [INFO ] [sig       ] Generating forecast for: NVGS
[2025-12-01T20:43:20.960256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVGS' from 'https://tdm.silogroup.org/data/derivative_storage/NVGS.csv'.
[2025-12-01T20:43:20.971652] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVGS'.
[2025-12-01T20:43:20.971941] [INFO ] [FORECASTER] Starting predict_future for NVGS
[2025-12-01T20:43:20.972733] [DEBUG] [LOCAL     ] No optimal features file found for NVGS: ./output/feature-sets/NVGS.txt
[2025-12-01T20:43:20.972789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:20.972832] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:20.972876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:20.972933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:21.031106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:21.031725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:21.031802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:21.031834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:21.153686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:21.153798] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:21.153833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:21.153859] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:21.156934] [DEBUG] [FORECASTER] NVGS: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-01T20:43:21.157186] [INFO ] [FORECASTER] Completed predict_future for NVGS
[2025-12-01T20:43:21.157304] [INFO ] [sig       ] NVGS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:21.298276] [INFO ] [LOCAL     ] Saved forecast: NVGS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NVGS.txt
[2025-12-01T20:43:21.298448] [INFO ] [sig       ] [2347/3634] Completed NVGS in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-01T20:43:21.298486] [INFO ] [sig       ] [2348/3634] Forecasting NVMI...
[2025-12-01T20:43:21.298514] [INFO ] [sig       ] Generating forecast for: NVMI
[2025-12-01T20:43:21.298542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVMI' from 'https://tdm.silogroup.org/data/derivative_storage/NVMI.csv'.
[2025-12-01T20:43:21.309992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVMI'.
[2025-12-01T20:43:21.310354] [INFO ] [FORECASTER] Starting predict_future for NVMI
[2025-12-01T20:43:21.311144] [DEBUG] [LOCAL     ] No optimal features file found for NVMI: ./output/feature-sets/NVMI.txt
[2025-12-01T20:43:21.311194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:21.311223] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:21.311249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:21.311303] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:21.366601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:21.367401] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:21.367508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:21.367541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:21.484244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:21.484391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:21.484432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:21.484463] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:21.487632] [DEBUG] [FORECASTER] NVMI: Forecast T+1@11:T+2@11: DOWN (p=34.54%)
[2025-12-01T20:43:21.487888] [INFO ] [FORECASTER] Completed predict_future for NVMI
[2025-12-01T20:43:21.488004] [INFO ] [sig       ] NVMI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:21.625638] [INFO ] [LOCAL     ] Saved forecast: NVMI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NVMI.txt
[2025-12-01T20:43:21.625744] [INFO ] [sig       ] [2348/3634] Completed NVMI in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-01T20:43:21.625779] [INFO ] [sig       ] [2349/3634] Forecasting NVO...
[2025-12-01T20:43:21.625813] [INFO ] [sig       ] Generating forecast for: NVO
[2025-12-01T20:43:21.625842] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVO' from 'https://tdm.silogroup.org/data/derivative_storage/NVO.csv'.
[2025-12-01T20:43:21.636384] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVO'.
[2025-12-01T20:43:21.636658] [INFO ] [FORECASTER] Starting predict_future for NVO
[2025-12-01T20:43:21.637373] [DEBUG] [LOCAL     ] No optimal features file found for NVO: ./output/feature-sets/NVO.txt
[2025-12-01T20:43:21.637421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:21.637450] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:21.637476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:21.637529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:21.692686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:21.693242] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:21.693327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:21.693365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:21.810684] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:21.810805] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:21.810840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:21.810866] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:21.813974] [DEBUG] [FORECASTER] NVO: Forecast T+1@11:T+2@11: UP (p=52.53%)
[2025-12-01T20:43:21.814224] [INFO ] [FORECASTER] Completed predict_future for NVO
[2025-12-01T20:43:21.814352] [INFO ] [sig       ] NVO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:21.952718] [INFO ] [LOCAL     ] Saved forecast: NVO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NVO.txt
[2025-12-01T20:43:21.952833] [INFO ] [sig       ] [2349/3634] Completed NVO in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-01T20:43:21.952868] [INFO ] [sig       ] [2350/3634] Forecasting NVRI...
[2025-12-01T20:43:21.952897] [INFO ] [sig       ] Generating forecast for: NVRI
[2025-12-01T20:43:21.952925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVRI' from 'https://tdm.silogroup.org/data/derivative_storage/NVRI.csv'.
[2025-12-01T20:43:21.963186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVRI'.
[2025-12-01T20:43:21.963468] [INFO ] [FORECASTER] Starting predict_future for NVRI
[2025-12-01T20:43:21.964208] [DEBUG] [LOCAL     ] No optimal features file found for NVRI: ./output/feature-sets/NVRI.txt
[2025-12-01T20:43:21.964257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:21.964293] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:21.964323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:21.964390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:22.023622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:22.024293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:22.024380] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:22.024417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:22.143294] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:22.143391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:22.143425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:22.143452] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:22.146461] [DEBUG] [FORECASTER] NVRI: Forecast T+1@11:T+2@11: UP (p=96.72%)
[2025-12-01T20:43:22.146740] [INFO ] [FORECASTER] Completed predict_future for NVRI
[2025-12-01T20:43:22.146858] [INFO ] [sig       ] NVRI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:22.283848] [INFO ] [LOCAL     ] Saved forecast: NVRI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NVRI.txt
[2025-12-01T20:43:22.283959] [INFO ] [sig       ] [2350/3634] Completed NVRI in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-01T20:43:22.284001] [INFO ] [sig       ] [2351/3634] Forecasting NVS...
[2025-12-01T20:43:22.284030] [INFO ] [sig       ] Generating forecast for: NVS
[2025-12-01T20:43:22.284058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVS' from 'https://tdm.silogroup.org/data/derivative_storage/NVS.csv'.
[2025-12-01T20:43:22.295090] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVS'.
[2025-12-01T20:43:22.295359] [INFO ] [FORECASTER] Starting predict_future for NVS
[2025-12-01T20:43:22.296092] [DEBUG] [LOCAL     ] No optimal features file found for NVS: ./output/feature-sets/NVS.txt
[2025-12-01T20:43:22.296141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:22.296172] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:22.296197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:22.296251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:22.351810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:22.352665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:22.352745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:22.352777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:22.474181] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:22.474325] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:22.474361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:22.474388] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:22.477588] [DEBUG] [FORECASTER] NVS: Forecast T+1@11:T+2@11: UP (p=93.28%)
[2025-12-01T20:43:22.477845] [INFO ] [FORECASTER] Completed predict_future for NVS
[2025-12-01T20:43:22.477963] [INFO ] [sig       ] NVS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:22.615594] [INFO ] [LOCAL     ] Saved forecast: NVS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NVS.txt
[2025-12-01T20:43:22.615701] [INFO ] [sig       ] [2351/3634] Completed NVS in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.2m
[2025-12-01T20:43:22.615736] [INFO ] [sig       ] [2352/3634] Forecasting NVTS...
[2025-12-01T20:43:22.615764] [INFO ] [sig       ] Generating forecast for: NVTS
[2025-12-01T20:43:22.615792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVTS' from 'https://tdm.silogroup.org/data/derivative_storage/NVTS.csv'.
[2025-12-01T20:43:22.626812] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVTS'.
[2025-12-01T20:43:22.627098] [INFO ] [FORECASTER] Starting predict_future for NVTS
[2025-12-01T20:43:22.627864] [DEBUG] [LOCAL     ] No optimal features file found for NVTS: ./output/feature-sets/NVTS.txt
[2025-12-01T20:43:22.627914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:22.627957] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:22.627983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:22.628038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:22.685199] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:22.685787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:22.685862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:22.685894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:22.797685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:22.797795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:22.797828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:22.797869] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:22.800927] [DEBUG] [FORECASTER] NVTS: Forecast T+1@11:T+2@11: DOWN (p=43.67%)
[2025-12-01T20:43:22.801180] [INFO ] [FORECASTER] Completed predict_future for NVTS
[2025-12-01T20:43:22.801297] [INFO ] [sig       ] NVTS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:22.938519] [INFO ] [LOCAL     ] Saved forecast: NVTS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NVTS.txt
[2025-12-01T20:43:22.938640] [INFO ] [sig       ] [2352/3634] Completed NVTS in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-01T20:43:22.938683] [INFO ] [sig       ] [2353/3634] Forecasting NVX...
[2025-12-01T20:43:22.938712] [INFO ] [sig       ] Generating forecast for: NVX
[2025-12-01T20:43:22.938739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NVX' from 'https://tdm.silogroup.org/data/derivative_storage/NVX.csv'.
[2025-12-01T20:43:22.949875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NVX'.
[2025-12-01T20:43:22.950151] [INFO ] [FORECASTER] Starting predict_future for NVX
[2025-12-01T20:43:22.950915] [DEBUG] [LOCAL     ] No optimal features file found for NVX: ./output/feature-sets/NVX.txt
[2025-12-01T20:43:22.950964] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:22.950995] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:22.951022] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:22.951078] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:23.007704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:23.008294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:23.008386] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:23.008419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:23.128857] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:23.128986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:23.129027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:23.129055] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:23.132173] [DEBUG] [FORECASTER] NVX: Forecast T+1@11:T+2@11: UP (p=52.02%)
[2025-12-01T20:43:23.132430] [INFO ] [FORECASTER] Completed predict_future for NVX
[2025-12-01T20:43:23.132545] [INFO ] [sig       ] NVX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:23.269403] [INFO ] [LOCAL     ] Saved forecast: NVX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NVX.txt
[2025-12-01T20:43:23.269514] [INFO ] [sig       ] [2353/3634] Completed NVX in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-01T20:43:23.269550] [INFO ] [sig       ] [2354/3634] Forecasting NWBI...
[2025-12-01T20:43:23.269595] [INFO ] [sig       ] Generating forecast for: NWBI
[2025-12-01T20:43:23.269626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWBI' from 'https://tdm.silogroup.org/data/derivative_storage/NWBI.csv'.
[2025-12-01T20:43:23.280261] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWBI'.
[2025-12-01T20:43:23.280552] [INFO ] [FORECASTER] Starting predict_future for NWBI
[2025-12-01T20:43:23.281357] [DEBUG] [LOCAL     ] No optimal features file found for NWBI: ./output/feature-sets/NWBI.txt
[2025-12-01T20:43:23.281408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:23.281440] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:23.281467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:23.281525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:23.337901] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:23.338510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:23.338607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:23.338654] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:23.454372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:23.454514] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:23.454550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:23.454595] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:23.457840] [DEBUG] [FORECASTER] NWBI: Forecast T+1@11:T+2@11: DOWN (p=37.46%)
[2025-12-01T20:43:23.458118] [INFO ] [FORECASTER] Completed predict_future for NWBI
[2025-12-01T20:43:23.458239] [INFO ] [sig       ] NWBI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:23.596922] [INFO ] [LOCAL     ] Saved forecast: NWBI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NWBI.txt
[2025-12-01T20:43:23.597033] [INFO ] [sig       ] [2354/3634] Completed NWBI in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-01T20:43:23.597069] [INFO ] [sig       ] [2355/3634] Forecasting NWE...
[2025-12-01T20:43:23.597096] [INFO ] [sig       ] Generating forecast for: NWE
[2025-12-01T20:43:23.597123] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWE' from 'https://tdm.silogroup.org/data/derivative_storage/NWE.csv'.
[2025-12-01T20:43:23.608069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWE'.
[2025-12-01T20:43:23.608380] [INFO ] [FORECASTER] Starting predict_future for NWE
[2025-12-01T20:43:23.609158] [DEBUG] [LOCAL     ] No optimal features file found for NWE: ./output/feature-sets/NWE.txt
[2025-12-01T20:43:23.609209] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:23.609241] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:23.609267] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:23.609322] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:23.667506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:23.668107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:23.668184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:23.668215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:23.788254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:23.788384] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:23.788419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:23.788446] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:23.791602] [DEBUG] [FORECASTER] NWE: Forecast T+1@11:T+2@11: UP (p=79.52%)
[2025-12-01T20:43:23.791858] [INFO ] [FORECASTER] Completed predict_future for NWE
[2025-12-01T20:43:23.791975] [INFO ] [sig       ] NWE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:23.930036] [INFO ] [LOCAL     ] Saved forecast: NWE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NWE.txt
[2025-12-01T20:43:23.930141] [INFO ] [sig       ] [2355/3634] Completed NWE in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-01T20:43:23.930176] [INFO ] [sig       ] [2356/3634] Forecasting NWFL...
[2025-12-01T20:43:23.930204] [INFO ] [sig       ] Generating forecast for: NWFL
[2025-12-01T20:43:23.930232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWFL' from 'https://tdm.silogroup.org/data/derivative_storage/NWFL.csv'.
[2025-12-01T20:43:23.941499] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWFL'.
[2025-12-01T20:43:23.941828] [INFO ] [FORECASTER] Starting predict_future for NWFL
[2025-12-01T20:43:23.942623] [DEBUG] [LOCAL     ] No optimal features file found for NWFL: ./output/feature-sets/NWFL.txt
[2025-12-01T20:43:23.942673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:23.942704] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:23.942730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:23.942798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:24.000372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:24.000997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:24.001070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:24.001102] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:24.106129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:24.106231] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:24.106265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:24.106291] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:24.109340] [DEBUG] [FORECASTER] NWFL: Forecast T+1@11:T+2@11: DOWN (p=45.59%)
[2025-12-01T20:43:24.109640] [INFO ] [FORECASTER] Completed predict_future for NWFL
[2025-12-01T20:43:24.109757] [INFO ] [sig       ] NWFL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:24.290870] [INFO ] [LOCAL     ] Saved forecast: NWFL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NWFL.txt
[2025-12-01T20:43:24.290998] [INFO ] [sig       ] [2356/3634] Completed NWFL in 0.4s | 2.99 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-01T20:43:24.291059] [INFO ] [sig       ] [2357/3634] Forecasting NWG...
[2025-12-01T20:43:24.291088] [INFO ] [sig       ] Generating forecast for: NWG
[2025-12-01T20:43:24.291117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWG' from 'https://tdm.silogroup.org/data/derivative_storage/NWG.csv'.
[2025-12-01T20:43:24.303018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWG'.
[2025-12-01T20:43:24.303291] [INFO ] [FORECASTER] Starting predict_future for NWG
[2025-12-01T20:43:24.304113] [DEBUG] [LOCAL     ] No optimal features file found for NWG: ./output/feature-sets/NWG.txt
[2025-12-01T20:43:24.304165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:24.304196] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:24.304223] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:24.304282] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:24.364525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:24.365183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:24.365260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:24.365292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:24.485630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:24.485780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:24.485818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:24.485845] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:24.489126] [DEBUG] [FORECASTER] NWG: Forecast T+1@11:T+2@11: DOWN (p=12.13%)
[2025-12-01T20:43:24.489387] [INFO ] [FORECASTER] Completed predict_future for NWG
[2025-12-01T20:43:24.489513] [INFO ] [sig       ] NWG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:24.629206] [INFO ] [LOCAL     ] Saved forecast: NWG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NWG.txt
[2025-12-01T20:43:24.629329] [INFO ] [sig       ] [2357/3634] Completed NWG in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-01T20:43:24.629373] [INFO ] [sig       ] [2358/3634] Forecasting NWL...
[2025-12-01T20:43:24.629407] [INFO ] [sig       ] Generating forecast for: NWL
[2025-12-01T20:43:24.629441] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWL' from 'https://tdm.silogroup.org/data/derivative_storage/NWL.csv'.
[2025-12-01T20:43:24.639607] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWL'.
[2025-12-01T20:43:24.639893] [INFO ] [FORECASTER] Starting predict_future for NWL
[2025-12-01T20:43:24.640735] [DEBUG] [LOCAL     ] No optimal features file found for NWL: ./output/feature-sets/NWL.txt
[2025-12-01T20:43:24.640796] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:24.640829] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:24.640857] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:24.640913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:24.698510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:24.699117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:24.699192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:24.699225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:24.819892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:24.820018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:24.820054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:24.820081] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:24.823253] [DEBUG] [FORECASTER] NWL: Forecast T+1@11:T+2@11: UP (p=62.58%)
[2025-12-01T20:43:24.823509] [INFO ] [FORECASTER] Completed predict_future for NWL
[2025-12-01T20:43:24.823646] [INFO ] [sig       ] NWL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:24.968942] [INFO ] [LOCAL     ] Saved forecast: NWL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NWL.txt
[2025-12-01T20:43:24.969070] [INFO ] [sig       ] [2358/3634] Completed NWL in 0.3s | 2.99 sym/s | Total: 13.1m | ETA: 7.1m
[2025-12-01T20:43:24.969108] [INFO ] [sig       ] [2359/3634] Forecasting NWPX...
[2025-12-01T20:43:24.969137] [INFO ] [sig       ] Generating forecast for: NWPX
[2025-12-01T20:43:24.969165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWPX' from 'https://tdm.silogroup.org/data/derivative_storage/NWPX.csv'.
[2025-12-01T20:43:24.979093] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NWPX'.
[2025-12-01T20:43:24.979366] [INFO ] [FORECASTER] Starting predict_future for NWPX
[2025-12-01T20:43:24.980169] [DEBUG] [LOCAL     ] No optimal features file found for NWPX: ./output/feature-sets/NWPX.txt
[2025-12-01T20:43:24.980219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:24.980252] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:24.980279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:24.980335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:25.037048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:25.037693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:25.037769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:25.037802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:25.159933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:25.160072] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:25.160106] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:25.160133] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:25.163284] [DEBUG] [FORECASTER] NWPX: Forecast T+1@11:T+2@11: DOWN (p=33.33%)
[2025-12-01T20:43:25.163591] [INFO ] [FORECASTER] Completed predict_future for NWPX
[2025-12-01T20:43:25.163718] [INFO ] [sig       ] NWPX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:25.301991] [INFO ] [LOCAL     ] Saved forecast: NWPX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NWPX.txt
[2025-12-01T20:43:25.302107] [INFO ] [sig       ] [2359/3634] Completed NWPX in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-01T20:43:25.302142] [INFO ] [sig       ] [2360/3634] Forecasting NWS...
[2025-12-01T20:43:25.302170] [INFO ] [sig       ] Generating forecast for: NWS
[2025-12-01T20:43:25.302198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWS' from 'https://tdm.silogroup.org/data/derivative_storage/NWS.csv'.
[2025-12-01T20:43:25.312788] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWS'.
[2025-12-01T20:43:25.313042] [INFO ] [FORECASTER] Starting predict_future for NWS
[2025-12-01T20:43:25.313808] [DEBUG] [LOCAL     ] No optimal features file found for NWS: ./output/feature-sets/NWS.txt
[2025-12-01T20:43:25.313857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:25.313886] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:25.313938] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:25.313994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:25.369599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:25.370190] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:25.370262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:25.370293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:25.492144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:25.492294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:25.492333] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:25.492360] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:25.495666] [DEBUG] [FORECASTER] NWS: Forecast T+1@11:T+2@11: UP (p=94.47%)
[2025-12-01T20:43:25.495929] [INFO ] [FORECASTER] Completed predict_future for NWS
[2025-12-01T20:43:25.496049] [INFO ] [sig       ] NWS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:25.635032] [INFO ] [LOCAL     ] Saved forecast: NWS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NWS.txt
[2025-12-01T20:43:25.635151] [INFO ] [sig       ] [2360/3634] Completed NWS in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-01T20:43:25.635186] [INFO ] [sig       ] [2361/3634] Forecasting NWSA...
[2025-12-01T20:43:25.635214] [INFO ] [sig       ] Generating forecast for: NWSA
[2025-12-01T20:43:25.635243] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NWSA' from 'https://tdm.silogroup.org/data/derivative_storage/NWSA.csv'.
[2025-12-01T20:43:25.645964] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NWSA'.
[2025-12-01T20:43:25.646216] [INFO ] [FORECASTER] Starting predict_future for NWSA
[2025-12-01T20:43:25.646981] [DEBUG] [LOCAL     ] No optimal features file found for NWSA: ./output/feature-sets/NWSA.txt
[2025-12-01T20:43:25.647029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:25.647058] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:25.647083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:25.647136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:25.703284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:25.704044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:25.704120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:25.704151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:25.822702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:25.822820] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:25.822856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:25.822883] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:25.826036] [DEBUG] [FORECASTER] NWSA: Forecast T+1@11:T+2@11: DOWN (p=35.67%)
[2025-12-01T20:43:25.826289] [INFO ] [FORECASTER] Completed predict_future for NWSA
[2025-12-01T20:43:25.826407] [INFO ] [sig       ] NWSA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:25.967619] [INFO ] [LOCAL     ] Saved forecast: NWSA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/NWSA.txt
[2025-12-01T20:43:25.967740] [INFO ] [sig       ] [2361/3634] Completed NWSA in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-01T20:43:25.967777] [INFO ] [sig       ] [2362/3634] Forecasting NX...
[2025-12-01T20:43:25.967805] [INFO ] [sig       ] Generating forecast for: NX
[2025-12-01T20:43:25.967833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NX' from 'https://tdm.silogroup.org/data/derivative_storage/NX.csv'.
[2025-12-01T20:43:25.979074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NX'.
[2025-12-01T20:43:25.979332] [INFO ] [FORECASTER] Starting predict_future for NX
[2025-12-01T20:43:25.980078] [DEBUG] [LOCAL     ] No optimal features file found for NX: ./output/feature-sets/NX.txt
[2025-12-01T20:43:25.980126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:25.980155] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:25.980181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:25.980235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:26.035508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:26.036097] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:26.036169] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:26.036200] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:26.158386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:26.158502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:26.158538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:26.158564] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:26.161722] [DEBUG] [FORECASTER] NX: Forecast T+1@11:T+2@11: UP (p=55.79%)
[2025-12-01T20:43:26.161971] [INFO ] [FORECASTER] Completed predict_future for NX
[2025-12-01T20:43:26.162088] [INFO ] [sig       ] NX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:26.301355] [INFO ] [LOCAL     ] Saved forecast: NX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NX.txt
[2025-12-01T20:43:26.301458] [INFO ] [sig       ] [2362/3634] Completed NX in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-01T20:43:26.301492] [INFO ] [sig       ] [2363/3634] Forecasting NXC...
[2025-12-01T20:43:26.301520] [INFO ] [sig       ] Generating forecast for: NXC
[2025-12-01T20:43:26.301548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXC' from 'https://tdm.silogroup.org/data/derivative_storage/NXC.csv'.
[2025-12-01T20:43:26.312673] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NXC'.
[2025-12-01T20:43:26.312953] [INFO ] [FORECASTER] Starting predict_future for NXC
[2025-12-01T20:43:26.313725] [DEBUG] [LOCAL     ] No optimal features file found for NXC: ./output/feature-sets/NXC.txt
[2025-12-01T20:43:26.313773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:26.313803] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:26.313828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:26.313882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:26.369721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:26.370285] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:26.370359] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:26.370391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:26.474264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:26.474369] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:26.474403] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:26.474429] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:26.477468] [DEBUG] [FORECASTER] NXC: Forecast T+1@11:T+2@11: UP (p=96.89%)
[2025-12-01T20:43:26.477775] [INFO ] [FORECASTER] Completed predict_future for NXC
[2025-12-01T20:43:26.477891] [INFO ] [sig       ] NXC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:43:26.620920] [INFO ] [LOCAL     ] Saved forecast: NXC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NXC.txt
[2025-12-01T20:43:26.621078] [INFO ] [sig       ] [2363/3634] Completed NXC in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-01T20:43:26.621118] [INFO ] [sig       ] [2364/3634] Forecasting NXE...
[2025-12-01T20:43:26.621145] [INFO ] [sig       ] Generating forecast for: NXE
[2025-12-01T20:43:26.621173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXE' from 'https://tdm.silogroup.org/data/derivative_storage/NXE.csv'.
[2025-12-01T20:43:26.632480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXE'.
[2025-12-01T20:43:26.632876] [INFO ] [FORECASTER] Starting predict_future for NXE
[2025-12-01T20:43:26.633714] [DEBUG] [LOCAL     ] No optimal features file found for NXE: ./output/feature-sets/NXE.txt
[2025-12-01T20:43:26.633765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:26.633798] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:26.633825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:26.633881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:26.691524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:26.692376] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:26.692480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:26.692513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:26.810351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:26.810509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:26.810547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:26.810594] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:26.814315] [DEBUG] [FORECASTER] NXE: Forecast T+1@11:T+2@11: UP (p=72.99%)
[2025-12-01T20:43:26.814700] [INFO ] [FORECASTER] Completed predict_future for NXE
[2025-12-01T20:43:26.814840] [INFO ] [sig       ] NXE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:26.953144] [INFO ] [LOCAL     ] Saved forecast: NXE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NXE.txt
[2025-12-01T20:43:26.953277] [INFO ] [sig       ] [2364/3634] Completed NXE in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-01T20:43:26.953314] [INFO ] [sig       ] [2365/3634] Forecasting NXG...
[2025-12-01T20:43:26.953342] [INFO ] [sig       ] Generating forecast for: NXG
[2025-12-01T20:43:26.953369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXG' from 'https://tdm.silogroup.org/data/derivative_storage/NXG.csv'.
[2025-12-01T20:43:26.964713] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NXG'.
[2025-12-01T20:43:26.965017] [INFO ] [FORECASTER] Starting predict_future for NXG
[2025-12-01T20:43:26.965770] [DEBUG] [LOCAL     ] No optimal features file found for NXG: ./output/feature-sets/NXG.txt
[2025-12-01T20:43:26.965818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:26.965848] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:26.965873] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:26.965926] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:27.021103] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:27.021900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:27.021976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:27.022007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:27.138946] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:27.139075] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:27.139127] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:27.139157] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:27.142370] [DEBUG] [FORECASTER] NXG: Forecast T+1@11:T+2@11: DOWN (p=24.46%)
[2025-12-01T20:43:27.142646] [INFO ] [FORECASTER] Completed predict_future for NXG
[2025-12-01T20:43:27.142763] [INFO ] [sig       ] NXG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:27.281625] [INFO ] [LOCAL     ] Saved forecast: NXG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/NXG.txt
[2025-12-01T20:43:27.281747] [INFO ] [sig       ] [2365/3634] Completed NXG in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-01T20:43:27.281782] [INFO ] [sig       ] [2366/3634] Forecasting NXGL...
[2025-12-01T20:43:27.281811] [INFO ] [sig       ] Generating forecast for: NXGL
[2025-12-01T20:43:27.281838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXGL' from 'https://tdm.silogroup.org/data/derivative_storage/NXGL.csv'.
[2025-12-01T20:43:27.292841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXGL'.
[2025-12-01T20:43:27.293130] [INFO ] [FORECASTER] Starting predict_future for NXGL
[2025-12-01T20:43:27.293932] [DEBUG] [LOCAL     ] No optimal features file found for NXGL: ./output/feature-sets/NXGL.txt
[2025-12-01T20:43:27.293982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:27.294013] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:27.294039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:27.294094] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:27.352727] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:27.353417] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:27.353497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:27.353529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:27.464100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:27.464249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:27.464286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:27.464314] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:27.467555] [DEBUG] [FORECASTER] NXGL: Forecast T+1@11:T+2@11: UP (p=60.16%)
[2025-12-01T20:43:27.467823] [INFO ] [FORECASTER] Completed predict_future for NXGL
[2025-12-01T20:43:27.467940] [INFO ] [sig       ] NXGL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:27.607480] [INFO ] [LOCAL     ] Saved forecast: NXGL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NXGL.txt
[2025-12-01T20:43:27.607657] [INFO ] [sig       ] [2366/3634] Completed NXGL in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-01T20:43:27.607698] [INFO ] [sig       ] [2367/3634] Forecasting NXP...
[2025-12-01T20:43:27.607729] [INFO ] [sig       ] Generating forecast for: NXP
[2025-12-01T20:43:27.607757] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NXP' from 'https://tdm.silogroup.org/data/derivative_storage/NXP.csv'.
[2025-12-01T20:43:27.618796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NXP'.
[2025-12-01T20:43:27.619142] [INFO ] [FORECASTER] Starting predict_future for NXP
[2025-12-01T20:43:27.619921] [DEBUG] [LOCAL     ] No optimal features file found for NXP: ./output/feature-sets/NXP.txt
[2025-12-01T20:43:27.619970] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:27.620000] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:27.620025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:27.620080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:27.675720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:27.676569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:27.676665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:27.676696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:27.799287] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:27.799441] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:27.799488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:27.799523] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:27.802872] [DEBUG] [FORECASTER] NXP: Forecast T+1@11:T+2@11: UP (p=60.74%)
[2025-12-01T20:43:27.803140] [INFO ] [FORECASTER] Completed predict_future for NXP
[2025-12-01T20:43:27.803262] [INFO ] [sig       ] NXP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:27.942150] [INFO ] [LOCAL     ] Saved forecast: NXP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NXP.txt
[2025-12-01T20:43:27.942300] [INFO ] [sig       ] [2367/3634] Completed NXP in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-01T20:43:27.942336] [INFO ] [sig       ] [2368/3634] Forecasting NYXH...
[2025-12-01T20:43:27.942365] [INFO ] [sig       ] Generating forecast for: NYXH
[2025-12-01T20:43:27.942395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NYXH' from 'https://tdm.silogroup.org/data/derivative_storage/NYXH.csv'.
[2025-12-01T20:43:27.956240] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'NYXH'.
[2025-12-01T20:43:27.956672] [INFO ] [FORECASTER] Starting predict_future for NYXH
[2025-12-01T20:43:27.957786] [DEBUG] [LOCAL     ] No optimal features file found for NYXH: ./output/feature-sets/NYXH.txt
[2025-12-01T20:43:27.957850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:27.957896] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:27.957936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:27.958013] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:28.015185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:28.016046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:28.016127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:28.016158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:28.128266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:28.128731] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:28.128847] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:28.128902] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:28.132755] [DEBUG] [FORECASTER] NYXH: Forecast T+1@11:T+2@11: UP (p=52.92%)
[2025-12-01T20:43:28.133038] [INFO ] [FORECASTER] Completed predict_future for NYXH
[2025-12-01T20:43:28.133187] [INFO ] [sig       ] NYXH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:43:28.270864] [INFO ] [LOCAL     ] Saved forecast: NYXH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/NYXH.txt
[2025-12-01T20:43:28.271016] [INFO ] [sig       ] [2368/3634] Completed NYXH in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-01T20:43:28.271059] [INFO ] [sig       ] [2369/3634] Forecasting NZF...
[2025-12-01T20:43:28.271089] [INFO ] [sig       ] Generating forecast for: NZF
[2025-12-01T20:43:28.271153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'NZF' from 'https://tdm.silogroup.org/data/derivative_storage/NZF.csv'.
[2025-12-01T20:43:28.282608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'NZF'.
[2025-12-01T20:43:28.282887] [INFO ] [FORECASTER] Starting predict_future for NZF
[2025-12-01T20:43:28.283630] [DEBUG] [LOCAL     ] No optimal features file found for NZF: ./output/feature-sets/NZF.txt
[2025-12-01T20:43:28.283677] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:28.283718] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:28.283744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:28.283798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:28.338650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:28.339223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:28.339297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:28.339327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:28.456713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:28.456849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:28.456884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:28.456909] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:28.460158] [DEBUG] [FORECASTER] NZF: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-01T20:43:28.460412] [INFO ] [FORECASTER] Completed predict_future for NZF
[2025-12-01T20:43:28.460556] [INFO ] [sig       ] NZF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:28.602998] [INFO ] [LOCAL     ] Saved forecast: NZF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/NZF.txt
[2025-12-01T20:43:28.603141] [INFO ] [sig       ] [2369/3634] Completed NZF in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.1m
[2025-12-01T20:43:28.603179] [INFO ] [sig       ] [2370/3634] Forecasting OABI...
[2025-12-01T20:43:28.603206] [INFO ] [sig       ] Generating forecast for: OABI
[2025-12-01T20:43:28.603233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OABI' from 'https://tdm.silogroup.org/data/derivative_storage/OABI.csv'.
[2025-12-01T20:43:28.615071] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'OABI'.
[2025-12-01T20:43:28.615444] [INFO ] [FORECASTER] Starting predict_future for OABI
[2025-12-01T20:43:28.616225] [DEBUG] [LOCAL     ] No optimal features file found for OABI: ./output/feature-sets/OABI.txt
[2025-12-01T20:43:28.616275] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:28.616304] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:28.616329] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:28.616383] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:28.671604] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:28.672479] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:28.672565] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:28.672614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:28.791453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:28.791617] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:28.791655] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:28.791682] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:28.794918] [DEBUG] [FORECASTER] OABI: Forecast T+1@11:T+2@11: UP (p=98.58%)
[2025-12-01T20:43:28.795175] [INFO ] [FORECASTER] Completed predict_future for OABI
[2025-12-01T20:43:28.795292] [INFO ] [sig       ] OABI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:43:28.931806] [INFO ] [LOCAL     ] Saved forecast: OABI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OABI.txt
[2025-12-01T20:43:28.931938] [INFO ] [sig       ] [2370/3634] Completed OABI in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-01T20:43:28.931974] [INFO ] [sig       ] [2371/3634] Forecasting OBDC...
[2025-12-01T20:43:28.932003] [INFO ] [sig       ] Generating forecast for: OBDC
[2025-12-01T20:43:28.932031] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBDC' from 'https://tdm.silogroup.org/data/derivative_storage/OBDC.csv'.
[2025-12-01T20:43:28.943220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBDC'.
[2025-12-01T20:43:28.943516] [INFO ] [FORECASTER] Starting predict_future for OBDC
[2025-12-01T20:43:28.944245] [DEBUG] [LOCAL     ] No optimal features file found for OBDC: ./output/feature-sets/OBDC.txt
[2025-12-01T20:43:28.944294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:28.944324] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:28.944350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:28.944404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:28.998299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:28.998900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:28.998974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:28.999004] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:29.116838] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:29.116978] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:29.117015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:29.117042] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:29.120243] [DEBUG] [FORECASTER] OBDC: Forecast T+1@11:T+2@11: DOWN (p=26.22%)
[2025-12-01T20:43:29.120497] [INFO ] [FORECASTER] Completed predict_future for OBDC
[2025-12-01T20:43:29.120634] [INFO ] [sig       ] OBDC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:29.256901] [INFO ] [LOCAL     ] Saved forecast: OBDC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OBDC.txt
[2025-12-01T20:43:29.257019] [INFO ] [sig       ] [2371/3634] Completed OBDC in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-01T20:43:29.257056] [INFO ] [sig       ] [2372/3634] Forecasting OBIL...
[2025-12-01T20:43:29.257084] [INFO ] [sig       ] Generating forecast for: OBIL
[2025-12-01T20:43:29.257112] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIL' from 'https://tdm.silogroup.org/data/derivative_storage/OBIL.csv'.
[2025-12-01T20:43:29.268441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIL'.
[2025-12-01T20:43:29.268774] [INFO ] [FORECASTER] Starting predict_future for OBIL
[2025-12-01T20:43:29.269492] [DEBUG] [LOCAL     ] No optimal features file found for OBIL: ./output/feature-sets/OBIL.txt
[2025-12-01T20:43:29.269541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:29.269594] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:29.269623] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:29.269677] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:29.324377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:29.325003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:29.325076] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:29.325106] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:29.439637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:29.439801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:29.439839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:29.439865] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:29.443122] [DEBUG] [FORECASTER] OBIL: Forecast T+1@11:T+2@11: UP (p=91.24%)
[2025-12-01T20:43:29.443379] [INFO ] [FORECASTER] Completed predict_future for OBIL
[2025-12-01T20:43:29.443495] [INFO ] [sig       ] OBIL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:29.581674] [INFO ] [LOCAL     ] Saved forecast: OBIL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OBIL.txt
[2025-12-01T20:43:29.581802] [INFO ] [sig       ] [2372/3634] Completed OBIL in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-01T20:43:29.581852] [INFO ] [sig       ] [2373/3634] Forecasting OBIO...
[2025-12-01T20:43:29.581882] [INFO ] [sig       ] Generating forecast for: OBIO
[2025-12-01T20:43:29.581910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBIO' from 'https://tdm.silogroup.org/data/derivative_storage/OBIO.csv'.
[2025-12-01T20:43:29.593230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBIO'.
[2025-12-01T20:43:29.593539] [INFO ] [FORECASTER] Starting predict_future for OBIO
[2025-12-01T20:43:29.594295] [DEBUG] [LOCAL     ] No optimal features file found for OBIO: ./output/feature-sets/OBIO.txt
[2025-12-01T20:43:29.594345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:29.594375] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:29.594400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:29.594453] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:29.649859] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:29.650423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:29.650509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:29.650551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:29.763286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:29.763431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:29.763467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:29.763494] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:29.766819] [DEBUG] [FORECASTER] OBIO: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-01T20:43:29.767078] [INFO ] [FORECASTER] Completed predict_future for OBIO
[2025-12-01T20:43:29.767196] [INFO ] [sig       ] OBIO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:29.906124] [INFO ] [LOCAL     ] Saved forecast: OBIO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OBIO.txt
[2025-12-01T20:43:29.906253] [INFO ] [sig       ] [2373/3634] Completed OBIO in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-01T20:43:29.906317] [INFO ] [sig       ] [2374/3634] Forecasting OBK...
[2025-12-01T20:43:29.906347] [INFO ] [sig       ] Generating forecast for: OBK
[2025-12-01T20:43:29.906375] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBK' from 'https://tdm.silogroup.org/data/derivative_storage/OBK.csv'.
[2025-12-01T20:43:29.917924] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'OBK'.
[2025-12-01T20:43:29.918227] [INFO ] [FORECASTER] Starting predict_future for OBK
[2025-12-01T20:43:29.919014] [DEBUG] [LOCAL     ] No optimal features file found for OBK: ./output/feature-sets/OBK.txt
[2025-12-01T20:43:29.919064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:29.919093] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:29.919118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:29.919171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:29.974246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:29.974890] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:29.974965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:29.974996] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:30.091147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:30.091298] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:30.091337] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:30.091363] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:30.094654] [DEBUG] [FORECASTER] OBK: Forecast T+1@11:T+2@11: UP (p=89.86%)
[2025-12-01T20:43:30.094919] [INFO ] [FORECASTER] Completed predict_future for OBK
[2025-12-01T20:43:30.095041] [INFO ] [sig       ] OBK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:43:30.232326] [INFO ] [LOCAL     ] Saved forecast: OBK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OBK.txt
[2025-12-01T20:43:30.232457] [INFO ] [sig       ] [2374/3634] Completed OBK in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-01T20:43:30.232493] [INFO ] [sig       ] [2375/3634] Forecasting OBLG...
[2025-12-01T20:43:30.232520] [INFO ] [sig       ] Generating forecast for: OBLG
[2025-12-01T20:43:30.232548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OBLG' from 'https://tdm.silogroup.org/data/derivative_storage/OBLG.csv'.
[2025-12-01T20:43:30.243714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OBLG'.
[2025-12-01T20:43:30.244033] [INFO ] [FORECASTER] Starting predict_future for OBLG
[2025-12-01T20:43:30.244771] [DEBUG] [LOCAL     ] No optimal features file found for OBLG: ./output/feature-sets/OBLG.txt
[2025-12-01T20:43:30.244820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:30.244849] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:30.244874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:30.244928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:30.299921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:30.300782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:30.300860] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:30.300892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:30.411229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:30.411380] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:30.411417] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:30.411444] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:30.414694] [DEBUG] [FORECASTER] OBLG: Forecast T+1@11:T+2@11: UP (p=88.34%)
[2025-12-01T20:43:30.414953] [INFO ] [FORECASTER] Completed predict_future for OBLG
[2025-12-01T20:43:30.415072] [INFO ] [sig       ] OBLG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:30.550880] [INFO ] [LOCAL     ] Saved forecast: OBLG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OBLG.txt
[2025-12-01T20:43:30.551016] [INFO ] [sig       ] [2375/3634] Completed OBLG in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-01T20:43:30.551053] [INFO ] [sig       ] [2376/3634] Forecasting OC...
[2025-12-01T20:43:30.551081] [INFO ] [sig       ] Generating forecast for: OC
[2025-12-01T20:43:30.551109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OC' from 'https://tdm.silogroup.org/data/derivative_storage/OC.csv'.
[2025-12-01T20:43:30.562811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OC'.
[2025-12-01T20:43:30.563115] [INFO ] [FORECASTER] Starting predict_future for OC
[2025-12-01T20:43:30.563866] [DEBUG] [LOCAL     ] No optimal features file found for OC: ./output/feature-sets/OC.txt
[2025-12-01T20:43:30.563914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:30.563943] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:30.563968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:30.564021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:30.618461] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:30.619286] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:30.619364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:30.619396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:30.739107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:30.739257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:30.739293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:30.739337] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:30.742638] [DEBUG] [FORECASTER] OC: Forecast T+1@11:T+2@11: DOWN (p=7.82%)
[2025-12-01T20:43:30.742895] [INFO ] [FORECASTER] Completed predict_future for OC
[2025-12-01T20:43:30.743015] [INFO ] [sig       ] OC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:30.881432] [INFO ] [LOCAL     ] Saved forecast: OC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OC.txt
[2025-12-01T20:43:30.881557] [INFO ] [sig       ] [2376/3634] Completed OC in 0.3s | 2.99 sym/s | Total: 13.2m | ETA: 7.0m
[2025-12-01T20:43:30.881612] [INFO ] [sig       ] [2377/3634] Forecasting OCCI...
[2025-12-01T20:43:30.881642] [INFO ] [sig       ] Generating forecast for: OCCI
[2025-12-01T20:43:30.881671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCCI' from 'https://tdm.silogroup.org/data/derivative_storage/OCCI.csv'.
[2025-12-01T20:43:30.892726] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OCCI'.
[2025-12-01T20:43:30.892994] [INFO ] [FORECASTER] Starting predict_future for OCCI
[2025-12-01T20:43:30.893736] [DEBUG] [LOCAL     ] No optimal features file found for OCCI: ./output/feature-sets/OCCI.txt
[2025-12-01T20:43:30.893785] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:30.893815] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:30.893867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:30.893923] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:30.948638] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:30.949403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:30.949479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:30.949510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:31.065013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:31.065161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:31.065200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:31.065227] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:31.068463] [DEBUG] [FORECASTER] OCCI: Forecast T+1@11:T+2@11: UP (p=60.17%)
[2025-12-01T20:43:31.068745] [INFO ] [FORECASTER] Completed predict_future for OCCI
[2025-12-01T20:43:31.068865] [INFO ] [sig       ] OCCI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:31.204983] [INFO ] [LOCAL     ] Saved forecast: OCCI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OCCI.txt
[2025-12-01T20:43:31.205101] [INFO ] [sig       ] [2377/3634] Completed OCCI in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-01T20:43:31.205137] [INFO ] [sig       ] [2378/3634] Forecasting OCFC...
[2025-12-01T20:43:31.205166] [INFO ] [sig       ] Generating forecast for: OCFC
[2025-12-01T20:43:31.205194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCFC' from 'https://tdm.silogroup.org/data/derivative_storage/OCFC.csv'.
[2025-12-01T20:43:31.217286] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'OCFC'.
[2025-12-01T20:43:31.217664] [INFO ] [FORECASTER] Starting predict_future for OCFC
[2025-12-01T20:43:31.218439] [DEBUG] [LOCAL     ] No optimal features file found for OCFC: ./output/feature-sets/OCFC.txt
[2025-12-01T20:43:31.218489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:31.218519] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:31.218547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:31.218623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:31.272972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:31.273861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:31.273946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:31.273995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:31.392132] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:31.392288] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:31.392325] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:31.392352] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:31.395701] [DEBUG] [FORECASTER] OCFC: Forecast T+1@11:T+2@11: DOWN (p=32.80%)
[2025-12-01T20:43:31.395970] [INFO ] [FORECASTER] Completed predict_future for OCFC
[2025-12-01T20:43:31.396093] [INFO ] [sig       ] OCFC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:31.534344] [INFO ] [LOCAL     ] Saved forecast: OCFC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OCFC.txt
[2025-12-01T20:43:31.534502] [INFO ] [sig       ] [2378/3634] Completed OCFC in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-01T20:43:31.534541] [INFO ] [sig       ] [2379/3634] Forecasting OCGN...
[2025-12-01T20:43:31.534568] [INFO ] [sig       ] Generating forecast for: OCGN
[2025-12-01T20:43:31.534616] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCGN' from 'https://tdm.silogroup.org/data/derivative_storage/OCGN.csv'.
[2025-12-01T20:43:31.545938] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'OCGN'.
[2025-12-01T20:43:31.546264] [INFO ] [FORECASTER] Starting predict_future for OCGN
[2025-12-01T20:43:31.547032] [DEBUG] [LOCAL     ] No optimal features file found for OCGN: ./output/feature-sets/OCGN.txt
[2025-12-01T20:43:31.547083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:31.547113] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:31.547138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:31.547193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:31.602495] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:31.603318] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:31.603398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:31.603430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:31.722425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:31.722594] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:31.722632] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:31.722659] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:31.725857] [DEBUG] [FORECASTER] OCGN: Forecast T+1@11:T+2@11: DOWN (p=23.50%)
[2025-12-01T20:43:31.726112] [INFO ] [FORECASTER] Completed predict_future for OCGN
[2025-12-01T20:43:31.726230] [INFO ] [sig       ] OCGN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:31.866616] [INFO ] [LOCAL     ] Saved forecast: OCGN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OCGN.txt
[2025-12-01T20:43:31.866759] [INFO ] [sig       ] [2379/3634] Completed OCGN in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-01T20:43:31.866796] [INFO ] [sig       ] [2380/3634] Forecasting OCSL...
[2025-12-01T20:43:31.866824] [INFO ] [sig       ] Generating forecast for: OCSL
[2025-12-01T20:43:31.866852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCSL' from 'https://tdm.silogroup.org/data/derivative_storage/OCSL.csv'.
[2025-12-01T20:43:31.877896] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'OCSL'.
[2025-12-01T20:43:31.878160] [INFO ] [FORECASTER] Starting predict_future for OCSL
[2025-12-01T20:43:31.878932] [DEBUG] [LOCAL     ] No optimal features file found for OCSL: ./output/feature-sets/OCSL.txt
[2025-12-01T20:43:31.878980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:31.879009] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:31.879043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:31.879098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:31.933961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:31.934548] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:31.934639] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:31.934670] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:32.053877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:32.054007] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:32.054043] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:32.054070] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:32.057283] [DEBUG] [FORECASTER] OCSL: Forecast T+1@11:T+2@11: DOWN (p=13.96%)
[2025-12-01T20:43:32.057539] [INFO ] [FORECASTER] Completed predict_future for OCSL
[2025-12-01T20:43:32.057680] [INFO ] [sig       ] OCSL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:32.196490] [INFO ] [LOCAL     ] Saved forecast: OCSL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OCSL.txt
[2025-12-01T20:43:32.196659] [INFO ] [sig       ] [2380/3634] Completed OCSL in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-01T20:43:32.196699] [INFO ] [sig       ] [2381/3634] Forecasting OCUL...
[2025-12-01T20:43:32.196727] [INFO ] [sig       ] Generating forecast for: OCUL
[2025-12-01T20:43:32.196756] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OCUL' from 'https://tdm.silogroup.org/data/derivative_storage/OCUL.csv'.
[2025-12-01T20:43:32.207802] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'OCUL'.
[2025-12-01T20:43:32.208132] [INFO ] [FORECASTER] Starting predict_future for OCUL
[2025-12-01T20:43:32.208948] [DEBUG] [LOCAL     ] No optimal features file found for OCUL: ./output/feature-sets/OCUL.txt
[2025-12-01T20:43:32.208999] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:32.209031] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:32.209057] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:32.209113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:32.266192] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:32.266832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:32.266908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:32.266941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:32.383823] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:32.383951] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:32.383986] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:32.384012] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:32.387180] [DEBUG] [FORECASTER] OCUL: Forecast T+1@11:T+2@11: DOWN (p=17.79%)
[2025-12-01T20:43:32.387433] [INFO ] [FORECASTER] Completed predict_future for OCUL
[2025-12-01T20:43:32.387551] [INFO ] [sig       ] OCUL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:32.526359] [INFO ] [LOCAL     ] Saved forecast: OCUL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OCUL.txt
[2025-12-01T20:43:32.526475] [INFO ] [sig       ] [2381/3634] Completed OCUL in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-01T20:43:32.526510] [INFO ] [sig       ] [2382/3634] Forecasting ODC...
[2025-12-01T20:43:32.526537] [INFO ] [sig       ] Generating forecast for: ODC
[2025-12-01T20:43:32.526567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODC' from 'https://tdm.silogroup.org/data/derivative_storage/ODC.csv'.
[2025-12-01T20:43:32.537931] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODC'.
[2025-12-01T20:43:32.538249] [INFO ] [FORECASTER] Starting predict_future for ODC
[2025-12-01T20:43:32.539142] [DEBUG] [LOCAL     ] No optimal features file found for ODC: ./output/feature-sets/ODC.txt
[2025-12-01T20:43:32.539192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:32.539223] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:32.539250] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:32.539305] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:32.597075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:32.597923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:32.598002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:32.598035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:32.713773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:32.713919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:32.713956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:32.713983] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:32.717218] [DEBUG] [FORECASTER] ODC: Forecast T+1@11:T+2@11: UP (p=98.62%)
[2025-12-01T20:43:32.717474] [INFO ] [FORECASTER] Completed predict_future for ODC
[2025-12-01T20:43:32.717610] [INFO ] [sig       ] ODC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:32.856431] [INFO ] [LOCAL     ] Saved forecast: ODC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ODC.txt
[2025-12-01T20:43:32.856599] [INFO ] [sig       ] [2382/3634] Completed ODC in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-01T20:43:32.856638] [INFO ] [sig       ] [2383/3634] Forecasting ODD...
[2025-12-01T20:43:32.856667] [INFO ] [sig       ] Generating forecast for: ODD
[2025-12-01T20:43:32.856695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODD' from 'https://tdm.silogroup.org/data/derivative_storage/ODD.csv'.
[2025-12-01T20:43:32.867972] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ODD'.
[2025-12-01T20:43:32.868290] [INFO ] [FORECASTER] Starting predict_future for ODD
[2025-12-01T20:43:32.869084] [DEBUG] [LOCAL     ] No optimal features file found for ODD: ./output/feature-sets/ODD.txt
[2025-12-01T20:43:32.869135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:32.869167] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:32.869195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:32.869252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:32.924210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:32.925029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:32.925108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:32.925140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:33.039359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:33.039492] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:33.039527] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:33.039553] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:33.042729] [DEBUG] [FORECASTER] ODD: Forecast T+1@11:T+2@11: DOWN (p=3.45%)
[2025-12-01T20:43:33.042982] [INFO ] [FORECASTER] Completed predict_future for ODD
[2025-12-01T20:43:33.043099] [INFO ] [sig       ] ODD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:33.180291] [INFO ] [LOCAL     ] Saved forecast: ODD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ODD.txt
[2025-12-01T20:43:33.180416] [INFO ] [sig       ] [2383/3634] Completed ODD in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-01T20:43:33.180453] [INFO ] [sig       ] [2384/3634] Forecasting ODFL...
[2025-12-01T20:43:33.180480] [INFO ] [sig       ] Generating forecast for: ODFL
[2025-12-01T20:43:33.180516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODFL' from 'https://tdm.silogroup.org/data/derivative_storage/ODFL.csv'.
[2025-12-01T20:43:33.191738] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ODFL'.
[2025-12-01T20:43:33.192028] [INFO ] [FORECASTER] Starting predict_future for ODFL
[2025-12-01T20:43:33.192803] [DEBUG] [LOCAL     ] No optimal features file found for ODFL: ./output/feature-sets/ODFL.txt
[2025-12-01T20:43:33.192854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:33.192886] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:33.192914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:33.192972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:33.252037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:33.253079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:33.253179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:33.253214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:33.378813] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:33.378964] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:33.379002] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:33.379029] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:33.382316] [DEBUG] [FORECASTER] ODFL: Forecast T+1@11:T+2@11: UP (p=92.67%)
[2025-12-01T20:43:33.382591] [INFO ] [FORECASTER] Completed predict_future for ODFL
[2025-12-01T20:43:33.382714] [INFO ] [sig       ] ODFL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:43:33.520103] [INFO ] [LOCAL     ] Saved forecast: ODFL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ODFL.txt
[2025-12-01T20:43:33.520228] [INFO ] [sig       ] [2384/3634] Completed ODFL in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-01T20:43:33.520264] [INFO ] [sig       ] [2385/3634] Forecasting ODP...
[2025-12-01T20:43:33.520293] [INFO ] [sig       ] Generating forecast for: ODP
[2025-12-01T20:43:33.520345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ODP' from 'https://tdm.silogroup.org/data/derivative_storage/ODP.csv'.
[2025-12-01T20:43:33.531368] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ODP'.
[2025-12-01T20:43:33.531673] [INFO ] [FORECASTER] Starting predict_future for ODP
[2025-12-01T20:43:33.532393] [DEBUG] [LOCAL     ] No optimal features file found for ODP: ./output/feature-sets/ODP.txt
[2025-12-01T20:43:33.532442] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:33.532472] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:33.532498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:33.532552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:33.587173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:33.587770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:33.587844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:33.587875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:33.705586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:33.705728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:33.705764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:33.705791] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:33.709001] [DEBUG] [FORECASTER] ODP: Forecast T+1@11:T+2@11: UP (p=90.55%)
[2025-12-01T20:43:33.709256] [INFO ] [FORECASTER] Completed predict_future for ODP
[2025-12-01T20:43:33.709374] [INFO ] [sig       ] ODP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:33.847529] [INFO ] [LOCAL     ] Saved forecast: ODP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ODP.txt
[2025-12-01T20:43:33.847674] [INFO ] [sig       ] [2385/3634] Completed ODP in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-01T20:43:33.847712] [INFO ] [sig       ] [2386/3634] Forecasting OEC...
[2025-12-01T20:43:33.847741] [INFO ] [sig       ] Generating forecast for: OEC
[2025-12-01T20:43:33.847769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OEC' from 'https://tdm.silogroup.org/data/derivative_storage/OEC.csv'.
[2025-12-01T20:43:33.859285] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'OEC'.
[2025-12-01T20:43:33.859612] [INFO ] [FORECASTER] Starting predict_future for OEC
[2025-12-01T20:43:33.860336] [DEBUG] [LOCAL     ] No optimal features file found for OEC: ./output/feature-sets/OEC.txt
[2025-12-01T20:43:33.860384] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:33.860413] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:33.860439] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:33.860492] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:33.916105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:33.916702] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:33.916775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:33.916806] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:34.034538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:34.034702] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:34.034740] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:34.034766] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:34.037953] [DEBUG] [FORECASTER] OEC: Forecast T+1@11:T+2@11: UP (p=62.02%)
[2025-12-01T20:43:34.038207] [INFO ] [FORECASTER] Completed predict_future for OEC
[2025-12-01T20:43:34.038342] [INFO ] [sig       ] OEC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:43:34.176829] [INFO ] [LOCAL     ] Saved forecast: OEC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OEC.txt
[2025-12-01T20:43:34.176953] [INFO ] [sig       ] [2386/3634] Completed OEC in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-01T20:43:34.176989] [INFO ] [sig       ] [2387/3634] Forecasting OESX...
[2025-12-01T20:43:34.177018] [INFO ] [sig       ] Generating forecast for: OESX
[2025-12-01T20:43:34.177045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OESX' from 'https://tdm.silogroup.org/data/derivative_storage/OESX.csv'.
[2025-12-01T20:43:34.188789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OESX'.
[2025-12-01T20:43:34.189141] [INFO ] [FORECASTER] Starting predict_future for OESX
[2025-12-01T20:43:34.189960] [DEBUG] [LOCAL     ] No optimal features file found for OESX: ./output/feature-sets/OESX.txt
[2025-12-01T20:43:34.190012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:34.190042] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:34.190068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:34.190122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:34.246339] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:34.247145] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:34.247279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:34.247312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:34.362503] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:34.362654] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:34.362692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:34.362719] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:34.365955] [DEBUG] [FORECASTER] OESX: Forecast T+1@11:T+2@11: DOWN (p=48.64%)
[2025-12-01T20:43:34.366213] [INFO ] [FORECASTER] Completed predict_future for OESX
[2025-12-01T20:43:34.366330] [INFO ] [sig       ] OESX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:34.504087] [INFO ] [LOCAL     ] Saved forecast: OESX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OESX.txt
[2025-12-01T20:43:34.504199] [INFO ] [sig       ] [2387/3634] Completed OESX in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 7.0m
[2025-12-01T20:43:34.504235] [INFO ] [sig       ] [2388/3634] Forecasting OFG...
[2025-12-01T20:43:34.504263] [INFO ] [sig       ] Generating forecast for: OFG
[2025-12-01T20:43:34.504290] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFG' from 'https://tdm.silogroup.org/data/derivative_storage/OFG.csv'.
[2025-12-01T20:43:34.515971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFG'.
[2025-12-01T20:43:34.516262] [INFO ] [FORECASTER] Starting predict_future for OFG
[2025-12-01T20:43:34.517034] [DEBUG] [LOCAL     ] No optimal features file found for OFG: ./output/feature-sets/OFG.txt
[2025-12-01T20:43:34.517083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:34.517113] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:34.517137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:34.517191] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:34.574384] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:34.575009] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:34.575087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:34.575118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:34.693881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:34.694032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:34.694072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:34.694099] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:34.697451] [DEBUG] [FORECASTER] OFG: Forecast T+1@11:T+2@11: UP (p=69.93%)
[2025-12-01T20:43:34.697739] [INFO ] [FORECASTER] Completed predict_future for OFG
[2025-12-01T20:43:34.697863] [INFO ] [sig       ] OFG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:34.841640] [INFO ] [LOCAL     ] Saved forecast: OFG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OFG.txt
[2025-12-01T20:43:34.841766] [INFO ] [sig       ] [2388/3634] Completed OFG in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-01T20:43:34.841802] [INFO ] [sig       ] [2389/3634] Forecasting OFIX...
[2025-12-01T20:43:34.841830] [INFO ] [sig       ] Generating forecast for: OFIX
[2025-12-01T20:43:34.841859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFIX' from 'https://tdm.silogroup.org/data/derivative_storage/OFIX.csv'.
[2025-12-01T20:43:34.853268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFIX'.
[2025-12-01T20:43:34.853516] [INFO ] [FORECASTER] Starting predict_future for OFIX
[2025-12-01T20:43:34.854258] [DEBUG] [LOCAL     ] No optimal features file found for OFIX: ./output/feature-sets/OFIX.txt
[2025-12-01T20:43:34.854307] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:34.854336] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:34.854362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:34.854416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:34.909555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:34.910192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:34.910267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:34.910298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:35.029025] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:35.029176] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:35.029213] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:35.029239] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:35.032464] [DEBUG] [FORECASTER] OFIX: Forecast T+1@11:T+2@11: DOWN (p=7.35%)
[2025-12-01T20:43:35.032740] [INFO ] [FORECASTER] Completed predict_future for OFIX
[2025-12-01T20:43:35.032860] [INFO ] [sig       ] OFIX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:35.173170] [INFO ] [LOCAL     ] Saved forecast: OFIX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OFIX.txt
[2025-12-01T20:43:35.173297] [INFO ] [sig       ] [2389/3634] Completed OFIX in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-01T20:43:35.173334] [INFO ] [sig       ] [2390/3634] Forecasting OFLX...
[2025-12-01T20:43:35.173361] [INFO ] [sig       ] Generating forecast for: OFLX
[2025-12-01T20:43:35.173389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFLX' from 'https://tdm.silogroup.org/data/derivative_storage/OFLX.csv'.
[2025-12-01T20:43:35.184801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFLX'.
[2025-12-01T20:43:35.185089] [INFO ] [FORECASTER] Starting predict_future for OFLX
[2025-12-01T20:43:35.185829] [DEBUG] [LOCAL     ] No optimal features file found for OFLX: ./output/feature-sets/OFLX.txt
[2025-12-01T20:43:35.185877] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:35.185907] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:35.185933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:35.185987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:35.241463] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:35.242060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:35.242132] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:35.242163] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:35.356710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:35.356835] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:35.356870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:35.356897] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:35.360074] [DEBUG] [FORECASTER] OFLX: Forecast T+1@11:T+2@11: UP (p=91.03%)
[2025-12-01T20:43:35.360326] [INFO ] [FORECASTER] Completed predict_future for OFLX
[2025-12-01T20:43:35.360441] [INFO ] [sig       ] OFLX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:35.503493] [INFO ] [LOCAL     ] Saved forecast: OFLX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OFLX.txt
[2025-12-01T20:43:35.503746] [INFO ] [sig       ] [2390/3634] Completed OFLX in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-01T20:43:35.503802] [INFO ] [sig       ] [2391/3634] Forecasting OFS...
[2025-12-01T20:43:35.503838] [INFO ] [sig       ] Generating forecast for: OFS
[2025-12-01T20:43:35.503876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OFS' from 'https://tdm.silogroup.org/data/derivative_storage/OFS.csv'.
[2025-12-01T20:43:35.517544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OFS'.
[2025-12-01T20:43:35.517941] [INFO ] [FORECASTER] Starting predict_future for OFS
[2025-12-01T20:43:35.518925] [DEBUG] [LOCAL     ] No optimal features file found for OFS: ./output/feature-sets/OFS.txt
[2025-12-01T20:43:35.518983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:35.519020] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:35.519051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:35.519126] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:35.581329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:35.582061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:35.582141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:35.582173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:35.698738] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:35.698851] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:35.698884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:35.698911] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:35.702085] [DEBUG] [FORECASTER] OFS: Forecast T+1@11:T+2@11: DOWN (p=2.88%)
[2025-12-01T20:43:35.702338] [INFO ] [FORECASTER] Completed predict_future for OFS
[2025-12-01T20:43:35.702459] [INFO ] [sig       ] OFS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:35.848348] [INFO ] [LOCAL     ] Saved forecast: OFS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OFS.txt
[2025-12-01T20:43:35.848469] [INFO ] [sig       ] [2391/3634] Completed OFS in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-01T20:43:35.848508] [INFO ] [sig       ] [2392/3634] Forecasting OGE...
[2025-12-01T20:43:35.848538] [INFO ] [sig       ] Generating forecast for: OGE
[2025-12-01T20:43:35.848567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGE' from 'https://tdm.silogroup.org/data/derivative_storage/OGE.csv'.
[2025-12-01T20:43:35.859838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGE'.
[2025-12-01T20:43:35.860113] [INFO ] [FORECASTER] Starting predict_future for OGE
[2025-12-01T20:43:35.860924] [DEBUG] [LOCAL     ] No optimal features file found for OGE: ./output/feature-sets/OGE.txt
[2025-12-01T20:43:35.860975] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:35.861007] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:35.861034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:35.861091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:35.917166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:35.917773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:35.917845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:35.917876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:36.037302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:36.037420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:36.037455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:36.037482] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:36.040655] [DEBUG] [FORECASTER] OGE: Forecast T+1@11:T+2@11: DOWN (p=0.42%)
[2025-12-01T20:43:36.040949] [INFO ] [FORECASTER] Completed predict_future for OGE
[2025-12-01T20:43:36.041065] [INFO ] [sig       ] OGE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:36.183493] [INFO ] [LOCAL     ] Saved forecast: OGE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OGE.txt
[2025-12-01T20:43:36.183654] [INFO ] [sig       ] [2392/3634] Completed OGE in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-01T20:43:36.183717] [INFO ] [sig       ] [2393/3634] Forecasting OGI...
[2025-12-01T20:43:36.183753] [INFO ] [sig       ] Generating forecast for: OGI
[2025-12-01T20:43:36.183787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGI' from 'https://tdm.silogroup.org/data/derivative_storage/OGI.csv'.
[2025-12-01T20:43:36.195722] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGI'.
[2025-12-01T20:43:36.196051] [INFO ] [FORECASTER] Starting predict_future for OGI
[2025-12-01T20:43:36.196877] [DEBUG] [LOCAL     ] No optimal features file found for OGI: ./output/feature-sets/OGI.txt
[2025-12-01T20:43:36.196938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:36.196969] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:36.196994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:36.197048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:36.253078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:36.253682] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:36.253760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:36.253790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:36.377719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:36.377858] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:36.377895] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:36.377922] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:36.381229] [DEBUG] [FORECASTER] OGI: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2025-12-01T20:43:36.381485] [INFO ] [FORECASTER] Completed predict_future for OGI
[2025-12-01T20:43:36.381621] [INFO ] [sig       ] OGI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:36.520924] [INFO ] [LOCAL     ] Saved forecast: OGI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OGI.txt
[2025-12-01T20:43:36.521071] [INFO ] [sig       ] [2393/3634] Completed OGI in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-01T20:43:36.521109] [INFO ] [sig       ] [2394/3634] Forecasting OGN...
[2025-12-01T20:43:36.521137] [INFO ] [sig       ] Generating forecast for: OGN
[2025-12-01T20:43:36.521166] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OGN' from 'https://tdm.silogroup.org/data/derivative_storage/OGN.csv'.
[2025-12-01T20:43:36.533250] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OGN'.
[2025-12-01T20:43:36.533584] [INFO ] [FORECASTER] Starting predict_future for OGN
[2025-12-01T20:43:36.534370] [DEBUG] [LOCAL     ] No optimal features file found for OGN: ./output/feature-sets/OGN.txt
[2025-12-01T20:43:36.534421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:36.534485] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:36.534514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:36.534587] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:36.591446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:36.592111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:36.592193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:36.592225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:36.712597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:36.712745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:36.712784] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:36.712813] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:36.716141] [DEBUG] [FORECASTER] OGN: Forecast T+1@11:T+2@11: UP (p=75.11%)
[2025-12-01T20:43:36.716411] [INFO ] [FORECASTER] Completed predict_future for OGN
[2025-12-01T20:43:36.716534] [INFO ] [sig       ] OGN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:36.854851] [INFO ] [LOCAL     ] Saved forecast: OGN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OGN.txt
[2025-12-01T20:43:36.854978] [INFO ] [sig       ] [2394/3634] Completed OGN in 0.3s | 2.99 sym/s | Total: 13.3m | ETA: 6.9m
[2025-12-01T20:43:36.855015] [INFO ] [sig       ] [2395/3634] Forecasting OHI...
[2025-12-01T20:43:36.855044] [INFO ] [sig       ] Generating forecast for: OHI
[2025-12-01T20:43:36.855072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OHI' from 'https://tdm.silogroup.org/data/derivative_storage/OHI.csv'.
[2025-12-01T20:43:36.866747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OHI'.
[2025-12-01T20:43:36.867061] [INFO ] [FORECASTER] Starting predict_future for OHI
[2025-12-01T20:43:36.867799] [DEBUG] [LOCAL     ] No optimal features file found for OHI: ./output/feature-sets/OHI.txt
[2025-12-01T20:43:36.867848] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:36.867879] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:36.867904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:36.867958] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:36.923035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:36.923763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:36.923840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:36.923871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:37.037563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:37.037727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:37.037764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:37.037791] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:37.041005] [DEBUG] [FORECASTER] OHI: Forecast T+1@11:T+2@11: UP (p=69.44%)
[2025-12-01T20:43:37.041262] [INFO ] [FORECASTER] Completed predict_future for OHI
[2025-12-01T20:43:37.041382] [INFO ] [sig       ] OHI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:37.178283] [INFO ] [LOCAL     ] Saved forecast: OHI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OHI.txt
[2025-12-01T20:43:37.178432] [INFO ] [sig       ] [2395/3634] Completed OHI in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-01T20:43:37.178469] [INFO ] [sig       ] [2396/3634] Forecasting OI...
[2025-12-01T20:43:37.178496] [INFO ] [sig       ] Generating forecast for: OI
[2025-12-01T20:43:37.178525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OI' from 'https://tdm.silogroup.org/data/derivative_storage/OI.csv'.
[2025-12-01T20:43:37.193632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OI'.
[2025-12-01T20:43:37.193998] [INFO ] [FORECASTER] Starting predict_future for OI
[2025-12-01T20:43:37.194925] [DEBUG] [LOCAL     ] No optimal features file found for OI: ./output/feature-sets/OI.txt
[2025-12-01T20:43:37.194985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:37.195023] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:37.195056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:37.195133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:37.264283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:37.265193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:37.265274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:37.265307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:37.382863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:37.382995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:37.383031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:37.383057] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:37.386250] [DEBUG] [FORECASTER] OI: Forecast T+1@11:T+2@11: DOWN (p=10.23%)
[2025-12-01T20:43:37.386516] [INFO ] [FORECASTER] Completed predict_future for OI
[2025-12-01T20:43:37.386654] [INFO ] [sig       ] OI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:37.523028] [INFO ] [LOCAL     ] Saved forecast: OI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OI.txt
[2025-12-01T20:43:37.523142] [INFO ] [sig       ] [2396/3634] Completed OI in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-01T20:43:37.523185] [INFO ] [sig       ] [2397/3634] Forecasting OIA...
[2025-12-01T20:43:37.523216] [INFO ] [sig       ] Generating forecast for: OIA
[2025-12-01T20:43:37.523245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIA' from 'https://tdm.silogroup.org/data/derivative_storage/OIA.csv'.
[2025-12-01T20:43:37.535109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIA'.
[2025-12-01T20:43:37.535471] [INFO ] [FORECASTER] Starting predict_future for OIA
[2025-12-01T20:43:37.536284] [DEBUG] [LOCAL     ] No optimal features file found for OIA: ./output/feature-sets/OIA.txt
[2025-12-01T20:43:37.536333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:37.536363] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:37.536387] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:37.536440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:37.594355] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:37.595025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:37.595104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:37.595136] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:37.714131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:37.714295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:37.714335] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:37.714363] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:37.717806] [DEBUG] [FORECASTER] OIA: Forecast T+1@11:T+2@11: UP (p=90.29%)
[2025-12-01T20:43:37.718088] [INFO ] [FORECASTER] Completed predict_future for OIA
[2025-12-01T20:43:37.718239] [INFO ] [sig       ] OIA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:37.858067] [INFO ] [LOCAL     ] Saved forecast: OIA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OIA.txt
[2025-12-01T20:43:37.858200] [INFO ] [sig       ] [2397/3634] Completed OIA in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-01T20:43:37.858239] [INFO ] [sig       ] [2398/3634] Forecasting OII...
[2025-12-01T20:43:37.858266] [INFO ] [sig       ] Generating forecast for: OII
[2025-12-01T20:43:37.858295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OII' from 'https://tdm.silogroup.org/data/derivative_storage/OII.csv'.
[2025-12-01T20:43:37.869917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OII'.
[2025-12-01T20:43:37.870212] [INFO ] [FORECASTER] Starting predict_future for OII
[2025-12-01T20:43:37.870975] [DEBUG] [LOCAL     ] No optimal features file found for OII: ./output/feature-sets/OII.txt
[2025-12-01T20:43:37.871024] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:37.871054] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:37.871078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:37.871131] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:37.925555] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:37.926133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:37.926206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:37.926237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:38.041339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:38.041451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:38.041485] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:38.041511] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:38.044558] [DEBUG] [FORECASTER] OII: Forecast T+1@11:T+2@11: DOWN (p=0.26%)
[2025-12-01T20:43:38.044826] [INFO ] [FORECASTER] Completed predict_future for OII
[2025-12-01T20:43:38.044959] [INFO ] [sig       ] OII: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:38.181376] [INFO ] [LOCAL     ] Saved forecast: OII	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OII.txt
[2025-12-01T20:43:38.181480] [INFO ] [sig       ] [2398/3634] Completed OII in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-01T20:43:38.181515] [INFO ] [sig       ] [2399/3634] Forecasting OIS...
[2025-12-01T20:43:38.181541] [INFO ] [sig       ] Generating forecast for: OIS
[2025-12-01T20:43:38.181568] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OIS' from 'https://tdm.silogroup.org/data/derivative_storage/OIS.csv'.
[2025-12-01T20:43:38.193814] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OIS'.
[2025-12-01T20:43:38.194168] [INFO ] [FORECASTER] Starting predict_future for OIS
[2025-12-01T20:43:38.195063] [DEBUG] [LOCAL     ] No optimal features file found for OIS: ./output/feature-sets/OIS.txt
[2025-12-01T20:43:38.195115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:38.195146] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:38.195171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:38.195227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:38.261413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:38.262313] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:38.262402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:38.262434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:38.380746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:38.380907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:38.380946] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:38.380975] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:38.384368] [DEBUG] [FORECASTER] OIS: Forecast T+1@11:T+2@11: DOWN (p=2.37%)
[2025-12-01T20:43:38.384678] [INFO ] [FORECASTER] Completed predict_future for OIS
[2025-12-01T20:43:38.384807] [INFO ] [sig       ] OIS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:38.523944] [INFO ] [LOCAL     ] Saved forecast: OIS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OIS.txt
[2025-12-01T20:43:38.524088] [INFO ] [sig       ] [2399/3634] Completed OIS in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-01T20:43:38.524126] [INFO ] [sig       ] [2400/3634] Forecasting OKE...
[2025-12-01T20:43:38.524154] [INFO ] [sig       ] Generating forecast for: OKE
[2025-12-01T20:43:38.524183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKE' from 'https://tdm.silogroup.org/data/derivative_storage/OKE.csv'.
[2025-12-01T20:43:38.535802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKE'.
[2025-12-01T20:43:38.536086] [INFO ] [FORECASTER] Starting predict_future for OKE
[2025-12-01T20:43:38.536880] [DEBUG] [LOCAL     ] No optimal features file found for OKE: ./output/feature-sets/OKE.txt
[2025-12-01T20:43:38.536931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:38.536962] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:38.536989] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:38.537045] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:38.594559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:38.595254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:38.595332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:38.595365] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:38.717743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:38.717892] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:38.717929] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:38.717973] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:38.721376] [DEBUG] [FORECASTER] OKE: Forecast T+1@11:T+2@11: DOWN (p=44.89%)
[2025-12-01T20:43:38.721673] [INFO ] [FORECASTER] Completed predict_future for OKE
[2025-12-01T20:43:38.721798] [INFO ] [sig       ] OKE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:38.874317] [INFO ] [LOCAL     ] Saved forecast: OKE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OKE.txt
[2025-12-01T20:43:38.874466] [INFO ] [sig       ] [2400/3634] Completed OKE in 0.4s | 2.99 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-01T20:43:38.874505] [INFO ] [sig       ] [2401/3634] Forecasting OKTA...
[2025-12-01T20:43:38.874533] [INFO ] [sig       ] Generating forecast for: OKTA
[2025-12-01T20:43:38.874561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKTA' from 'https://tdm.silogroup.org/data/derivative_storage/OKTA.csv'.
[2025-12-01T20:43:38.885999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKTA'.
[2025-12-01T20:43:38.886280] [INFO ] [FORECASTER] Starting predict_future for OKTA
[2025-12-01T20:43:38.887019] [DEBUG] [LOCAL     ] No optimal features file found for OKTA: ./output/feature-sets/OKTA.txt
[2025-12-01T20:43:38.887068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:38.887098] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:38.887124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:38.887178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:38.945819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:38.946464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:38.946538] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:38.946568] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:39.066915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:39.067061] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:39.067099] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:39.067126] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:39.070377] [DEBUG] [FORECASTER] OKTA: Forecast T+1@11:T+2@11: UP (p=72.54%)
[2025-12-01T20:43:39.070652] [INFO ] [FORECASTER] Completed predict_future for OKTA
[2025-12-01T20:43:39.070785] [INFO ] [sig       ] OKTA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:39.208453] [INFO ] [LOCAL     ] Saved forecast: OKTA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OKTA.txt
[2025-12-01T20:43:39.208594] [INFO ] [sig       ] [2401/3634] Completed OKTA in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-01T20:43:39.208633] [INFO ] [sig       ] [2402/3634] Forecasting OKYO...
[2025-12-01T20:43:39.208661] [INFO ] [sig       ] Generating forecast for: OKYO
[2025-12-01T20:43:39.208688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OKYO' from 'https://tdm.silogroup.org/data/derivative_storage/OKYO.csv'.
[2025-12-01T20:43:39.220350] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OKYO'.
[2025-12-01T20:43:39.220692] [INFO ] [FORECASTER] Starting predict_future for OKYO
[2025-12-01T20:43:39.221431] [DEBUG] [LOCAL     ] No optimal features file found for OKYO: ./output/feature-sets/OKYO.txt
[2025-12-01T20:43:39.221481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:39.221510] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:39.221535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:39.221607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:39.276143] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:39.276723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:39.276810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:39.276841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:39.390028] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:39.390151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:39.390187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:39.390213] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:39.393388] [DEBUG] [FORECASTER] OKYO: Forecast T+1@11:T+2@11: DOWN (p=12.39%)
[2025-12-01T20:43:39.393661] [INFO ] [FORECASTER] Completed predict_future for OKYO
[2025-12-01T20:43:39.393780] [INFO ] [sig       ] OKYO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:39.530782] [INFO ] [LOCAL     ] Saved forecast: OKYO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OKYO.txt
[2025-12-01T20:43:39.530893] [INFO ] [sig       ] [2402/3634] Completed OKYO in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-01T20:43:39.530927] [INFO ] [sig       ] [2403/3634] Forecasting OLED...
[2025-12-01T20:43:39.530955] [INFO ] [sig       ] Generating forecast for: OLED
[2025-12-01T20:43:39.530983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLED' from 'https://tdm.silogroup.org/data/derivative_storage/OLED.csv'.
[2025-12-01T20:43:39.543204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLED'.
[2025-12-01T20:43:39.543532] [INFO ] [FORECASTER] Starting predict_future for OLED
[2025-12-01T20:43:39.544296] [DEBUG] [LOCAL     ] No optimal features file found for OLED: ./output/feature-sets/OLED.txt
[2025-12-01T20:43:39.544345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:39.544375] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:39.544400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:39.544454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:39.602592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:39.603390] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:39.603470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:39.603501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:39.726917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:39.727065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:39.727101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:39.727127] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:39.730510] [DEBUG] [FORECASTER] OLED: Forecast T+1@11:T+2@11: DOWN (p=16.33%)
[2025-12-01T20:43:39.730786] [INFO ] [FORECASTER] Completed predict_future for OLED
[2025-12-01T20:43:39.730905] [INFO ] [sig       ] OLED: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:39.872502] [INFO ] [LOCAL     ] Saved forecast: OLED	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OLED.txt
[2025-12-01T20:43:39.872674] [INFO ] [sig       ] [2403/3634] Completed OLED in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-01T20:43:39.872720] [INFO ] [sig       ] [2404/3634] Forecasting OLLI...
[2025-12-01T20:43:39.872749] [INFO ] [sig       ] Generating forecast for: OLLI
[2025-12-01T20:43:39.872779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLLI' from 'https://tdm.silogroup.org/data/derivative_storage/OLLI.csv'.
[2025-12-01T20:43:39.884212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLLI'.
[2025-12-01T20:43:39.884555] [INFO ] [FORECASTER] Starting predict_future for OLLI
[2025-12-01T20:43:39.885304] [DEBUG] [LOCAL     ] No optimal features file found for OLLI: ./output/feature-sets/OLLI.txt
[2025-12-01T20:43:39.885352] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:39.885382] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:39.885420] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:39.885476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:39.945456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:39.946486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:39.946631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:39.946667] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:40.072802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:40.072952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:40.072991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:40.073019] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:40.076888] [DEBUG] [FORECASTER] OLLI: Forecast T+1@11:T+2@11: DOWN (p=22.22%)
[2025-12-01T20:43:40.077206] [INFO ] [FORECASTER] Completed predict_future for OLLI
[2025-12-01T20:43:40.077338] [INFO ] [sig       ] OLLI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:40.221846] [INFO ] [LOCAL     ] Saved forecast: OLLI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OLLI.txt
[2025-12-01T20:43:40.222012] [INFO ] [sig       ] [2404/3634] Completed OLLI in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-01T20:43:40.222051] [INFO ] [sig       ] [2405/3634] Forecasting OLMA...
[2025-12-01T20:43:40.222081] [INFO ] [sig       ] Generating forecast for: OLMA
[2025-12-01T20:43:40.222109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLMA' from 'https://tdm.silogroup.org/data/derivative_storage/OLMA.csv'.
[2025-12-01T20:43:40.233759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLMA'.
[2025-12-01T20:43:40.234058] [INFO ] [FORECASTER] Starting predict_future for OLMA
[2025-12-01T20:43:40.234818] [DEBUG] [LOCAL     ] No optimal features file found for OLMA: ./output/feature-sets/OLMA.txt
[2025-12-01T20:43:40.234867] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:40.234897] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:40.234923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:40.234977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:40.290052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:40.290666] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:40.290741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:40.290774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:40.415505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:40.415670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:40.415707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:40.415734] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:40.419058] [DEBUG] [FORECASTER] OLMA: Forecast T+1@11:T+2@11: UP (p=70.97%)
[2025-12-01T20:43:40.419315] [INFO ] [FORECASTER] Completed predict_future for OLMA
[2025-12-01T20:43:40.419431] [INFO ] [sig       ] OLMA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:40.556377] [INFO ] [LOCAL     ] Saved forecast: OLMA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OLMA.txt
[2025-12-01T20:43:40.556501] [INFO ] [sig       ] [2405/3634] Completed OLMA in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.9m
[2025-12-01T20:43:40.556537] [INFO ] [sig       ] [2406/3634] Forecasting OLN...
[2025-12-01T20:43:40.556565] [INFO ] [sig       ] Generating forecast for: OLN
[2025-12-01T20:43:40.556613] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLN' from 'https://tdm.silogroup.org/data/derivative_storage/OLN.csv'.
[2025-12-01T20:43:40.567469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLN'.
[2025-12-01T20:43:40.567748] [INFO ] [FORECASTER] Starting predict_future for OLN
[2025-12-01T20:43:40.568498] [DEBUG] [LOCAL     ] No optimal features file found for OLN: ./output/feature-sets/OLN.txt
[2025-12-01T20:43:40.568547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:40.568598] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:40.568627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:40.568680] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:40.625371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:40.626094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:40.626172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:40.626204] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:40.746348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:40.746500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:40.746540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:40.746570] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:40.751974] [DEBUG] [FORECASTER] OLN: Forecast T+1@11:T+2@11: DOWN (p=0.87%)
[2025-12-01T20:43:40.752455] [INFO ] [FORECASTER] Completed predict_future for OLN
[2025-12-01T20:43:40.752640] [INFO ] [sig       ] OLN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:40.893514] [INFO ] [LOCAL     ] Saved forecast: OLN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OLN.txt
[2025-12-01T20:43:40.893653] [INFO ] [sig       ] [2406/3634] Completed OLN in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-01T20:43:40.893690] [INFO ] [sig       ] [2407/3634] Forecasting OLP...
[2025-12-01T20:43:40.893718] [INFO ] [sig       ] Generating forecast for: OLP
[2025-12-01T20:43:40.893747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLP' from 'https://tdm.silogroup.org/data/derivative_storage/OLP.csv'.
[2025-12-01T20:43:40.905355] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLP'.
[2025-12-01T20:43:40.905700] [INFO ] [FORECASTER] Starting predict_future for OLP
[2025-12-01T20:43:40.906446] [DEBUG] [LOCAL     ] No optimal features file found for OLP: ./output/feature-sets/OLP.txt
[2025-12-01T20:43:40.906495] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:40.906525] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:40.906551] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:40.906623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:40.961483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:40.962091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:40.962166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:40.962196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:41.080212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:41.080355] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:41.080391] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:41.080418] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:41.083639] [DEBUG] [FORECASTER] OLP: Forecast T+1@11:T+2@11: UP (p=77.11%)
[2025-12-01T20:43:41.083897] [INFO ] [FORECASTER] Completed predict_future for OLP
[2025-12-01T20:43:41.084014] [INFO ] [sig       ] OLP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:41.220048] [INFO ] [LOCAL     ] Saved forecast: OLP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OLP.txt
[2025-12-01T20:43:41.220200] [INFO ] [sig       ] [2407/3634] Completed OLP in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-01T20:43:41.220239] [INFO ] [sig       ] [2408/3634] Forecasting OLPX...
[2025-12-01T20:43:41.220269] [INFO ] [sig       ] Generating forecast for: OLPX
[2025-12-01T20:43:41.220306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OLPX' from 'https://tdm.silogroup.org/data/derivative_storage/OLPX.csv'.
[2025-12-01T20:43:41.230969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OLPX'.
[2025-12-01T20:43:41.231250] [INFO ] [FORECASTER] Starting predict_future for OLPX
[2025-12-01T20:43:41.232021] [DEBUG] [LOCAL     ] No optimal features file found for OLPX: ./output/feature-sets/OLPX.txt
[2025-12-01T20:43:41.232070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:41.232100] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:41.232126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:41.232180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:41.286697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:41.287370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:41.287448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:41.287478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:41.408532] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:41.408694] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:41.408732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:41.408764] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:41.412014] [DEBUG] [FORECASTER] OLPX: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-12-01T20:43:41.412268] [INFO ] [FORECASTER] Completed predict_future for OLPX
[2025-12-01T20:43:41.412386] [INFO ] [sig       ] OLPX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:41.549962] [INFO ] [LOCAL     ] Saved forecast: OLPX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OLPX.txt
[2025-12-01T20:43:41.550107] [INFO ] [sig       ] [2408/3634] Completed OLPX in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-01T20:43:41.550145] [INFO ] [sig       ] [2409/3634] Forecasting OM...
[2025-12-01T20:43:41.550174] [INFO ] [sig       ] Generating forecast for: OM
[2025-12-01T20:43:41.550202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OM' from 'https://tdm.silogroup.org/data/derivative_storage/OM.csv'.
[2025-12-01T20:43:41.561251] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OM'.
[2025-12-01T20:43:41.561539] [INFO ] [FORECASTER] Starting predict_future for OM
[2025-12-01T20:43:41.562271] [DEBUG] [LOCAL     ] No optimal features file found for OM: ./output/feature-sets/OM.txt
[2025-12-01T20:43:41.562319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:41.562349] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:41.562374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:41.562428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:41.617767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:41.618420] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:41.618496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:41.618526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:41.736386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:41.736528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:41.736565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:41.736617] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:41.739837] [DEBUG] [FORECASTER] OM: Forecast T+1@11:T+2@11: DOWN (p=32.17%)
[2025-12-01T20:43:41.740090] [INFO ] [FORECASTER] Completed predict_future for OM
[2025-12-01T20:43:41.740207] [INFO ] [sig       ] OM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:41.877197] [INFO ] [LOCAL     ] Saved forecast: OM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OM.txt
[2025-12-01T20:43:41.877327] [INFO ] [sig       ] [2409/3634] Completed OM in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-01T20:43:41.877365] [INFO ] [sig       ] [2410/3634] Forecasting OMAB...
[2025-12-01T20:43:41.877393] [INFO ] [sig       ] Generating forecast for: OMAB
[2025-12-01T20:43:41.877421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMAB' from 'https://tdm.silogroup.org/data/derivative_storage/OMAB.csv'.
[2025-12-01T20:43:41.889176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMAB'.
[2025-12-01T20:43:41.889502] [INFO ] [FORECASTER] Starting predict_future for OMAB
[2025-12-01T20:43:41.890267] [DEBUG] [LOCAL     ] No optimal features file found for OMAB: ./output/feature-sets/OMAB.txt
[2025-12-01T20:43:41.890316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:41.890346] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:41.890371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:41.890424] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:41.945709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:41.946290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:41.946363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:41.946394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:42.064854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:42.064997] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:42.065034] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:42.065061] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:42.068340] [DEBUG] [FORECASTER] OMAB: Forecast T+1@11:T+2@11: DOWN (p=0.34%)
[2025-12-01T20:43:42.068638] [INFO ] [FORECASTER] Completed predict_future for OMAB
[2025-12-01T20:43:42.068770] [INFO ] [sig       ] OMAB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:42.206923] [INFO ] [LOCAL     ] Saved forecast: OMAB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OMAB.txt
[2025-12-01T20:43:42.207047] [INFO ] [sig       ] [2410/3634] Completed OMAB in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-01T20:43:42.207084] [INFO ] [sig       ] [2411/3634] Forecasting OMC...
[2025-12-01T20:43:42.207111] [INFO ] [sig       ] Generating forecast for: OMC
[2025-12-01T20:43:42.207139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMC' from 'https://tdm.silogroup.org/data/derivative_storage/OMC.csv'.
[2025-12-01T20:43:42.218876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMC'.
[2025-12-01T20:43:42.219225] [INFO ] [FORECASTER] Starting predict_future for OMC
[2025-12-01T20:43:42.219987] [DEBUG] [LOCAL     ] No optimal features file found for OMC: ./output/feature-sets/OMC.txt
[2025-12-01T20:43:42.220037] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:42.220095] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:42.220121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:42.220176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:42.274554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:42.275202] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:42.275279] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:42.275309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:42.391630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:42.391793] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:42.391837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:42.391870] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:42.395154] [DEBUG] [FORECASTER] OMC: Forecast T+1@11:T+2@11: UP (p=58.01%)
[2025-12-01T20:43:42.395413] [INFO ] [FORECASTER] Completed predict_future for OMC
[2025-12-01T20:43:42.395534] [INFO ] [sig       ] OMC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:42.533127] [INFO ] [LOCAL     ] Saved forecast: OMC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OMC.txt
[2025-12-01T20:43:42.533266] [INFO ] [sig       ] [2411/3634] Completed OMC in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-01T20:43:42.533304] [INFO ] [sig       ] [2412/3634] Forecasting OMCL...
[2025-12-01T20:43:42.533332] [INFO ] [sig       ] Generating forecast for: OMCL
[2025-12-01T20:43:42.533360] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMCL' from 'https://tdm.silogroup.org/data/derivative_storage/OMCL.csv'.
[2025-12-01T20:43:42.544862] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'OMCL'.
[2025-12-01T20:43:42.545178] [INFO ] [FORECASTER] Starting predict_future for OMCL
[2025-12-01T20:43:42.545940] [DEBUG] [LOCAL     ] No optimal features file found for OMCL: ./output/feature-sets/OMCL.txt
[2025-12-01T20:43:42.545988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:42.546016] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:42.546041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:42.546093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:42.600726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:42.601636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:42.601721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:42.601751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:42.723983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:42.724132] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:42.724168] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:42.724194] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:42.727445] [DEBUG] [FORECASTER] OMCL: Forecast T+1@11:T+2@11: DOWN (p=11.05%)
[2025-12-01T20:43:42.727718] [INFO ] [FORECASTER] Completed predict_future for OMCL
[2025-12-01T20:43:42.727837] [INFO ] [sig       ] OMCL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:42.865623] [INFO ] [LOCAL     ] Saved forecast: OMCL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OMCL.txt
[2025-12-01T20:43:42.865743] [INFO ] [sig       ] [2412/3634] Completed OMCL in 0.3s | 2.99 sym/s | Total: 13.4m | ETA: 6.8m
[2025-12-01T20:43:42.865779] [INFO ] [sig       ] [2413/3634] Forecasting OMEX...
[2025-12-01T20:43:42.865807] [INFO ] [sig       ] Generating forecast for: OMEX
[2025-12-01T20:43:42.865833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMEX' from 'https://tdm.silogroup.org/data/derivative_storage/OMEX.csv'.
[2025-12-01T20:43:42.877756] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMEX'.
[2025-12-01T20:43:42.878099] [INFO ] [FORECASTER] Starting predict_future for OMEX
[2025-12-01T20:43:42.878942] [DEBUG] [LOCAL     ] No optimal features file found for OMEX: ./output/feature-sets/OMEX.txt
[2025-12-01T20:43:42.878995] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:42.879028] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:42.879056] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:42.879111] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:42.934221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:42.934850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:42.934944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:42.934980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:43.055985] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:43.056095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:43.056135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:43.056163] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:43.059524] [DEBUG] [FORECASTER] OMEX: Forecast T+1@11:T+2@11: DOWN (p=48.25%)
[2025-12-01T20:43:43.059835] [INFO ] [FORECASTER] Completed predict_future for OMEX
[2025-12-01T20:43:43.059964] [INFO ] [sig       ] OMEX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:43.196768] [INFO ] [LOCAL     ] Saved forecast: OMEX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OMEX.txt
[2025-12-01T20:43:43.196895] [INFO ] [sig       ] [2413/3634] Completed OMEX in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-01T20:43:43.196931] [INFO ] [sig       ] [2414/3634] Forecasting OMF...
[2025-12-01T20:43:43.196959] [INFO ] [sig       ] Generating forecast for: OMF
[2025-12-01T20:43:43.196988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMF' from 'https://tdm.silogroup.org/data/derivative_storage/OMF.csv'.
[2025-12-01T20:43:43.211011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMF'.
[2025-12-01T20:43:43.211440] [INFO ] [FORECASTER] Starting predict_future for OMF
[2025-12-01T20:43:43.212352] [DEBUG] [LOCAL     ] No optimal features file found for OMF: ./output/feature-sets/OMF.txt
[2025-12-01T20:43:43.212409] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:43.212446] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:43.212478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:43.212551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:43.276168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:43.277067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:43.277149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:43.277180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:43.400585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:43.400737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:43.400775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:43.400857] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:43.404085] [DEBUG] [FORECASTER] OMF: Forecast T+1@11:T+2@11: DOWN (p=31.54%)
[2025-12-01T20:43:43.404339] [INFO ] [FORECASTER] Completed predict_future for OMF
[2025-12-01T20:43:43.404460] [INFO ] [sig       ] OMF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:43.543663] [INFO ] [LOCAL     ] Saved forecast: OMF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OMF.txt
[2025-12-01T20:43:43.543794] [INFO ] [sig       ] [2414/3634] Completed OMF in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-01T20:43:43.543830] [INFO ] [sig       ] [2415/3634] Forecasting OMI...
[2025-12-01T20:43:43.543859] [INFO ] [sig       ] Generating forecast for: OMI
[2025-12-01T20:43:43.543891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OMI' from 'https://tdm.silogroup.org/data/derivative_storage/OMI.csv'.
[2025-12-01T20:43:43.554817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OMI'.
[2025-12-01T20:43:43.555101] [INFO ] [FORECASTER] Starting predict_future for OMI
[2025-12-01T20:43:43.555843] [DEBUG] [LOCAL     ] No optimal features file found for OMI: ./output/feature-sets/OMI.txt
[2025-12-01T20:43:43.555891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:43.555922] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:43.555947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:43.556012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:43.612048] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:43.612701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:43.612785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:43.612844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:43.732808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:43.732943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:43.732979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:43.733006] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:43.736186] [DEBUG] [FORECASTER] OMI: Forecast T+1@11:T+2@11: DOWN (p=20.69%)
[2025-12-01T20:43:43.736439] [INFO ] [FORECASTER] Completed predict_future for OMI
[2025-12-01T20:43:43.736557] [INFO ] [sig       ] OMI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:43.877217] [INFO ] [LOCAL     ] Saved forecast: OMI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OMI.txt
[2025-12-01T20:43:43.877358] [INFO ] [sig       ] [2415/3634] Completed OMI in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-01T20:43:43.877397] [INFO ] [sig       ] [2416/3634] Forecasting ON...
[2025-12-01T20:43:43.877426] [INFO ] [sig       ] Generating forecast for: ON
[2025-12-01T20:43:43.877455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ON' from 'https://tdm.silogroup.org/data/derivative_storage/ON.csv'.
[2025-12-01T20:43:43.889778] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ON'.
[2025-12-01T20:43:43.890090] [INFO ] [FORECASTER] Starting predict_future for ON
[2025-12-01T20:43:43.890929] [DEBUG] [LOCAL     ] No optimal features file found for ON: ./output/feature-sets/ON.txt
[2025-12-01T20:43:43.890989] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:43.891024] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:43.891049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:43.891103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:43.945993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:43.946601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:43.946680] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:43.946710] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:44.070992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:44.071137] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:44.071177] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:44.071207] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:44.074529] [DEBUG] [FORECASTER] ON: Forecast T+1@11:T+2@11: DOWN (p=2.41%)
[2025-12-01T20:43:44.074819] [INFO ] [FORECASTER] Completed predict_future for ON
[2025-12-01T20:43:44.074950] [INFO ] [sig       ] ON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:44.214209] [INFO ] [LOCAL     ] Saved forecast: ON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ON.txt
[2025-12-01T20:43:44.214361] [INFO ] [sig       ] [2416/3634] Completed ON in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-01T20:43:44.214400] [INFO ] [sig       ] [2417/3634] Forecasting ONB...
[2025-12-01T20:43:44.214448] [INFO ] [sig       ] Generating forecast for: ONB
[2025-12-01T20:43:44.214503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONB' from 'https://tdm.silogroup.org/data/derivative_storage/ONB.csv'.
[2025-12-01T20:43:44.225894] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ONB'.
[2025-12-01T20:43:44.226239] [INFO ] [FORECASTER] Starting predict_future for ONB
[2025-12-01T20:43:44.227006] [DEBUG] [LOCAL     ] No optimal features file found for ONB: ./output/feature-sets/ONB.txt
[2025-12-01T20:43:44.227066] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:44.227097] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:44.227121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:44.227173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:44.284559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:44.285352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:44.285431] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:44.285462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:44.405881] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:44.406054] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:44.406112] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:44.406159] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:44.409511] [DEBUG] [FORECASTER] ONB: Forecast T+1@11:T+2@11: DOWN (p=9.10%)
[2025-12-01T20:43:44.409804] [INFO ] [FORECASTER] Completed predict_future for ONB
[2025-12-01T20:43:44.409934] [INFO ] [sig       ] ONB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:44.548336] [INFO ] [LOCAL     ] Saved forecast: ONB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ONB.txt
[2025-12-01T20:43:44.548453] [INFO ] [sig       ] [2417/3634] Completed ONB in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-01T20:43:44.548489] [INFO ] [sig       ] [2418/3634] Forecasting ONCO...
[2025-12-01T20:43:44.548516] [INFO ] [sig       ] Generating forecast for: ONCO
[2025-12-01T20:43:44.548548] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONCO' from 'https://tdm.silogroup.org/data/derivative_storage/ONCO.csv'.
[2025-12-01T20:43:44.560317] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONCO'.
[2025-12-01T20:43:44.560660] [INFO ] [FORECASTER] Starting predict_future for ONCO
[2025-12-01T20:43:44.561407] [DEBUG] [LOCAL     ] No optimal features file found for ONCO: ./output/feature-sets/ONCO.txt
[2025-12-01T20:43:44.561456] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:44.561486] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:44.561511] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:44.561565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:44.618186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:44.618894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:44.618974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:44.619006] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:44.736288] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:44.736435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:44.736472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:44.736499] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:44.739898] [DEBUG] [FORECASTER] ONCO: Forecast T+1@11:T+2@11: DOWN (p=18.12%)
[2025-12-01T20:43:44.740164] [INFO ] [FORECASTER] Completed predict_future for ONCO
[2025-12-01T20:43:44.740285] [INFO ] [sig       ] ONCO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:44.883758] [INFO ] [LOCAL     ] Saved forecast: ONCO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ONCO.txt
[2025-12-01T20:43:44.883877] [INFO ] [sig       ] [2418/3634] Completed ONCO in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-01T20:43:44.883913] [INFO ] [sig       ] [2419/3634] Forecasting ONDS...
[2025-12-01T20:43:44.883944] [INFO ] [sig       ] Generating forecast for: ONDS
[2025-12-01T20:43:44.883973] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONDS' from 'https://tdm.silogroup.org/data/derivative_storage/ONDS.csv'.
[2025-12-01T20:43:44.895974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONDS'.
[2025-12-01T20:43:44.896266] [INFO ] [FORECASTER] Starting predict_future for ONDS
[2025-12-01T20:43:44.897031] [DEBUG] [LOCAL     ] No optimal features file found for ONDS: ./output/feature-sets/ONDS.txt
[2025-12-01T20:43:44.897080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:44.897109] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:44.897133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:44.897187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:44.952317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:44.952969] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:44.953047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:44.953078] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:45.069481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:45.069642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:45.069680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:45.069708] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:45.072918] [DEBUG] [FORECASTER] ONDS: Forecast T+1@11:T+2@11: UP (p=61.34%)
[2025-12-01T20:43:45.073173] [INFO ] [FORECASTER] Completed predict_future for ONDS
[2025-12-01T20:43:45.073293] [INFO ] [sig       ] ONDS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:45.212638] [INFO ] [LOCAL     ] Saved forecast: ONDS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ONDS.txt
[2025-12-01T20:43:45.212764] [INFO ] [sig       ] [2419/3634] Completed ONDS in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-01T20:43:45.212801] [INFO ] [sig       ] [2420/3634] Forecasting ONEQ...
[2025-12-01T20:43:45.212828] [INFO ] [sig       ] Generating forecast for: ONEQ
[2025-12-01T20:43:45.212856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONEQ' from 'https://tdm.silogroup.org/data/derivative_storage/ONEQ.csv'.
[2025-12-01T20:43:45.224176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONEQ'.
[2025-12-01T20:43:45.224435] [INFO ] [FORECASTER] Starting predict_future for ONEQ
[2025-12-01T20:43:45.225178] [DEBUG] [LOCAL     ] No optimal features file found for ONEQ: ./output/feature-sets/ONEQ.txt
[2025-12-01T20:43:45.225226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:45.225256] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:45.225281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:45.225335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:45.281034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:45.281622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:45.281696] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:45.281727] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:45.398655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:45.398803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:45.398840] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:45.398868] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:45.402109] [DEBUG] [FORECASTER] ONEQ: Forecast T+1@11:T+2@11: DOWN (p=29.35%)
[2025-12-01T20:43:45.402366] [INFO ] [FORECASTER] Completed predict_future for ONEQ
[2025-12-01T20:43:45.402484] [INFO ] [sig       ] ONEQ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:45.539415] [INFO ] [LOCAL     ] Saved forecast: ONEQ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ONEQ.txt
[2025-12-01T20:43:45.539529] [INFO ] [sig       ] [2420/3634] Completed ONEQ in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-01T20:43:45.539599] [INFO ] [sig       ] [2421/3634] Forecasting ONL...
[2025-12-01T20:43:45.539630] [INFO ] [sig       ] Generating forecast for: ONL
[2025-12-01T20:43:45.539658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONL' from 'https://tdm.silogroup.org/data/derivative_storage/ONL.csv'.
[2025-12-01T20:43:45.550635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONL'.
[2025-12-01T20:43:45.550895] [INFO ] [FORECASTER] Starting predict_future for ONL
[2025-12-01T20:43:45.551626] [DEBUG] [LOCAL     ] No optimal features file found for ONL: ./output/feature-sets/ONL.txt
[2025-12-01T20:43:45.551673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:45.551703] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:45.551729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:45.551788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:45.607347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:45.607941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:45.608038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:45.608070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:45.729459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:45.729620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:45.729659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:45.729687] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:45.732950] [DEBUG] [FORECASTER] ONL: Forecast T+1@11:T+2@11: DOWN (p=7.78%)
[2025-12-01T20:43:45.733205] [INFO ] [FORECASTER] Completed predict_future for ONL
[2025-12-01T20:43:45.733323] [INFO ] [sig       ] ONL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:45.871395] [INFO ] [LOCAL     ] Saved forecast: ONL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ONL.txt
[2025-12-01T20:43:45.871508] [INFO ] [sig       ] [2421/3634] Completed ONL in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-01T20:43:45.871543] [INFO ] [sig       ] [2422/3634] Forecasting ONON...
[2025-12-01T20:43:45.871589] [INFO ] [sig       ] Generating forecast for: ONON
[2025-12-01T20:43:45.871620] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONON' from 'https://tdm.silogroup.org/data/derivative_storage/ONON.csv'.
[2025-12-01T20:43:45.882720] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ONON'.
[2025-12-01T20:43:45.882982] [INFO ] [FORECASTER] Starting predict_future for ONON
[2025-12-01T20:43:45.883733] [DEBUG] [LOCAL     ] No optimal features file found for ONON: ./output/feature-sets/ONON.txt
[2025-12-01T20:43:45.883782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:45.883812] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:45.883837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:45.883891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:45.939193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:45.939823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:45.939911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:45.939948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:46.062246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:46.062374] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:46.062410] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:46.062436] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:46.065665] [DEBUG] [FORECASTER] ONON: Forecast T+1@11:T+2@11: DOWN (p=10.14%)
[2025-12-01T20:43:46.065948] [INFO ] [FORECASTER] Completed predict_future for ONON
[2025-12-01T20:43:46.066065] [INFO ] [sig       ] ONON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:46.206925] [INFO ] [LOCAL     ] Saved forecast: ONON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ONON.txt
[2025-12-01T20:43:46.207057] [INFO ] [sig       ] [2422/3634] Completed ONON in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-01T20:43:46.207095] [INFO ] [sig       ] [2423/3634] Forecasting ONTF...
[2025-12-01T20:43:46.207122] [INFO ] [sig       ] Generating forecast for: ONTF
[2025-12-01T20:43:46.207150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTF' from 'https://tdm.silogroup.org/data/derivative_storage/ONTF.csv'.
[2025-12-01T20:43:46.217298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTF'.
[2025-12-01T20:43:46.217597] [INFO ] [FORECASTER] Starting predict_future for ONTF
[2025-12-01T20:43:46.218386] [DEBUG] [LOCAL     ] No optimal features file found for ONTF: ./output/feature-sets/ONTF.txt
[2025-12-01T20:43:46.218438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:46.218472] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:46.218498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:46.218553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:46.274202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:46.274802] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:46.274878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:46.274908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:46.396419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:46.396568] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:46.396628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:46.396655] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:46.400124] [DEBUG] [FORECASTER] ONTF: Forecast T+1@11:T+2@11: UP (p=83.13%)
[2025-12-01T20:43:46.400405] [INFO ] [FORECASTER] Completed predict_future for ONTF
[2025-12-01T20:43:46.400534] [INFO ] [sig       ] ONTF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:46.546001] [INFO ] [LOCAL     ] Saved forecast: ONTF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ONTF.txt
[2025-12-01T20:43:46.546153] [INFO ] [sig       ] [2423/3634] Completed ONTF in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.8m
[2025-12-01T20:43:46.546191] [INFO ] [sig       ] [2424/3634] Forecasting ONTO...
[2025-12-01T20:43:46.546219] [INFO ] [sig       ] Generating forecast for: ONTO
[2025-12-01T20:43:46.546247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ONTO' from 'https://tdm.silogroup.org/data/derivative_storage/ONTO.csv'.
[2025-12-01T20:43:46.556526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ONTO'.
[2025-12-01T20:43:46.556874] [INFO ] [FORECASTER] Starting predict_future for ONTO
[2025-12-01T20:43:46.557633] [DEBUG] [LOCAL     ] No optimal features file found for ONTO: ./output/feature-sets/ONTO.txt
[2025-12-01T20:43:46.557682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:46.557713] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:46.557739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:46.557793] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:46.615009] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:46.615848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:46.615931] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:46.615964] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:46.736360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:46.736510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:46.736563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:46.736612] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:46.739888] [DEBUG] [FORECASTER] ONTO: Forecast T+1@11:T+2@11: DOWN (p=14.11%)
[2025-12-01T20:43:46.740158] [INFO ] [FORECASTER] Completed predict_future for ONTO
[2025-12-01T20:43:46.740288] [INFO ] [sig       ] ONTO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:46.877623] [INFO ] [LOCAL     ] Saved forecast: ONTO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ONTO.txt
[2025-12-01T20:43:46.877772] [INFO ] [sig       ] [2424/3634] Completed ONTO in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-01T20:43:46.877810] [INFO ] [sig       ] [2425/3634] Forecasting OOMA...
[2025-12-01T20:43:46.877838] [INFO ] [sig       ] Generating forecast for: OOMA
[2025-12-01T20:43:46.877866] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OOMA' from 'https://tdm.silogroup.org/data/derivative_storage/OOMA.csv'.
[2025-12-01T20:43:46.890307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OOMA'.
[2025-12-01T20:43:46.890696] [INFO ] [FORECASTER] Starting predict_future for OOMA
[2025-12-01T20:43:46.891473] [DEBUG] [LOCAL     ] No optimal features file found for OOMA: ./output/feature-sets/OOMA.txt
[2025-12-01T20:43:46.891524] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:46.891556] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:46.891604] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:46.891663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:46.949456] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:46.950258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:46.950347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:46.950378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:47.074958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:47.075119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:47.075157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:47.075183] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:47.078701] [DEBUG] [FORECASTER] OOMA: Forecast T+1@11:T+2@11: UP (p=86.68%)
[2025-12-01T20:43:47.079023] [INFO ] [FORECASTER] Completed predict_future for OOMA
[2025-12-01T20:43:47.079165] [INFO ] [sig       ] OOMA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:47.221567] [INFO ] [LOCAL     ] Saved forecast: OOMA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OOMA.txt
[2025-12-01T20:43:47.221720] [INFO ] [sig       ] [2425/3634] Completed OOMA in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-01T20:43:47.221758] [INFO ] [sig       ] [2426/3634] Forecasting OPAD...
[2025-12-01T20:43:47.221785] [INFO ] [sig       ] Generating forecast for: OPAD
[2025-12-01T20:43:47.221812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAD' from 'https://tdm.silogroup.org/data/derivative_storage/OPAD.csv'.
[2025-12-01T20:43:47.233639] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'OPAD'.
[2025-12-01T20:43:47.234012] [INFO ] [FORECASTER] Starting predict_future for OPAD
[2025-12-01T20:43:47.234794] [DEBUG] [LOCAL     ] No optimal features file found for OPAD: ./output/feature-sets/OPAD.txt
[2025-12-01T20:43:47.234842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:47.234872] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:47.234898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:47.234952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:47.289886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:47.290504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:47.290603] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:47.290636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:47.412191] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:47.412343] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:47.412380] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:47.412407] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:47.415729] [DEBUG] [FORECASTER] OPAD: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-01T20:43:47.416012] [INFO ] [FORECASTER] Completed predict_future for OPAD
[2025-12-01T20:43:47.416132] [INFO ] [sig       ] OPAD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:43:47.552882] [INFO ] [LOCAL     ] Saved forecast: OPAD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OPAD.txt
[2025-12-01T20:43:47.553017] [INFO ] [sig       ] [2426/3634] Completed OPAD in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-01T20:43:47.553054] [INFO ] [sig       ] [2427/3634] Forecasting OPAL...
[2025-12-01T20:43:47.553082] [INFO ] [sig       ] Generating forecast for: OPAL
[2025-12-01T20:43:47.553110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPAL' from 'https://tdm.silogroup.org/data/derivative_storage/OPAL.csv'.
[2025-12-01T20:43:47.563992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPAL'.
[2025-12-01T20:43:47.564265] [INFO ] [FORECASTER] Starting predict_future for OPAL
[2025-12-01T20:43:47.565011] [DEBUG] [LOCAL     ] No optimal features file found for OPAL: ./output/feature-sets/OPAL.txt
[2025-12-01T20:43:47.565059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:47.565088] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:47.565113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:47.565166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:47.620474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:47.621170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:47.621247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:47.621279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:47.741100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:47.741248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:47.741285] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:47.741312] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:47.744523] [DEBUG] [FORECASTER] OPAL: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-01T20:43:47.744795] [INFO ] [FORECASTER] Completed predict_future for OPAL
[2025-12-01T20:43:47.744915] [INFO ] [sig       ] OPAL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:47.882044] [INFO ] [LOCAL     ] Saved forecast: OPAL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OPAL.txt
[2025-12-01T20:43:47.882161] [INFO ] [sig       ] [2427/3634] Completed OPAL in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-01T20:43:47.882197] [INFO ] [sig       ] [2428/3634] Forecasting OPBK...
[2025-12-01T20:43:47.882226] [INFO ] [sig       ] Generating forecast for: OPBK
[2025-12-01T20:43:47.882254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPBK' from 'https://tdm.silogroup.org/data/derivative_storage/OPBK.csv'.
[2025-12-01T20:43:47.894163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPBK'.
[2025-12-01T20:43:47.894518] [INFO ] [FORECASTER] Starting predict_future for OPBK
[2025-12-01T20:43:47.895418] [DEBUG] [LOCAL     ] No optimal features file found for OPBK: ./output/feature-sets/OPBK.txt
[2025-12-01T20:43:47.895468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:47.895539] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:47.895567] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:47.895640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:47.950730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:47.951647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:47.951733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:47.951774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:48.072713] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:48.072823] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:48.072858] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:48.072883] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:48.075942] [DEBUG] [FORECASTER] OPBK: Forecast T+1@11:T+2@11: DOWN (p=40.30%)
[2025-12-01T20:43:48.076204] [INFO ] [FORECASTER] Completed predict_future for OPBK
[2025-12-01T20:43:48.076325] [INFO ] [sig       ] OPBK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:48.213691] [INFO ] [LOCAL     ] Saved forecast: OPBK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OPBK.txt
[2025-12-01T20:43:48.213857] [INFO ] [sig       ] [2428/3634] Completed OPBK in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-01T20:43:48.213897] [INFO ] [sig       ] [2429/3634] Forecasting OPCH...
[2025-12-01T20:43:48.213926] [INFO ] [sig       ] Generating forecast for: OPCH
[2025-12-01T20:43:48.213955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPCH' from 'https://tdm.silogroup.org/data/derivative_storage/OPCH.csv'.
[2025-12-01T20:43:48.225431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPCH'.
[2025-12-01T20:43:48.225724] [INFO ] [FORECASTER] Starting predict_future for OPCH
[2025-12-01T20:43:48.226526] [DEBUG] [LOCAL     ] No optimal features file found for OPCH: ./output/feature-sets/OPCH.txt
[2025-12-01T20:43:48.226591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:48.226623] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:48.226648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:48.226701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:48.283402] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:48.284018] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:48.284098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:48.284129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:48.405062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:48.405202] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:48.405240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:48.405267] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:48.408713] [DEBUG] [FORECASTER] OPCH: Forecast T+1@11:T+2@11: UP (p=74.72%)
[2025-12-01T20:43:48.409006] [INFO ] [FORECASTER] Completed predict_future for OPCH
[2025-12-01T20:43:48.409149] [INFO ] [sig       ] OPCH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:48.546047] [INFO ] [LOCAL     ] Saved forecast: OPCH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OPCH.txt
[2025-12-01T20:43:48.546162] [INFO ] [sig       ] [2429/3634] Completed OPCH in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-01T20:43:48.546198] [INFO ] [sig       ] [2430/3634] Forecasting OPEN...
[2025-12-01T20:43:48.546227] [INFO ] [sig       ] Generating forecast for: OPEN
[2025-12-01T20:43:48.546255] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPEN' from 'https://tdm.silogroup.org/data/derivative_storage/OPEN.csv'.
[2025-12-01T20:43:48.557540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPEN'.
[2025-12-01T20:43:48.557842] [INFO ] [FORECASTER] Starting predict_future for OPEN
[2025-12-01T20:43:48.558641] [DEBUG] [LOCAL     ] No optimal features file found for OPEN: ./output/feature-sets/OPEN.txt
[2025-12-01T20:43:48.558690] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:48.558720] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:48.558745] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:48.558798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:48.613777] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:48.614347] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:48.614425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:48.614455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:48.733155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:48.733289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:48.733324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:48.733351] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:48.736522] [DEBUG] [FORECASTER] OPEN: Forecast T+1@11:T+2@11: DOWN (p=13.82%)
[2025-12-01T20:43:48.736798] [INFO ] [FORECASTER] Completed predict_future for OPEN
[2025-12-01T20:43:48.736918] [INFO ] [sig       ] OPEN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:48.873636] [INFO ] [LOCAL     ] Saved forecast: OPEN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OPEN.txt
[2025-12-01T20:43:48.873756] [INFO ] [sig       ] [2430/3634] Completed OPEN in 0.3s | 2.99 sym/s | Total: 13.5m | ETA: 6.7m
[2025-12-01T20:43:48.873794] [INFO ] [sig       ] [2431/3634] Forecasting OPFI...
[2025-12-01T20:43:48.873827] [INFO ] [sig       ] Generating forecast for: OPFI
[2025-12-01T20:43:48.873856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPFI' from 'https://tdm.silogroup.org/data/derivative_storage/OPFI.csv'.
[2025-12-01T20:43:48.885088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPFI'.
[2025-12-01T20:43:48.885353] [INFO ] [FORECASTER] Starting predict_future for OPFI
[2025-12-01T20:43:48.886096] [DEBUG] [LOCAL     ] No optimal features file found for OPFI: ./output/feature-sets/OPFI.txt
[2025-12-01T20:43:48.886145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:48.886174] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:48.886200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:48.886254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:48.941503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:48.942148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:48.942225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:48.942257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:49.063222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:49.063358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:49.063396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:49.063455] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:49.066826] [DEBUG] [FORECASTER] OPFI: Forecast T+1@11:T+2@11: UP (p=95.60%)
[2025-12-01T20:43:49.067095] [INFO ] [FORECASTER] Completed predict_future for OPFI
[2025-12-01T20:43:49.067220] [INFO ] [sig       ] OPFI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:49.206972] [INFO ] [LOCAL     ] Saved forecast: OPFI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OPFI.txt
[2025-12-01T20:43:49.207106] [INFO ] [sig       ] [2431/3634] Completed OPFI in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-01T20:43:49.207155] [INFO ] [sig       ] [2432/3634] Forecasting OPK...
[2025-12-01T20:43:49.207183] [INFO ] [sig       ] Generating forecast for: OPK
[2025-12-01T20:43:49.207210] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPK' from 'https://tdm.silogroup.org/data/derivative_storage/OPK.csv'.
[2025-12-01T20:43:49.217937] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'OPK'.
[2025-12-01T20:43:49.218200] [INFO ] [FORECASTER] Starting predict_future for OPK
[2025-12-01T20:43:49.218965] [DEBUG] [LOCAL     ] No optimal features file found for OPK: ./output/feature-sets/OPK.txt
[2025-12-01T20:43:49.219014] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:49.219043] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:49.219068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:49.219122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:49.275145] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:49.275741] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:49.275817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:49.275849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:49.394283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:49.394423] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:49.394462] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:49.394491] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:49.397741] [DEBUG] [FORECASTER] OPK: Forecast T+1@11:T+2@11: DOWN (p=37.70%)
[2025-12-01T20:43:49.398006] [INFO ] [FORECASTER] Completed predict_future for OPK
[2025-12-01T20:43:49.398129] [INFO ] [sig       ] OPK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:49.538174] [INFO ] [LOCAL     ] Saved forecast: OPK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OPK.txt
[2025-12-01T20:43:49.538289] [INFO ] [sig       ] [2432/3634] Completed OPK in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-01T20:43:49.538355] [INFO ] [sig       ] [2433/3634] Forecasting OPP...
[2025-12-01T20:43:49.538389] [INFO ] [sig       ] Generating forecast for: OPP
[2025-12-01T20:43:49.538418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPP' from 'https://tdm.silogroup.org/data/derivative_storage/OPP.csv'.
[2025-12-01T20:43:49.548919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPP'.
[2025-12-01T20:43:49.549184] [INFO ] [FORECASTER] Starting predict_future for OPP
[2025-12-01T20:43:49.549951] [DEBUG] [LOCAL     ] No optimal features file found for OPP: ./output/feature-sets/OPP.txt
[2025-12-01T20:43:49.550005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:49.550035] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:49.550061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:49.550117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:49.605208] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:49.605817] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:49.605890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:49.605921] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:49.723874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:49.724020] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:49.724055] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:49.724084] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:49.727281] [DEBUG] [FORECASTER] OPP: Forecast T+1@11:T+2@11: DOWN (p=9.44%)
[2025-12-01T20:43:49.727534] [INFO ] [FORECASTER] Completed predict_future for OPP
[2025-12-01T20:43:49.727685] [INFO ] [sig       ] OPP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:49.864493] [INFO ] [LOCAL     ] Saved forecast: OPP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OPP.txt
[2025-12-01T20:43:49.864624] [INFO ] [sig       ] [2433/3634] Completed OPP in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-01T20:43:49.864662] [INFO ] [sig       ] [2434/3634] Forecasting OPRA...
[2025-12-01T20:43:49.864691] [INFO ] [sig       ] Generating forecast for: OPRA
[2025-12-01T20:43:49.864720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRA' from 'https://tdm.silogroup.org/data/derivative_storage/OPRA.csv'.
[2025-12-01T20:43:49.875917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRA'.
[2025-12-01T20:43:49.876198] [INFO ] [FORECASTER] Starting predict_future for OPRA
[2025-12-01T20:43:49.877017] [DEBUG] [LOCAL     ] No optimal features file found for OPRA: ./output/feature-sets/OPRA.txt
[2025-12-01T20:43:49.877068] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:49.877099] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:49.877124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:49.877180] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:49.933238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:49.933888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:49.933967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:49.933999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:50.053677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:50.053819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:50.053855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:50.053882] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:50.057105] [DEBUG] [FORECASTER] OPRA: Forecast T+1@11:T+2@11: UP (p=87.97%)
[2025-12-01T20:43:50.057360] [INFO ] [FORECASTER] Completed predict_future for OPRA
[2025-12-01T20:43:50.057475] [INFO ] [sig       ] OPRA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:50.195192] [INFO ] [LOCAL     ] Saved forecast: OPRA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OPRA.txt
[2025-12-01T20:43:50.195312] [INFO ] [sig       ] [2434/3634] Completed OPRA in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-01T20:43:50.195348] [INFO ] [sig       ] [2435/3634] Forecasting OPRX...
[2025-12-01T20:43:50.195377] [INFO ] [sig       ] Generating forecast for: OPRX
[2025-12-01T20:43:50.195405] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPRX' from 'https://tdm.silogroup.org/data/derivative_storage/OPRX.csv'.
[2025-12-01T20:43:50.207068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPRX'.
[2025-12-01T20:43:50.207344] [INFO ] [FORECASTER] Starting predict_future for OPRX
[2025-12-01T20:43:50.208100] [DEBUG] [LOCAL     ] No optimal features file found for OPRX: ./output/feature-sets/OPRX.txt
[2025-12-01T20:43:50.208150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:50.208181] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:50.208208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:50.208264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:50.265241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:50.265940] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:50.266017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:50.266049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:50.386071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:50.386221] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:50.386257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:50.386300] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:50.389548] [DEBUG] [FORECASTER] OPRX: Forecast T+1@11:T+2@11: DOWN (p=23.13%)
[2025-12-01T20:43:50.389821] [INFO ] [FORECASTER] Completed predict_future for OPRX
[2025-12-01T20:43:50.389941] [INFO ] [sig       ] OPRX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:50.528601] [INFO ] [LOCAL     ] Saved forecast: OPRX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OPRX.txt
[2025-12-01T20:43:50.528719] [INFO ] [sig       ] [2435/3634] Completed OPRX in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-01T20:43:50.528753] [INFO ] [sig       ] [2436/3634] Forecasting OPTX...
[2025-12-01T20:43:50.528781] [INFO ] [sig       ] Generating forecast for: OPTX
[2025-12-01T20:43:50.528809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPTX' from 'https://tdm.silogroup.org/data/derivative_storage/OPTX.csv'.
[2025-12-01T20:43:50.539520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OPTX'.
[2025-12-01T20:43:50.539815] [INFO ] [FORECASTER] Starting predict_future for OPTX
[2025-12-01T20:43:50.540553] [DEBUG] [LOCAL     ] No optimal features file found for OPTX: ./output/feature-sets/OPTX.txt
[2025-12-01T20:43:50.540620] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:50.540652] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:50.540681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:50.540737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:50.596172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:50.596753] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:50.596826] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:50.596856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:50.719113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:50.719241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:50.719277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:50.719303] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:50.722439] [DEBUG] [FORECASTER] OPTX: Forecast T+1@11:T+2@11: DOWN (p=9.50%)
[2025-12-01T20:43:50.722711] [INFO ] [FORECASTER] Completed predict_future for OPTX
[2025-12-01T20:43:50.722829] [INFO ] [sig       ] OPTX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:50.860686] [INFO ] [LOCAL     ] Saved forecast: OPTX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OPTX.txt
[2025-12-01T20:43:50.860798] [INFO ] [sig       ] [2436/3634] Completed OPTX in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-01T20:43:50.860833] [INFO ] [sig       ] [2437/3634] Forecasting OPXS...
[2025-12-01T20:43:50.860862] [INFO ] [sig       ] Generating forecast for: OPXS
[2025-12-01T20:43:50.860890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OPXS' from 'https://tdm.silogroup.org/data/derivative_storage/OPXS.csv'.
[2025-12-01T20:43:50.871701] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'OPXS'.
[2025-12-01T20:43:50.871989] [INFO ] [FORECASTER] Starting predict_future for OPXS
[2025-12-01T20:43:50.872744] [DEBUG] [LOCAL     ] No optimal features file found for OPXS: ./output/feature-sets/OPXS.txt
[2025-12-01T20:43:50.872791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:50.872823] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:50.872848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:50.872902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:50.928122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:50.928758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:50.928847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:50.928880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:51.043508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:51.043661] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:51.043701] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:51.043730] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:51.046967] [DEBUG] [FORECASTER] OPXS: Forecast T+1@11:T+2@11: DOWN (p=18.28%)
[2025-12-01T20:43:51.047230] [INFO ] [FORECASTER] Completed predict_future for OPXS
[2025-12-01T20:43:51.047353] [INFO ] [sig       ] OPXS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:51.185274] [INFO ] [LOCAL     ] Saved forecast: OPXS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/OPXS.txt
[2025-12-01T20:43:51.185386] [INFO ] [sig       ] [2437/3634] Completed OPXS in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-01T20:43:51.185421] [INFO ] [sig       ] [2438/3634] Forecasting ORA...
[2025-12-01T20:43:51.185449] [INFO ] [sig       ] Generating forecast for: ORA
[2025-12-01T20:43:51.185477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORA' from 'https://tdm.silogroup.org/data/derivative_storage/ORA.csv'.
[2025-12-01T20:43:51.195946] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ORA'.
[2025-12-01T20:43:51.196213] [INFO ] [FORECASTER] Starting predict_future for ORA
[2025-12-01T20:43:51.196945] [DEBUG] [LOCAL     ] No optimal features file found for ORA: ./output/feature-sets/ORA.txt
[2025-12-01T20:43:51.196994] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:51.197023] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:51.197049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:51.197104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:51.253668] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:51.254297] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:51.254407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:51.254441] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:51.377898] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:51.378058] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:51.378099] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:51.378126] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:51.381601] [DEBUG] [FORECASTER] ORA: Forecast T+1@11:T+2@11: DOWN (p=11.99%)
[2025-12-01T20:43:51.381869] [INFO ] [FORECASTER] Completed predict_future for ORA
[2025-12-01T20:43:51.381993] [INFO ] [sig       ] ORA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:43:51.524391] [INFO ] [LOCAL     ] Saved forecast: ORA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ORA.txt
[2025-12-01T20:43:51.524528] [INFO ] [sig       ] [2438/3634] Completed ORA in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-01T20:43:51.524566] [INFO ] [sig       ] [2439/3634] Forecasting ORC...
[2025-12-01T20:43:51.524613] [INFO ] [sig       ] Generating forecast for: ORC
[2025-12-01T20:43:51.524642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORC' from 'https://tdm.silogroup.org/data/derivative_storage/ORC.csv'.
[2025-12-01T20:43:51.535245] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ORC'.
[2025-12-01T20:43:51.535488] [INFO ] [FORECASTER] Starting predict_future for ORC
[2025-12-01T20:43:51.536233] [DEBUG] [LOCAL     ] No optimal features file found for ORC: ./output/feature-sets/ORC.txt
[2025-12-01T20:43:51.536282] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:51.536312] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:51.536351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:51.536407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:51.593617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:51.594290] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:51.594367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:51.594398] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:51.715778] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:51.715937] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:51.715974] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:51.716000] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:51.719347] [DEBUG] [FORECASTER] ORC: Forecast T+1@11:T+2@11: UP (p=86.49%)
[2025-12-01T20:43:51.719660] [INFO ] [FORECASTER] Completed predict_future for ORC
[2025-12-01T20:43:51.719789] [INFO ] [sig       ] ORC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:43:51.864061] [INFO ] [LOCAL     ] Saved forecast: ORC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ORC.txt
[2025-12-01T20:43:51.864192] [INFO ] [sig       ] [2439/3634] Completed ORC in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-01T20:43:51.864229] [INFO ] [sig       ] [2440/3634] Forecasting ORGO...
[2025-12-01T20:43:51.864258] [INFO ] [sig       ] Generating forecast for: ORGO
[2025-12-01T20:43:51.864286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORGO' from 'https://tdm.silogroup.org/data/derivative_storage/ORGO.csv'.
[2025-12-01T20:43:51.875401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORGO'.
[2025-12-01T20:43:51.875698] [INFO ] [FORECASTER] Starting predict_future for ORGO
[2025-12-01T20:43:51.876417] [DEBUG] [LOCAL     ] No optimal features file found for ORGO: ./output/feature-sets/ORGO.txt
[2025-12-01T20:43:51.876465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:51.876502] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:51.876527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:51.876600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:51.933212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:51.933924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:51.934004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:51.934035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:52.052161] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:52.052310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:52.052348] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:52.052377] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:52.055700] [DEBUG] [FORECASTER] ORGO: Forecast T+1@11:T+2@11: DOWN (p=4.30%)
[2025-12-01T20:43:52.055961] [INFO ] [FORECASTER] Completed predict_future for ORGO
[2025-12-01T20:43:52.056106] [INFO ] [sig       ] ORGO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:52.199218] [INFO ] [LOCAL     ] Saved forecast: ORGO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ORGO.txt
[2025-12-01T20:43:52.199393] [INFO ] [sig       ] [2440/3634] Completed ORGO in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-01T20:43:52.199445] [INFO ] [sig       ] [2441/3634] Forecasting ORIC...
[2025-12-01T20:43:52.199486] [INFO ] [sig       ] Generating forecast for: ORIC
[2025-12-01T20:43:52.199519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORIC' from 'https://tdm.silogroup.org/data/derivative_storage/ORIC.csv'.
[2025-12-01T20:43:52.210546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORIC'.
[2025-12-01T20:43:52.210973] [INFO ] [FORECASTER] Starting predict_future for ORIC
[2025-12-01T20:43:52.211734] [DEBUG] [LOCAL     ] No optimal features file found for ORIC: ./output/feature-sets/ORIC.txt
[2025-12-01T20:43:52.211781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:52.211811] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:52.211837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:52.211891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:52.268336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:52.269125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:52.269203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:52.269235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:52.391535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:52.391707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:52.391744] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:52.391771] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:52.395030] [DEBUG] [FORECASTER] ORIC: Forecast T+1@11:T+2@11: DOWN (p=41.83%)
[2025-12-01T20:43:52.395302] [INFO ] [FORECASTER] Completed predict_future for ORIC
[2025-12-01T20:43:52.395424] [INFO ] [sig       ] ORIC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:52.534686] [INFO ] [LOCAL     ] Saved forecast: ORIC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ORIC.txt
[2025-12-01T20:43:52.534913] [INFO ] [sig       ] [2441/3634] Completed ORIC in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.7m
[2025-12-01T20:43:52.534961] [INFO ] [sig       ] [2442/3634] Forecasting ORKA...
[2025-12-01T20:43:52.534994] [INFO ] [sig       ] Generating forecast for: ORKA
[2025-12-01T20:43:52.535023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORKA' from 'https://tdm.silogroup.org/data/derivative_storage/ORKA.csv'.
[2025-12-01T20:43:52.547158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORKA'.
[2025-12-01T20:43:52.547569] [INFO ] [FORECASTER] Starting predict_future for ORKA
[2025-12-01T20:43:52.548623] [DEBUG] [LOCAL     ] No optimal features file found for ORKA: ./output/feature-sets/ORKA.txt
[2025-12-01T20:43:52.548672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:52.548702] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:52.548727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:52.548782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:52.605075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:52.605924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:52.606003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:52.606034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:52.733362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:52.733515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:52.733559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:52.733617] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:52.736963] [DEBUG] [FORECASTER] ORKA: Forecast T+1@11:T+2@11: DOWN (p=13.21%)
[2025-12-01T20:43:52.737233] [INFO ] [FORECASTER] Completed predict_future for ORKA
[2025-12-01T20:43:52.737354] [INFO ] [sig       ] ORKA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:52.883020] [INFO ] [LOCAL     ] Saved forecast: ORKA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ORKA.txt
[2025-12-01T20:43:52.883159] [INFO ] [sig       ] [2442/3634] Completed ORKA in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-01T20:43:52.883197] [INFO ] [sig       ] [2443/3634] Forecasting ORLY...
[2025-12-01T20:43:52.883233] [INFO ] [sig       ] Generating forecast for: ORLY
[2025-12-01T20:43:52.883262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORLY' from 'https://tdm.silogroup.org/data/derivative_storage/ORLY.csv'.
[2025-12-01T20:43:52.894941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORLY'.
[2025-12-01T20:43:52.895241] [INFO ] [FORECASTER] Starting predict_future for ORLY
[2025-12-01T20:43:52.896006] [DEBUG] [LOCAL     ] No optimal features file found for ORLY: ./output/feature-sets/ORLY.txt
[2025-12-01T20:43:52.896054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:52.896083] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:52.896108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:52.896162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:52.951985] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:52.952613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:52.952689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:52.952719] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:53.071416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:53.071556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:53.071611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:53.071640] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:53.074970] [DEBUG] [FORECASTER] ORLY: Forecast T+1@11:T+2@11: UP (p=57.26%)
[2025-12-01T20:43:53.075239] [INFO ] [FORECASTER] Completed predict_future for ORLY
[2025-12-01T20:43:53.075361] [INFO ] [sig       ] ORLY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:53.224185] [INFO ] [LOCAL     ] Saved forecast: ORLY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ORLY.txt
[2025-12-01T20:43:53.224314] [INFO ] [sig       ] [2443/3634] Completed ORLY in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-01T20:43:53.224351] [INFO ] [sig       ] [2444/3634] Forecasting ORMP...
[2025-12-01T20:43:53.224380] [INFO ] [sig       ] Generating forecast for: ORMP
[2025-12-01T20:43:53.224408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORMP' from 'https://tdm.silogroup.org/data/derivative_storage/ORMP.csv'.
[2025-12-01T20:43:53.236341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORMP'.
[2025-12-01T20:43:53.236716] [INFO ] [FORECASTER] Starting predict_future for ORMP
[2025-12-01T20:43:53.237519] [DEBUG] [LOCAL     ] No optimal features file found for ORMP: ./output/feature-sets/ORMP.txt
[2025-12-01T20:43:53.237587] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:53.237622] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:53.237650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:53.237707] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:53.293130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:53.294067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:53.294155] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:53.294188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:53.413372] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:53.413533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:53.413594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:53.413625] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:53.417010] [DEBUG] [FORECASTER] ORMP: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-12-01T20:43:53.417276] [INFO ] [FORECASTER] Completed predict_future for ORMP
[2025-12-01T20:43:53.417399] [INFO ] [sig       ] ORMP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:53.560084] [INFO ] [LOCAL     ] Saved forecast: ORMP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ORMP.txt
[2025-12-01T20:43:53.560262] [INFO ] [sig       ] [2444/3634] Completed ORMP in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-01T20:43:53.560300] [INFO ] [sig       ] [2445/3634] Forecasting ORN...
[2025-12-01T20:43:53.560329] [INFO ] [sig       ] Generating forecast for: ORN
[2025-12-01T20:43:53.560356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORN' from 'https://tdm.silogroup.org/data/derivative_storage/ORN.csv'.
[2025-12-01T20:43:53.571771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORN'.
[2025-12-01T20:43:53.572026] [INFO ] [FORECASTER] Starting predict_future for ORN
[2025-12-01T20:43:53.572795] [DEBUG] [LOCAL     ] No optimal features file found for ORN: ./output/feature-sets/ORN.txt
[2025-12-01T20:43:53.572843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:53.572899] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:53.572926] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:53.572980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:53.629109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:53.629735] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:53.629812] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:53.629842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:53.748710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:53.748867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:53.748903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:53.748931] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:53.752181] [DEBUG] [FORECASTER] ORN: Forecast T+1@11:T+2@11: DOWN (p=8.38%)
[2025-12-01T20:43:53.752447] [INFO ] [FORECASTER] Completed predict_future for ORN
[2025-12-01T20:43:53.752569] [INFO ] [sig       ] ORN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:53.893698] [INFO ] [LOCAL     ] Saved forecast: ORN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ORN.txt
[2025-12-01T20:43:53.893824] [INFO ] [sig       ] [2445/3634] Completed ORN in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-01T20:43:53.893861] [INFO ] [sig       ] [2446/3634] Forecasting ORRF...
[2025-12-01T20:43:53.893889] [INFO ] [sig       ] Generating forecast for: ORRF
[2025-12-01T20:43:53.893916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ORRF' from 'https://tdm.silogroup.org/data/derivative_storage/ORRF.csv'.
[2025-12-01T20:43:53.905541] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ORRF'.
[2025-12-01T20:43:53.905881] [INFO ] [FORECASTER] Starting predict_future for ORRF
[2025-12-01T20:43:53.906645] [DEBUG] [LOCAL     ] No optimal features file found for ORRF: ./output/feature-sets/ORRF.txt
[2025-12-01T20:43:53.906694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:53.906723] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:53.906748] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:53.906802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:53.962079] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:53.962733] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:53.962807] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:53.962838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:54.085877] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:54.086025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:54.086062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:54.086110] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:54.089371] [DEBUG] [FORECASTER] ORRF: Forecast T+1@11:T+2@11: DOWN (p=19.23%)
[2025-12-01T20:43:54.089645] [INFO ] [FORECASTER] Completed predict_future for ORRF
[2025-12-01T20:43:54.089763] [INFO ] [sig       ] ORRF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:54.227568] [INFO ] [LOCAL     ] Saved forecast: ORRF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ORRF.txt
[2025-12-01T20:43:54.227709] [INFO ] [sig       ] [2446/3634] Completed ORRF in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-01T20:43:54.227746] [INFO ] [sig       ] [2447/3634] Forecasting OS...
[2025-12-01T20:43:54.227774] [INFO ] [sig       ] Generating forecast for: OS
[2025-12-01T20:43:54.227802] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OS' from 'https://tdm.silogroup.org/data/derivative_storage/OS.csv'.
[2025-12-01T20:43:54.239298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OS'.
[2025-12-01T20:43:54.239591] [INFO ] [FORECASTER] Starting predict_future for OS
[2025-12-01T20:43:54.240365] [DEBUG] [LOCAL     ] No optimal features file found for OS: ./output/feature-sets/OS.txt
[2025-12-01T20:43:54.240416] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:54.240447] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:54.240474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:54.240531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:54.297288] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:54.297872] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:54.297944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:54.297975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:54.417358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:54.417494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:54.417529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:54.417556] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:54.420828] [DEBUG] [FORECASTER] OS: Forecast T+1@11:T+2@11: DOWN (p=4.94%)
[2025-12-01T20:43:54.421084] [INFO ] [FORECASTER] Completed predict_future for OS
[2025-12-01T20:43:54.421202] [INFO ] [sig       ] OS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:54.561535] [INFO ] [LOCAL     ] Saved forecast: OS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OS.txt
[2025-12-01T20:43:54.561668] [INFO ] [sig       ] [2447/3634] Completed OS in 0.3s | 2.99 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-01T20:43:54.561705] [INFO ] [sig       ] [2448/3634] Forecasting OSBC...
[2025-12-01T20:43:54.561732] [INFO ] [sig       ] Generating forecast for: OSBC
[2025-12-01T20:43:54.561761] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSBC' from 'https://tdm.silogroup.org/data/derivative_storage/OSBC.csv'.
[2025-12-01T20:43:54.573741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSBC'.
[2025-12-01T20:43:54.574045] [INFO ] [FORECASTER] Starting predict_future for OSBC
[2025-12-01T20:43:54.574826] [DEBUG] [LOCAL     ] No optimal features file found for OSBC: ./output/feature-sets/OSBC.txt
[2025-12-01T20:43:54.574874] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:54.574905] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:54.574930] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:54.574984] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:54.631336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:54.631959] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:54.632034] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:54.632064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:54.748998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:54.749158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:54.749200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:54.749268] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:54.752503] [DEBUG] [FORECASTER] OSBC: Forecast T+1@11:T+2@11: UP (p=56.96%)
[2025-12-01T20:43:54.752779] [INFO ] [FORECASTER] Completed predict_future for OSBC
[2025-12-01T20:43:54.752895] [INFO ] [sig       ] OSBC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:54.914212] [INFO ] [LOCAL     ] Saved forecast: OSBC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OSBC.txt
[2025-12-01T20:43:54.914353] [INFO ] [sig       ] [2448/3634] Completed OSBC in 0.4s | 2.99 sym/s | Total: 13.6m | ETA: 6.6m
[2025-12-01T20:43:54.914392] [INFO ] [sig       ] [2449/3634] Forecasting OSIS...
[2025-12-01T20:43:54.914431] [INFO ] [sig       ] Generating forecast for: OSIS
[2025-12-01T20:43:54.914472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSIS' from 'https://tdm.silogroup.org/data/derivative_storage/OSIS.csv'.
[2025-12-01T20:43:54.925657] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSIS'.
[2025-12-01T20:43:54.925936] [INFO ] [FORECASTER] Starting predict_future for OSIS
[2025-12-01T20:43:54.926672] [DEBUG] [LOCAL     ] No optimal features file found for OSIS: ./output/feature-sets/OSIS.txt
[2025-12-01T20:43:54.926721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:54.926752] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:54.926777] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:54.926832] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:54.983858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:54.984601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:54.984684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:54.984720] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:55.105370] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:55.105519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:55.105555] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:55.105601] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:55.108821] [DEBUG] [FORECASTER] OSIS: Forecast T+1@11:T+2@11: DOWN (p=45.61%)
[2025-12-01T20:43:55.109080] [INFO ] [FORECASTER] Completed predict_future for OSIS
[2025-12-01T20:43:55.109222] [INFO ] [sig       ] OSIS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:55.248672] [INFO ] [LOCAL     ] Saved forecast: OSIS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OSIS.txt
[2025-12-01T20:43:55.248809] [INFO ] [sig       ] [2449/3634] Completed OSIS in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-01T20:43:55.248856] [INFO ] [sig       ] [2450/3634] Forecasting OSPN...
[2025-12-01T20:43:55.248893] [INFO ] [sig       ] Generating forecast for: OSPN
[2025-12-01T20:43:55.248929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSPN' from 'https://tdm.silogroup.org/data/derivative_storage/OSPN.csv'.
[2025-12-01T20:43:55.259997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSPN'.
[2025-12-01T20:43:55.260279] [INFO ] [FORECASTER] Starting predict_future for OSPN
[2025-12-01T20:43:55.261041] [DEBUG] [LOCAL     ] No optimal features file found for OSPN: ./output/feature-sets/OSPN.txt
[2025-12-01T20:43:55.261108] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:55.261145] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:55.261176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:55.261250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:55.318658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:55.319283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:55.319360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:55.319391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:55.439356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:55.439507] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:55.439545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:55.439617] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:55.443062] [DEBUG] [FORECASTER] OSPN: Forecast T+1@11:T+2@11: UP (p=77.42%)
[2025-12-01T20:43:55.443356] [INFO ] [FORECASTER] Completed predict_future for OSPN
[2025-12-01T20:43:55.443475] [INFO ] [sig       ] OSPN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:55.582739] [INFO ] [LOCAL     ] Saved forecast: OSPN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OSPN.txt
[2025-12-01T20:43:55.582860] [INFO ] [sig       ] [2450/3634] Completed OSPN in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-01T20:43:55.582898] [INFO ] [sig       ] [2451/3634] Forecasting OSS...
[2025-12-01T20:43:55.582926] [INFO ] [sig       ] Generating forecast for: OSS
[2025-12-01T20:43:55.582955] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OSS' from 'https://tdm.silogroup.org/data/derivative_storage/OSS.csv'.
[2025-12-01T20:43:55.594062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OSS'.
[2025-12-01T20:43:55.594329] [INFO ] [FORECASTER] Starting predict_future for OSS
[2025-12-01T20:43:55.595086] [DEBUG] [LOCAL     ] No optimal features file found for OSS: ./output/feature-sets/OSS.txt
[2025-12-01T20:43:55.595135] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:55.595167] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:55.595193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:55.595247] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:55.655037] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:55.655798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:55.655876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:55.655908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:55.771196] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:55.771352] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:55.771390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:55.771419] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:55.774770] [DEBUG] [FORECASTER] OSS: Forecast T+1@11:T+2@11: DOWN (p=1.15%)
[2025-12-01T20:43:55.775035] [INFO ] [FORECASTER] Completed predict_future for OSS
[2025-12-01T20:43:55.775157] [INFO ] [sig       ] OSS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:55.936791] [INFO ] [LOCAL     ] Saved forecast: OSS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OSS.txt
[2025-12-01T20:43:55.936945] [INFO ] [sig       ] [2451/3634] Completed OSS in 0.4s | 2.99 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-01T20:43:55.936987] [INFO ] [sig       ] [2452/3634] Forecasting OTEX...
[2025-12-01T20:43:55.937017] [INFO ] [sig       ] Generating forecast for: OTEX
[2025-12-01T20:43:55.937046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTEX' from 'https://tdm.silogroup.org/data/derivative_storage/OTEX.csv'.
[2025-12-01T20:43:55.948838] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'OTEX'.
[2025-12-01T20:43:55.949153] [INFO ] [FORECASTER] Starting predict_future for OTEX
[2025-12-01T20:43:55.949910] [DEBUG] [LOCAL     ] No optimal features file found for OTEX: ./output/feature-sets/OTEX.txt
[2025-12-01T20:43:55.949971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:55.950002] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:55.950028] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:55.950082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:56.004483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:56.005200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:56.005278] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:56.005309] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:56.127598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:56.127740] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:56.127780] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:56.127808] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:56.131083] [DEBUG] [FORECASTER] OTEX: Forecast T+1@11:T+2@11: UP (p=82.52%)
[2025-12-01T20:43:56.131370] [INFO ] [FORECASTER] Completed predict_future for OTEX
[2025-12-01T20:43:56.131489] [INFO ] [sig       ] OTEX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:43:56.268494] [INFO ] [LOCAL     ] Saved forecast: OTEX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OTEX.txt
[2025-12-01T20:43:56.268635] [INFO ] [sig       ] [2452/3634] Completed OTEX in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-01T20:43:56.268673] [INFO ] [sig       ] [2453/3634] Forecasting OTIS...
[2025-12-01T20:43:56.268704] [INFO ] [sig       ] Generating forecast for: OTIS
[2025-12-01T20:43:56.268739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTIS' from 'https://tdm.silogroup.org/data/derivative_storage/OTIS.csv'.
[2025-12-01T20:43:56.280699] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTIS'.
[2025-12-01T20:43:56.281011] [INFO ] [FORECASTER] Starting predict_future for OTIS
[2025-12-01T20:43:56.281770] [DEBUG] [LOCAL     ] No optimal features file found for OTIS: ./output/feature-sets/OTIS.txt
[2025-12-01T20:43:56.281820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:56.281849] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:56.281875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:56.281928] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:56.339138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:56.339765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:56.339841] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:56.339874] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:56.459649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:56.459800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:56.459838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:56.459866] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:56.463249] [DEBUG] [FORECASTER] OTIS: Forecast T+1@11:T+2@11: UP (p=70.88%)
[2025-12-01T20:43:56.463510] [INFO ] [FORECASTER] Completed predict_future for OTIS
[2025-12-01T20:43:56.463692] [INFO ] [sig       ] OTIS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:56.602848] [INFO ] [LOCAL     ] Saved forecast: OTIS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OTIS.txt
[2025-12-01T20:43:56.602998] [INFO ] [sig       ] [2453/3634] Completed OTIS in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-01T20:43:56.603035] [INFO ] [sig       ] [2454/3634] Forecasting OTLY...
[2025-12-01T20:43:56.603063] [INFO ] [sig       ] Generating forecast for: OTLY
[2025-12-01T20:43:56.603091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OTLY' from 'https://tdm.silogroup.org/data/derivative_storage/OTLY.csv'.
[2025-12-01T20:43:56.614479] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OTLY'.
[2025-12-01T20:43:56.614841] [INFO ] [FORECASTER] Starting predict_future for OTLY
[2025-12-01T20:43:56.615565] [DEBUG] [LOCAL     ] No optimal features file found for OTLY: ./output/feature-sets/OTLY.txt
[2025-12-01T20:43:56.615636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:56.615666] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:56.615691] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:56.615745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:56.672089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:56.672918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:56.673000] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:56.673032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:56.792337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:56.792486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:56.792523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:56.792550] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:56.795897] [DEBUG] [FORECASTER] OTLY: Forecast T+1@11:T+2@11: DOWN (p=40.70%)
[2025-12-01T20:43:56.796162] [INFO ] [FORECASTER] Completed predict_future for OTLY
[2025-12-01T20:43:56.796283] [INFO ] [sig       ] OTLY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:56.940858] [INFO ] [LOCAL     ] Saved forecast: OTLY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OTLY.txt
[2025-12-01T20:43:56.941046] [INFO ] [sig       ] [2454/3634] Completed OTLY in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-01T20:43:56.941103] [INFO ] [sig       ] [2455/3634] Forecasting OVID...
[2025-12-01T20:43:56.941144] [INFO ] [sig       ] Generating forecast for: OVID
[2025-12-01T20:43:56.941184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVID' from 'https://tdm.silogroup.org/data/derivative_storage/OVID.csv'.
[2025-12-01T20:43:56.955999] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVID'.
[2025-12-01T20:43:56.956394] [INFO ] [FORECASTER] Starting predict_future for OVID
[2025-12-01T20:43:56.957351] [DEBUG] [LOCAL     ] No optimal features file found for OVID: ./output/feature-sets/OVID.txt
[2025-12-01T20:43:56.957412] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:56.957452] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:56.957490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:56.957568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:57.020210] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:57.021046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:57.021156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:57.021189] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:57.138163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:57.138306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:57.138360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:57.138386] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:57.141568] [DEBUG] [FORECASTER] OVID: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2025-12-01T20:43:57.141840] [INFO ] [FORECASTER] Completed predict_future for OVID
[2025-12-01T20:43:57.141957] [INFO ] [sig       ] OVID: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:57.282459] [INFO ] [LOCAL     ] Saved forecast: OVID	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OVID.txt
[2025-12-01T20:43:57.282621] [INFO ] [sig       ] [2455/3634] Completed OVID in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-01T20:43:57.282663] [INFO ] [sig       ] [2456/3634] Forecasting OVLY...
[2025-12-01T20:43:57.282692] [INFO ] [sig       ] Generating forecast for: OVLY
[2025-12-01T20:43:57.282721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OVLY' from 'https://tdm.silogroup.org/data/derivative_storage/OVLY.csv'.
[2025-12-01T20:43:57.293483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OVLY'.
[2025-12-01T20:43:57.293801] [INFO ] [FORECASTER] Starting predict_future for OVLY
[2025-12-01T20:43:57.294528] [DEBUG] [LOCAL     ] No optimal features file found for OVLY: ./output/feature-sets/OVLY.txt
[2025-12-01T20:43:57.294600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:57.294633] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:57.294659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:57.294714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:57.351154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:57.351806] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:57.351882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:57.351914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:57.450843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:57.450977] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:57.451012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:57.451039] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:57.454275] [DEBUG] [FORECASTER] OVLY: Forecast T+1@11:T+2@11: UP (p=98.04%)
[2025-12-01T20:43:57.454535] [INFO ] [FORECASTER] Completed predict_future for OVLY
[2025-12-01T20:43:57.454672] [INFO ] [sig       ] OVLY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:57.592846] [INFO ] [LOCAL     ] Saved forecast: OVLY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OVLY.txt
[2025-12-01T20:43:57.592986] [INFO ] [sig       ] [2456/3634] Completed OVLY in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-01T20:43:57.593025] [INFO ] [sig       ] [2457/3634] Forecasting OWL...
[2025-12-01T20:43:57.593053] [INFO ] [sig       ] Generating forecast for: OWL
[2025-12-01T20:43:57.593080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OWL' from 'https://tdm.silogroup.org/data/derivative_storage/OWL.csv'.
[2025-12-01T20:43:57.604138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OWL'.
[2025-12-01T20:43:57.604417] [INFO ] [FORECASTER] Starting predict_future for OWL
[2025-12-01T20:43:57.605157] [DEBUG] [LOCAL     ] No optimal features file found for OWL: ./output/feature-sets/OWL.txt
[2025-12-01T20:43:57.605208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:57.605238] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:57.605263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:57.605316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:57.662869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:57.663521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:57.663617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:57.663651] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:57.783654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:57.783795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:57.783833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:57.783861] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:57.787166] [DEBUG] [FORECASTER] OWL: Forecast T+1@11:T+2@11: DOWN (p=46.82%)
[2025-12-01T20:43:57.787452] [INFO ] [FORECASTER] Completed predict_future for OWL
[2025-12-01T20:43:57.787590] [INFO ] [sig       ] OWL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:57.948420] [INFO ] [LOCAL     ] Saved forecast: OWL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OWL.txt
[2025-12-01T20:43:57.948595] [INFO ] [sig       ] [2457/3634] Completed OWL in 0.4s | 2.99 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-01T20:43:57.948636] [INFO ] [sig       ] [2458/3634] Forecasting OXLC...
[2025-12-01T20:43:57.948665] [INFO ] [sig       ] Generating forecast for: OXLC
[2025-12-01T20:43:57.948694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXLC' from 'https://tdm.silogroup.org/data/derivative_storage/OXLC.csv'.
[2025-12-01T20:43:57.959667] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXLC'.
[2025-12-01T20:43:57.959936] [INFO ] [FORECASTER] Starting predict_future for OXLC
[2025-12-01T20:43:57.960680] [DEBUG] [LOCAL     ] No optimal features file found for OXLC: ./output/feature-sets/OXLC.txt
[2025-12-01T20:43:57.960728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:57.960758] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:57.960783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:57.960868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:58.016650] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:58.017445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:58.017525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:58.017556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:58.136456] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:58.136618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:58.136657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:58.136685] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:58.139898] [DEBUG] [FORECASTER] OXLC: Forecast T+1@11:T+2@11: UP (p=67.57%)
[2025-12-01T20:43:58.140153] [INFO ] [FORECASTER] Completed predict_future for OXLC
[2025-12-01T20:43:58.140269] [INFO ] [sig       ] OXLC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:58.278113] [INFO ] [LOCAL     ] Saved forecast: OXLC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OXLC.txt
[2025-12-01T20:43:58.278285] [INFO ] [sig       ] [2458/3634] Completed OXLC in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-01T20:43:58.278367] [INFO ] [sig       ] [2459/3634] Forecasting OXM...
[2025-12-01T20:43:58.278410] [INFO ] [sig       ] Generating forecast for: OXM
[2025-12-01T20:43:58.278451] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXM' from 'https://tdm.silogroup.org/data/derivative_storage/OXM.csv'.
[2025-12-01T20:43:58.289287] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXM'.
[2025-12-01T20:43:58.289560] [INFO ] [FORECASTER] Starting predict_future for OXM
[2025-12-01T20:43:58.290362] [DEBUG] [LOCAL     ] No optimal features file found for OXM: ./output/feature-sets/OXM.txt
[2025-12-01T20:43:58.290411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:58.290441] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:58.290467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:58.290521] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:58.345374] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:58.346007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:58.346083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:58.346116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:58.465434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:58.465608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:58.465647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:58.465674] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:58.468893] [DEBUG] [FORECASTER] OXM: Forecast T+1@11:T+2@11: DOWN (p=22.57%)
[2025-12-01T20:43:58.469155] [INFO ] [FORECASTER] Completed predict_future for OXM
[2025-12-01T20:43:58.469276] [INFO ] [sig       ] OXM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:58.606931] [INFO ] [LOCAL     ] Saved forecast: OXM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OXM.txt
[2025-12-01T20:43:58.607048] [INFO ] [sig       ] [2459/3634] Completed OXM in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.6m
[2025-12-01T20:43:58.607084] [INFO ] [sig       ] [2460/3634] Forecasting OXSQ...
[2025-12-01T20:43:58.607112] [INFO ] [sig       ] Generating forecast for: OXSQ
[2025-12-01T20:43:58.607139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OXSQ' from 'https://tdm.silogroup.org/data/derivative_storage/OXSQ.csv'.
[2025-12-01T20:43:58.618184] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OXSQ'.
[2025-12-01T20:43:58.618485] [INFO ] [FORECASTER] Starting predict_future for OXSQ
[2025-12-01T20:43:58.619252] [DEBUG] [LOCAL     ] No optimal features file found for OXSQ: ./output/feature-sets/OXSQ.txt
[2025-12-01T20:43:58.619304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:58.619333] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:58.619359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:58.619414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:58.676665] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:58.677311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:58.677387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:58.677419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:58.794673] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:58.794814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:58.794850] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:58.794877] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:58.798074] [DEBUG] [FORECASTER] OXSQ: Forecast T+1@11:T+2@11: DOWN (p=10.23%)
[2025-12-01T20:43:58.798346] [INFO ] [FORECASTER] Completed predict_future for OXSQ
[2025-12-01T20:43:58.798466] [INFO ] [sig       ] OXSQ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:43:58.936384] [INFO ] [LOCAL     ] Saved forecast: OXSQ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/OXSQ.txt
[2025-12-01T20:43:58.936520] [INFO ] [sig       ] [2460/3634] Completed OXSQ in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-01T20:43:58.936556] [INFO ] [sig       ] [2461/3634] Forecasting OZEM...
[2025-12-01T20:43:58.936603] [INFO ] [sig       ] Generating forecast for: OZEM
[2025-12-01T20:43:58.936633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZEM' from 'https://tdm.silogroup.org/data/derivative_storage/OZEM.csv'.
[2025-12-01T20:43:58.947873] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'OZEM'.
[2025-12-01T20:43:58.948174] [INFO ] [FORECASTER] Starting predict_future for OZEM
[2025-12-01T20:43:58.948979] [DEBUG] [LOCAL     ] No optimal features file found for OZEM: ./output/feature-sets/OZEM.txt
[2025-12-01T20:43:58.949030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:58.949063] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:58.949090] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:58.949147] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:59.006074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:59.006710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:59.006789] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:59.006821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:59.129017] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:59.129162] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:43:59.129206] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:59.129240] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:59.132486] [DEBUG] [FORECASTER] OZEM: Forecast T+1@11:T+2@11: UP (p=98.25%)
[2025-12-01T20:43:59.132757] [INFO ] [FORECASTER] Completed predict_future for OZEM
[2025-12-01T20:43:59.132874] [INFO ] [sig       ] OZEM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:43:59.273001] [INFO ] [LOCAL     ] Saved forecast: OZEM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/OZEM.txt
[2025-12-01T20:43:59.273133] [INFO ] [sig       ] [2461/3634] Completed OZEM in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-01T20:43:59.273170] [INFO ] [sig       ] [2462/3634] Forecasting OZK...
[2025-12-01T20:43:59.273223] [INFO ] [sig       ] Generating forecast for: OZK
[2025-12-01T20:43:59.273256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZK' from 'https://tdm.silogroup.org/data/derivative_storage/OZK.csv'.
[2025-12-01T20:43:59.284406] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZK'.
[2025-12-01T20:43:59.284742] [INFO ] [FORECASTER] Starting predict_future for OZK
[2025-12-01T20:43:59.285489] [DEBUG] [LOCAL     ] No optimal features file found for OZK: ./output/feature-sets/OZK.txt
[2025-12-01T20:43:59.285538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:59.285619] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:59.285647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:59.285715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:59.340548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:59.341186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:59.341261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:59.341293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:59.462185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:59.462337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:59.462381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:59.462408] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:59.465755] [DEBUG] [FORECASTER] OZK: Forecast T+1@11:T+2@11: UP (p=97.67%)
[2025-12-01T20:43:59.466016] [INFO ] [FORECASTER] Completed predict_future for OZK
[2025-12-01T20:43:59.466134] [INFO ] [sig       ] OZK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:59.603800] [INFO ] [LOCAL     ] Saved forecast: OZK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OZK.txt
[2025-12-01T20:43:59.603927] [INFO ] [sig       ] [2462/3634] Completed OZK in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-01T20:43:59.603963] [INFO ] [sig       ] [2463/3634] Forecasting OZKAP...
[2025-12-01T20:43:59.603991] [INFO ] [sig       ] Generating forecast for: OZKAP
[2025-12-01T20:43:59.604019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'OZKAP' from 'https://tdm.silogroup.org/data/derivative_storage/OZKAP.csv'.
[2025-12-01T20:43:59.616128] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'OZKAP'.
[2025-12-01T20:43:59.616455] [INFO ] [FORECASTER] Starting predict_future for OZKAP
[2025-12-01T20:43:59.617228] [DEBUG] [LOCAL     ] No optimal features file found for OZKAP: ./output/feature-sets/OZKAP.txt
[2025-12-01T20:43:59.617289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:59.617320] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:59.617344] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:59.617397] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:59.672010] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:59.672595] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:59.672671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:59.672701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:43:59.787320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:43:59.787467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:43:59.787504] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:43:59.787530] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:43:59.790806] [DEBUG] [FORECASTER] OZKAP: Forecast T+1@11:T+2@11: UP (p=89.93%)
[2025-12-01T20:43:59.791062] [INFO ] [FORECASTER] Completed predict_future for OZKAP
[2025-12-01T20:43:59.791181] [INFO ] [sig       ] OZKAP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:43:59.928070] [INFO ] [LOCAL     ] Saved forecast: OZKAP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/OZKAP.txt
[2025-12-01T20:43:59.928190] [INFO ] [sig       ] [2463/3634] Completed OZKAP in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-01T20:43:59.928233] [INFO ] [sig       ] [2464/3634] Forecasting PAA...
[2025-12-01T20:43:59.928267] [INFO ] [sig       ] Generating forecast for: PAA
[2025-12-01T20:43:59.928301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAA' from 'https://tdm.silogroup.org/data/derivative_storage/PAA.csv'.
[2025-12-01T20:43:59.941098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAA'.
[2025-12-01T20:43:59.941440] [INFO ] [FORECASTER] Starting predict_future for PAA
[2025-12-01T20:43:59.942283] [DEBUG] [LOCAL     ] No optimal features file found for PAA: ./output/feature-sets/PAA.txt
[2025-12-01T20:43:59.942334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:43:59.942366] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:43:59.942391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:43:59.942446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:43:59.998543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:43:59.999419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:43:59.999501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:43:59.999531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:00.131321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:00.131486] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:00.131528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:00.131559] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:00.136144] [DEBUG] [FORECASTER] PAA: Forecast T+1@11:T+2@11: UP (p=64.77%)
[2025-12-01T20:44:00.136644] [INFO ] [FORECASTER] Completed predict_future for PAA
[2025-12-01T20:44:00.136832] [INFO ] [sig       ] PAA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:00.274699] [INFO ] [LOCAL     ] Saved forecast: PAA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PAA.txt
[2025-12-01T20:44:00.274834] [INFO ] [sig       ] [2464/3634] Completed PAA in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-01T20:44:00.274872] [INFO ] [sig       ] [2465/3634] Forecasting PAAS...
[2025-12-01T20:44:00.274901] [INFO ] [sig       ] Generating forecast for: PAAS
[2025-12-01T20:44:00.274930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAAS' from 'https://tdm.silogroup.org/data/derivative_storage/PAAS.csv'.
[2025-12-01T20:44:00.286984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAAS'.
[2025-12-01T20:44:00.287311] [INFO ] [FORECASTER] Starting predict_future for PAAS
[2025-12-01T20:44:00.288276] [DEBUG] [LOCAL     ] No optimal features file found for PAAS: ./output/feature-sets/PAAS.txt
[2025-12-01T20:44:00.288351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:00.288382] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:00.288407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:00.288461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:00.343044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:00.343646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:00.343721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:00.343751] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:00.466725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:00.466849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:00.466884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:00.466938] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:00.470237] [DEBUG] [FORECASTER] PAAS: Forecast T+1@11:T+2@11: UP (p=55.35%)
[2025-12-01T20:44:00.470495] [INFO ] [FORECASTER] Completed predict_future for PAAS
[2025-12-01T20:44:00.470634] [INFO ] [sig       ] PAAS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:00.612712] [INFO ] [LOCAL     ] Saved forecast: PAAS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PAAS.txt
[2025-12-01T20:44:00.612831] [INFO ] [sig       ] [2465/3634] Completed PAAS in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-01T20:44:00.612868] [INFO ] [sig       ] [2466/3634] Forecasting PAC...
[2025-12-01T20:44:00.612896] [INFO ] [sig       ] Generating forecast for: PAC
[2025-12-01T20:44:00.612925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAC' from 'https://tdm.silogroup.org/data/derivative_storage/PAC.csv'.
[2025-12-01T20:44:00.627059] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAC'.
[2025-12-01T20:44:00.627343] [INFO ] [FORECASTER] Starting predict_future for PAC
[2025-12-01T20:44:00.628084] [DEBUG] [LOCAL     ] No optimal features file found for PAC: ./output/feature-sets/PAC.txt
[2025-12-01T20:44:00.628133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:00.628164] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:00.628190] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:00.628244] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:00.683276] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:00.683870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:00.683942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:00.683972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:00.800951] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:00.801066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:00.801101] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:00.801128] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:00.804253] [DEBUG] [FORECASTER] PAC: Forecast T+1@11:T+2@11: UP (p=61.20%)
[2025-12-01T20:44:00.804505] [INFO ] [FORECASTER] Completed predict_future for PAC
[2025-12-01T20:44:00.804646] [INFO ] [sig       ] PAC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:00.940980] [INFO ] [LOCAL     ] Saved forecast: PAC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PAC.txt
[2025-12-01T20:44:00.941089] [INFO ] [sig       ] [2466/3634] Completed PAC in 0.3s | 2.99 sym/s | Total: 13.7m | ETA: 6.5m
[2025-12-01T20:44:00.941131] [INFO ] [sig       ] [2467/3634] Forecasting PACB...
[2025-12-01T20:44:00.941160] [INFO ] [sig       ] Generating forecast for: PACB
[2025-12-01T20:44:00.941188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACB' from 'https://tdm.silogroup.org/data/derivative_storage/PACB.csv'.
[2025-12-01T20:44:00.952276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PACB'.
[2025-12-01T20:44:00.952540] [INFO ] [FORECASTER] Starting predict_future for PACB
[2025-12-01T20:44:00.953279] [DEBUG] [LOCAL     ] No optimal features file found for PACB: ./output/feature-sets/PACB.txt
[2025-12-01T20:44:00.953332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:00.953361] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:00.953385] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:00.953439] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:01.008541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:01.009111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:01.009185] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:01.009215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:01.125040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:01.125151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:01.125185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:01.125212] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:01.128264] [DEBUG] [FORECASTER] PACB: Forecast T+1@11:T+2@11: DOWN (p=38.20%)
[2025-12-01T20:44:01.128542] [INFO ] [FORECASTER] Completed predict_future for PACB
[2025-12-01T20:44:01.128675] [INFO ] [sig       ] PACB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:01.266392] [INFO ] [LOCAL     ] Saved forecast: PACB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PACB.txt
[2025-12-01T20:44:01.266542] [INFO ] [sig       ] [2467/3634] Completed PACB in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-01T20:44:01.266598] [INFO ] [sig       ] [2468/3634] Forecasting PACK...
[2025-12-01T20:44:01.266629] [INFO ] [sig       ] Generating forecast for: PACK
[2025-12-01T20:44:01.266659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PACK' from 'https://tdm.silogroup.org/data/derivative_storage/PACK.csv'.
[2025-12-01T20:44:01.277037] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PACK'.
[2025-12-01T20:44:01.277325] [INFO ] [FORECASTER] Starting predict_future for PACK
[2025-12-01T20:44:01.278072] [DEBUG] [LOCAL     ] No optimal features file found for PACK: ./output/feature-sets/PACK.txt
[2025-12-01T20:44:01.278120] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:01.278150] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:01.278176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:01.278233] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:01.332513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:01.333383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:01.333467] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:01.333498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:01.463150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:01.463297] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:01.463334] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:01.463361] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:01.466670] [DEBUG] [FORECASTER] PACK: Forecast T+1@11:T+2@11: UP (p=98.86%)
[2025-12-01T20:44:01.466942] [INFO ] [FORECASTER] Completed predict_future for PACK
[2025-12-01T20:44:01.467085] [INFO ] [sig       ] PACK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:44:01.611980] [INFO ] [LOCAL     ] Saved forecast: PACK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PACK.txt
[2025-12-01T20:44:01.612147] [INFO ] [sig       ] [2468/3634] Completed PACK in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-01T20:44:01.612189] [INFO ] [sig       ] [2469/3634] Forecasting PAGP...
[2025-12-01T20:44:01.612225] [INFO ] [sig       ] Generating forecast for: PAGP
[2025-12-01T20:44:01.612292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGP' from 'https://tdm.silogroup.org/data/derivative_storage/PAGP.csv'.
[2025-12-01T20:44:01.622942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGP'.
[2025-12-01T20:44:01.623244] [INFO ] [FORECASTER] Starting predict_future for PAGP
[2025-12-01T20:44:01.623986] [DEBUG] [LOCAL     ] No optimal features file found for PAGP: ./output/feature-sets/PAGP.txt
[2025-12-01T20:44:01.624035] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:01.624065] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:01.624091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:01.624145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:01.679891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:01.680701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:01.680778] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:01.680810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:01.799993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:01.800143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:01.800181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:01.800209] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:01.803562] [DEBUG] [FORECASTER] PAGP: Forecast T+1@11:T+2@11: UP (p=64.12%)
[2025-12-01T20:44:01.803841] [INFO ] [FORECASTER] Completed predict_future for PAGP
[2025-12-01T20:44:01.803961] [INFO ] [sig       ] PAGP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:01.944872] [INFO ] [LOCAL     ] Saved forecast: PAGP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PAGP.txt
[2025-12-01T20:44:01.945017] [INFO ] [sig       ] [2469/3634] Completed PAGP in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-01T20:44:01.945060] [INFO ] [sig       ] [2470/3634] Forecasting PAGS...
[2025-12-01T20:44:01.945090] [INFO ] [sig       ] Generating forecast for: PAGS
[2025-12-01T20:44:01.945118] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAGS' from 'https://tdm.silogroup.org/data/derivative_storage/PAGS.csv'.
[2025-12-01T20:44:01.956162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAGS'.
[2025-12-01T20:44:01.956449] [INFO ] [FORECASTER] Starting predict_future for PAGS
[2025-12-01T20:44:01.957203] [DEBUG] [LOCAL     ] No optimal features file found for PAGS: ./output/feature-sets/PAGS.txt
[2025-12-01T20:44:01.957252] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:01.957282] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:01.957307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:01.957361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:02.013565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:02.014352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:02.014434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:02.014467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:02.134661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:02.134808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:02.134863] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:02.134891] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:02.138118] [DEBUG] [FORECASTER] PAGS: Forecast T+1@11:T+2@11: UP (p=96.40%)
[2025-12-01T20:44:02.138392] [INFO ] [FORECASTER] Completed predict_future for PAGS
[2025-12-01T20:44:02.138509] [INFO ] [sig       ] PAGS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:02.274858] [INFO ] [LOCAL     ] Saved forecast: PAGS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PAGS.txt
[2025-12-01T20:44:02.274968] [INFO ] [sig       ] [2470/3634] Completed PAGS in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-01T20:44:02.275006] [INFO ] [sig       ] [2471/3634] Forecasting PAHC...
[2025-12-01T20:44:02.275033] [INFO ] [sig       ] Generating forecast for: PAHC
[2025-12-01T20:44:02.275061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAHC' from 'https://tdm.silogroup.org/data/derivative_storage/PAHC.csv'.
[2025-12-01T20:44:02.286603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAHC'.
[2025-12-01T20:44:02.286864] [INFO ] [FORECASTER] Starting predict_future for PAHC
[2025-12-01T20:44:02.287631] [DEBUG] [LOCAL     ] No optimal features file found for PAHC: ./output/feature-sets/PAHC.txt
[2025-12-01T20:44:02.287680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:02.287726] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:02.287752] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:02.287807] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:02.341948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:02.342512] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:02.342600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:02.342634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:02.457306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:02.457421] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:02.457454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:02.457481] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:02.460604] [DEBUG] [FORECASTER] PAHC: Forecast T+1@11:T+2@11: UP (p=77.99%)
[2025-12-01T20:44:02.460858] [INFO ] [FORECASTER] Completed predict_future for PAHC
[2025-12-01T20:44:02.460973] [INFO ] [sig       ] PAHC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:02.598396] [INFO ] [LOCAL     ] Saved forecast: PAHC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PAHC.txt
[2025-12-01T20:44:02.598521] [INFO ] [sig       ] [2471/3634] Completed PAHC in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-01T20:44:02.598557] [INFO ] [sig       ] [2472/3634] Forecasting PAL...
[2025-12-01T20:44:02.598601] [INFO ] [sig       ] Generating forecast for: PAL
[2025-12-01T20:44:02.598630] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAL' from 'https://tdm.silogroup.org/data/derivative_storage/PAL.csv'.
[2025-12-01T20:44:02.609640] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAL'.
[2025-12-01T20:44:02.609892] [INFO ] [FORECASTER] Starting predict_future for PAL
[2025-12-01T20:44:02.610631] [DEBUG] [LOCAL     ] No optimal features file found for PAL: ./output/feature-sets/PAL.txt
[2025-12-01T20:44:02.610680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:02.610710] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:02.610736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:02.610789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:02.666221] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:02.666807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:02.666916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:02.666951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:02.780420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:02.780527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:02.780561] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:02.780606] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:02.783667] [DEBUG] [FORECASTER] PAL: Forecast T+1@11:T+2@11: UP (p=79.12%)
[2025-12-01T20:44:02.783920] [INFO ] [FORECASTER] Completed predict_future for PAL
[2025-12-01T20:44:02.784036] [INFO ] [sig       ] PAL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:02.921674] [INFO ] [LOCAL     ] Saved forecast: PAL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PAL.txt
[2025-12-01T20:44:02.921826] [INFO ] [sig       ] [2472/3634] Completed PAL in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-01T20:44:02.921864] [INFO ] [sig       ] [2473/3634] Forecasting PAM...
[2025-12-01T20:44:02.921894] [INFO ] [sig       ] Generating forecast for: PAM
[2025-12-01T20:44:02.921923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAM' from 'https://tdm.silogroup.org/data/derivative_storage/PAM.csv'.
[2025-12-01T20:44:02.933176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAM'.
[2025-12-01T20:44:02.933537] [INFO ] [FORECASTER] Starting predict_future for PAM
[2025-12-01T20:44:02.934302] [DEBUG] [LOCAL     ] No optimal features file found for PAM: ./output/feature-sets/PAM.txt
[2025-12-01T20:44:02.934351] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:02.934381] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:02.934407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:02.934461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:02.989791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:02.990616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:02.990695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:02.990726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:03.105928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:03.106055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:03.106089] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:03.106117] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:03.109253] [DEBUG] [FORECASTER] PAM: Forecast T+1@11:T+2@11: DOWN (p=7.42%)
[2025-12-01T20:44:03.109509] [INFO ] [FORECASTER] Completed predict_future for PAM
[2025-12-01T20:44:03.109645] [INFO ] [sig       ] PAM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:03.245749] [INFO ] [LOCAL     ] Saved forecast: PAM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PAM.txt
[2025-12-01T20:44:03.245858] [INFO ] [sig       ] [2473/3634] Completed PAM in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-01T20:44:03.245894] [INFO ] [sig       ] [2474/3634] Forecasting PANL...
[2025-12-01T20:44:03.245921] [INFO ] [sig       ] Generating forecast for: PANL
[2025-12-01T20:44:03.245949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PANL' from 'https://tdm.silogroup.org/data/derivative_storage/PANL.csv'.
[2025-12-01T20:44:03.256681] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PANL'.
[2025-12-01T20:44:03.256940] [INFO ] [FORECASTER] Starting predict_future for PANL
[2025-12-01T20:44:03.257676] [DEBUG] [LOCAL     ] No optimal features file found for PANL: ./output/feature-sets/PANL.txt
[2025-12-01T20:44:03.257725] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:03.257764] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:03.257791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:03.257845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:03.312993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:03.313934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:03.314018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:03.314049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:03.438335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:03.438539] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:03.438617] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:03.438656] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:03.442503] [DEBUG] [FORECASTER] PANL: Forecast T+1@11:T+2@11: UP (p=65.41%)
[2025-12-01T20:44:03.442793] [INFO ] [FORECASTER] Completed predict_future for PANL
[2025-12-01T20:44:03.442918] [INFO ] [sig       ] PANL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:44:03.587728] [INFO ] [LOCAL     ] Saved forecast: PANL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PANL.txt
[2025-12-01T20:44:03.587860] [INFO ] [sig       ] [2474/3634] Completed PANL in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-01T20:44:03.587897] [INFO ] [sig       ] [2475/3634] Forecasting PASG...
[2025-12-01T20:44:03.587925] [INFO ] [sig       ] Generating forecast for: PASG
[2025-12-01T20:44:03.587953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PASG' from 'https://tdm.silogroup.org/data/derivative_storage/PASG.csv'.
[2025-12-01T20:44:03.599492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PASG'.
[2025-12-01T20:44:03.599836] [INFO ] [FORECASTER] Starting predict_future for PASG
[2025-12-01T20:44:03.600604] [DEBUG] [LOCAL     ] No optimal features file found for PASG: ./output/feature-sets/PASG.txt
[2025-12-01T20:44:03.600653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:03.600684] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:03.600710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:03.600765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:03.658247] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:03.659099] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:03.659181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:03.659214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:03.776697] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:03.776842] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:03.776879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:03.776906] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:03.780129] [DEBUG] [FORECASTER] PASG: Forecast T+1@11:T+2@11: DOWN (p=10.13%)
[2025-12-01T20:44:03.780414] [INFO ] [FORECASTER] Completed predict_future for PASG
[2025-12-01T20:44:03.780543] [INFO ] [sig       ] PASG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:03.917248] [INFO ] [LOCAL     ] Saved forecast: PASG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PASG.txt
[2025-12-01T20:44:03.917406] [INFO ] [sig       ] [2475/3634] Completed PASG in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-01T20:44:03.917443] [INFO ] [sig       ] [2476/3634] Forecasting PATH...
[2025-12-01T20:44:03.917472] [INFO ] [sig       ] Generating forecast for: PATH
[2025-12-01T20:44:03.917501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATH' from 'https://tdm.silogroup.org/data/derivative_storage/PATH.csv'.
[2025-12-01T20:44:03.929113] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATH'.
[2025-12-01T20:44:03.929492] [INFO ] [FORECASTER] Starting predict_future for PATH
[2025-12-01T20:44:03.930255] [DEBUG] [LOCAL     ] No optimal features file found for PATH: ./output/feature-sets/PATH.txt
[2025-12-01T20:44:03.930308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:03.930341] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:03.930367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:03.930421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:03.985195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:03.985862] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:03.985937] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:03.985968] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:04.108472] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:04.108644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:04.108683] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:04.108710] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:04.111957] [DEBUG] [FORECASTER] PATH: Forecast T+1@11:T+2@11: UP (p=83.57%)
[2025-12-01T20:44:04.112217] [INFO ] [FORECASTER] Completed predict_future for PATH
[2025-12-01T20:44:04.112336] [INFO ] [sig       ] PATH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:04.252001] [INFO ] [LOCAL     ] Saved forecast: PATH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PATH.txt
[2025-12-01T20:44:04.252128] [INFO ] [sig       ] [2476/3634] Completed PATH in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-01T20:44:04.252165] [INFO ] [sig       ] [2477/3634] Forecasting PATK...
[2025-12-01T20:44:04.252193] [INFO ] [sig       ] Generating forecast for: PATK
[2025-12-01T20:44:04.252222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PATK' from 'https://tdm.silogroup.org/data/derivative_storage/PATK.csv'.
[2025-12-01T20:44:04.263022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PATK'.
[2025-12-01T20:44:04.263276] [INFO ] [FORECASTER] Starting predict_future for PATK
[2025-12-01T20:44:04.264042] [DEBUG] [LOCAL     ] No optimal features file found for PATK: ./output/feature-sets/PATK.txt
[2025-12-01T20:44:04.264091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:04.264121] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:04.264147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:04.264201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:04.319568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:04.320153] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:04.320228] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:04.320260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:04.440197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:04.440378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:04.440433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:04.440469] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:04.444175] [DEBUG] [FORECASTER] PATK: Forecast T+1@11:T+2@11: DOWN (p=0.69%)
[2025-12-01T20:44:04.444459] [INFO ] [FORECASTER] Completed predict_future for PATK
[2025-12-01T20:44:04.444622] [INFO ] [sig       ] PATK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:04.589739] [INFO ] [LOCAL     ] Saved forecast: PATK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PATK.txt
[2025-12-01T20:44:04.589882] [INFO ] [sig       ] [2477/3634] Completed PATK in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.5m
[2025-12-01T20:44:04.589934] [INFO ] [sig       ] [2478/3634] Forecasting PAXS...
[2025-12-01T20:44:04.589987] [INFO ] [sig       ] Generating forecast for: PAXS
[2025-12-01T20:44:04.590024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAXS' from 'https://tdm.silogroup.org/data/derivative_storage/PAXS.csv'.
[2025-12-01T20:44:04.602486] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PAXS'.
[2025-12-01T20:44:04.602825] [INFO ] [FORECASTER] Starting predict_future for PAXS
[2025-12-01T20:44:04.603599] [DEBUG] [LOCAL     ] No optimal features file found for PAXS: ./output/feature-sets/PAXS.txt
[2025-12-01T20:44:04.603648] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:04.603681] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:04.603706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:04.603761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:04.664216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:04.665067] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:04.665152] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:04.665184] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:04.786850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:04.787005] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:04.787051] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:04.787080] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:04.790754] [DEBUG] [FORECASTER] PAXS: Forecast T+1@11:T+2@11: DOWN (p=40.12%)
[2025-12-01T20:44:04.791065] [INFO ] [FORECASTER] Completed predict_future for PAXS
[2025-12-01T20:44:04.791209] [INFO ] [sig       ] PAXS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:04.937128] [INFO ] [LOCAL     ] Saved forecast: PAXS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PAXS.txt
[2025-12-01T20:44:04.937270] [INFO ] [sig       ] [2478/3634] Completed PAXS in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-01T20:44:04.937322] [INFO ] [sig       ] [2479/3634] Forecasting PAY...
[2025-12-01T20:44:04.937366] [INFO ] [sig       ] Generating forecast for: PAY
[2025-12-01T20:44:04.937403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAY' from 'https://tdm.silogroup.org/data/derivative_storage/PAY.csv'.
[2025-12-01T20:44:04.951377] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAY'.
[2025-12-01T20:44:04.951830] [INFO ] [FORECASTER] Starting predict_future for PAY
[2025-12-01T20:44:04.952872] [DEBUG] [LOCAL     ] No optimal features file found for PAY: ./output/feature-sets/PAY.txt
[2025-12-01T20:44:04.952935] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:04.953017] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:04.953062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:04.953148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:05.023212] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:05.024045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:05.024124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:05.024154] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:05.142927] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:05.143082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:05.143121] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:05.143150] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:05.146696] [DEBUG] [FORECASTER] PAY: Forecast T+1@11:T+2@11: UP (p=90.17%)
[2025-12-01T20:44:05.146988] [INFO ] [FORECASTER] Completed predict_future for PAY
[2025-12-01T20:44:05.147121] [INFO ] [sig       ] PAY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:05.286167] [INFO ] [LOCAL     ] Saved forecast: PAY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PAY.txt
[2025-12-01T20:44:05.286297] [INFO ] [sig       ] [2479/3634] Completed PAY in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-01T20:44:05.286334] [INFO ] [sig       ] [2480/3634] Forecasting PAYC...
[2025-12-01T20:44:05.286362] [INFO ] [sig       ] Generating forecast for: PAYC
[2025-12-01T20:44:05.286389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYC' from 'https://tdm.silogroup.org/data/derivative_storage/PAYC.csv'.
[2025-12-01T20:44:05.297681] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PAYC'.
[2025-12-01T20:44:05.297972] [INFO ] [FORECASTER] Starting predict_future for PAYC
[2025-12-01T20:44:05.298741] [DEBUG] [LOCAL     ] No optimal features file found for PAYC: ./output/feature-sets/PAYC.txt
[2025-12-01T20:44:05.298790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:05.298819] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:05.298843] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:05.298896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:05.355106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:05.355831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:05.355908] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:05.355941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:05.475515] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:05.475673] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:05.475712] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:05.475738] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:05.478952] [DEBUG] [FORECASTER] PAYC: Forecast T+1@11:T+2@11: UP (p=90.83%)
[2025-12-01T20:44:05.479207] [INFO ] [FORECASTER] Completed predict_future for PAYC
[2025-12-01T20:44:05.479334] [INFO ] [sig       ] PAYC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:44:05.616544] [INFO ] [LOCAL     ] Saved forecast: PAYC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PAYC.txt
[2025-12-01T20:44:05.616690] [INFO ] [sig       ] [2480/3634] Completed PAYC in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-01T20:44:05.616727] [INFO ] [sig       ] [2481/3634] Forecasting PAYO...
[2025-12-01T20:44:05.616755] [INFO ] [sig       ] Generating forecast for: PAYO
[2025-12-01T20:44:05.616809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYO' from 'https://tdm.silogroup.org/data/derivative_storage/PAYO.csv'.
[2025-12-01T20:44:05.628793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYO'.
[2025-12-01T20:44:05.629171] [INFO ] [FORECASTER] Starting predict_future for PAYO
[2025-12-01T20:44:05.629979] [DEBUG] [LOCAL     ] No optimal features file found for PAYO: ./output/feature-sets/PAYO.txt
[2025-12-01T20:44:05.630029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:05.630062] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:05.630088] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:05.630143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:05.694562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:05.695453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:05.695549] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:05.695610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:05.822509] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:05.822673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:05.822712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:05.822757] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:05.826096] [DEBUG] [FORECASTER] PAYO: Forecast T+1@11:T+2@11: DOWN (p=12.46%)
[2025-12-01T20:44:05.826354] [INFO ] [FORECASTER] Completed predict_future for PAYO
[2025-12-01T20:44:05.826478] [INFO ] [sig       ] PAYO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:05.963833] [INFO ] [LOCAL     ] Saved forecast: PAYO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PAYO.txt
[2025-12-01T20:44:05.963974] [INFO ] [sig       ] [2481/3634] Completed PAYO in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-01T20:44:05.964011] [INFO ] [sig       ] [2482/3634] Forecasting PAYS...
[2025-12-01T20:44:05.964040] [INFO ] [sig       ] Generating forecast for: PAYS
[2025-12-01T20:44:05.964069] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYS' from 'https://tdm.silogroup.org/data/derivative_storage/PAYS.csv'.
[2025-12-01T20:44:05.975322] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYS'.
[2025-12-01T20:44:05.975633] [INFO ] [FORECASTER] Starting predict_future for PAYS
[2025-12-01T20:44:05.976351] [DEBUG] [LOCAL     ] No optimal features file found for PAYS: ./output/feature-sets/PAYS.txt
[2025-12-01T20:44:05.976400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:05.976430] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:05.976455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:05.976510] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:06.032647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:06.033361] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:06.033442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:06.033474] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:06.151065] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:06.151209] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:06.151245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:06.151303] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:06.155141] [DEBUG] [FORECASTER] PAYS: Forecast T+1@11:T+2@11: DOWN (p=8.51%)
[2025-12-01T20:44:06.155440] [INFO ] [FORECASTER] Completed predict_future for PAYS
[2025-12-01T20:44:06.155569] [INFO ] [sig       ] PAYS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:06.293453] [INFO ] [LOCAL     ] Saved forecast: PAYS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PAYS.txt
[2025-12-01T20:44:06.293603] [INFO ] [sig       ] [2482/3634] Completed PAYS in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-01T20:44:06.293641] [INFO ] [sig       ] [2483/3634] Forecasting PAYX...
[2025-12-01T20:44:06.293669] [INFO ] [sig       ] Generating forecast for: PAYX
[2025-12-01T20:44:06.293698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PAYX' from 'https://tdm.silogroup.org/data/derivative_storage/PAYX.csv'.
[2025-12-01T20:44:06.304677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PAYX'.
[2025-12-01T20:44:06.304990] [INFO ] [FORECASTER] Starting predict_future for PAYX
[2025-12-01T20:44:06.305741] [DEBUG] [LOCAL     ] No optimal features file found for PAYX: ./output/feature-sets/PAYX.txt
[2025-12-01T20:44:06.305790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:06.305820] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:06.305846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:06.305900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:06.360909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:06.361607] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:06.361683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:06.361730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:06.482239] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:06.482386] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:06.482423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:06.482450] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:06.485669] [DEBUG] [FORECASTER] PAYX: Forecast T+1@11:T+2@11: UP (p=63.45%)
[2025-12-01T20:44:06.485925] [INFO ] [FORECASTER] Completed predict_future for PAYX
[2025-12-01T20:44:06.486043] [INFO ] [sig       ] PAYX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:06.623390] [INFO ] [LOCAL     ] Saved forecast: PAYX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PAYX.txt
[2025-12-01T20:44:06.623515] [INFO ] [sig       ] [2483/3634] Completed PAYX in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-01T20:44:06.623552] [INFO ] [sig       ] [2484/3634] Forecasting PB...
[2025-12-01T20:44:06.623597] [INFO ] [sig       ] Generating forecast for: PB
[2025-12-01T20:44:06.623627] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PB' from 'https://tdm.silogroup.org/data/derivative_storage/PB.csv'.
[2025-12-01T20:44:06.634169] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PB'.
[2025-12-01T20:44:06.634454] [INFO ] [FORECASTER] Starting predict_future for PB
[2025-12-01T20:44:06.635194] [DEBUG] [LOCAL     ] No optimal features file found for PB: ./output/feature-sets/PB.txt
[2025-12-01T20:44:06.635243] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:06.635273] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:06.635299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:06.635353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:06.690086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:06.690736] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:06.690811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:06.690841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:06.812809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:06.812954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:06.812992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:06.813021] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:06.816330] [DEBUG] [FORECASTER] PB: Forecast T+1@11:T+2@11: DOWN (p=18.45%)
[2025-12-01T20:44:06.816611] [INFO ] [FORECASTER] Completed predict_future for PB
[2025-12-01T20:44:06.816735] [INFO ] [sig       ] PB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:06.954430] [INFO ] [LOCAL     ] Saved forecast: PB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PB.txt
[2025-12-01T20:44:06.954587] [INFO ] [sig       ] [2484/3634] Completed PB in 0.3s | 2.99 sym/s | Total: 13.8m | ETA: 6.4m
[2025-12-01T20:44:06.954626] [INFO ] [sig       ] [2485/3634] Forecasting PBA...
[2025-12-01T20:44:06.954654] [INFO ] [sig       ] Generating forecast for: PBA
[2025-12-01T20:44:06.954683] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBA' from 'https://tdm.silogroup.org/data/derivative_storage/PBA.csv'.
[2025-12-01T20:44:06.965536] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBA'.
[2025-12-01T20:44:06.965842] [INFO ] [FORECASTER] Starting predict_future for PBA
[2025-12-01T20:44:06.966634] [DEBUG] [LOCAL     ] No optimal features file found for PBA: ./output/feature-sets/PBA.txt
[2025-12-01T20:44:06.966683] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:06.966713] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:06.966739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:06.966822] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:07.023799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:07.024516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:07.024613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:07.024647] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:07.148284] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:07.148450] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:07.148488] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:07.148514] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:07.151939] [DEBUG] [FORECASTER] PBA: Forecast T+1@11:T+2@11: DOWN (p=48.88%)
[2025-12-01T20:44:07.152209] [INFO ] [FORECASTER] Completed predict_future for PBA
[2025-12-01T20:44:07.152333] [INFO ] [sig       ] PBA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:07.294184] [INFO ] [LOCAL     ] Saved forecast: PBA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PBA.txt
[2025-12-01T20:44:07.294317] [INFO ] [sig       ] [2485/3634] Completed PBA in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-01T20:44:07.294355] [INFO ] [sig       ] [2486/3634] Forecasting PBF...
[2025-12-01T20:44:07.294384] [INFO ] [sig       ] Generating forecast for: PBF
[2025-12-01T20:44:07.294413] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBF' from 'https://tdm.silogroup.org/data/derivative_storage/PBF.csv'.
[2025-12-01T20:44:07.306078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBF'.
[2025-12-01T20:44:07.306372] [INFO ] [FORECASTER] Starting predict_future for PBF
[2025-12-01T20:44:07.307227] [DEBUG] [LOCAL     ] No optimal features file found for PBF: ./output/feature-sets/PBF.txt
[2025-12-01T20:44:07.307279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:07.307314] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:07.307343] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:07.307413] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:07.363530] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:07.364267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:07.364346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:07.364385] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:07.485143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:07.485285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:07.485322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:07.485349] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:07.488649] [DEBUG] [FORECASTER] PBF: Forecast T+1@11:T+2@11: UP (p=97.54%)
[2025-12-01T20:44:07.488908] [INFO ] [FORECASTER] Completed predict_future for PBF
[2025-12-01T20:44:07.489028] [INFO ] [sig       ] PBF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:07.627960] [INFO ] [LOCAL     ] Saved forecast: PBF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PBF.txt
[2025-12-01T20:44:07.628089] [INFO ] [sig       ] [2486/3634] Completed PBF in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-01T20:44:07.628125] [INFO ] [sig       ] [2487/3634] Forecasting PBFS...
[2025-12-01T20:44:07.628154] [INFO ] [sig       ] Generating forecast for: PBFS
[2025-12-01T20:44:07.628182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBFS' from 'https://tdm.silogroup.org/data/derivative_storage/PBFS.csv'.
[2025-12-01T20:44:07.638924] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBFS'.
[2025-12-01T20:44:07.639219] [INFO ] [FORECASTER] Starting predict_future for PBFS
[2025-12-01T20:44:07.640003] [DEBUG] [LOCAL     ] No optimal features file found for PBFS: ./output/feature-sets/PBFS.txt
[2025-12-01T20:44:07.640062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:07.640092] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:07.640118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:07.640172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:07.695978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:07.696623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:07.696697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:07.696728] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:07.796168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:07.796310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:07.796347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:07.796373] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:07.799625] [DEBUG] [FORECASTER] PBFS: Forecast T+1@11:T+2@11: UP (p=70.73%)
[2025-12-01T20:44:07.799901] [INFO ] [FORECASTER] Completed predict_future for PBFS
[2025-12-01T20:44:07.800019] [INFO ] [sig       ] PBFS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:07.980169] [INFO ] [LOCAL     ] Saved forecast: PBFS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PBFS.txt
[2025-12-01T20:44:07.980301] [INFO ] [sig       ] [2487/3634] Completed PBFS in 0.4s | 2.99 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-01T20:44:07.980338] [INFO ] [sig       ] [2488/3634] Forecasting PBH...
[2025-12-01T20:44:07.980368] [INFO ] [sig       ] Generating forecast for: PBH
[2025-12-01T20:44:07.980397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBH' from 'https://tdm.silogroup.org/data/derivative_storage/PBH.csv'.
[2025-12-01T20:44:07.991153] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PBH'.
[2025-12-01T20:44:07.991430] [INFO ] [FORECASTER] Starting predict_future for PBH
[2025-12-01T20:44:07.992174] [DEBUG] [LOCAL     ] No optimal features file found for PBH: ./output/feature-sets/PBH.txt
[2025-12-01T20:44:07.992224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:07.992254] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:07.992279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:07.992333] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:08.047225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:08.047925] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:08.047999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:08.048031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:08.162851] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:08.163002] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:08.163039] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:08.163066] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:08.166306] [DEBUG] [FORECASTER] PBH: Forecast T+1@11:T+2@11: DOWN (p=14.51%)
[2025-12-01T20:44:08.166607] [INFO ] [FORECASTER] Completed predict_future for PBH
[2025-12-01T20:44:08.166727] [INFO ] [sig       ] PBH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:08.306876] [INFO ] [LOCAL     ] Saved forecast: PBH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PBH.txt
[2025-12-01T20:44:08.307005] [INFO ] [sig       ] [2488/3634] Completed PBH in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-01T20:44:08.307042] [INFO ] [sig       ] [2489/3634] Forecasting PBI...
[2025-12-01T20:44:08.307070] [INFO ] [sig       ] Generating forecast for: PBI
[2025-12-01T20:44:08.307098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBI' from 'https://tdm.silogroup.org/data/derivative_storage/PBI.csv'.
[2025-12-01T20:44:08.317728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBI'.
[2025-12-01T20:44:08.318000] [INFO ] [FORECASTER] Starting predict_future for PBI
[2025-12-01T20:44:08.318778] [DEBUG] [LOCAL     ] No optimal features file found for PBI: ./output/feature-sets/PBI.txt
[2025-12-01T20:44:08.318827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:08.318857] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:08.318884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:08.318938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:08.374154] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:08.374850] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:08.374958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:08.374990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:08.496705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:08.496852] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:08.496893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:08.496923] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:08.500488] [DEBUG] [FORECASTER] PBI: Forecast T+1@11:T+2@11: UP (p=71.16%)
[2025-12-01T20:44:08.500970] [INFO ] [FORECASTER] Completed predict_future for PBI
[2025-12-01T20:44:08.501101] [INFO ] [sig       ] PBI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:08.646253] [INFO ] [LOCAL     ] Saved forecast: PBI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PBI.txt
[2025-12-01T20:44:08.646413] [INFO ] [sig       ] [2489/3634] Completed PBI in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-01T20:44:08.646457] [INFO ] [sig       ] [2490/3634] Forecasting PBM...
[2025-12-01T20:44:08.646488] [INFO ] [sig       ] Generating forecast for: PBM
[2025-12-01T20:44:08.646518] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBM' from 'https://tdm.silogroup.org/data/derivative_storage/PBM.csv'.
[2025-12-01T20:44:08.658021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBM'.
[2025-12-01T20:44:08.658412] [INFO ] [FORECASTER] Starting predict_future for PBM
[2025-12-01T20:44:08.659231] [DEBUG] [LOCAL     ] No optimal features file found for PBM: ./output/feature-sets/PBM.txt
[2025-12-01T20:44:08.659283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:08.659315] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:08.659341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:08.659399] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:08.717438] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:08.718267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:08.718367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:08.718413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:08.836585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:08.836728] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:08.836764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:08.836791] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:08.840142] [DEBUG] [FORECASTER] PBM: Forecast T+1@11:T+2@11: UP (p=86.13%)
[2025-12-01T20:44:08.840398] [INFO ] [FORECASTER] Completed predict_future for PBM
[2025-12-01T20:44:08.840516] [INFO ] [sig       ] PBM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:08.980617] [INFO ] [LOCAL     ] Saved forecast: PBM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PBM.txt
[2025-12-01T20:44:08.980771] [INFO ] [sig       ] [2490/3634] Completed PBM in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-01T20:44:08.980812] [INFO ] [sig       ] [2491/3634] Forecasting PBYI...
[2025-12-01T20:44:08.980840] [INFO ] [sig       ] Generating forecast for: PBYI
[2025-12-01T20:44:08.980868] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PBYI' from 'https://tdm.silogroup.org/data/derivative_storage/PBYI.csv'.
[2025-12-01T20:44:08.992244] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PBYI'.
[2025-12-01T20:44:08.992529] [INFO ] [FORECASTER] Starting predict_future for PBYI
[2025-12-01T20:44:08.993280] [DEBUG] [LOCAL     ] No optimal features file found for PBYI: ./output/feature-sets/PBYI.txt
[2025-12-01T20:44:08.993329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:08.993358] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:08.993383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:08.993437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:09.048446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:09.049177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:09.049262] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:09.049294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:09.168524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:09.168687] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:09.168727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:09.168758] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:09.172161] [DEBUG] [FORECASTER] PBYI: Forecast T+1@11:T+2@11: UP (p=94.36%)
[2025-12-01T20:44:09.172450] [INFO ] [FORECASTER] Completed predict_future for PBYI
[2025-12-01T20:44:09.172599] [INFO ] [sig       ] PBYI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:09.313953] [INFO ] [LOCAL     ] Saved forecast: PBYI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PBYI.txt
[2025-12-01T20:44:09.314088] [INFO ] [sig       ] [2491/3634] Completed PBYI in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-01T20:44:09.314132] [INFO ] [sig       ] [2492/3634] Forecasting PCB...
[2025-12-01T20:44:09.314164] [INFO ] [sig       ] Generating forecast for: PCB
[2025-12-01T20:44:09.314195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCB' from 'https://tdm.silogroup.org/data/derivative_storage/PCB.csv'.
[2025-12-01T20:44:09.325242] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PCB'.
[2025-12-01T20:44:09.325561] [INFO ] [FORECASTER] Starting predict_future for PCB
[2025-12-01T20:44:09.326351] [DEBUG] [LOCAL     ] No optimal features file found for PCB: ./output/feature-sets/PCB.txt
[2025-12-01T20:44:09.326403] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:09.326439] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:09.326468] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:09.326525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:09.384168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:09.385006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:09.385087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:09.385120] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:09.499737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:09.499893] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:09.499935] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:09.499965] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:09.503333] [DEBUG] [FORECASTER] PCB: Forecast T+1@11:T+2@11: UP (p=74.90%)
[2025-12-01T20:44:09.503643] [INFO ] [FORECASTER] Completed predict_future for PCB
[2025-12-01T20:44:09.503766] [INFO ] [sig       ] PCB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:44:09.645825] [INFO ] [LOCAL     ] Saved forecast: PCB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PCB.txt
[2025-12-01T20:44:09.646012] [INFO ] [sig       ] [2492/3634] Completed PCB in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-01T20:44:09.646059] [INFO ] [sig       ] [2493/3634] Forecasting PCF...
[2025-12-01T20:44:09.646091] [INFO ] [sig       ] Generating forecast for: PCF
[2025-12-01T20:44:09.646122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCF' from 'https://tdm.silogroup.org/data/derivative_storage/PCF.csv'.
[2025-12-01T20:44:09.660747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCF'.
[2025-12-01T20:44:09.661081] [INFO ] [FORECASTER] Starting predict_future for PCF
[2025-12-01T20:44:09.661888] [DEBUG] [LOCAL     ] No optimal features file found for PCF: ./output/feature-sets/PCF.txt
[2025-12-01T20:44:09.661939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:09.661972] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:09.662000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:09.662056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:09.721157] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:09.721852] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:09.721945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:09.721981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:09.842450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:09.842614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:09.842656] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:09.842685] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:09.846069] [DEBUG] [FORECASTER] PCF: Forecast T+1@11:T+2@11: DOWN (p=40.42%)
[2025-12-01T20:44:09.846351] [INFO ] [FORECASTER] Completed predict_future for PCF
[2025-12-01T20:44:09.846508] [INFO ] [sig       ] PCF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:09.988933] [INFO ] [LOCAL     ] Saved forecast: PCF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PCF.txt
[2025-12-01T20:44:09.989058] [INFO ] [sig       ] [2493/3634] Completed PCF in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-01T20:44:09.989095] [INFO ] [sig       ] [2494/3634] Forecasting PCG...
[2025-12-01T20:44:09.989123] [INFO ] [sig       ] Generating forecast for: PCG
[2025-12-01T20:44:09.989151] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCG' from 'https://tdm.silogroup.org/data/derivative_storage/PCG.csv'.
[2025-12-01T20:44:10.000400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCG'.
[2025-12-01T20:44:10.000784] [INFO ] [FORECASTER] Starting predict_future for PCG
[2025-12-01T20:44:10.001745] [DEBUG] [LOCAL     ] No optimal features file found for PCG: ./output/feature-sets/PCG.txt
[2025-12-01T20:44:10.001804] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:10.001842] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:10.001875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:10.001957] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:10.060301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:10.061061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:10.061142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:10.061175] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:10.184198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:10.184342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:10.184398] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:10.184428] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:10.187748] [DEBUG] [FORECASTER] PCG: Forecast T+1@11:T+2@11: DOWN (p=10.31%)
[2025-12-01T20:44:10.188012] [INFO ] [FORECASTER] Completed predict_future for PCG
[2025-12-01T20:44:10.188135] [INFO ] [sig       ] PCG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:10.336015] [INFO ] [LOCAL     ] Saved forecast: PCG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PCG.txt
[2025-12-01T20:44:10.336170] [INFO ] [sig       ] [2494/3634] Completed PCG in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-01T20:44:10.336212] [INFO ] [sig       ] [2495/3634] Forecasting PCH...
[2025-12-01T20:44:10.336243] [INFO ] [sig       ] Generating forecast for: PCH
[2025-12-01T20:44:10.336275] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCH' from 'https://tdm.silogroup.org/data/derivative_storage/PCH.csv'.
[2025-12-01T20:44:10.346728] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCH'.
[2025-12-01T20:44:10.347006] [INFO ] [FORECASTER] Starting predict_future for PCH
[2025-12-01T20:44:10.347765] [DEBUG] [LOCAL     ] No optimal features file found for PCH: ./output/feature-sets/PCH.txt
[2025-12-01T20:44:10.347814] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:10.347844] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:10.347870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:10.347924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:10.403908] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:10.404546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:10.404637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:10.404669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:10.522338] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:10.522481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:10.522521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:10.522551] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:10.525889] [DEBUG] [FORECASTER] PCH: Forecast T+1@11:T+2@11: UP (p=72.60%)
[2025-12-01T20:44:10.526155] [INFO ] [FORECASTER] Completed predict_future for PCH
[2025-12-01T20:44:10.526280] [INFO ] [sig       ] PCH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:10.664250] [INFO ] [LOCAL     ] Saved forecast: PCH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PCH.txt
[2025-12-01T20:44:10.664377] [INFO ] [sig       ] [2495/3634] Completed PCH in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.4m
[2025-12-01T20:44:10.664414] [INFO ] [sig       ] [2496/3634] Forecasting PCM...
[2025-12-01T20:44:10.664442] [INFO ] [sig       ] Generating forecast for: PCM
[2025-12-01T20:44:10.664469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCM' from 'https://tdm.silogroup.org/data/derivative_storage/PCM.csv'.
[2025-12-01T20:44:10.675623] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCM'.
[2025-12-01T20:44:10.675924] [INFO ] [FORECASTER] Starting predict_future for PCM
[2025-12-01T20:44:10.676664] [DEBUG] [LOCAL     ] No optimal features file found for PCM: ./output/feature-sets/PCM.txt
[2025-12-01T20:44:10.676713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:10.676770] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:10.676797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:10.676851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:10.733161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:10.733936] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:10.734020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:10.734053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:10.856402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:10.856544] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:10.856599] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:10.856629] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:10.859900] [DEBUG] [FORECASTER] PCM: Forecast T+1@11:T+2@11: UP (p=83.71%)
[2025-12-01T20:44:10.860155] [INFO ] [FORECASTER] Completed predict_future for PCM
[2025-12-01T20:44:10.860273] [INFO ] [sig       ] PCM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:10.999377] [INFO ] [LOCAL     ] Saved forecast: PCM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PCM.txt
[2025-12-01T20:44:10.999510] [INFO ] [sig       ] [2496/3634] Completed PCM in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-01T20:44:10.999547] [INFO ] [sig       ] [2497/3634] Forecasting PCN...
[2025-12-01T20:44:10.999595] [INFO ] [sig       ] Generating forecast for: PCN
[2025-12-01T20:44:10.999625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCN' from 'https://tdm.silogroup.org/data/derivative_storage/PCN.csv'.
[2025-12-01T20:44:11.010734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCN'.
[2025-12-01T20:44:11.011019] [INFO ] [FORECASTER] Starting predict_future for PCN
[2025-12-01T20:44:11.011787] [DEBUG] [LOCAL     ] No optimal features file found for PCN: ./output/feature-sets/PCN.txt
[2025-12-01T20:44:11.011839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:11.011871] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:11.011899] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:11.011956] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:11.069619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:11.070288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:11.070363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:11.070393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:11.190270] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:11.190409] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:11.190446] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:11.190480] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:11.193737] [DEBUG] [FORECASTER] PCN: Forecast T+1@11:T+2@11: UP (p=81.39%)
[2025-12-01T20:44:11.194004] [INFO ] [FORECASTER] Completed predict_future for PCN
[2025-12-01T20:44:11.194126] [INFO ] [sig       ] PCN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:11.332824] [INFO ] [LOCAL     ] Saved forecast: PCN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PCN.txt
[2025-12-01T20:44:11.332953] [INFO ] [sig       ] [2497/3634] Completed PCN in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-01T20:44:11.332992] [INFO ] [sig       ] [2498/3634] Forecasting PCQ...
[2025-12-01T20:44:11.333022] [INFO ] [sig       ] Generating forecast for: PCQ
[2025-12-01T20:44:11.333052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCQ' from 'https://tdm.silogroup.org/data/derivative_storage/PCQ.csv'.
[2025-12-01T20:44:11.344053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCQ'.
[2025-12-01T20:44:11.344408] [INFO ] [FORECASTER] Starting predict_future for PCQ
[2025-12-01T20:44:11.345197] [DEBUG] [LOCAL     ] No optimal features file found for PCQ: ./output/feature-sets/PCQ.txt
[2025-12-01T20:44:11.345248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:11.345293] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:11.345323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:11.345381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:11.400448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:11.401089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:11.401164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:11.401197] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:11.514130] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:11.514276] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:11.514315] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:11.514344] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:11.517681] [DEBUG] [FORECASTER] PCQ: Forecast T+1@11:T+2@11: UP (p=93.74%)
[2025-12-01T20:44:11.517938] [INFO ] [FORECASTER] Completed predict_future for PCQ
[2025-12-01T20:44:11.518053] [INFO ] [sig       ] PCQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:11.654901] [INFO ] [LOCAL     ] Saved forecast: PCQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PCQ.txt
[2025-12-01T20:44:11.655029] [INFO ] [sig       ] [2498/3634] Completed PCQ in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-01T20:44:11.655067] [INFO ] [sig       ] [2499/3634] Forecasting PCRX...
[2025-12-01T20:44:11.655094] [INFO ] [sig       ] Generating forecast for: PCRX
[2025-12-01T20:44:11.655122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCRX' from 'https://tdm.silogroup.org/data/derivative_storage/PCRX.csv'.
[2025-12-01T20:44:11.665798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCRX'.
[2025-12-01T20:44:11.666056] [INFO ] [FORECASTER] Starting predict_future for PCRX
[2025-12-01T20:44:11.666795] [DEBUG] [LOCAL     ] No optimal features file found for PCRX: ./output/feature-sets/PCRX.txt
[2025-12-01T20:44:11.666842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:11.666871] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:11.666896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:11.666949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:11.724398] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:11.725134] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:11.725216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:11.725248] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:11.843336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:11.843477] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:11.843519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:11.843547] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:11.846824] [DEBUG] [FORECASTER] PCRX: Forecast T+1@11:T+2@11: UP (p=75.91%)
[2025-12-01T20:44:11.847080] [INFO ] [FORECASTER] Completed predict_future for PCRX
[2025-12-01T20:44:11.847198] [INFO ] [sig       ] PCRX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:11.987292] [INFO ] [LOCAL     ] Saved forecast: PCRX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PCRX.txt
[2025-12-01T20:44:11.987424] [INFO ] [sig       ] [2499/3634] Completed PCRX in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-01T20:44:11.987461] [INFO ] [sig       ] [2500/3634] Forecasting PCTY...
[2025-12-01T20:44:11.987494] [INFO ] [sig       ] Generating forecast for: PCTY
[2025-12-01T20:44:11.987525] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCTY' from 'https://tdm.silogroup.org/data/derivative_storage/PCTY.csv'.
[2025-12-01T20:44:11.998348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCTY'.
[2025-12-01T20:44:11.998670] [INFO ] [FORECASTER] Starting predict_future for PCTY
[2025-12-01T20:44:11.999409] [DEBUG] [LOCAL     ] No optimal features file found for PCTY: ./output/feature-sets/PCTY.txt
[2025-12-01T20:44:11.999460] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:11.999494] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:11.999524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:11.999600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:12.055093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:12.055796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:12.055874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:12.055907] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:12.175268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:12.175408] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:12.175444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:12.175470] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:12.178703] [DEBUG] [FORECASTER] PCTY: Forecast T+1@11:T+2@11: DOWN (p=38.04%)
[2025-12-01T20:44:12.178961] [INFO ] [FORECASTER] Completed predict_future for PCTY
[2025-12-01T20:44:12.179078] [INFO ] [sig       ] PCTY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:12.316332] [INFO ] [LOCAL     ] Saved forecast: PCTY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PCTY.txt
[2025-12-01T20:44:12.316456] [INFO ] [sig       ] [2500/3634] Completed PCTY in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-01T20:44:12.316491] [INFO ] [sig       ] [2501/3634] Forecasting PCVX...
[2025-12-01T20:44:12.316518] [INFO ] [sig       ] Generating forecast for: PCVX
[2025-12-01T20:44:12.316546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCVX' from 'https://tdm.silogroup.org/data/derivative_storage/PCVX.csv'.
[2025-12-01T20:44:12.327321] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PCVX'.
[2025-12-01T20:44:12.327610] [INFO ] [FORECASTER] Starting predict_future for PCVX
[2025-12-01T20:44:12.328350] [DEBUG] [LOCAL     ] No optimal features file found for PCVX: ./output/feature-sets/PCVX.txt
[2025-12-01T20:44:12.328399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:12.328428] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:12.328454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:12.328509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:12.384034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:12.384711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:12.384787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:12.384818] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:12.509242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:12.509403] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:12.509441] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:12.509468] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:12.512859] [DEBUG] [FORECASTER] PCVX: Forecast T+1@11:T+2@11: UP (p=94.08%)
[2025-12-01T20:44:12.513125] [INFO ] [FORECASTER] Completed predict_future for PCVX
[2025-12-01T20:44:12.513245] [INFO ] [sig       ] PCVX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:44:12.651132] [INFO ] [LOCAL     ] Saved forecast: PCVX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PCVX.txt
[2025-12-01T20:44:12.651257] [INFO ] [sig       ] [2501/3634] Completed PCVX in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-01T20:44:12.651294] [INFO ] [sig       ] [2502/3634] Forecasting PCYO...
[2025-12-01T20:44:12.651328] [INFO ] [sig       ] Generating forecast for: PCYO
[2025-12-01T20:44:12.651358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PCYO' from 'https://tdm.silogroup.org/data/derivative_storage/PCYO.csv'.
[2025-12-01T20:44:12.662907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PCYO'.
[2025-12-01T20:44:12.663231] [INFO ] [FORECASTER] Starting predict_future for PCYO
[2025-12-01T20:44:12.663987] [DEBUG] [LOCAL     ] No optimal features file found for PCYO: ./output/feature-sets/PCYO.txt
[2025-12-01T20:44:12.664036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:12.664067] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:12.664092] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:12.664146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:12.720492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:12.721184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:12.721260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:12.721292] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:12.839955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:12.840099] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:12.840137] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:12.840166] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:12.843461] [DEBUG] [FORECASTER] PCYO: Forecast T+1@11:T+2@11: DOWN (p=2.46%)
[2025-12-01T20:44:12.843740] [INFO ] [FORECASTER] Completed predict_future for PCYO
[2025-12-01T20:44:12.843857] [INFO ] [sig       ] PCYO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:12.981585] [INFO ] [LOCAL     ] Saved forecast: PCYO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PCYO.txt
[2025-12-01T20:44:12.981719] [INFO ] [sig       ] [2502/3634] Completed PCYO in 0.3s | 2.99 sym/s | Total: 13.9m | ETA: 6.3m
[2025-12-01T20:44:12.981757] [INFO ] [sig       ] [2503/3634] Forecasting PD...
[2025-12-01T20:44:12.981785] [INFO ] [sig       ] Generating forecast for: PD
[2025-12-01T20:44:12.981813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PD' from 'https://tdm.silogroup.org/data/derivative_storage/PD.csv'.
[2025-12-01T20:44:12.993183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PD'.
[2025-12-01T20:44:12.993504] [INFO ] [FORECASTER] Starting predict_future for PD
[2025-12-01T20:44:12.994268] [DEBUG] [LOCAL     ] No optimal features file found for PD: ./output/feature-sets/PD.txt
[2025-12-01T20:44:12.994318] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:12.994348] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:12.994373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:12.994428] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:13.050818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:13.051543] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:13.051640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:13.051675] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:13.167351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:13.167500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:13.167546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:13.167614] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:13.170977] [DEBUG] [FORECASTER] PD: Forecast T+1@11:T+2@11: DOWN (p=28.73%)
[2025-12-01T20:44:13.171247] [INFO ] [FORECASTER] Completed predict_future for PD
[2025-12-01T20:44:13.171372] [INFO ] [sig       ] PD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:13.310405] [INFO ] [LOCAL     ] Saved forecast: PD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PD.txt
[2025-12-01T20:44:13.310546] [INFO ] [sig       ] [2503/3634] Completed PD in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-01T20:44:13.310643] [INFO ] [sig       ] [2504/3634] Forecasting PDBC...
[2025-12-01T20:44:13.310688] [INFO ] [sig       ] Generating forecast for: PDBC
[2025-12-01T20:44:13.310722] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDBC' from 'https://tdm.silogroup.org/data/derivative_storage/PDBC.csv'.
[2025-12-01T20:44:13.322226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDBC'.
[2025-12-01T20:44:13.322509] [INFO ] [FORECASTER] Starting predict_future for PDBC
[2025-12-01T20:44:13.323244] [DEBUG] [LOCAL     ] No optimal features file found for PDBC: ./output/feature-sets/PDBC.txt
[2025-12-01T20:44:13.323294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:13.323323] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:13.323348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:13.323402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:13.379749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:13.380489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:13.380606] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:13.380649] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:13.497699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:13.497866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:13.497904] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:13.497931] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:13.501324] [DEBUG] [FORECASTER] PDBC: Forecast T+1@11:T+2@11: DOWN (p=8.97%)
[2025-12-01T20:44:13.501631] [INFO ] [FORECASTER] Completed predict_future for PDBC
[2025-12-01T20:44:13.501756] [INFO ] [sig       ] PDBC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:13.643976] [INFO ] [LOCAL     ] Saved forecast: PDBC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PDBC.txt
[2025-12-01T20:44:13.644142] [INFO ] [sig       ] [2504/3634] Completed PDBC in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-01T20:44:13.644183] [INFO ] [sig       ] [2505/3634] Forecasting PDD...
[2025-12-01T20:44:13.644211] [INFO ] [sig       ] Generating forecast for: PDD
[2025-12-01T20:44:13.644238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDD' from 'https://tdm.silogroup.org/data/derivative_storage/PDD.csv'.
[2025-12-01T20:44:13.655701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDD'.
[2025-12-01T20:44:13.655989] [INFO ] [FORECASTER] Starting predict_future for PDD
[2025-12-01T20:44:13.656726] [DEBUG] [LOCAL     ] No optimal features file found for PDD: ./output/feature-sets/PDD.txt
[2025-12-01T20:44:13.656774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:13.656803] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:13.656829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:13.656883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:13.713759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:13.714455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:13.714533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:13.714569] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:13.834755] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:13.834897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:13.834934] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:13.834976] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:13.838167] [DEBUG] [FORECASTER] PDD: Forecast T+1@11:T+2@11: DOWN (p=48.67%)
[2025-12-01T20:44:13.838452] [INFO ] [FORECASTER] Completed predict_future for PDD
[2025-12-01T20:44:13.838595] [INFO ] [sig       ] PDD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:13.976395] [INFO ] [LOCAL     ] Saved forecast: PDD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PDD.txt
[2025-12-01T20:44:13.976519] [INFO ] [sig       ] [2505/3634] Completed PDD in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-01T20:44:13.976556] [INFO ] [sig       ] [2506/3634] Forecasting PDEX...
[2025-12-01T20:44:13.976608] [INFO ] [sig       ] Generating forecast for: PDEX
[2025-12-01T20:44:13.976638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDEX' from 'https://tdm.silogroup.org/data/derivative_storage/PDEX.csv'.
[2025-12-01T20:44:13.987544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDEX'.
[2025-12-01T20:44:13.987862] [INFO ] [FORECASTER] Starting predict_future for PDEX
[2025-12-01T20:44:13.988692] [DEBUG] [LOCAL     ] No optimal features file found for PDEX: ./output/feature-sets/PDEX.txt
[2025-12-01T20:44:13.988743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:13.988774] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:13.988800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:13.988856] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:14.045869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:14.046642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:14.046749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:14.046781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:14.175336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:14.175490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:14.175529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:14.175557] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:14.178953] [DEBUG] [FORECASTER] PDEX: Forecast T+1@11:T+2@11: UP (p=99.78%)
[2025-12-01T20:44:14.179212] [INFO ] [FORECASTER] Completed predict_future for PDEX
[2025-12-01T20:44:14.179329] [INFO ] [sig       ] PDEX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:14.320202] [INFO ] [LOCAL     ] Saved forecast: PDEX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PDEX.txt
[2025-12-01T20:44:14.320331] [INFO ] [sig       ] [2506/3634] Completed PDEX in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-01T20:44:14.320377] [INFO ] [sig       ] [2507/3634] Forecasting PDFS...
[2025-12-01T20:44:14.320409] [INFO ] [sig       ] Generating forecast for: PDFS
[2025-12-01T20:44:14.320438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDFS' from 'https://tdm.silogroup.org/data/derivative_storage/PDFS.csv'.
[2025-12-01T20:44:14.332329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDFS'.
[2025-12-01T20:44:14.332683] [INFO ] [FORECASTER] Starting predict_future for PDFS
[2025-12-01T20:44:14.333459] [DEBUG] [LOCAL     ] No optimal features file found for PDFS: ./output/feature-sets/PDFS.txt
[2025-12-01T20:44:14.333509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:14.333540] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:14.333566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:14.333644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:14.388752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:14.389370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:14.389446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:14.389491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:14.527168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:14.527321] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:14.527359] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:14.527387] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:14.530805] [DEBUG] [FORECASTER] PDFS: Forecast T+1@11:T+2@11: UP (p=81.14%)
[2025-12-01T20:44:14.531093] [INFO ] [FORECASTER] Completed predict_future for PDFS
[2025-12-01T20:44:14.531218] [INFO ] [sig       ] PDFS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:14.670185] [INFO ] [LOCAL     ] Saved forecast: PDFS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PDFS.txt
[2025-12-01T20:44:14.670329] [INFO ] [sig       ] [2507/3634] Completed PDFS in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-01T20:44:14.670368] [INFO ] [sig       ] [2508/3634] Forecasting PDI...
[2025-12-01T20:44:14.670395] [INFO ] [sig       ] Generating forecast for: PDI
[2025-12-01T20:44:14.670423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDI' from 'https://tdm.silogroup.org/data/derivative_storage/PDI.csv'.
[2025-12-01T20:44:14.681503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDI'.
[2025-12-01T20:44:14.681819] [INFO ] [FORECASTER] Starting predict_future for PDI
[2025-12-01T20:44:14.682539] [DEBUG] [LOCAL     ] No optimal features file found for PDI: ./output/feature-sets/PDI.txt
[2025-12-01T20:44:14.682608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:14.682640] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:14.682665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:14.682719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:14.738226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:14.739096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:14.739178] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:14.739209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:14.854240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:14.854387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:14.854425] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:14.854452] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:14.857674] [DEBUG] [FORECASTER] PDI: Forecast T+1@11:T+2@11: UP (p=72.76%)
[2025-12-01T20:44:14.857938] [INFO ] [FORECASTER] Completed predict_future for PDI
[2025-12-01T20:44:14.858057] [INFO ] [sig       ] PDI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:14.998563] [INFO ] [LOCAL     ] Saved forecast: PDI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PDI.txt
[2025-12-01T20:44:14.998715] [INFO ] [sig       ] [2508/3634] Completed PDI in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-01T20:44:14.998752] [INFO ] [sig       ] [2509/3634] Forecasting PDLB...
[2025-12-01T20:44:14.998781] [INFO ] [sig       ] Generating forecast for: PDLB
[2025-12-01T20:44:14.998810] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDLB' from 'https://tdm.silogroup.org/data/derivative_storage/PDLB.csv'.
[2025-12-01T20:44:15.010137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDLB'.
[2025-12-01T20:44:15.010429] [INFO ] [FORECASTER] Starting predict_future for PDLB
[2025-12-01T20:44:15.011200] [DEBUG] [LOCAL     ] No optimal features file found for PDLB: ./output/feature-sets/PDLB.txt
[2025-12-01T20:44:15.011248] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:15.011278] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:15.011316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:15.011371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:15.065375] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:15.065977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:15.066054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:15.066085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:15.184268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:15.184418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:15.184455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:15.184482] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:15.187722] [DEBUG] [FORECASTER] PDLB: Forecast T+1@11:T+2@11: DOWN (p=14.26%)
[2025-12-01T20:44:15.187978] [INFO ] [FORECASTER] Completed predict_future for PDLB
[2025-12-01T20:44:15.188096] [INFO ] [sig       ] PDLB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:15.328481] [INFO ] [LOCAL     ] Saved forecast: PDLB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PDLB.txt
[2025-12-01T20:44:15.328687] [INFO ] [sig       ] [2509/3634] Completed PDLB in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-01T20:44:15.328729] [INFO ] [sig       ] [2510/3634] Forecasting PDM...
[2025-12-01T20:44:15.328756] [INFO ] [sig       ] Generating forecast for: PDM
[2025-12-01T20:44:15.328785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDM' from 'https://tdm.silogroup.org/data/derivative_storage/PDM.csv'.
[2025-12-01T20:44:15.340874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDM'.
[2025-12-01T20:44:15.341279] [INFO ] [FORECASTER] Starting predict_future for PDM
[2025-12-01T20:44:15.342158] [DEBUG] [LOCAL     ] No optimal features file found for PDM: ./output/feature-sets/PDM.txt
[2025-12-01T20:44:15.342211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:15.342243] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:15.342270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:15.342325] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:15.399886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:15.400832] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:15.400919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:15.400951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:15.522658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:15.522809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:15.522848] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:15.522877] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:15.526205] [DEBUG] [FORECASTER] PDM: Forecast T+1@11:T+2@11: UP (p=76.04%)
[2025-12-01T20:44:15.526475] [INFO ] [FORECASTER] Completed predict_future for PDM
[2025-12-01T20:44:15.526615] [INFO ] [sig       ] PDM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:15.666295] [INFO ] [LOCAL     ] Saved forecast: PDM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PDM.txt
[2025-12-01T20:44:15.666422] [INFO ] [sig       ] [2510/3634] Completed PDM in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-01T20:44:15.666459] [INFO ] [sig       ] [2511/3634] Forecasting PDO...
[2025-12-01T20:44:15.666487] [INFO ] [sig       ] Generating forecast for: PDO
[2025-12-01T20:44:15.666515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDO' from 'https://tdm.silogroup.org/data/derivative_storage/PDO.csv'.
[2025-12-01T20:44:15.677799] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDO'.
[2025-12-01T20:44:15.678112] [INFO ] [FORECASTER] Starting predict_future for PDO
[2025-12-01T20:44:15.678953] [DEBUG] [LOCAL     ] No optimal features file found for PDO: ./output/feature-sets/PDO.txt
[2025-12-01T20:44:15.679004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:15.679035] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:15.679061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:15.679117] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:15.738357] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:15.739021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:15.739108] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:15.739145] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:15.856407] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:15.856546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:15.856602] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:15.856634] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:15.860081] [DEBUG] [FORECASTER] PDO: Forecast T+1@11:T+2@11: DOWN (p=46.67%)
[2025-12-01T20:44:15.860361] [INFO ] [FORECASTER] Completed predict_future for PDO
[2025-12-01T20:44:15.860484] [INFO ] [sig       ] PDO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:15.998396] [INFO ] [LOCAL     ] Saved forecast: PDO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PDO.txt
[2025-12-01T20:44:15.998529] [INFO ] [sig       ] [2511/3634] Completed PDO in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-01T20:44:15.998567] [INFO ] [sig       ] [2512/3634] Forecasting PDP...
[2025-12-01T20:44:15.998613] [INFO ] [sig       ] Generating forecast for: PDP
[2025-12-01T20:44:15.998642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDP' from 'https://tdm.silogroup.org/data/derivative_storage/PDP.csv'.
[2025-12-01T20:44:16.010307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDP'.
[2025-12-01T20:44:16.010626] [INFO ] [FORECASTER] Starting predict_future for PDP
[2025-12-01T20:44:16.011352] [DEBUG] [LOCAL     ] No optimal features file found for PDP: ./output/feature-sets/PDP.txt
[2025-12-01T20:44:16.011400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:16.011430] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:16.011455] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:16.011509] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:16.066956] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:16.067591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:16.067673] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:16.067706] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:16.178707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:16.178853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:16.178888] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:16.178916] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:16.182131] [DEBUG] [FORECASTER] PDP: Forecast T+1@11:T+2@11: UP (p=73.34%)
[2025-12-01T20:44:16.182390] [INFO ] [FORECASTER] Completed predict_future for PDP
[2025-12-01T20:44:16.182509] [INFO ] [sig       ] PDP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:16.326912] [INFO ] [LOCAL     ] Saved forecast: PDP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PDP.txt
[2025-12-01T20:44:16.327063] [INFO ] [sig       ] [2512/3634] Completed PDP in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-01T20:44:16.327112] [INFO ] [sig       ] [2513/3634] Forecasting PDS...
[2025-12-01T20:44:16.327145] [INFO ] [sig       ] Generating forecast for: PDS
[2025-12-01T20:44:16.327174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDS' from 'https://tdm.silogroup.org/data/derivative_storage/PDS.csv'.
[2025-12-01T20:44:16.338599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDS'.
[2025-12-01T20:44:16.338935] [INFO ] [FORECASTER] Starting predict_future for PDS
[2025-12-01T20:44:16.339784] [DEBUG] [LOCAL     ] No optimal features file found for PDS: ./output/feature-sets/PDS.txt
[2025-12-01T20:44:16.339836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:16.339896] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:16.339931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:16.340024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:16.398876] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:16.399643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:16.399723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:16.399754] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:16.516454] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:16.516618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:16.516657] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:16.516684] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:16.519910] [DEBUG] [FORECASTER] PDS: Forecast T+1@11:T+2@11: UP (p=90.47%)
[2025-12-01T20:44:16.520167] [INFO ] [FORECASTER] Completed predict_future for PDS
[2025-12-01T20:44:16.520285] [INFO ] [sig       ] PDS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:16.656424] [INFO ] [LOCAL     ] Saved forecast: PDS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PDS.txt
[2025-12-01T20:44:16.656557] [INFO ] [sig       ] [2513/3634] Completed PDS in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.3m
[2025-12-01T20:44:16.656617] [INFO ] [sig       ] [2514/3634] Forecasting PDX...
[2025-12-01T20:44:16.656648] [INFO ] [sig       ] Generating forecast for: PDX
[2025-12-01T20:44:16.656679] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDX' from 'https://tdm.silogroup.org/data/derivative_storage/PDX.csv'.
[2025-12-01T20:44:16.667363] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDX'.
[2025-12-01T20:44:16.667737] [INFO ] [FORECASTER] Starting predict_future for PDX
[2025-12-01T20:44:16.668501] [DEBUG] [LOCAL     ] No optimal features file found for PDX: ./output/feature-sets/PDX.txt
[2025-12-01T20:44:16.668550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:16.668608] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:16.668640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:16.668706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:16.723677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:16.724468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:16.724551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:16.724603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:16.842230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:16.842372] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:16.842408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:16.842435] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:16.845643] [DEBUG] [FORECASTER] PDX: Forecast T+1@11:T+2@11: DOWN (p=37.97%)
[2025-12-01T20:44:16.845936] [INFO ] [FORECASTER] Completed predict_future for PDX
[2025-12-01T20:44:16.846061] [INFO ] [sig       ] PDX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:16.999278] [INFO ] [LOCAL     ] Saved forecast: PDX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PDX.txt
[2025-12-01T20:44:16.999481] [INFO ] [sig       ] [2514/3634] Completed PDX in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-01T20:44:16.999543] [INFO ] [sig       ] [2515/3634] Forecasting PDYN...
[2025-12-01T20:44:16.999605] [INFO ] [sig       ] Generating forecast for: PDYN
[2025-12-01T20:44:16.999647] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PDYN' from 'https://tdm.silogroup.org/data/derivative_storage/PDYN.csv'.
[2025-12-01T20:44:17.011020] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PDYN'.
[2025-12-01T20:44:17.011339] [INFO ] [FORECASTER] Starting predict_future for PDYN
[2025-12-01T20:44:17.012114] [DEBUG] [LOCAL     ] No optimal features file found for PDYN: ./output/feature-sets/PDYN.txt
[2025-12-01T20:44:17.012166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:17.012198] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:17.012224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:17.012281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:17.069162] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:17.069870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:17.069949] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:17.069981] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:17.187743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:17.187913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:17.187955] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:17.187983] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:17.191292] [DEBUG] [FORECASTER] PDYN: Forecast T+1@11:T+2@11: UP (p=75.82%)
[2025-12-01T20:44:17.191555] [INFO ] [FORECASTER] Completed predict_future for PDYN
[2025-12-01T20:44:17.191699] [INFO ] [sig       ] PDYN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:17.328830] [INFO ] [LOCAL     ] Saved forecast: PDYN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PDYN.txt
[2025-12-01T20:44:17.328959] [INFO ] [sig       ] [2515/3634] Completed PDYN in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-01T20:44:17.328997] [INFO ] [sig       ] [2516/3634] Forecasting PEB...
[2025-12-01T20:44:17.329024] [INFO ] [sig       ] Generating forecast for: PEB
[2025-12-01T20:44:17.329053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEB' from 'https://tdm.silogroup.org/data/derivative_storage/PEB.csv'.
[2025-12-01T20:44:17.339857] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PEB'.
[2025-12-01T20:44:17.340134] [INFO ] [FORECASTER] Starting predict_future for PEB
[2025-12-01T20:44:17.340879] [DEBUG] [LOCAL     ] No optimal features file found for PEB: ./output/feature-sets/PEB.txt
[2025-12-01T20:44:17.340928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:17.340957] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:17.340983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:17.341041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:17.395688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:17.396342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:17.396418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:17.396449] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:17.516140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:17.516283] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:17.516319] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:17.516376] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:17.519699] [DEBUG] [FORECASTER] PEB: Forecast T+1@11:T+2@11: DOWN (p=24.37%)
[2025-12-01T20:44:17.520011] [INFO ] [FORECASTER] Completed predict_future for PEB
[2025-12-01T20:44:17.520156] [INFO ] [sig       ] PEB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:17.666491] [INFO ] [LOCAL     ] Saved forecast: PEB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PEB.txt
[2025-12-01T20:44:17.666637] [INFO ] [sig       ] [2516/3634] Completed PEB in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-01T20:44:17.666677] [INFO ] [sig       ] [2517/3634] Forecasting PEBK...
[2025-12-01T20:44:17.666704] [INFO ] [sig       ] Generating forecast for: PEBK
[2025-12-01T20:44:17.666732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBK' from 'https://tdm.silogroup.org/data/derivative_storage/PEBK.csv'.
[2025-12-01T20:44:17.675900] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PEBK'.
[2025-12-01T20:44:17.676139] [INFO ] [FORECASTER] Starting predict_future for PEBK
[2025-12-01T20:44:17.676878] [DEBUG] [LOCAL     ] No optimal features file found for PEBK: ./output/feature-sets/PEBK.txt
[2025-12-01T20:44:17.676926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:17.676956] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:17.676980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:17.677034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:17.734978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:17.735674] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:17.735752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:17.735784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:17.831502] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:17.831671] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:17.831708] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:17.831734] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:17.835004] [DEBUG] [FORECASTER] PEBK: Forecast T+1@11:T+2@11: DOWN (p=17.12%)
[2025-12-01T20:44:17.835271] [INFO ] [FORECASTER] Completed predict_future for PEBK
[2025-12-01T20:44:17.835400] [INFO ] [sig       ] PEBK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:17.975640] [INFO ] [LOCAL     ] Saved forecast: PEBK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PEBK.txt
[2025-12-01T20:44:17.975768] [INFO ] [sig       ] [2517/3634] Completed PEBK in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-01T20:44:17.975807] [INFO ] [sig       ] [2518/3634] Forecasting PEBO...
[2025-12-01T20:44:17.975834] [INFO ] [sig       ] Generating forecast for: PEBO
[2025-12-01T20:44:17.975862] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEBO' from 'https://tdm.silogroup.org/data/derivative_storage/PEBO.csv'.
[2025-12-01T20:44:17.986534] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PEBO'.
[2025-12-01T20:44:17.986809] [INFO ] [FORECASTER] Starting predict_future for PEBO
[2025-12-01T20:44:17.987530] [DEBUG] [LOCAL     ] No optimal features file found for PEBO: ./output/feature-sets/PEBO.txt
[2025-12-01T20:44:17.987598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:17.987630] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:17.987656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:17.987711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:18.044756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:18.045490] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:18.045567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:18.045625] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:18.162240] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:18.162401] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:18.162439] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:18.162467] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:18.165671] [DEBUG] [FORECASTER] PEBO: Forecast T+1@11:T+2@11: UP (p=77.13%)
[2025-12-01T20:44:18.165927] [INFO ] [FORECASTER] Completed predict_future for PEBO
[2025-12-01T20:44:18.166044] [INFO ] [sig       ] PEBO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:44:18.309893] [INFO ] [LOCAL     ] Saved forecast: PEBO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PEBO.txt
[2025-12-01T20:44:18.310028] [INFO ] [sig       ] [2518/3634] Completed PEBO in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-01T20:44:18.310068] [INFO ] [sig       ] [2519/3634] Forecasting PECO...
[2025-12-01T20:44:18.310096] [INFO ] [sig       ] Generating forecast for: PECO
[2025-12-01T20:44:18.310125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PECO' from 'https://tdm.silogroup.org/data/derivative_storage/PECO.csv'.
[2025-12-01T20:44:18.321064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PECO'.
[2025-12-01T20:44:18.321359] [INFO ] [FORECASTER] Starting predict_future for PECO
[2025-12-01T20:44:18.322125] [DEBUG] [LOCAL     ] No optimal features file found for PECO: ./output/feature-sets/PECO.txt
[2025-12-01T20:44:18.322175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:18.322206] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:18.322232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:18.322287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:18.379556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:18.380306] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:18.380385] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:18.380417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:18.500169] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:18.500312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:18.500350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:18.500376] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:18.503742] [DEBUG] [FORECASTER] PECO: Forecast T+1@11:T+2@11: UP (p=73.54%)
[2025-12-01T20:44:18.504046] [INFO ] [FORECASTER] Completed predict_future for PECO
[2025-12-01T20:44:18.504175] [INFO ] [sig       ] PECO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:18.652469] [INFO ] [LOCAL     ] Saved forecast: PECO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PECO.txt
[2025-12-01T20:44:18.652634] [INFO ] [sig       ] [2519/3634] Completed PECO in 0.3s | 2.99 sym/s | Total: 14.0m | ETA: 6.2m
[2025-12-01T20:44:18.652675] [INFO ] [sig       ] [2520/3634] Forecasting PEG...
[2025-12-01T20:44:18.652705] [INFO ] [sig       ] Generating forecast for: PEG
[2025-12-01T20:44:18.652734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEG' from 'https://tdm.silogroup.org/data/derivative_storage/PEG.csv'.
[2025-12-01T20:44:18.663539] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEG'.
[2025-12-01T20:44:18.663850] [INFO ] [FORECASTER] Starting predict_future for PEG
[2025-12-01T20:44:18.664607] [DEBUG] [LOCAL     ] No optimal features file found for PEG: ./output/feature-sets/PEG.txt
[2025-12-01T20:44:18.664661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:18.664693] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:18.664720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:18.664775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:18.722338] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:18.723055] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:18.723134] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:18.723166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:18.841814] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:18.841955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:18.841991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:18.842017] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:18.845237] [DEBUG] [FORECASTER] PEG: Forecast T+1@11:T+2@11: UP (p=71.74%)
[2025-12-01T20:44:18.845494] [INFO ] [FORECASTER] Completed predict_future for PEG
[2025-12-01T20:44:18.845630] [INFO ] [sig       ] PEG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:18.986232] [INFO ] [LOCAL     ] Saved forecast: PEG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PEG.txt
[2025-12-01T20:44:18.986361] [INFO ] [sig       ] [2520/3634] Completed PEG in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-01T20:44:18.986398] [INFO ] [sig       ] [2521/3634] Forecasting PEGA...
[2025-12-01T20:44:18.986426] [INFO ] [sig       ] Generating forecast for: PEGA
[2025-12-01T20:44:18.986454] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEGA' from 'https://tdm.silogroup.org/data/derivative_storage/PEGA.csv'.
[2025-12-01T20:44:18.997126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEGA'.
[2025-12-01T20:44:18.997457] [INFO ] [FORECASTER] Starting predict_future for PEGA
[2025-12-01T20:44:18.998234] [DEBUG] [LOCAL     ] No optimal features file found for PEGA: ./output/feature-sets/PEGA.txt
[2025-12-01T20:44:18.998284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:18.998340] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:18.998369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:18.998425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:19.056293] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:19.057022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:19.057100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:19.057132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:19.178373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:19.178532] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:19.178585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:19.178616] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:19.182000] [DEBUG] [FORECASTER] PEGA: Forecast T+1@11:T+2@11: DOWN (p=34.04%)
[2025-12-01T20:44:19.182298] [INFO ] [FORECASTER] Completed predict_future for PEGA
[2025-12-01T20:44:19.182429] [INFO ] [sig       ] PEGA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:19.323133] [INFO ] [LOCAL     ] Saved forecast: PEGA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PEGA.txt
[2025-12-01T20:44:19.323305] [INFO ] [sig       ] [2521/3634] Completed PEGA in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-01T20:44:19.323346] [INFO ] [sig       ] [2522/3634] Forecasting PEN...
[2025-12-01T20:44:19.323374] [INFO ] [sig       ] Generating forecast for: PEN
[2025-12-01T20:44:19.323403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEN' from 'https://tdm.silogroup.org/data/derivative_storage/PEN.csv'.
[2025-12-01T20:44:19.334894] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEN'.
[2025-12-01T20:44:19.335184] [INFO ] [FORECASTER] Starting predict_future for PEN
[2025-12-01T20:44:19.335966] [DEBUG] [LOCAL     ] No optimal features file found for PEN: ./output/feature-sets/PEN.txt
[2025-12-01T20:44:19.336016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:19.336057] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:19.336084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:19.336138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:19.391159] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:19.391787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:19.391875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:19.391908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:19.509180] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:19.509339] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:19.509380] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:19.509407] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:19.512696] [DEBUG] [FORECASTER] PEN: Forecast T+1@11:T+2@11: DOWN (p=8.97%)
[2025-12-01T20:44:19.512954] [INFO ] [FORECASTER] Completed predict_future for PEN
[2025-12-01T20:44:19.513071] [INFO ] [sig       ] PEN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:19.651011] [INFO ] [LOCAL     ] Saved forecast: PEN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PEN.txt
[2025-12-01T20:44:19.651139] [INFO ] [sig       ] [2522/3634] Completed PEN in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-01T20:44:19.651176] [INFO ] [sig       ] [2523/3634] Forecasting PENN...
[2025-12-01T20:44:19.651203] [INFO ] [sig       ] Generating forecast for: PENN
[2025-12-01T20:44:19.651231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PENN' from 'https://tdm.silogroup.org/data/derivative_storage/PENN.csv'.
[2025-12-01T20:44:19.662836] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PENN'.
[2025-12-01T20:44:19.663101] [INFO ] [FORECASTER] Starting predict_future for PENN
[2025-12-01T20:44:19.663842] [DEBUG] [LOCAL     ] No optimal features file found for PENN: ./output/feature-sets/PENN.txt
[2025-12-01T20:44:19.663890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:19.663920] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:19.663945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:19.663999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:19.721186] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:19.721841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:19.721944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:19.721978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:19.844250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:19.844399] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:19.844439] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:19.844469] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:19.847834] [DEBUG] [FORECASTER] PENN: Forecast T+1@11:T+2@11: DOWN (p=3.40%)
[2025-12-01T20:44:19.848094] [INFO ] [FORECASTER] Completed predict_future for PENN
[2025-12-01T20:44:19.848213] [INFO ] [sig       ] PENN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:19.990557] [INFO ] [LOCAL     ] Saved forecast: PENN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PENN.txt
[2025-12-01T20:44:19.990758] [INFO ] [sig       ] [2523/3634] Completed PENN in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-01T20:44:19.990797] [INFO ] [sig       ] [2524/3634] Forecasting PEO...
[2025-12-01T20:44:19.990825] [INFO ] [sig       ] Generating forecast for: PEO
[2025-12-01T20:44:19.990854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEO' from 'https://tdm.silogroup.org/data/derivative_storage/PEO.csv'.
[2025-12-01T20:44:20.002047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEO'.
[2025-12-01T20:44:20.002456] [INFO ] [FORECASTER] Starting predict_future for PEO
[2025-12-01T20:44:20.003220] [DEBUG] [LOCAL     ] No optimal features file found for PEO: ./output/feature-sets/PEO.txt
[2025-12-01T20:44:20.003269] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:20.003299] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:20.003325] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:20.003379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:20.060606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:20.061421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:20.061501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:20.061534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:20.193920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:20.194073] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:20.194111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:20.194140] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:20.197460] [DEBUG] [FORECASTER] PEO: Forecast T+1@11:T+2@11: DOWN (p=11.90%)
[2025-12-01T20:44:20.197744] [INFO ] [FORECASTER] Completed predict_future for PEO
[2025-12-01T20:44:20.197865] [INFO ] [sig       ] PEO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:20.335778] [INFO ] [LOCAL     ] Saved forecast: PEO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PEO.txt
[2025-12-01T20:44:20.335904] [INFO ] [sig       ] [2524/3634] Completed PEO in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-01T20:44:20.335940] [INFO ] [sig       ] [2525/3634] Forecasting PEP...
[2025-12-01T20:44:20.335967] [INFO ] [sig       ] Generating forecast for: PEP
[2025-12-01T20:44:20.335995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEP' from 'https://tdm.silogroup.org/data/derivative_storage/PEP.csv'.
[2025-12-01T20:44:20.347084] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PEP'.
[2025-12-01T20:44:20.347372] [INFO ] [FORECASTER] Starting predict_future for PEP
[2025-12-01T20:44:20.348115] [DEBUG] [LOCAL     ] No optimal features file found for PEP: ./output/feature-sets/PEP.txt
[2025-12-01T20:44:20.348164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:20.348194] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:20.348220] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:20.348273] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:20.403747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:20.404348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:20.404423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:20.404454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:20.523843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:20.523994] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:20.524031] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:20.524058] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:20.527273] [DEBUG] [FORECASTER] PEP: Forecast T+1@11:T+2@11: DOWN (p=2.40%)
[2025-12-01T20:44:20.527532] [INFO ] [FORECASTER] Completed predict_future for PEP
[2025-12-01T20:44:20.527742] [INFO ] [sig       ] PEP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:20.667566] [INFO ] [LOCAL     ] Saved forecast: PEP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PEP.txt
[2025-12-01T20:44:20.667717] [INFO ] [sig       ] [2525/3634] Completed PEP in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-01T20:44:20.667761] [INFO ] [sig       ] [2526/3634] Forecasting PEPG...
[2025-12-01T20:44:20.667791] [INFO ] [sig       ] Generating forecast for: PEPG
[2025-12-01T20:44:20.667819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEPG' from 'https://tdm.silogroup.org/data/derivative_storage/PEPG.csv'.
[2025-12-01T20:44:20.678849] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEPG'.
[2025-12-01T20:44:20.679132] [INFO ] [FORECASTER] Starting predict_future for PEPG
[2025-12-01T20:44:20.679887] [DEBUG] [LOCAL     ] No optimal features file found for PEPG: ./output/feature-sets/PEPG.txt
[2025-12-01T20:44:20.679936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:20.679966] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:20.679991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:20.680046] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:20.734794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:20.735426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:20.735499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:20.735530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:20.851149] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:20.851314] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:20.851361] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:20.851390] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:20.854693] [DEBUG] [FORECASTER] PEPG: Forecast T+1@11:T+2@11: DOWN (p=23.30%)
[2025-12-01T20:44:20.854957] [INFO ] [FORECASTER] Completed predict_future for PEPG
[2025-12-01T20:44:20.855080] [INFO ] [sig       ] PEPG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:21.002557] [INFO ] [LOCAL     ] Saved forecast: PEPG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PEPG.txt
[2025-12-01T20:44:21.002839] [INFO ] [sig       ] [2526/3634] Completed PEPG in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-01T20:44:21.002902] [INFO ] [sig       ] [2527/3634] Forecasting PERF...
[2025-12-01T20:44:21.002951] [INFO ] [sig       ] Generating forecast for: PERF
[2025-12-01T20:44:21.002998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERF' from 'https://tdm.silogroup.org/data/derivative_storage/PERF.csv'.
[2025-12-01T20:44:21.015508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERF'.
[2025-12-01T20:44:21.015922] [INFO ] [FORECASTER] Starting predict_future for PERF
[2025-12-01T20:44:21.016711] [DEBUG] [LOCAL     ] No optimal features file found for PERF: ./output/feature-sets/PERF.txt
[2025-12-01T20:44:21.016762] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:21.016792] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:21.016816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:21.016871] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:21.073565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:21.074418] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:21.074499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:21.074532] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:21.201770] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:21.201921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:21.201960] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:21.201987] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:21.205324] [DEBUG] [FORECASTER] PERF: Forecast T+1@11:T+2@11: UP (p=68.99%)
[2025-12-01T20:44:21.205618] [INFO ] [FORECASTER] Completed predict_future for PERF
[2025-12-01T20:44:21.205760] [INFO ] [sig       ] PERF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:21.346086] [INFO ] [LOCAL     ] Saved forecast: PERF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PERF.txt
[2025-12-01T20:44:21.346223] [INFO ] [sig       ] [2527/3634] Completed PERF in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-01T20:44:21.346261] [INFO ] [sig       ] [2528/3634] Forecasting PERI...
[2025-12-01T20:44:21.346288] [INFO ] [sig       ] Generating forecast for: PERI
[2025-12-01T20:44:21.346316] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PERI' from 'https://tdm.silogroup.org/data/derivative_storage/PERI.csv'.
[2025-12-01T20:44:21.357589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PERI'.
[2025-12-01T20:44:21.357867] [INFO ] [FORECASTER] Starting predict_future for PERI
[2025-12-01T20:44:21.358638] [DEBUG] [LOCAL     ] No optimal features file found for PERI: ./output/feature-sets/PERI.txt
[2025-12-01T20:44:21.358688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:21.358718] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:21.358744] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:21.358798] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:21.415093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:21.415732] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:21.415810] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:21.415841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:21.534199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:21.534346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:21.534384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:21.534411] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:21.537644] [DEBUG] [FORECASTER] PERI: Forecast T+1@11:T+2@11: DOWN (p=7.23%)
[2025-12-01T20:44:21.537901] [INFO ] [FORECASTER] Completed predict_future for PERI
[2025-12-01T20:44:21.538018] [INFO ] [sig       ] PERI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:21.682778] [INFO ] [LOCAL     ] Saved forecast: PERI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PERI.txt
[2025-12-01T20:44:21.682907] [INFO ] [sig       ] [2528/3634] Completed PERI in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-01T20:44:21.682944] [INFO ] [sig       ] [2529/3634] Forecasting PESI...
[2025-12-01T20:44:21.682971] [INFO ] [sig       ] Generating forecast for: PESI
[2025-12-01T20:44:21.682998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PESI' from 'https://tdm.silogroup.org/data/derivative_storage/PESI.csv'.
[2025-12-01T20:44:21.694029] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PESI'.
[2025-12-01T20:44:21.694282] [INFO ] [FORECASTER] Starting predict_future for PESI
[2025-12-01T20:44:21.695025] [DEBUG] [LOCAL     ] No optimal features file found for PESI: ./output/feature-sets/PESI.txt
[2025-12-01T20:44:21.695074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:21.695105] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:21.695131] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:21.695184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:21.751090] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:21.751833] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:21.751923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:21.751955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:21.875481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:21.875641] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:21.875699] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:21.875730] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:21.879082] [DEBUG] [FORECASTER] PESI: Forecast T+1@11:T+2@11: DOWN (p=35.43%)
[2025-12-01T20:44:21.879344] [INFO ] [FORECASTER] Completed predict_future for PESI
[2025-12-01T20:44:21.879466] [INFO ] [sig       ] PESI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:22.021108] [INFO ] [LOCAL     ] Saved forecast: PESI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PESI.txt
[2025-12-01T20:44:22.021232] [INFO ] [sig       ] [2529/3634] Completed PESI in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-01T20:44:22.021268] [INFO ] [sig       ] [2530/3634] Forecasting PETS...
[2025-12-01T20:44:22.021297] [INFO ] [sig       ] Generating forecast for: PETS
[2025-12-01T20:44:22.021324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PETS' from 'https://tdm.silogroup.org/data/derivative_storage/PETS.csv'.
[2025-12-01T20:44:22.031983] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PETS'.
[2025-12-01T20:44:22.032261] [INFO ] [FORECASTER] Starting predict_future for PETS
[2025-12-01T20:44:22.033006] [DEBUG] [LOCAL     ] No optimal features file found for PETS: ./output/feature-sets/PETS.txt
[2025-12-01T20:44:22.033062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:22.033119] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:22.033146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:22.033201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:22.091047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:22.091721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:22.091803] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:22.091835] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:22.217925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:22.218097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:22.218152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:22.218196] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:22.222959] [DEBUG] [FORECASTER] PETS: Forecast T+1@11:T+2@11: DOWN (p=2.35%)
[2025-12-01T20:44:22.223315] [INFO ] [FORECASTER] Completed predict_future for PETS
[2025-12-01T20:44:22.223474] [INFO ] [sig       ] PETS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:22.370777] [INFO ] [LOCAL     ] Saved forecast: PETS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PETS.txt
[2025-12-01T20:44:22.370928] [INFO ] [sig       ] [2530/3634] Completed PETS in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.2m
[2025-12-01T20:44:22.370967] [INFO ] [sig       ] [2531/3634] Forecasting PEY...
[2025-12-01T20:44:22.370994] [INFO ] [sig       ] Generating forecast for: PEY
[2025-12-01T20:44:22.371022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PEY' from 'https://tdm.silogroup.org/data/derivative_storage/PEY.csv'.
[2025-12-01T20:44:22.382117] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PEY'.
[2025-12-01T20:44:22.382444] [INFO ] [FORECASTER] Starting predict_future for PEY
[2025-12-01T20:44:22.383193] [DEBUG] [LOCAL     ] No optimal features file found for PEY: ./output/feature-sets/PEY.txt
[2025-12-01T20:44:22.383242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:22.383271] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:22.383297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:22.383350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:22.438388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:22.439238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:22.439337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:22.439370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:22.559007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:22.559181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:22.559245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:22.559296] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:22.564246] [DEBUG] [FORECASTER] PEY: Forecast T+1@11:T+2@11: UP (p=66.32%)
[2025-12-01T20:44:22.564626] [INFO ] [FORECASTER] Completed predict_future for PEY
[2025-12-01T20:44:22.564780] [INFO ] [sig       ] PEY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:22.710427] [INFO ] [LOCAL     ] Saved forecast: PEY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PEY.txt
[2025-12-01T20:44:22.710593] [INFO ] [sig       ] [2531/3634] Completed PEY in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-01T20:44:22.710634] [INFO ] [sig       ] [2532/3634] Forecasting PFBC...
[2025-12-01T20:44:22.710662] [INFO ] [sig       ] Generating forecast for: PFBC
[2025-12-01T20:44:22.710695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFBC' from 'https://tdm.silogroup.org/data/derivative_storage/PFBC.csv'.
[2025-12-01T20:44:22.724091] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFBC'.
[2025-12-01T20:44:22.724502] [INFO ] [FORECASTER] Starting predict_future for PFBC
[2025-12-01T20:44:22.725408] [DEBUG] [LOCAL     ] No optimal features file found for PFBC: ./output/feature-sets/PFBC.txt
[2025-12-01T20:44:22.725463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:22.725498] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:22.725527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:22.725622] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:22.809452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:22.810564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:22.810694] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:22.810743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:22.973811] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:22.973994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:22.974060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:22.974112] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:22.979168] [DEBUG] [FORECASTER] PFBC: Forecast T+1@11:T+2@11: UP (p=55.19%)
[2025-12-01T20:44:22.979653] [INFO ] [FORECASTER] Completed predict_future for PFBC
[2025-12-01T20:44:22.979846] [INFO ] [sig       ] PFBC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:23.194846] [INFO ] [LOCAL     ] Saved forecast: PFBC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PFBC.txt
[2025-12-01T20:44:23.195068] [INFO ] [sig       ] [2532/3634] Completed PFBC in 0.5s | 2.99 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-01T20:44:23.195122] [INFO ] [sig       ] [2533/3634] Forecasting PFD...
[2025-12-01T20:44:23.195162] [INFO ] [sig       ] Generating forecast for: PFD
[2025-12-01T20:44:23.195202] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFD' from 'https://tdm.silogroup.org/data/derivative_storage/PFD.csv'.
[2025-12-01T20:44:23.212751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFD'.
[2025-12-01T20:44:23.213253] [INFO ] [FORECASTER] Starting predict_future for PFD
[2025-12-01T20:44:23.214338] [DEBUG] [LOCAL     ] No optimal features file found for PFD: ./output/feature-sets/PFD.txt
[2025-12-01T20:44:23.214404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:23.214461] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:23.214497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:23.214606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:23.300000] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:23.301083] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:23.301191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:23.301222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:23.443539] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:23.443717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:23.443756] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:23.443821] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:23.448406] [DEBUG] [FORECASTER] PFD: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2025-12-01T20:44:23.448807] [INFO ] [FORECASTER] Completed predict_future for PFD
[2025-12-01T20:44:23.448957] [INFO ] [sig       ] PFD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:23.626313] [INFO ] [LOCAL     ] Saved forecast: PFD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PFD.txt
[2025-12-01T20:44:23.626474] [INFO ] [sig       ] [2533/3634] Completed PFD in 0.4s | 2.99 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-01T20:44:23.626513] [INFO ] [sig       ] [2534/3634] Forecasting PFE...
[2025-12-01T20:44:23.626540] [INFO ] [sig       ] Generating forecast for: PFE
[2025-12-01T20:44:23.626586] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFE' from 'https://tdm.silogroup.org/data/derivative_storage/PFE.csv'.
[2025-12-01T20:44:23.639784] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PFE'.
[2025-12-01T20:44:23.640240] [INFO ] [FORECASTER] Starting predict_future for PFE
[2025-12-01T20:44:23.641317] [DEBUG] [LOCAL     ] No optimal features file found for PFE: ./output/feature-sets/PFE.txt
[2025-12-01T20:44:23.641383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:23.641425] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:23.641467] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:23.641556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:23.720099] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:23.721192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:23.721303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:23.721351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:23.871910] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:23.872072] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:23.872112] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:23.872140] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:23.875854] [DEBUG] [FORECASTER] PFE: Forecast T+1@11:T+2@11: UP (p=75.04%)
[2025-12-01T20:44:23.876228] [INFO ] [FORECASTER] Completed predict_future for PFE
[2025-12-01T20:44:23.876384] [INFO ] [sig       ] PFE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:44:24.022102] [INFO ] [LOCAL     ] Saved forecast: PFE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PFE.txt
[2025-12-01T20:44:24.022269] [INFO ] [sig       ] [2534/3634] Completed PFE in 0.4s | 2.99 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-01T20:44:24.022308] [INFO ] [sig       ] [2535/3634] Forecasting PFF...
[2025-12-01T20:44:24.022336] [INFO ] [sig       ] Generating forecast for: PFF
[2025-12-01T20:44:24.022363] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFF' from 'https://tdm.silogroup.org/data/derivative_storage/PFF.csv'.
[2025-12-01T20:44:24.033367] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PFF'.
[2025-12-01T20:44:24.033761] [INFO ] [FORECASTER] Starting predict_future for PFF
[2025-12-01T20:44:24.034521] [DEBUG] [LOCAL     ] No optimal features file found for PFF: ./output/feature-sets/PFF.txt
[2025-12-01T20:44:24.034570] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:24.034624] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:24.034650] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:24.034705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:24.093291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:24.094186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:24.094276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:24.094310] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:24.220597] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:24.220757] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:24.220795] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:24.220823] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:24.224148] [DEBUG] [FORECASTER] PFF: Forecast T+1@11:T+2@11: DOWN (p=40.92%)
[2025-12-01T20:44:24.224425] [INFO ] [FORECASTER] Completed predict_future for PFF
[2025-12-01T20:44:24.224553] [INFO ] [sig       ] PFF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:24.362980] [INFO ] [LOCAL     ] Saved forecast: PFF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PFF.txt
[2025-12-01T20:44:24.363108] [INFO ] [sig       ] [2535/3634] Completed PFF in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-01T20:44:24.363146] [INFO ] [sig       ] [2536/3634] Forecasting PFG...
[2025-12-01T20:44:24.363174] [INFO ] [sig       ] Generating forecast for: PFG
[2025-12-01T20:44:24.363204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFG' from 'https://tdm.silogroup.org/data/derivative_storage/PFG.csv'.
[2025-12-01T20:44:24.374156] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFG'.
[2025-12-01T20:44:24.374403] [INFO ] [FORECASTER] Starting predict_future for PFG
[2025-12-01T20:44:24.375136] [DEBUG] [LOCAL     ] No optimal features file found for PFG: ./output/feature-sets/PFG.txt
[2025-12-01T20:44:24.375184] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:24.375214] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:24.375239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:24.375293] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:24.430827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:24.431403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:24.431480] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:24.431511] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:24.550377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:24.550512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:24.550550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:24.550593] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:24.553803] [DEBUG] [FORECASTER] PFG: Forecast T+1@11:T+2@11: UP (p=87.09%)
[2025-12-01T20:44:24.554056] [INFO ] [FORECASTER] Completed predict_future for PFG
[2025-12-01T20:44:24.554171] [INFO ] [sig       ] PFG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:24.694400] [INFO ] [LOCAL     ] Saved forecast: PFG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PFG.txt
[2025-12-01T20:44:24.694524] [INFO ] [sig       ] [2536/3634] Completed PFG in 0.3s | 2.99 sym/s | Total: 14.1m | ETA: 6.1m
[2025-12-01T20:44:24.694560] [INFO ] [sig       ] [2537/3634] Forecasting PFGC...
[2025-12-01T20:44:24.694607] [INFO ] [sig       ] Generating forecast for: PFGC
[2025-12-01T20:44:24.694643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFGC' from 'https://tdm.silogroup.org/data/derivative_storage/PFGC.csv'.
[2025-12-01T20:44:24.705191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFGC'.
[2025-12-01T20:44:24.705445] [INFO ] [FORECASTER] Starting predict_future for PFGC
[2025-12-01T20:44:24.706188] [DEBUG] [LOCAL     ] No optimal features file found for PFGC: ./output/feature-sets/PFGC.txt
[2025-12-01T20:44:24.706237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:24.706267] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:24.706293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:24.706346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:24.764030] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:24.764668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:24.764743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:24.764776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:24.887218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:24.887371] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:24.887411] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:24.887439] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:24.890926] [DEBUG] [FORECASTER] PFGC: Forecast T+1@11:T+2@11: UP (p=97.26%)
[2025-12-01T20:44:24.891189] [INFO ] [FORECASTER] Completed predict_future for PFGC
[2025-12-01T20:44:24.891308] [INFO ] [sig       ] PFGC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:25.033262] [INFO ] [LOCAL     ] Saved forecast: PFGC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PFGC.txt
[2025-12-01T20:44:25.033414] [INFO ] [sig       ] [2537/3634] Completed PFGC in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-01T20:44:25.033454] [INFO ] [sig       ] [2538/3634] Forecasting PFH...
[2025-12-01T20:44:25.033482] [INFO ] [sig       ] Generating forecast for: PFH
[2025-12-01T20:44:25.033510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFH' from 'https://tdm.silogroup.org/data/derivative_storage/PFH.csv'.
[2025-12-01T20:44:25.044757] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFH'.
[2025-12-01T20:44:25.045105] [INFO ] [FORECASTER] Starting predict_future for PFH
[2025-12-01T20:44:25.045919] [DEBUG] [LOCAL     ] No optimal features file found for PFH: ./output/feature-sets/PFH.txt
[2025-12-01T20:44:25.045971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:25.046002] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:25.046029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:25.046085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:25.100804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:25.101382] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:25.101456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:25.101486] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:25.217772] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:25.217910] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:25.217945] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:25.217973] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:25.221192] [DEBUG] [FORECASTER] PFH: Forecast T+1@11:T+2@11: DOWN (p=10.03%)
[2025-12-01T20:44:25.221446] [INFO ] [FORECASTER] Completed predict_future for PFH
[2025-12-01T20:44:25.221562] [INFO ] [sig       ] PFH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:25.358015] [INFO ] [LOCAL     ] Saved forecast: PFH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PFH.txt
[2025-12-01T20:44:25.358121] [INFO ] [sig       ] [2538/3634] Completed PFH in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-01T20:44:25.358156] [INFO ] [sig       ] [2539/3634] Forecasting PFIS...
[2025-12-01T20:44:25.358184] [INFO ] [sig       ] Generating forecast for: PFIS
[2025-12-01T20:44:25.358213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFIS' from 'https://tdm.silogroup.org/data/derivative_storage/PFIS.csv'.
[2025-12-01T20:44:25.369637] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PFIS'.
[2025-12-01T20:44:25.369968] [INFO ] [FORECASTER] Starting predict_future for PFIS
[2025-12-01T20:44:25.370724] [DEBUG] [LOCAL     ] No optimal features file found for PFIS: ./output/feature-sets/PFIS.txt
[2025-12-01T20:44:25.370772] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:25.370801] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:25.370826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:25.370880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:25.425387] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:25.426270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:25.426351] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:25.426383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:25.536596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:25.536708] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:25.536742] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:25.536769] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:25.539840] [DEBUG] [FORECASTER] PFIS: Forecast T+1@11:T+2@11: DOWN (p=13.40%)
[2025-12-01T20:44:25.540095] [INFO ] [FORECASTER] Completed predict_future for PFIS
[2025-12-01T20:44:25.540213] [INFO ] [sig       ] PFIS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:25.677374] [INFO ] [LOCAL     ] Saved forecast: PFIS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PFIS.txt
[2025-12-01T20:44:25.677496] [INFO ] [sig       ] [2539/3634] Completed PFIS in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-01T20:44:25.677531] [INFO ] [sig       ] [2540/3634] Forecasting PFL...
[2025-12-01T20:44:25.677558] [INFO ] [sig       ] Generating forecast for: PFL
[2025-12-01T20:44:25.677604] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFL' from 'https://tdm.silogroup.org/data/derivative_storage/PFL.csv'.
[2025-12-01T20:44:25.688542] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PFL'.
[2025-12-01T20:44:25.688840] [INFO ] [FORECASTER] Starting predict_future for PFL
[2025-12-01T20:44:25.689621] [DEBUG] [LOCAL     ] No optimal features file found for PFL: ./output/feature-sets/PFL.txt
[2025-12-01T20:44:25.689671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:25.689702] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:25.689730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:25.689797] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:25.746548] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:25.747254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:25.747362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:25.747396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:25.864201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:25.864310] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:25.864345] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:25.864388] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:25.867448] [DEBUG] [FORECASTER] PFL: Forecast T+1@11:T+2@11: DOWN (p=3.22%)
[2025-12-01T20:44:25.867722] [INFO ] [FORECASTER] Completed predict_future for PFL
[2025-12-01T20:44:25.867840] [INFO ] [sig       ] PFL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:26.007495] [INFO ] [LOCAL     ] Saved forecast: PFL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PFL.txt
[2025-12-01T20:44:26.007622] [INFO ] [sig       ] [2540/3634] Completed PFL in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-01T20:44:26.007661] [INFO ] [sig       ] [2541/3634] Forecasting PFM...
[2025-12-01T20:44:26.007689] [INFO ] [sig       ] Generating forecast for: PFM
[2025-12-01T20:44:26.007717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFM' from 'https://tdm.silogroup.org/data/derivative_storage/PFM.csv'.
[2025-12-01T20:44:26.018969] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PFM'.
[2025-12-01T20:44:26.019234] [INFO ] [FORECASTER] Starting predict_future for PFM
[2025-12-01T20:44:26.019974] [DEBUG] [LOCAL     ] No optimal features file found for PFM: ./output/feature-sets/PFM.txt
[2025-12-01T20:44:26.020022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:26.020053] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:26.020078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:26.020132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:26.076349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:26.076956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:26.077031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:26.077063] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:26.193321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:26.193427] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:26.193462] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:26.193490] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:26.196547] [DEBUG] [FORECASTER] PFM: Forecast T+1@11:T+2@11: DOWN (p=20.46%)
[2025-12-01T20:44:26.196818] [INFO ] [FORECASTER] Completed predict_future for PFM
[2025-12-01T20:44:26.196937] [INFO ] [sig       ] PFM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:26.333926] [INFO ] [LOCAL     ] Saved forecast: PFM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PFM.txt
[2025-12-01T20:44:26.334037] [INFO ] [sig       ] [2541/3634] Completed PFM in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-01T20:44:26.334072] [INFO ] [sig       ] [2542/3634] Forecasting PFN...
[2025-12-01T20:44:26.334100] [INFO ] [sig       ] Generating forecast for: PFN
[2025-12-01T20:44:26.334128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFN' from 'https://tdm.silogroup.org/data/derivative_storage/PFN.csv'.
[2025-12-01T20:44:26.345019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFN'.
[2025-12-01T20:44:26.345271] [INFO ] [FORECASTER] Starting predict_future for PFN
[2025-12-01T20:44:26.346003] [DEBUG] [LOCAL     ] No optimal features file found for PFN: ./output/feature-sets/PFN.txt
[2025-12-01T20:44:26.346051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:26.346081] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:26.346105] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:26.346158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:26.404125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:26.405006] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:26.405092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:26.405124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:26.524895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:26.525040] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:26.525078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:26.525106] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:26.528438] [DEBUG] [FORECASTER] PFN: Forecast T+1@11:T+2@11: UP (p=91.49%)
[2025-12-01T20:44:26.528720] [INFO ] [FORECASTER] Completed predict_future for PFN
[2025-12-01T20:44:26.528842] [INFO ] [sig       ] PFN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:26.672972] [INFO ] [LOCAL     ] Saved forecast: PFN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PFN.txt
[2025-12-01T20:44:26.673104] [INFO ] [sig       ] [2542/3634] Completed PFN in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-01T20:44:26.673141] [INFO ] [sig       ] [2543/3634] Forecasting PFO...
[2025-12-01T20:44:26.673169] [INFO ] [sig       ] Generating forecast for: PFO
[2025-12-01T20:44:26.673198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFO' from 'https://tdm.silogroup.org/data/derivative_storage/PFO.csv'.
[2025-12-01T20:44:26.684370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFO'.
[2025-12-01T20:44:26.684660] [INFO ] [FORECASTER] Starting predict_future for PFO
[2025-12-01T20:44:26.685393] [DEBUG] [LOCAL     ] No optimal features file found for PFO: ./output/feature-sets/PFO.txt
[2025-12-01T20:44:26.685443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:26.685474] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:26.685501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:26.685557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:26.742187] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:26.742939] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:26.743018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:26.743051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:26.856586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:26.856726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:26.856762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:26.856789] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:26.860032] [DEBUG] [FORECASTER] PFO: Forecast T+1@11:T+2@11: DOWN (p=48.89%)
[2025-12-01T20:44:26.860286] [INFO ] [FORECASTER] Completed predict_future for PFO
[2025-12-01T20:44:26.860402] [INFO ] [sig       ] PFO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:26.996950] [INFO ] [LOCAL     ] Saved forecast: PFO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PFO.txt
[2025-12-01T20:44:26.997079] [INFO ] [sig       ] [2543/3634] Completed PFO in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-01T20:44:26.997116] [INFO ] [sig       ] [2544/3634] Forecasting PFS...
[2025-12-01T20:44:26.997144] [INFO ] [sig       ] Generating forecast for: PFS
[2025-12-01T20:44:26.997171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFS' from 'https://tdm.silogroup.org/data/derivative_storage/PFS.csv'.
[2025-12-01T20:44:27.008072] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PFS'.
[2025-12-01T20:44:27.008462] [INFO ] [FORECASTER] Starting predict_future for PFS
[2025-12-01T20:44:27.009232] [DEBUG] [LOCAL     ] No optimal features file found for PFS: ./output/feature-sets/PFS.txt
[2025-12-01T20:44:27.009281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:27.009311] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:27.009336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:27.009402] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:27.064787] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:27.065351] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:27.065424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:27.065454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:27.183928] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:27.184035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:27.184069] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:27.184096] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:27.187152] [DEBUG] [FORECASTER] PFS: Forecast T+1@11:T+2@11: UP (p=50.52%)
[2025-12-01T20:44:27.187401] [INFO ] [FORECASTER] Completed predict_future for PFS
[2025-12-01T20:44:27.187518] [INFO ] [sig       ] PFS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:27.323847] [INFO ] [LOCAL     ] Saved forecast: PFS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PFS.txt
[2025-12-01T20:44:27.323963] [INFO ] [sig       ] [2544/3634] Completed PFS in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-01T20:44:27.324002] [INFO ] [sig       ] [2545/3634] Forecasting PFSI...
[2025-12-01T20:44:27.324029] [INFO ] [sig       ] Generating forecast for: PFSI
[2025-12-01T20:44:27.324057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PFSI' from 'https://tdm.silogroup.org/data/derivative_storage/PFSI.csv'.
[2025-12-01T20:44:27.336133] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PFSI'.
[2025-12-01T20:44:27.336393] [INFO ] [FORECASTER] Starting predict_future for PFSI
[2025-12-01T20:44:27.337158] [DEBUG] [LOCAL     ] No optimal features file found for PFSI: ./output/feature-sets/PFSI.txt
[2025-12-01T20:44:27.337205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:27.337235] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:27.337260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:27.337313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:27.393118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:27.393723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:27.393795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:27.393826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:27.512173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:27.512319] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:27.512356] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:27.512382] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:27.515636] [DEBUG] [FORECASTER] PFSI: Forecast T+1@11:T+2@11: DOWN (p=7.62%)
[2025-12-01T20:44:27.515890] [INFO ] [FORECASTER] Completed predict_future for PFSI
[2025-12-01T20:44:27.516004] [INFO ] [sig       ] PFSI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:27.654189] [INFO ] [LOCAL     ] Saved forecast: PFSI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PFSI.txt
[2025-12-01T20:44:27.654297] [INFO ] [sig       ] [2545/3634] Completed PFSI in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-01T20:44:27.654332] [INFO ] [sig       ] [2546/3634] Forecasting PGC...
[2025-12-01T20:44:27.654361] [INFO ] [sig       ] Generating forecast for: PGC
[2025-12-01T20:44:27.654388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGC' from 'https://tdm.silogroup.org/data/derivative_storage/PGC.csv'.
[2025-12-01T20:44:27.665345] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PGC'.
[2025-12-01T20:44:27.665624] [INFO ] [FORECASTER] Starting predict_future for PGC
[2025-12-01T20:44:27.666369] [DEBUG] [LOCAL     ] No optimal features file found for PGC: ./output/feature-sets/PGC.txt
[2025-12-01T20:44:27.666429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:27.666461] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:27.666488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:27.666543] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:27.723386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:27.724026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:27.724102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:27.724134] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:27.841277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:27.841397] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:27.841432] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:27.841460] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:27.844595] [DEBUG] [FORECASTER] PGC: Forecast T+1@11:T+2@11: UP (p=84.97%)
[2025-12-01T20:44:27.844850] [INFO ] [FORECASTER] Completed predict_future for PGC
[2025-12-01T20:44:27.844969] [INFO ] [sig       ] PGC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:44:27.982229] [INFO ] [LOCAL     ] Saved forecast: PGC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PGC.txt
[2025-12-01T20:44:27.982335] [INFO ] [sig       ] [2546/3634] Completed PGC in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-01T20:44:27.982371] [INFO ] [sig       ] [2547/3634] Forecasting PGEN...
[2025-12-01T20:44:27.982398] [INFO ] [sig       ] Generating forecast for: PGEN
[2025-12-01T20:44:27.982425] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGEN' from 'https://tdm.silogroup.org/data/derivative_storage/PGEN.csv'.
[2025-12-01T20:44:27.994305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGEN'.
[2025-12-01T20:44:27.994655] [INFO ] [FORECASTER] Starting predict_future for PGEN
[2025-12-01T20:44:27.995431] [DEBUG] [LOCAL     ] No optimal features file found for PGEN: ./output/feature-sets/PGEN.txt
[2025-12-01T20:44:27.995480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:27.995538] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:27.995564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:27.995650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:28.049888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:28.050466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:28.050542] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:28.050591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:28.167176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:28.167301] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:28.167337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:28.167363] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:28.170600] [DEBUG] [FORECASTER] PGEN: Forecast T+1@11:T+2@11: DOWN (p=18.67%)
[2025-12-01T20:44:28.170859] [INFO ] [FORECASTER] Completed predict_future for PGEN
[2025-12-01T20:44:28.170980] [INFO ] [sig       ] PGEN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:28.306823] [INFO ] [LOCAL     ] Saved forecast: PGEN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PGEN.txt
[2025-12-01T20:44:28.306951] [INFO ] [sig       ] [2547/3634] Completed PGEN in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-01T20:44:28.306995] [INFO ] [sig       ] [2548/3634] Forecasting PGJ...
[2025-12-01T20:44:28.307028] [INFO ] [sig       ] Generating forecast for: PGJ
[2025-12-01T20:44:28.307063] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGJ' from 'https://tdm.silogroup.org/data/derivative_storage/PGJ.csv'.
[2025-12-01T20:44:28.318013] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PGJ'.
[2025-12-01T20:44:28.318258] [INFO ] [FORECASTER] Starting predict_future for PGJ
[2025-12-01T20:44:28.319016] [DEBUG] [LOCAL     ] No optimal features file found for PGJ: ./output/feature-sets/PGJ.txt
[2025-12-01T20:44:28.319064] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:28.319093] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:28.319118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:28.319172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:28.375149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:28.375755] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:28.375831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:28.375868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:28.494199] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:28.494306] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:28.494340] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:28.494367] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:28.497454] [DEBUG] [FORECASTER] PGJ: Forecast T+1@11:T+2@11: DOWN (p=17.35%)
[2025-12-01T20:44:28.497727] [INFO ] [FORECASTER] Completed predict_future for PGJ
[2025-12-01T20:44:28.497845] [INFO ] [sig       ] PGJ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:28.635000] [INFO ] [LOCAL     ] Saved forecast: PGJ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PGJ.txt
[2025-12-01T20:44:28.635122] [INFO ] [sig       ] [2548/3634] Completed PGJ in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-01T20:44:28.635158] [INFO ] [sig       ] [2549/3634] Forecasting PGNY...
[2025-12-01T20:44:28.635186] [INFO ] [sig       ] Generating forecast for: PGNY
[2025-12-01T20:44:28.635213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGNY' from 'https://tdm.silogroup.org/data/derivative_storage/PGNY.csv'.
[2025-12-01T20:44:28.645534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGNY'.
[2025-12-01T20:44:28.645804] [INFO ] [FORECASTER] Starting predict_future for PGNY
[2025-12-01T20:44:28.646515] [DEBUG] [LOCAL     ] No optimal features file found for PGNY: ./output/feature-sets/PGNY.txt
[2025-12-01T20:44:28.646564] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:28.646620] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:28.646646] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:28.646700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:28.701155] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:28.701723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:28.701795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:28.701826] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:28.815416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:28.815533] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:28.815585] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:28.815614] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:28.818748] [DEBUG] [FORECASTER] PGNY: Forecast T+1@11:T+2@11: UP (p=70.68%)
[2025-12-01T20:44:28.819003] [INFO ] [FORECASTER] Completed predict_future for PGNY
[2025-12-01T20:44:28.819120] [INFO ] [sig       ] PGNY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:28.955206] [INFO ] [LOCAL     ] Saved forecast: PGNY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PGNY.txt
[2025-12-01T20:44:28.955309] [INFO ] [sig       ] [2549/3634] Completed PGNY in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.1m
[2025-12-01T20:44:28.955351] [INFO ] [sig       ] [2550/3634] Forecasting PGP...
[2025-12-01T20:44:28.955379] [INFO ] [sig       ] Generating forecast for: PGP
[2025-12-01T20:44:28.955408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGP' from 'https://tdm.silogroup.org/data/derivative_storage/PGP.csv'.
[2025-12-01T20:44:28.966357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGP'.
[2025-12-01T20:44:28.966639] [INFO ] [FORECASTER] Starting predict_future for PGP
[2025-12-01T20:44:28.967366] [DEBUG] [LOCAL     ] No optimal features file found for PGP: ./output/feature-sets/PGP.txt
[2025-12-01T20:44:28.967415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:28.967444] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:28.967469] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:28.967523] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:29.022047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:29.022639] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:29.022712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:29.022743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:29.133826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:29.133958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:29.133992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:29.134048] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:29.137219] [DEBUG] [FORECASTER] PGP: Forecast T+1@11:T+2@11: UP (p=80.98%)
[2025-12-01T20:44:29.137478] [INFO ] [FORECASTER] Completed predict_future for PGP
[2025-12-01T20:44:29.137612] [INFO ] [sig       ] PGP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:29.275613] [INFO ] [LOCAL     ] Saved forecast: PGP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PGP.txt
[2025-12-01T20:44:29.275725] [INFO ] [sig       ] [2550/3634] Completed PGP in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-01T20:44:29.275760] [INFO ] [sig       ] [2551/3634] Forecasting PGRE...
[2025-12-01T20:44:29.275788] [INFO ] [sig       ] Generating forecast for: PGRE
[2025-12-01T20:44:29.275816] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGRE' from 'https://tdm.silogroup.org/data/derivative_storage/PGRE.csv'.
[2025-12-01T20:44:29.286449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGRE'.
[2025-12-01T20:44:29.286723] [INFO ] [FORECASTER] Starting predict_future for PGRE
[2025-12-01T20:44:29.287441] [DEBUG] [LOCAL     ] No optimal features file found for PGRE: ./output/feature-sets/PGRE.txt
[2025-12-01T20:44:29.287489] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:29.287519] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:29.287544] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:29.287620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:29.342855] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:29.343435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:29.343509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:29.343538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:29.460185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:29.460295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:29.460329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:29.460356] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:29.463413] [DEBUG] [FORECASTER] PGRE: Forecast T+1@11:T+2@11: DOWN (p=1.03%)
[2025-12-01T20:44:29.463701] [INFO ] [FORECASTER] Completed predict_future for PGRE
[2025-12-01T20:44:29.463819] [INFO ] [sig       ] PGRE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:29.601896] [INFO ] [LOCAL     ] Saved forecast: PGRE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PGRE.txt
[2025-12-01T20:44:29.602016] [INFO ] [sig       ] [2551/3634] Completed PGRE in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-01T20:44:29.602052] [INFO ] [sig       ] [2552/3634] Forecasting PGY...
[2025-12-01T20:44:29.602079] [INFO ] [sig       ] Generating forecast for: PGY
[2025-12-01T20:44:29.602108] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGY' from 'https://tdm.silogroup.org/data/derivative_storage/PGY.csv'.
[2025-12-01T20:44:29.613368] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PGY'.
[2025-12-01T20:44:29.613646] [INFO ] [FORECASTER] Starting predict_future for PGY
[2025-12-01T20:44:29.614385] [DEBUG] [LOCAL     ] No optimal features file found for PGY: ./output/feature-sets/PGY.txt
[2025-12-01T20:44:29.614434] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:29.614463] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:29.614489] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:29.614544] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:29.669453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:29.670048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:29.670122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:29.670152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:29.787185] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:29.787309] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:29.787345] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:29.787372] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:29.790639] [DEBUG] [FORECASTER] PGY: Forecast T+1@11:T+2@11: DOWN (p=10.36%)
[2025-12-01T20:44:29.790895] [INFO ] [FORECASTER] Completed predict_future for PGY
[2025-12-01T20:44:29.791016] [INFO ] [sig       ] PGY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:29.929885] [INFO ] [LOCAL     ] Saved forecast: PGY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PGY.txt
[2025-12-01T20:44:29.930010] [INFO ] [sig       ] [2552/3634] Completed PGY in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-01T20:44:29.930046] [INFO ] [sig       ] [2553/3634] Forecasting PGZ...
[2025-12-01T20:44:29.930074] [INFO ] [sig       ] Generating forecast for: PGZ
[2025-12-01T20:44:29.930102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PGZ' from 'https://tdm.silogroup.org/data/derivative_storage/PGZ.csv'.
[2025-12-01T20:44:29.941148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PGZ'.
[2025-12-01T20:44:29.941432] [INFO ] [FORECASTER] Starting predict_future for PGZ
[2025-12-01T20:44:29.942182] [DEBUG] [LOCAL     ] No optimal features file found for PGZ: ./output/feature-sets/PGZ.txt
[2025-12-01T20:44:29.942230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:29.942260] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:29.942285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:29.942339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:29.997266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:29.997902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:29.997978] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:29.998009] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:30.108081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:30.108190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:30.108241] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:30.108268] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:30.111353] [DEBUG] [FORECASTER] PGZ: Forecast T+1@11:T+2@11: UP (p=88.87%)
[2025-12-01T20:44:30.111628] [INFO ] [FORECASTER] Completed predict_future for PGZ
[2025-12-01T20:44:30.111747] [INFO ] [sig       ] PGZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:30.248772] [INFO ] [LOCAL     ] Saved forecast: PGZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PGZ.txt
[2025-12-01T20:44:30.248911] [INFO ] [sig       ] [2553/3634] Completed PGZ in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-01T20:44:30.248951] [INFO ] [sig       ] [2554/3634] Forecasting PH...
[2025-12-01T20:44:30.248980] [INFO ] [sig       ] Generating forecast for: PH
[2025-12-01T20:44:30.249008] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PH' from 'https://tdm.silogroup.org/data/derivative_storage/PH.csv'.
[2025-12-01T20:44:30.259725] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PH'.
[2025-12-01T20:44:30.259995] [INFO ] [FORECASTER] Starting predict_future for PH
[2025-12-01T20:44:30.260754] [DEBUG] [LOCAL     ] No optimal features file found for PH: ./output/feature-sets/PH.txt
[2025-12-01T20:44:30.260803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:30.260834] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:30.260859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:30.260913] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:30.315739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:30.316317] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:30.316390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:30.316420] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:30.432002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:30.432121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:30.432155] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:30.432182] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:30.435332] [DEBUG] [FORECASTER] PH: Forecast T+1@11:T+2@11: UP (p=89.16%)
[2025-12-01T20:44:30.435599] [INFO ] [FORECASTER] Completed predict_future for PH
[2025-12-01T20:44:30.435720] [INFO ] [sig       ] PH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:30.573474] [INFO ] [LOCAL     ] Saved forecast: PH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PH.txt
[2025-12-01T20:44:30.573603] [INFO ] [sig       ] [2554/3634] Completed PH in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-01T20:44:30.573641] [INFO ] [sig       ] [2555/3634] Forecasting PHG...
[2025-12-01T20:44:30.573669] [INFO ] [sig       ] Generating forecast for: PHG
[2025-12-01T20:44:30.573697] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHG' from 'https://tdm.silogroup.org/data/derivative_storage/PHG.csv'.
[2025-12-01T20:44:30.584838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHG'.
[2025-12-01T20:44:30.585116] [INFO ] [FORECASTER] Starting predict_future for PHG
[2025-12-01T20:44:30.585857] [DEBUG] [LOCAL     ] No optimal features file found for PHG: ./output/feature-sets/PHG.txt
[2025-12-01T20:44:30.585905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:30.585934] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:30.585959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:30.586012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:30.640631] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:30.641206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:30.641291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:30.641322] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:30.760977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:30.761121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:30.761171] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:30.761200] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:30.764598] [DEBUG] [FORECASTER] PHG: Forecast T+1@11:T+2@11: DOWN (p=29.19%)
[2025-12-01T20:44:30.764982] [INFO ] [FORECASTER] Completed predict_future for PHG
[2025-12-01T20:44:30.765147] [INFO ] [sig       ] PHG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:30.903690] [INFO ] [LOCAL     ] Saved forecast: PHG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PHG.txt
[2025-12-01T20:44:30.903846] [INFO ] [sig       ] [2555/3634] Completed PHG in 0.3s | 2.99 sym/s | Total: 14.2m | ETA: 6.0m
[2025-12-01T20:44:30.903883] [INFO ] [sig       ] [2556/3634] Forecasting PHI...
[2025-12-01T20:44:30.903911] [INFO ] [sig       ] Generating forecast for: PHI
[2025-12-01T20:44:30.903941] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHI' from 'https://tdm.silogroup.org/data/derivative_storage/PHI.csv'.
[2025-12-01T20:44:30.915477] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PHI'.
[2025-12-01T20:44:30.915810] [INFO ] [FORECASTER] Starting predict_future for PHI
[2025-12-01T20:44:30.916628] [DEBUG] [LOCAL     ] No optimal features file found for PHI: ./output/feature-sets/PHI.txt
[2025-12-01T20:44:30.916678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:30.916711] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:30.916736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:30.916791] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:30.973696] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:30.974427] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:30.974512] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:30.974544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:31.091424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:31.091590] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:31.091630] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:31.091657] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:31.094916] [DEBUG] [FORECASTER] PHI: Forecast T+1@11:T+2@11: DOWN (p=38.81%)
[2025-12-01T20:44:31.095180] [INFO ] [FORECASTER] Completed predict_future for PHI
[2025-12-01T20:44:31.095300] [INFO ] [sig       ] PHI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:31.231112] [INFO ] [LOCAL     ] Saved forecast: PHI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PHI.txt
[2025-12-01T20:44:31.231232] [INFO ] [sig       ] [2556/3634] Completed PHI in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-01T20:44:31.231267] [INFO ] [sig       ] [2557/3634] Forecasting PHIN...
[2025-12-01T20:44:31.231296] [INFO ] [sig       ] Generating forecast for: PHIN
[2025-12-01T20:44:31.231324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIN' from 'https://tdm.silogroup.org/data/derivative_storage/PHIN.csv'.
[2025-12-01T20:44:31.241921] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIN'.
[2025-12-01T20:44:31.242187] [INFO ] [FORECASTER] Starting predict_future for PHIN
[2025-12-01T20:44:31.242927] [DEBUG] [LOCAL     ] No optimal features file found for PHIN: ./output/feature-sets/PHIN.txt
[2025-12-01T20:44:31.242976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:31.243014] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:31.243041] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:31.243095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:31.297904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:31.298515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:31.298631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:31.298664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:31.416810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:31.416934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:31.416975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:31.417002] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:31.420291] [DEBUG] [FORECASTER] PHIN: Forecast T+1@11:T+2@11: UP (p=79.50%)
[2025-12-01T20:44:31.420548] [INFO ] [FORECASTER] Completed predict_future for PHIN
[2025-12-01T20:44:31.420684] [INFO ] [sig       ] PHIN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:31.557361] [INFO ] [LOCAL     ] Saved forecast: PHIN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PHIN.txt
[2025-12-01T20:44:31.557487] [INFO ] [sig       ] [2557/3634] Completed PHIN in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-01T20:44:31.557522] [INFO ] [sig       ] [2558/3634] Forecasting PHIO...
[2025-12-01T20:44:31.557552] [INFO ] [sig       ] Generating forecast for: PHIO
[2025-12-01T20:44:31.557598] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHIO' from 'https://tdm.silogroup.org/data/derivative_storage/PHIO.csv'.
[2025-12-01T20:44:31.568083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHIO'.
[2025-12-01T20:44:31.568357] [INFO ] [FORECASTER] Starting predict_future for PHIO
[2025-12-01T20:44:31.569113] [DEBUG] [LOCAL     ] No optimal features file found for PHIO: ./output/feature-sets/PHIO.txt
[2025-12-01T20:44:31.569162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:31.569192] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:31.569217] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:31.569272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:31.624388] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:31.625021] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:31.625099] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:31.625131] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:31.748452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:31.748594] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:31.748631] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:31.748658] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:31.751819] [DEBUG] [FORECASTER] PHIO: Forecast T+1@11:T+2@11: UP (p=66.31%)
[2025-12-01T20:44:31.752074] [INFO ] [FORECASTER] Completed predict_future for PHIO
[2025-12-01T20:44:31.752191] [INFO ] [sig       ] PHIO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:31.889145] [INFO ] [LOCAL     ] Saved forecast: PHIO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PHIO.txt
[2025-12-01T20:44:31.889273] [INFO ] [sig       ] [2558/3634] Completed PHIO in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-01T20:44:31.889309] [INFO ] [sig       ] [2559/3634] Forecasting PHK...
[2025-12-01T20:44:31.889337] [INFO ] [sig       ] Generating forecast for: PHK
[2025-12-01T20:44:31.889366] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHK' from 'https://tdm.silogroup.org/data/derivative_storage/PHK.csv'.
[2025-12-01T20:44:31.900279] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PHK'.
[2025-12-01T20:44:31.900553] [INFO ] [FORECASTER] Starting predict_future for PHK
[2025-12-01T20:44:31.901289] [DEBUG] [LOCAL     ] No optimal features file found for PHK: ./output/feature-sets/PHK.txt
[2025-12-01T20:44:31.901337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:31.901366] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:31.901391] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:31.901445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:31.957723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:31.958432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:31.958513] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:31.958546] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:32.070020] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:32.070161] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:32.070197] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:32.070224] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:32.073409] [DEBUG] [FORECASTER] PHK: Forecast T+1@11:T+2@11: UP (p=77.76%)
[2025-12-01T20:44:32.073682] [INFO ] [FORECASTER] Completed predict_future for PHK
[2025-12-01T20:44:32.073798] [INFO ] [sig       ] PHK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:44:32.209707] [INFO ] [LOCAL     ] Saved forecast: PHK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PHK.txt
[2025-12-01T20:44:32.209830] [INFO ] [sig       ] [2559/3634] Completed PHK in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-01T20:44:32.209865] [INFO ] [sig       ] [2560/3634] Forecasting PHM...
[2025-12-01T20:44:32.209894] [INFO ] [sig       ] Generating forecast for: PHM
[2025-12-01T20:44:32.209927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHM' from 'https://tdm.silogroup.org/data/derivative_storage/PHM.csv'.
[2025-12-01T20:44:32.220604] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHM'.
[2025-12-01T20:44:32.220874] [INFO ] [FORECASTER] Starting predict_future for PHM
[2025-12-01T20:44:32.221613] [DEBUG] [LOCAL     ] No optimal features file found for PHM: ./output/feature-sets/PHM.txt
[2025-12-01T20:44:32.221661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:32.221691] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:32.221716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:32.221769] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:32.276854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:32.277451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:32.277524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:32.277554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:32.392888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:32.393008] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:32.393043] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:32.393071] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:32.396208] [DEBUG] [FORECASTER] PHM: Forecast T+1@11:T+2@11: DOWN (p=13.94%)
[2025-12-01T20:44:32.396462] [INFO ] [FORECASTER] Completed predict_future for PHM
[2025-12-01T20:44:32.396598] [INFO ] [sig       ] PHM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:32.532451] [INFO ] [LOCAL     ] Saved forecast: PHM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PHM.txt
[2025-12-01T20:44:32.532610] [INFO ] [sig       ] [2560/3634] Completed PHM in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-01T20:44:32.532649] [INFO ] [sig       ] [2561/3634] Forecasting PHO...
[2025-12-01T20:44:32.532685] [INFO ] [sig       ] Generating forecast for: PHO
[2025-12-01T20:44:32.532714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHO' from 'https://tdm.silogroup.org/data/derivative_storage/PHO.csv'.
[2025-12-01T20:44:32.543204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHO'.
[2025-12-01T20:44:32.543476] [INFO ] [FORECASTER] Starting predict_future for PHO
[2025-12-01T20:44:32.544217] [DEBUG] [LOCAL     ] No optimal features file found for PHO: ./output/feature-sets/PHO.txt
[2025-12-01T20:44:32.544265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:32.544295] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:32.544320] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:32.544374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:32.599093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:32.599744] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:32.599819] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:32.599849] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:32.715744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:32.715874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:32.715912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:32.715939] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:32.719101] [DEBUG] [FORECASTER] PHO: Forecast T+1@11:T+2@11: UP (p=65.60%)
[2025-12-01T20:44:32.719357] [INFO ] [FORECASTER] Completed predict_future for PHO
[2025-12-01T20:44:32.719477] [INFO ] [sig       ] PHO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:32.855226] [INFO ] [LOCAL     ] Saved forecast: PHO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PHO.txt
[2025-12-01T20:44:32.855347] [INFO ] [sig       ] [2561/3634] Completed PHO in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-01T20:44:32.855383] [INFO ] [sig       ] [2562/3634] Forecasting PHUN...
[2025-12-01T20:44:32.855410] [INFO ] [sig       ] Generating forecast for: PHUN
[2025-12-01T20:44:32.855438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHUN' from 'https://tdm.silogroup.org/data/derivative_storage/PHUN.csv'.
[2025-12-01T20:44:32.866110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHUN'.
[2025-12-01T20:44:32.866379] [INFO ] [FORECASTER] Starting predict_future for PHUN
[2025-12-01T20:44:32.867123] [DEBUG] [LOCAL     ] No optimal features file found for PHUN: ./output/feature-sets/PHUN.txt
[2025-12-01T20:44:32.867174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:32.867204] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:32.867229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:32.867283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:32.921842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:32.922424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:32.922498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:32.922528] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:33.038071] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:33.038197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:33.038232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:33.038259] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:33.041554] [DEBUG] [FORECASTER] PHUN: Forecast T+1@11:T+2@11: DOWN (p=17.58%)
[2025-12-01T20:44:33.041880] [INFO ] [FORECASTER] Completed predict_future for PHUN
[2025-12-01T20:44:33.042017] [INFO ] [sig       ] PHUN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:33.178022] [INFO ] [LOCAL     ] Saved forecast: PHUN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PHUN.txt
[2025-12-01T20:44:33.178144] [INFO ] [sig       ] [2562/3634] Completed PHUN in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-01T20:44:33.178180] [INFO ] [sig       ] [2563/3634] Forecasting PHVS...
[2025-12-01T20:44:33.178208] [INFO ] [sig       ] Generating forecast for: PHVS
[2025-12-01T20:44:33.178236] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PHVS' from 'https://tdm.silogroup.org/data/derivative_storage/PHVS.csv'.
[2025-12-01T20:44:33.189295] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PHVS'.
[2025-12-01T20:44:33.189603] [INFO ] [FORECASTER] Starting predict_future for PHVS
[2025-12-01T20:44:33.190323] [DEBUG] [LOCAL     ] No optimal features file found for PHVS: ./output/feature-sets/PHVS.txt
[2025-12-01T20:44:33.190371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:33.190401] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:33.190426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:33.190480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:33.245317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:33.245899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:33.245972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:33.246002] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:33.364137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:33.364268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:33.364304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:33.364331] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:33.367484] [DEBUG] [FORECASTER] PHVS: Forecast T+1@11:T+2@11: DOWN (p=2.85%)
[2025-12-01T20:44:33.367754] [INFO ] [FORECASTER] Completed predict_future for PHVS
[2025-12-01T20:44:33.367871] [INFO ] [sig       ] PHVS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:33.506641] [INFO ] [LOCAL     ] Saved forecast: PHVS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PHVS.txt
[2025-12-01T20:44:33.506761] [INFO ] [sig       ] [2563/3634] Completed PHVS in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-01T20:44:33.506797] [INFO ] [sig       ] [2564/3634] Forecasting PI...
[2025-12-01T20:44:33.506825] [INFO ] [sig       ] Generating forecast for: PI
[2025-12-01T20:44:33.506853] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PI' from 'https://tdm.silogroup.org/data/derivative_storage/PI.csv'.
[2025-12-01T20:44:33.517759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PI'.
[2025-12-01T20:44:33.518022] [INFO ] [FORECASTER] Starting predict_future for PI
[2025-12-01T20:44:33.518798] [DEBUG] [LOCAL     ] No optimal features file found for PI: ./output/feature-sets/PI.txt
[2025-12-01T20:44:33.518846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:33.518917] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:33.518943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:33.518998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:33.574139] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:33.574724] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:33.574795] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:33.574825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:33.695688] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:33.695829] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:33.695864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:33.695907] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:33.699062] [DEBUG] [FORECASTER] PI: Forecast T+1@11:T+2@11: DOWN (p=6.32%)
[2025-12-01T20:44:33.699325] [INFO ] [FORECASTER] Completed predict_future for PI
[2025-12-01T20:44:33.699442] [INFO ] [sig       ] PI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:33.836499] [INFO ] [LOCAL     ] Saved forecast: PI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PI.txt
[2025-12-01T20:44:33.836631] [INFO ] [sig       ] [2564/3634] Completed PI in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-01T20:44:33.836669] [INFO ] [sig       ] [2565/3634] Forecasting PID...
[2025-12-01T20:44:33.836697] [INFO ] [sig       ] Generating forecast for: PID
[2025-12-01T20:44:33.836725] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PID' from 'https://tdm.silogroup.org/data/derivative_storage/PID.csv'.
[2025-12-01T20:44:33.847561] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PID'.
[2025-12-01T20:44:33.847857] [INFO ] [FORECASTER] Starting predict_future for PID
[2025-12-01T20:44:33.848617] [DEBUG] [LOCAL     ] No optimal features file found for PID: ./output/feature-sets/PID.txt
[2025-12-01T20:44:33.848667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:33.848697] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:33.848722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:33.848775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:33.903169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:33.903793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:33.903884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:33.903915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:34.022903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:34.023067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:34.023107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:34.023133] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:34.026521] [DEBUG] [FORECASTER] PID: Forecast T+1@11:T+2@11: UP (p=60.08%)
[2025-12-01T20:44:34.026813] [INFO ] [FORECASTER] Completed predict_future for PID
[2025-12-01T20:44:34.026938] [INFO ] [sig       ] PID: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:34.165505] [INFO ] [LOCAL     ] Saved forecast: PID	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PID.txt
[2025-12-01T20:44:34.165668] [INFO ] [sig       ] [2565/3634] Completed PID in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-01T20:44:34.165708] [INFO ] [sig       ] [2566/3634] Forecasting PIE...
[2025-12-01T20:44:34.165738] [INFO ] [sig       ] Generating forecast for: PIE
[2025-12-01T20:44:34.165767] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIE' from 'https://tdm.silogroup.org/data/derivative_storage/PIE.csv'.
[2025-12-01T20:44:34.177173] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIE'.
[2025-12-01T20:44:34.177487] [INFO ] [FORECASTER] Starting predict_future for PIE
[2025-12-01T20:44:34.178306] [DEBUG] [LOCAL     ] No optimal features file found for PIE: ./output/feature-sets/PIE.txt
[2025-12-01T20:44:34.178380] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:34.178411] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:34.178436] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:34.178491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:34.233353] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:34.233977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:34.234054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:34.234085] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:34.349451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:34.349605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:34.349644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:34.349674] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:34.353012] [DEBUG] [FORECASTER] PIE: Forecast T+1@11:T+2@11: DOWN (p=39.08%)
[2025-12-01T20:44:34.353274] [INFO ] [FORECASTER] Completed predict_future for PIE
[2025-12-01T20:44:34.353394] [INFO ] [sig       ] PIE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:34.492725] [INFO ] [LOCAL     ] Saved forecast: PIE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PIE.txt
[2025-12-01T20:44:34.492861] [INFO ] [sig       ] [2566/3634] Completed PIE in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 6.0m
[2025-12-01T20:44:34.492897] [INFO ] [sig       ] [2567/3634] Forecasting PII...
[2025-12-01T20:44:34.492926] [INFO ] [sig       ] Generating forecast for: PII
[2025-12-01T20:44:34.492954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PII' from 'https://tdm.silogroup.org/data/derivative_storage/PII.csv'.
[2025-12-01T20:44:34.503488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PII'.
[2025-12-01T20:44:34.503822] [INFO ] [FORECASTER] Starting predict_future for PII
[2025-12-01T20:44:34.504620] [DEBUG] [LOCAL     ] No optimal features file found for PII: ./output/feature-sets/PII.txt
[2025-12-01T20:44:34.504671] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:34.504701] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:34.504727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:34.504782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:34.560250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:34.560848] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:34.560926] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:34.560957] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:34.681634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:34.681758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:34.681796] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:34.681822] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:34.686135] [DEBUG] [FORECASTER] PII: Forecast T+1@11:T+2@11: DOWN (p=3.25%)
[2025-12-01T20:44:34.686408] [INFO ] [FORECASTER] Completed predict_future for PII
[2025-12-01T20:44:34.686532] [INFO ] [sig       ] PII: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:34.834919] [INFO ] [LOCAL     ] Saved forecast: PII	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PII.txt
[2025-12-01T20:44:34.835091] [INFO ] [sig       ] [2567/3634] Completed PII in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-01T20:44:34.835132] [INFO ] [sig       ] [2568/3634] Forecasting PIM...
[2025-12-01T20:44:34.835161] [INFO ] [sig       ] Generating forecast for: PIM
[2025-12-01T20:44:34.835189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PIM' from 'https://tdm.silogroup.org/data/derivative_storage/PIM.csv'.
[2025-12-01T20:44:34.847121] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PIM'.
[2025-12-01T20:44:34.847487] [INFO ] [FORECASTER] Starting predict_future for PIM
[2025-12-01T20:44:34.848292] [DEBUG] [LOCAL     ] No optimal features file found for PIM: ./output/feature-sets/PIM.txt
[2025-12-01T20:44:34.848362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:34.848397] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:34.848423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:34.848479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:34.906739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:34.907623] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:34.907709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:34.907740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:35.019335] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:35.019488] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:35.019527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:35.019555] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:35.022854] [DEBUG] [FORECASTER] PIM: Forecast T+1@11:T+2@11: UP (p=66.57%)
[2025-12-01T20:44:35.023117] [INFO ] [FORECASTER] Completed predict_future for PIM
[2025-12-01T20:44:35.023235] [INFO ] [sig       ] PIM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:35.165362] [INFO ] [LOCAL     ] Saved forecast: PIM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PIM.txt
[2025-12-01T20:44:35.165519] [INFO ] [sig       ] [2568/3634] Completed PIM in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-01T20:44:35.165558] [INFO ] [sig       ] [2569/3634] Forecasting PINE...
[2025-12-01T20:44:35.165603] [INFO ] [sig       ] Generating forecast for: PINE
[2025-12-01T20:44:35.165633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINE' from 'https://tdm.silogroup.org/data/derivative_storage/PINE.csv'.
[2025-12-01T20:44:35.177017] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINE'.
[2025-12-01T20:44:35.177302] [INFO ] [FORECASTER] Starting predict_future for PINE
[2025-12-01T20:44:35.178058] [DEBUG] [LOCAL     ] No optimal features file found for PINE: ./output/feature-sets/PINE.txt
[2025-12-01T20:44:35.178107] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:35.178135] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:35.178160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:35.178213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:35.233755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:35.234377] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:35.234456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:35.234487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:35.354982] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:35.355126] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:35.355161] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:35.355187] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:35.358425] [DEBUG] [FORECASTER] PINE: Forecast T+1@11:T+2@11: UP (p=51.84%)
[2025-12-01T20:44:35.358706] [INFO ] [FORECASTER] Completed predict_future for PINE
[2025-12-01T20:44:35.358828] [INFO ] [sig       ] PINE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:35.496753] [INFO ] [LOCAL     ] Saved forecast: PINE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PINE.txt
[2025-12-01T20:44:35.496901] [INFO ] [sig       ] [2569/3634] Completed PINE in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-01T20:44:35.496939] [INFO ] [sig       ] [2570/3634] Forecasting PINS...
[2025-12-01T20:44:35.496967] [INFO ] [sig       ] Generating forecast for: PINS
[2025-12-01T20:44:35.496996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PINS' from 'https://tdm.silogroup.org/data/derivative_storage/PINS.csv'.
[2025-12-01T20:44:35.508842] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PINS'.
[2025-12-01T20:44:35.509199] [INFO ] [FORECASTER] Starting predict_future for PINS
[2025-12-01T20:44:35.509984] [DEBUG] [LOCAL     ] No optimal features file found for PINS: ./output/feature-sets/PINS.txt
[2025-12-01T20:44:35.510047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:35.510079] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:35.510104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:35.510160] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:35.569220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:35.570108] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:35.570190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:35.570223] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:35.693174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:35.693335] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:35.693374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:35.693400] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:35.696787] [DEBUG] [FORECASTER] PINS: Forecast T+1@11:T+2@11: UP (p=51.83%)
[2025-12-01T20:44:35.697066] [INFO ] [FORECASTER] Completed predict_future for PINS
[2025-12-01T20:44:35.697198] [INFO ] [sig       ] PINS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:35.833892] [INFO ] [LOCAL     ] Saved forecast: PINS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PINS.txt
[2025-12-01T20:44:35.834043] [INFO ] [sig       ] [2570/3634] Completed PINS in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-01T20:44:35.834086] [INFO ] [sig       ] [2571/3634] Forecasting PK...
[2025-12-01T20:44:35.834114] [INFO ] [sig       ] Generating forecast for: PK
[2025-12-01T20:44:35.834142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PK' from 'https://tdm.silogroup.org/data/derivative_storage/PK.csv'.
[2025-12-01T20:44:35.845380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PK'.
[2025-12-01T20:44:35.845778] [INFO ] [FORECASTER] Starting predict_future for PK
[2025-12-01T20:44:35.846528] [DEBUG] [LOCAL     ] No optimal features file found for PK: ./output/feature-sets/PK.txt
[2025-12-01T20:44:35.846601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:35.846634] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:35.846660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:35.846713] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:35.901216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:35.901958] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:35.902033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:35.902064] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:36.024779] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:36.024927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:36.024964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:36.024991] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:36.028201] [DEBUG] [FORECASTER] PK: Forecast T+1@11:T+2@11: UP (p=71.05%)
[2025-12-01T20:44:36.028474] [INFO ] [FORECASTER] Completed predict_future for PK
[2025-12-01T20:44:36.028609] [INFO ] [sig       ] PK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:36.163874] [INFO ] [LOCAL     ] Saved forecast: PK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PK.txt
[2025-12-01T20:44:36.163993] [INFO ] [sig       ] [2571/3634] Completed PK in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-01T20:44:36.164035] [INFO ] [sig       ] [2572/3634] Forecasting PKBK...
[2025-12-01T20:44:36.164066] [INFO ] [sig       ] Generating forecast for: PKBK
[2025-12-01T20:44:36.164097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKBK' from 'https://tdm.silogroup.org/data/derivative_storage/PKBK.csv'.
[2025-12-01T20:44:36.175299] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKBK'.
[2025-12-01T20:44:36.175601] [INFO ] [FORECASTER] Starting predict_future for PKBK
[2025-12-01T20:44:36.176322] [DEBUG] [LOCAL     ] No optimal features file found for PKBK: ./output/feature-sets/PKBK.txt
[2025-12-01T20:44:36.176371] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:36.176401] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:36.176426] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:36.176480] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:36.231133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:36.231974] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:36.232054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:36.232084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:36.341699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:36.341828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:36.341864] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:36.341890] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:36.345050] [DEBUG] [FORECASTER] PKBK: Forecast T+1@11:T+2@11: DOWN (p=13.13%)
[2025-12-01T20:44:36.345303] [INFO ] [FORECASTER] Completed predict_future for PKBK
[2025-12-01T20:44:36.345421] [INFO ] [sig       ] PKBK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:36.481999] [INFO ] [LOCAL     ] Saved forecast: PKBK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PKBK.txt
[2025-12-01T20:44:36.482113] [INFO ] [sig       ] [2572/3634] Completed PKBK in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-01T20:44:36.482149] [INFO ] [sig       ] [2573/3634] Forecasting PKE...
[2025-12-01T20:44:36.482176] [INFO ] [sig       ] Generating forecast for: PKE
[2025-12-01T20:44:36.482203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKE' from 'https://tdm.silogroup.org/data/derivative_storage/PKE.csv'.
[2025-12-01T20:44:36.493147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKE'.
[2025-12-01T20:44:36.493419] [INFO ] [FORECASTER] Starting predict_future for PKE
[2025-12-01T20:44:36.494155] [DEBUG] [LOCAL     ] No optimal features file found for PKE: ./output/feature-sets/PKE.txt
[2025-12-01T20:44:36.494203] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:36.494233] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:36.494258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:36.494311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:36.549470] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:36.550101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:36.550191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:36.550228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:36.668914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:36.669056] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:36.669092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:36.669118] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:36.672309] [DEBUG] [FORECASTER] PKE: Forecast T+1@11:T+2@11: UP (p=78.47%)
[2025-12-01T20:44:36.672565] [INFO ] [FORECASTER] Completed predict_future for PKE
[2025-12-01T20:44:36.672700] [INFO ] [sig       ] PKE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:36.808699] [INFO ] [LOCAL     ] Saved forecast: PKE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PKE.txt
[2025-12-01T20:44:36.808824] [INFO ] [sig       ] [2573/3634] Completed PKE in 0.3s | 2.99 sym/s | Total: 14.3m | ETA: 5.9m
[2025-12-01T20:44:36.808866] [INFO ] [sig       ] [2574/3634] Forecasting PKG...
[2025-12-01T20:44:36.808895] [INFO ] [sig       ] Generating forecast for: PKG
[2025-12-01T20:44:36.808922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKG' from 'https://tdm.silogroup.org/data/derivative_storage/PKG.csv'.
[2025-12-01T20:44:36.820452] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKG'.
[2025-12-01T20:44:36.820812] [INFO ] [FORECASTER] Starting predict_future for PKG
[2025-12-01T20:44:36.821555] [DEBUG] [LOCAL     ] No optimal features file found for PKG: ./output/feature-sets/PKG.txt
[2025-12-01T20:44:36.821625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:36.821656] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:36.821681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:36.821735] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:36.877122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:36.877762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:36.877865] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:36.877896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:37.006101] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:37.006262] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:37.006300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:37.006327] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:37.009737] [DEBUG] [FORECASTER] PKG: Forecast T+1@11:T+2@11: DOWN (p=0.47%)
[2025-12-01T20:44:37.010020] [INFO ] [FORECASTER] Completed predict_future for PKG
[2025-12-01T20:44:37.010157] [INFO ] [sig       ] PKG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:37.148604] [INFO ] [LOCAL     ] Saved forecast: PKG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PKG.txt
[2025-12-01T20:44:37.148733] [INFO ] [sig       ] [2574/3634] Completed PKG in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-01T20:44:37.148771] [INFO ] [sig       ] [2575/3634] Forecasting PKOH...
[2025-12-01T20:44:37.148801] [INFO ] [sig       ] Generating forecast for: PKOH
[2025-12-01T20:44:37.148829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKOH' from 'https://tdm.silogroup.org/data/derivative_storage/PKOH.csv'.
[2025-12-01T20:44:37.160001] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKOH'.
[2025-12-01T20:44:37.160358] [INFO ] [FORECASTER] Starting predict_future for PKOH
[2025-12-01T20:44:37.161125] [DEBUG] [LOCAL     ] No optimal features file found for PKOH: ./output/feature-sets/PKOH.txt
[2025-12-01T20:44:37.161175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:37.161207] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:37.161234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:37.161289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:37.216201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:37.216804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:37.216879] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:37.216909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:37.332150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:37.332299] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:37.332336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:37.332364] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:37.335620] [DEBUG] [FORECASTER] PKOH: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-12-01T20:44:37.335894] [INFO ] [FORECASTER] Completed predict_future for PKOH
[2025-12-01T20:44:37.336029] [INFO ] [sig       ] PKOH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:37.473123] [INFO ] [LOCAL     ] Saved forecast: PKOH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PKOH.txt
[2025-12-01T20:44:37.473256] [INFO ] [sig       ] [2575/3634] Completed PKOH in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-01T20:44:37.473293] [INFO ] [sig       ] [2576/3634] Forecasting PKX...
[2025-12-01T20:44:37.473321] [INFO ] [sig       ] Generating forecast for: PKX
[2025-12-01T20:44:37.473349] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PKX' from 'https://tdm.silogroup.org/data/derivative_storage/PKX.csv'.
[2025-12-01T20:44:37.485394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PKX'.
[2025-12-01T20:44:37.485736] [INFO ] [FORECASTER] Starting predict_future for PKX
[2025-12-01T20:44:37.486470] [DEBUG] [LOCAL     ] No optimal features file found for PKX: ./output/feature-sets/PKX.txt
[2025-12-01T20:44:37.486519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:37.486549] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:37.486593] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:37.486649] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:37.541437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:37.542051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:37.542143] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:37.542180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:37.660263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:37.660407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:37.660443] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:37.660470] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:37.663695] [DEBUG] [FORECASTER] PKX: Forecast T+1@11:T+2@11: DOWN (p=9.79%)
[2025-12-01T20:44:37.663952] [INFO ] [FORECASTER] Completed predict_future for PKX
[2025-12-01T20:44:37.664072] [INFO ] [sig       ] PKX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:37.801035] [INFO ] [LOCAL     ] Saved forecast: PKX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PKX.txt
[2025-12-01T20:44:37.801155] [INFO ] [sig       ] [2576/3634] Completed PKX in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-01T20:44:37.801190] [INFO ] [sig       ] [2577/3634] Forecasting PL...
[2025-12-01T20:44:37.801218] [INFO ] [sig       ] Generating forecast for: PL
[2025-12-01T20:44:37.801246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PL' from 'https://tdm.silogroup.org/data/derivative_storage/PL.csv'.
[2025-12-01T20:44:37.812008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PL'.
[2025-12-01T20:44:37.812293] [INFO ] [FORECASTER] Starting predict_future for PL
[2025-12-01T20:44:37.813034] [DEBUG] [LOCAL     ] No optimal features file found for PL: ./output/feature-sets/PL.txt
[2025-12-01T20:44:37.813083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:37.813112] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:37.813137] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:37.813190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:37.868350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:37.868998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:37.869079] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:37.869116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:37.989786] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:37.989935] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:37.989990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:37.990019] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:37.993210] [DEBUG] [FORECASTER] PL: Forecast T+1@11:T+2@11: DOWN (p=1.36%)
[2025-12-01T20:44:37.993466] [INFO ] [FORECASTER] Completed predict_future for PL
[2025-12-01T20:44:37.993602] [INFO ] [sig       ] PL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:38.129715] [INFO ] [LOCAL     ] Saved forecast: PL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PL.txt
[2025-12-01T20:44:38.129896] [INFO ] [sig       ] [2577/3634] Completed PL in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-01T20:44:38.129935] [INFO ] [sig       ] [2578/3634] Forecasting PLAB...
[2025-12-01T20:44:38.129964] [INFO ] [sig       ] Generating forecast for: PLAB
[2025-12-01T20:44:38.129993] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAB' from 'https://tdm.silogroup.org/data/derivative_storage/PLAB.csv'.
[2025-12-01T20:44:38.140807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAB'.
[2025-12-01T20:44:38.141055] [INFO ] [FORECASTER] Starting predict_future for PLAB
[2025-12-01T20:44:38.141793] [DEBUG] [LOCAL     ] No optimal features file found for PLAB: ./output/feature-sets/PLAB.txt
[2025-12-01T20:44:38.141842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:38.141871] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:38.141897] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:38.141952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:38.196436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:38.197050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:38.197125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:38.197155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:38.318115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:38.318253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:38.318289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:38.318333] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:38.321620] [DEBUG] [FORECASTER] PLAB: Forecast T+1@11:T+2@11: UP (p=62.51%)
[2025-12-01T20:44:38.321887] [INFO ] [FORECASTER] Completed predict_future for PLAB
[2025-12-01T20:44:38.322006] [INFO ] [sig       ] PLAB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:38.459656] [INFO ] [LOCAL     ] Saved forecast: PLAB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PLAB.txt
[2025-12-01T20:44:38.459777] [INFO ] [sig       ] [2578/3634] Completed PLAB in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-01T20:44:38.459813] [INFO ] [sig       ] [2579/3634] Forecasting PLAY...
[2025-12-01T20:44:38.459840] [INFO ] [sig       ] Generating forecast for: PLAY
[2025-12-01T20:44:38.459867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLAY' from 'https://tdm.silogroup.org/data/derivative_storage/PLAY.csv'.
[2025-12-01T20:44:38.471861] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLAY'.
[2025-12-01T20:44:38.472171] [INFO ] [FORECASTER] Starting predict_future for PLAY
[2025-12-01T20:44:38.473023] [DEBUG] [LOCAL     ] No optimal features file found for PLAY: ./output/feature-sets/PLAY.txt
[2025-12-01T20:44:38.473077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:38.473115] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:38.473147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:38.473213] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:38.529178] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:38.529796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:38.529884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:38.529915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:38.650511] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:38.650672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:38.650708] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:38.650735] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:38.653960] [DEBUG] [FORECASTER] PLAY: Forecast T+1@11:T+2@11: UP (p=95.53%)
[2025-12-01T20:44:38.654255] [INFO ] [FORECASTER] Completed predict_future for PLAY
[2025-12-01T20:44:38.654383] [INFO ] [sig       ] PLAY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:38.791666] [INFO ] [LOCAL     ] Saved forecast: PLAY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PLAY.txt
[2025-12-01T20:44:38.791789] [INFO ] [sig       ] [2579/3634] Completed PLAY in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-01T20:44:38.791826] [INFO ] [sig       ] [2580/3634] Forecasting PLBC...
[2025-12-01T20:44:38.791854] [INFO ] [sig       ] Generating forecast for: PLBC
[2025-12-01T20:44:38.791882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBC' from 'https://tdm.silogroup.org/data/derivative_storage/PLBC.csv'.
[2025-12-01T20:44:38.803381] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PLBC'.
[2025-12-01T20:44:38.803680] [INFO ] [FORECASTER] Starting predict_future for PLBC
[2025-12-01T20:44:38.804411] [DEBUG] [LOCAL     ] No optimal features file found for PLBC: ./output/feature-sets/PLBC.txt
[2025-12-01T20:44:38.804459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:38.804490] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:38.804515] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:38.804592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:38.859568] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:38.860225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:38.860305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:38.860336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:38.963118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:38.963254] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:38.963289] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:38.963316] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:38.966510] [DEBUG] [FORECASTER] PLBC: Forecast T+1@11:T+2@11: UP (p=67.26%)
[2025-12-01T20:44:38.966788] [INFO ] [FORECASTER] Completed predict_future for PLBC
[2025-12-01T20:44:38.966904] [INFO ] [sig       ] PLBC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:44:39.104867] [INFO ] [LOCAL     ] Saved forecast: PLBC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PLBC.txt
[2025-12-01T20:44:39.104993] [INFO ] [sig       ] [2580/3634] Completed PLBC in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-01T20:44:39.105031] [INFO ] [sig       ] [2581/3634] Forecasting PLBY...
[2025-12-01T20:44:39.105059] [INFO ] [sig       ] Generating forecast for: PLBY
[2025-12-01T20:44:39.105087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLBY' from 'https://tdm.silogroup.org/data/derivative_storage/PLBY.csv'.
[2025-12-01T20:44:39.116707] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLBY'.
[2025-12-01T20:44:39.117004] [INFO ] [FORECASTER] Starting predict_future for PLBY
[2025-12-01T20:44:39.117791] [DEBUG] [LOCAL     ] No optimal features file found for PLBY: ./output/feature-sets/PLBY.txt
[2025-12-01T20:44:39.117839] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:39.117905] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:39.117933] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:39.117988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:39.173427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:39.174064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:39.174146] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:39.174177] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:39.288542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:39.288691] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:39.288727] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:39.288753] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:39.291929] [DEBUG] [FORECASTER] PLBY: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-12-01T20:44:39.292186] [INFO ] [FORECASTER] Completed predict_future for PLBY
[2025-12-01T20:44:39.292307] [INFO ] [sig       ] PLBY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:39.428018] [INFO ] [LOCAL     ] Saved forecast: PLBY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PLBY.txt
[2025-12-01T20:44:39.428132] [INFO ] [sig       ] [2581/3634] Completed PLBY in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-01T20:44:39.428167] [INFO ] [sig       ] [2582/3634] Forecasting PLCE...
[2025-12-01T20:44:39.428194] [INFO ] [sig       ] Generating forecast for: PLCE
[2025-12-01T20:44:39.428220] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLCE' from 'https://tdm.silogroup.org/data/derivative_storage/PLCE.csv'.
[2025-12-01T20:44:39.439438] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLCE'.
[2025-12-01T20:44:39.439730] [INFO ] [FORECASTER] Starting predict_future for PLCE
[2025-12-01T20:44:39.440515] [DEBUG] [LOCAL     ] No optimal features file found for PLCE: ./output/feature-sets/PLCE.txt
[2025-12-01T20:44:39.440566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:39.440615] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:39.440642] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:39.440700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:39.499477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:39.500208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:39.500300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:39.500336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:39.629849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:39.629995] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:39.630033] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:39.630061] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:39.633430] [DEBUG] [FORECASTER] PLCE: Forecast T+1@11:T+2@11: UP (p=57.51%)
[2025-12-01T20:44:39.633721] [INFO ] [FORECASTER] Completed predict_future for PLCE
[2025-12-01T20:44:39.633845] [INFO ] [sig       ] PLCE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:39.773929] [INFO ] [LOCAL     ] Saved forecast: PLCE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PLCE.txt
[2025-12-01T20:44:39.774044] [INFO ] [sig       ] [2582/3634] Completed PLCE in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-01T20:44:39.774081] [INFO ] [sig       ] [2583/3634] Forecasting PLD...
[2025-12-01T20:44:39.774112] [INFO ] [sig       ] Generating forecast for: PLD
[2025-12-01T20:44:39.774145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLD' from 'https://tdm.silogroup.org/data/derivative_storage/PLD.csv'.
[2025-12-01T20:44:39.785558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLD'.
[2025-12-01T20:44:39.785863] [INFO ] [FORECASTER] Starting predict_future for PLD
[2025-12-01T20:44:39.786596] [DEBUG] [LOCAL     ] No optimal features file found for PLD: ./output/feature-sets/PLD.txt
[2025-12-01T20:44:39.786645] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:39.786676] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:39.786702] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:39.786755] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:39.843802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:39.844422] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:39.844498] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:39.844530] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:39.968365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:39.968505] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:39.968541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:39.968582] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:39.971765] [DEBUG] [FORECASTER] PLD: Forecast T+1@11:T+2@11: DOWN (p=0.88%)
[2025-12-01T20:44:39.972023] [INFO ] [FORECASTER] Completed predict_future for PLD
[2025-12-01T20:44:39.972139] [INFO ] [sig       ] PLD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:40.111290] [INFO ] [LOCAL     ] Saved forecast: PLD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PLD.txt
[2025-12-01T20:44:40.111405] [INFO ] [sig       ] [2583/3634] Completed PLD in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-01T20:44:40.111441] [INFO ] [sig       ] [2584/3634] Forecasting PLPC...
[2025-12-01T20:44:40.111469] [INFO ] [sig       ] Generating forecast for: PLPC
[2025-12-01T20:44:40.111498] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLPC' from 'https://tdm.silogroup.org/data/derivative_storage/PLPC.csv'.
[2025-12-01T20:44:40.123012] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLPC'.
[2025-12-01T20:44:40.123297] [INFO ] [FORECASTER] Starting predict_future for PLPC
[2025-12-01T20:44:40.124078] [DEBUG] [LOCAL     ] No optimal features file found for PLPC: ./output/feature-sets/PLPC.txt
[2025-12-01T20:44:40.124128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:40.124157] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:40.124182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:40.124235] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:40.179500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:40.180126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:40.180203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:40.180235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:40.289911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:40.290032] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:40.290067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:40.290127] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:40.293345] [DEBUG] [FORECASTER] PLPC: Forecast T+1@11:T+2@11: UP (p=94.54%)
[2025-12-01T20:44:40.293642] [INFO ] [FORECASTER] Completed predict_future for PLPC
[2025-12-01T20:44:40.293767] [INFO ] [sig       ] PLPC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:40.431161] [INFO ] [LOCAL     ] Saved forecast: PLPC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PLPC.txt
[2025-12-01T20:44:40.431277] [INFO ] [sig       ] [2584/3634] Completed PLPC in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.9m
[2025-12-01T20:44:40.431313] [INFO ] [sig       ] [2585/3634] Forecasting PLRX...
[2025-12-01T20:44:40.431346] [INFO ] [sig       ] Generating forecast for: PLRX
[2025-12-01T20:44:40.431379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLRX' from 'https://tdm.silogroup.org/data/derivative_storage/PLRX.csv'.
[2025-12-01T20:44:40.442709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLRX'.
[2025-12-01T20:44:40.442972] [INFO ] [FORECASTER] Starting predict_future for PLRX
[2025-12-01T20:44:40.443710] [DEBUG] [LOCAL     ] No optimal features file found for PLRX: ./output/feature-sets/PLRX.txt
[2025-12-01T20:44:40.443759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:40.443791] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:40.443826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:40.443894] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:40.503747] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:40.504519] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:40.504621] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:40.504657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:40.621989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:40.622137] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:40.622174] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:40.622207] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:40.625662] [DEBUG] [FORECASTER] PLRX: Forecast T+1@11:T+2@11: UP (p=89.62%)
[2025-12-01T20:44:40.625954] [INFO ] [FORECASTER] Completed predict_future for PLRX
[2025-12-01T20:44:40.626081] [INFO ] [sig       ] PLRX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:40.766001] [INFO ] [LOCAL     ] Saved forecast: PLRX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PLRX.txt
[2025-12-01T20:44:40.766121] [INFO ] [sig       ] [2585/3634] Completed PLRX in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-01T20:44:40.766173] [INFO ] [sig       ] [2586/3634] Forecasting PLSE...
[2025-12-01T20:44:40.766209] [INFO ] [sig       ] Generating forecast for: PLSE
[2025-12-01T20:44:40.766245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLSE' from 'https://tdm.silogroup.org/data/derivative_storage/PLSE.csv'.
[2025-12-01T20:44:40.777468] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLSE'.
[2025-12-01T20:44:40.777787] [INFO ] [FORECASTER] Starting predict_future for PLSE
[2025-12-01T20:44:40.778566] [DEBUG] [LOCAL     ] No optimal features file found for PLSE: ./output/feature-sets/PLSE.txt
[2025-12-01T20:44:40.778634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:40.778665] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:40.778690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:40.778747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:40.835849] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:40.836435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:40.836508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:40.836538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:40.959274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:40.959411] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:40.959447] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:40.959477] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:40.962835] [DEBUG] [FORECASTER] PLSE: Forecast T+1@11:T+2@11: DOWN (p=29.02%)
[2025-12-01T20:44:40.963101] [INFO ] [FORECASTER] Completed predict_future for PLSE
[2025-12-01T20:44:40.963242] [INFO ] [sig       ] PLSE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:41.102517] [INFO ] [LOCAL     ] Saved forecast: PLSE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PLSE.txt
[2025-12-01T20:44:41.102673] [INFO ] [sig       ] [2586/3634] Completed PLSE in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-01T20:44:41.102712] [INFO ] [sig       ] [2587/3634] Forecasting PLTK...
[2025-12-01T20:44:41.102741] [INFO ] [sig       ] Generating forecast for: PLTK
[2025-12-01T20:44:41.102770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLTK' from 'https://tdm.silogroup.org/data/derivative_storage/PLTK.csv'.
[2025-12-01T20:44:41.113867] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PLTK'.
[2025-12-01T20:44:41.114168] [INFO ] [FORECASTER] Starting predict_future for PLTK
[2025-12-01T20:44:41.114928] [DEBUG] [LOCAL     ] No optimal features file found for PLTK: ./output/feature-sets/PLTK.txt
[2025-12-01T20:44:41.114978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:41.115009] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:41.115034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:41.115090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:41.174646] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:41.175314] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:41.175402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:41.175436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:41.291906] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:41.292039] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:41.292075] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:41.292101] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:41.295275] [DEBUG] [FORECASTER] PLTK: Forecast T+1@11:T+2@11: DOWN (p=22.35%)
[2025-12-01T20:44:41.295528] [INFO ] [FORECASTER] Completed predict_future for PLTK
[2025-12-01T20:44:41.295662] [INFO ] [sig       ] PLTK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:41.434410] [INFO ] [LOCAL     ] Saved forecast: PLTK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PLTK.txt
[2025-12-01T20:44:41.434557] [INFO ] [sig       ] [2587/3634] Completed PLTK in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-01T20:44:41.434614] [INFO ] [sig       ] [2588/3634] Forecasting PLUG...
[2025-12-01T20:44:41.434642] [INFO ] [sig       ] Generating forecast for: PLUG
[2025-12-01T20:44:41.434671] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUG' from 'https://tdm.silogroup.org/data/derivative_storage/PLUG.csv'.
[2025-12-01T20:44:41.446238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUG'.
[2025-12-01T20:44:41.446646] [INFO ] [FORECASTER] Starting predict_future for PLUG
[2025-12-01T20:44:41.447427] [DEBUG] [LOCAL     ] No optimal features file found for PLUG: ./output/feature-sets/PLUG.txt
[2025-12-01T20:44:41.447476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:41.447506] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:41.447531] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:41.447601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:41.507161] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:41.508104] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:41.508196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:41.508228] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:41.632408] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:41.632562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:41.632618] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:41.632664] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:41.635936] [DEBUG] [FORECASTER] PLUG: Forecast T+1@11:T+2@11: UP (p=60.30%)
[2025-12-01T20:44:41.636201] [INFO ] [FORECASTER] Completed predict_future for PLUG
[2025-12-01T20:44:41.636325] [INFO ] [sig       ] PLUG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:41.789505] [INFO ] [LOCAL     ] Saved forecast: PLUG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PLUG.txt
[2025-12-01T20:44:41.789686] [INFO ] [sig       ] [2588/3634] Completed PLUG in 0.4s | 2.99 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-01T20:44:41.789733] [INFO ] [sig       ] [2589/3634] Forecasting PLUS...
[2025-12-01T20:44:41.789765] [INFO ] [sig       ] Generating forecast for: PLUS
[2025-12-01T20:44:41.789795] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLUS' from 'https://tdm.silogroup.org/data/derivative_storage/PLUS.csv'.
[2025-12-01T20:44:41.801216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLUS'.
[2025-12-01T20:44:41.801595] [INFO ] [FORECASTER] Starting predict_future for PLUS
[2025-12-01T20:44:41.802337] [DEBUG] [LOCAL     ] No optimal features file found for PLUS: ./output/feature-sets/PLUS.txt
[2025-12-01T20:44:41.802386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:41.802416] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:41.802442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:41.802496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:41.859902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:41.860797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:41.860889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:41.860923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:41.986457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:41.986627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:41.986668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:41.986698] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:41.990100] [DEBUG] [FORECASTER] PLUS: Forecast T+1@11:T+2@11: DOWN (p=38.04%)
[2025-12-01T20:44:41.990404] [INFO ] [FORECASTER] Completed predict_future for PLUS
[2025-12-01T20:44:41.990534] [INFO ] [sig       ] PLUS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:42.133044] [INFO ] [LOCAL     ] Saved forecast: PLUS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PLUS.txt
[2025-12-01T20:44:42.133190] [INFO ] [sig       ] [2589/3634] Completed PLUS in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-01T20:44:42.133227] [INFO ] [sig       ] [2590/3634] Forecasting PLXS...
[2025-12-01T20:44:42.133256] [INFO ] [sig       ] Generating forecast for: PLXS
[2025-12-01T20:44:42.133284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLXS' from 'https://tdm.silogroup.org/data/derivative_storage/PLXS.csv'.
[2025-12-01T20:44:42.144729] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PLXS'.
[2025-12-01T20:44:42.145071] [INFO ] [FORECASTER] Starting predict_future for PLXS
[2025-12-01T20:44:42.145815] [DEBUG] [LOCAL     ] No optimal features file found for PLXS: ./output/feature-sets/PLXS.txt
[2025-12-01T20:44:42.145864] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:42.145893] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:42.145919] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:42.145972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:42.201440] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:42.202265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:42.202344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:42.202391] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:42.320387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:42.320536] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:42.320591] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:42.320621] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:42.323885] [DEBUG] [FORECASTER] PLXS: Forecast T+1@11:T+2@11: DOWN (p=12.60%)
[2025-12-01T20:44:42.324159] [INFO ] [FORECASTER] Completed predict_future for PLXS
[2025-12-01T20:44:42.324281] [INFO ] [sig       ] PLXS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:42.465013] [INFO ] [LOCAL     ] Saved forecast: PLXS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PLXS.txt
[2025-12-01T20:44:42.465161] [INFO ] [sig       ] [2590/3634] Completed PLXS in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-01T20:44:42.465205] [INFO ] [sig       ] [2591/3634] Forecasting PLYM...
[2025-12-01T20:44:42.465235] [INFO ] [sig       ] Generating forecast for: PLYM
[2025-12-01T20:44:42.465263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PLYM' from 'https://tdm.silogroup.org/data/derivative_storage/PLYM.csv'.
[2025-12-01T20:44:42.476270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PLYM'.
[2025-12-01T20:44:42.476639] [INFO ] [FORECASTER] Starting predict_future for PLYM
[2025-12-01T20:44:42.477383] [DEBUG] [LOCAL     ] No optimal features file found for PLYM: ./output/feature-sets/PLYM.txt
[2025-12-01T20:44:42.477432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:42.477462] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:42.477488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:42.477542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:42.533416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:42.534160] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:42.534298] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:42.534331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:42.656319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:42.656474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:42.656512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:42.656540] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:42.659836] [DEBUG] [FORECASTER] PLYM: Forecast T+1@11:T+2@11: DOWN (p=26.30%)
[2025-12-01T20:44:42.660105] [INFO ] [FORECASTER] Completed predict_future for PLYM
[2025-12-01T20:44:42.660227] [INFO ] [sig       ] PLYM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:42.799190] [INFO ] [LOCAL     ] Saved forecast: PLYM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PLYM.txt
[2025-12-01T20:44:42.799350] [INFO ] [sig       ] [2591/3634] Completed PLYM in 0.3s | 2.99 sym/s | Total: 14.4m | ETA: 5.8m
[2025-12-01T20:44:42.799387] [INFO ] [sig       ] [2592/3634] Forecasting PM...
[2025-12-01T20:44:42.799416] [INFO ] [sig       ] Generating forecast for: PM
[2025-12-01T20:44:42.799447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PM' from 'https://tdm.silogroup.org/data/derivative_storage/PM.csv'.
[2025-12-01T20:44:42.810718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PM'.
[2025-12-01T20:44:42.811048] [INFO ] [FORECASTER] Starting predict_future for PM
[2025-12-01T20:44:42.811801] [DEBUG] [LOCAL     ] No optimal features file found for PM: ./output/feature-sets/PM.txt
[2025-12-01T20:44:42.811851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:42.811882] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:42.811923] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:42.811987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:42.867748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:42.868542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:42.868646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:42.868677] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:42.993226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:42.993376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:42.993413] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:42.993441] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:42.996653] [DEBUG] [FORECASTER] PM: Forecast T+1@11:T+2@11: DOWN (p=13.42%)
[2025-12-01T20:44:42.996907] [INFO ] [FORECASTER] Completed predict_future for PM
[2025-12-01T20:44:42.997024] [INFO ] [sig       ] PM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:43.138698] [INFO ] [LOCAL     ] Saved forecast: PM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PM.txt
[2025-12-01T20:44:43.138855] [INFO ] [sig       ] [2592/3634] Completed PM in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-01T20:44:43.138894] [INFO ] [sig       ] [2593/3634] Forecasting PMAX...
[2025-12-01T20:44:43.138922] [INFO ] [sig       ] Generating forecast for: PMAX
[2025-12-01T20:44:43.138950] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMAX' from 'https://tdm.silogroup.org/data/derivative_storage/PMAX.csv'.
[2025-12-01T20:44:43.151345] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMAX'.
[2025-12-01T20:44:43.151796] [INFO ] [FORECASTER] Starting predict_future for PMAX
[2025-12-01T20:44:43.152630] [DEBUG] [LOCAL     ] No optimal features file found for PMAX: ./output/feature-sets/PMAX.txt
[2025-12-01T20:44:43.152682] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:43.152713] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:43.152740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:43.152795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:43.207567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:43.208469] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:43.208555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:43.208604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:43.325366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:43.325527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:43.325565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:43.325611] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:43.328973] [DEBUG] [FORECASTER] PMAX: Forecast T+1@11:T+2@11: DOWN (p=35.84%)
[2025-12-01T20:44:43.329256] [INFO ] [FORECASTER] Completed predict_future for PMAX
[2025-12-01T20:44:43.329385] [INFO ] [sig       ] PMAX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:43.467832] [INFO ] [LOCAL     ] Saved forecast: PMAX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PMAX.txt
[2025-12-01T20:44:43.467963] [INFO ] [sig       ] [2593/3634] Completed PMAX in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-01T20:44:43.468001] [INFO ] [sig       ] [2594/3634] Forecasting PML...
[2025-12-01T20:44:43.468029] [INFO ] [sig       ] Generating forecast for: PML
[2025-12-01T20:44:43.468057] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PML' from 'https://tdm.silogroup.org/data/derivative_storage/PML.csv'.
[2025-12-01T20:44:43.479035] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PML'.
[2025-12-01T20:44:43.479328] [INFO ] [FORECASTER] Starting predict_future for PML
[2025-12-01T20:44:43.480100] [DEBUG] [LOCAL     ] No optimal features file found for PML: ./output/feature-sets/PML.txt
[2025-12-01T20:44:43.480150] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:43.480180] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:43.480207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:43.480262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:43.536953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:43.537799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:43.537886] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:43.537918] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:43.657829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:43.657979] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:43.658017] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:43.658045] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:43.661452] [DEBUG] [FORECASTER] PML: Forecast T+1@11:T+2@11: DOWN (p=15.18%)
[2025-12-01T20:44:43.661768] [INFO ] [FORECASTER] Completed predict_future for PML
[2025-12-01T20:44:43.661899] [INFO ] [sig       ] PML: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:43.801409] [INFO ] [LOCAL     ] Saved forecast: PML	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PML.txt
[2025-12-01T20:44:43.801564] [INFO ] [sig       ] [2594/3634] Completed PML in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-01T20:44:43.801621] [INFO ] [sig       ] [2595/3634] Forecasting PMM...
[2025-12-01T20:44:43.801650] [INFO ] [sig       ] Generating forecast for: PMM
[2025-12-01T20:44:43.801678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMM' from 'https://tdm.silogroup.org/data/derivative_storage/PMM.csv'.
[2025-12-01T20:44:43.816773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMM'.
[2025-12-01T20:44:43.817169] [INFO ] [FORECASTER] Starting predict_future for PMM
[2025-12-01T20:44:43.818161] [DEBUG] [LOCAL     ] No optimal features file found for PMM: ./output/feature-sets/PMM.txt
[2025-12-01T20:44:43.818222] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:43.818262] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:43.818297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:43.818400] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:43.882455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:43.883232] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:43.883311] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:43.883342] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:43.999344] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:43.999492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:43.999530] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:43.999559] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:44.002813] [DEBUG] [FORECASTER] PMM: Forecast T+1@11:T+2@11: DOWN (p=15.56%)
[2025-12-01T20:44:44.003086] [INFO ] [FORECASTER] Completed predict_future for PMM
[2025-12-01T20:44:44.003207] [INFO ] [sig       ] PMM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:44.139553] [INFO ] [LOCAL     ] Saved forecast: PMM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PMM.txt
[2025-12-01T20:44:44.139708] [INFO ] [sig       ] [2595/3634] Completed PMM in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-01T20:44:44.139745] [INFO ] [sig       ] [2596/3634] Forecasting PMO...
[2025-12-01T20:44:44.139773] [INFO ] [sig       ] Generating forecast for: PMO
[2025-12-01T20:44:44.139807] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMO' from 'https://tdm.silogroup.org/data/derivative_storage/PMO.csv'.
[2025-12-01T20:44:44.151398] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMO'.
[2025-12-01T20:44:44.151709] [INFO ] [FORECASTER] Starting predict_future for PMO
[2025-12-01T20:44:44.152470] [DEBUG] [LOCAL     ] No optimal features file found for PMO: ./output/feature-sets/PMO.txt
[2025-12-01T20:44:44.152520] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:44.152551] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:44.152597] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:44.152655] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:44.223158] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:44.224039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:44.224122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:44.224153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:44.338791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:44.338936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:44.338974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:44.339002] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:44.342229] [DEBUG] [FORECASTER] PMO: Forecast T+1@11:T+2@11: DOWN (p=1.55%)
[2025-12-01T20:44:44.342485] [INFO ] [FORECASTER] Completed predict_future for PMO
[2025-12-01T20:44:44.342622] [INFO ] [sig       ] PMO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:44.482211] [INFO ] [LOCAL     ] Saved forecast: PMO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PMO.txt
[2025-12-01T20:44:44.482338] [INFO ] [sig       ] [2596/3634] Completed PMO in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-01T20:44:44.482374] [INFO ] [sig       ] [2597/3634] Forecasting PMTS...
[2025-12-01T20:44:44.482401] [INFO ] [sig       ] Generating forecast for: PMTS
[2025-12-01T20:44:44.482429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMTS' from 'https://tdm.silogroup.org/data/derivative_storage/PMTS.csv'.
[2025-12-01T20:44:44.493991] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMTS'.
[2025-12-01T20:44:44.494292] [INFO ] [FORECASTER] Starting predict_future for PMTS
[2025-12-01T20:44:44.495042] [DEBUG] [LOCAL     ] No optimal features file found for PMTS: ./output/feature-sets/PMTS.txt
[2025-12-01T20:44:44.495092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:44.495122] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:44.495148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:44.495202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:44.550120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:44.550747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:44.550822] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:44.550852] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:44.670658] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:44.670797] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:44.670834] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:44.670862] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:44.674053] [DEBUG] [FORECASTER] PMTS: Forecast T+1@11:T+2@11: DOWN (p=45.08%)
[2025-12-01T20:44:44.674308] [INFO ] [FORECASTER] Completed predict_future for PMTS
[2025-12-01T20:44:44.674430] [INFO ] [sig       ] PMTS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:44.810838] [INFO ] [LOCAL     ] Saved forecast: PMTS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PMTS.txt
[2025-12-01T20:44:44.810963] [INFO ] [sig       ] [2597/3634] Completed PMTS in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-01T20:44:44.810999] [INFO ] [sig       ] [2598/3634] Forecasting PMVP...
[2025-12-01T20:44:44.811027] [INFO ] [sig       ] Generating forecast for: PMVP
[2025-12-01T20:44:44.811054] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PMVP' from 'https://tdm.silogroup.org/data/derivative_storage/PMVP.csv'.
[2025-12-01T20:44:44.822150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PMVP'.
[2025-12-01T20:44:44.822403] [INFO ] [FORECASTER] Starting predict_future for PMVP
[2025-12-01T20:44:44.823133] [DEBUG] [LOCAL     ] No optimal features file found for PMVP: ./output/feature-sets/PMVP.txt
[2025-12-01T20:44:44.823181] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:44.823236] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:44.823263] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:44.823317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:44.878951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:44.879542] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:44.879635] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:44.879666] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:45.001445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:45.001603] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:45.001641] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:45.001668] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:45.004935] [DEBUG] [FORECASTER] PMVP: Forecast T+1@11:T+2@11: UP (p=72.29%)
[2025-12-01T20:44:45.005187] [INFO ] [FORECASTER] Completed predict_future for PMVP
[2025-12-01T20:44:45.005312] [INFO ] [sig       ] PMVP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:45.142617] [INFO ] [LOCAL     ] Saved forecast: PMVP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PMVP.txt
[2025-12-01T20:44:45.142720] [INFO ] [sig       ] [2598/3634] Completed PMVP in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-01T20:44:45.142755] [INFO ] [sig       ] [2599/3634] Forecasting PNC...
[2025-12-01T20:44:45.142783] [INFO ] [sig       ] Generating forecast for: PNC
[2025-12-01T20:44:45.142811] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNC' from 'https://tdm.silogroup.org/data/derivative_storage/PNC.csv'.
[2025-12-01T20:44:45.155053] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNC'.
[2025-12-01T20:44:45.155431] [INFO ] [FORECASTER] Starting predict_future for PNC
[2025-12-01T20:44:45.156239] [DEBUG] [LOCAL     ] No optimal features file found for PNC: ./output/feature-sets/PNC.txt
[2025-12-01T20:44:45.156292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:45.156325] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:45.156351] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:45.156409] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:45.212034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:45.212841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:45.212924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:45.212955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:45.335591] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:45.335742] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:45.335780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:45.335807] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:45.339121] [DEBUG] [FORECASTER] PNC: Forecast T+1@11:T+2@11: DOWN (p=44.88%)
[2025-12-01T20:44:45.339428] [INFO ] [FORECASTER] Completed predict_future for PNC
[2025-12-01T20:44:45.339554] [INFO ] [sig       ] PNC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:45.479078] [INFO ] [LOCAL     ] Saved forecast: PNC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PNC.txt
[2025-12-01T20:44:45.479221] [INFO ] [sig       ] [2599/3634] Completed PNC in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-01T20:44:45.479259] [INFO ] [sig       ] [2600/3634] Forecasting PNFP...
[2025-12-01T20:44:45.479286] [INFO ] [sig       ] Generating forecast for: PNFP
[2025-12-01T20:44:45.479314] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNFP' from 'https://tdm.silogroup.org/data/derivative_storage/PNFP.csv'.
[2025-12-01T20:44:45.490709] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PNFP'.
[2025-12-01T20:44:45.490969] [INFO ] [FORECASTER] Starting predict_future for PNFP
[2025-12-01T20:44:45.491717] [DEBUG] [LOCAL     ] No optimal features file found for PNFP: ./output/feature-sets/PNFP.txt
[2025-12-01T20:44:45.491765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:45.491795] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:45.491821] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:45.491875] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:45.547373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:45.548178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:45.548263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:45.548294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:45.667516] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:45.667678] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:45.667714] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:45.667741] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:45.671110] [DEBUG] [FORECASTER] PNFP: Forecast T+1@11:T+2@11: UP (p=97.24%)
[2025-12-01T20:44:45.671372] [INFO ] [FORECASTER] Completed predict_future for PNFP
[2025-12-01T20:44:45.671489] [INFO ] [sig       ] PNFP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:44:45.811297] [INFO ] [LOCAL     ] Saved forecast: PNFP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PNFP.txt
[2025-12-01T20:44:45.811464] [INFO ] [sig       ] [2600/3634] Completed PNFP in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-01T20:44:45.811504] [INFO ] [sig       ] [2601/3634] Forecasting PNI...
[2025-12-01T20:44:45.811534] [INFO ] [sig       ] Generating forecast for: PNI
[2025-12-01T20:44:45.811565] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNI' from 'https://tdm.silogroup.org/data/derivative_storage/PNI.csv'.
[2025-12-01T20:44:45.822882] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PNI'.
[2025-12-01T20:44:45.823218] [INFO ] [FORECASTER] Starting predict_future for PNI
[2025-12-01T20:44:45.823980] [DEBUG] [LOCAL     ] No optimal features file found for PNI: ./output/feature-sets/PNI.txt
[2025-12-01T20:44:45.824027] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:45.824056] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:45.824081] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:45.824135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:45.879599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:45.880435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:45.880522] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:45.880553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:45.988739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:45.988904] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:45.988943] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:45.989001] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:45.992307] [DEBUG] [FORECASTER] PNI: Forecast T+1@11:T+2@11: DOWN (p=19.35%)
[2025-12-01T20:44:45.992647] [INFO ] [FORECASTER] Completed predict_future for PNI
[2025-12-01T20:44:45.992777] [INFO ] [sig       ] PNI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:46.130891] [INFO ] [LOCAL     ] Saved forecast: PNI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PNI.txt
[2025-12-01T20:44:46.131058] [INFO ] [sig       ] [2601/3634] Completed PNI in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-01T20:44:46.131099] [INFO ] [sig       ] [2602/3634] Forecasting PNQI...
[2025-12-01T20:44:46.131127] [INFO ] [sig       ] Generating forecast for: PNQI
[2025-12-01T20:44:46.131155] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNQI' from 'https://tdm.silogroup.org/data/derivative_storage/PNQI.csv'.
[2025-12-01T20:44:46.142064] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNQI'.
[2025-12-01T20:44:46.142398] [INFO ] [FORECASTER] Starting predict_future for PNQI
[2025-12-01T20:44:46.143150] [DEBUG] [LOCAL     ] No optimal features file found for PNQI: ./output/feature-sets/PNQI.txt
[2025-12-01T20:44:46.143199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:46.143228] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:46.143253] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:46.143307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:46.198744] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:46.199559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:46.199663] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:46.199694] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:46.318164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:46.318331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:46.318370] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:46.318398] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:46.321644] [DEBUG] [FORECASTER] PNQI: Forecast T+1@11:T+2@11: DOWN (p=13.86%)
[2025-12-01T20:44:46.321908] [INFO ] [FORECASTER] Completed predict_future for PNQI
[2025-12-01T20:44:46.322028] [INFO ] [sig       ] PNQI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:46.462478] [INFO ] [LOCAL     ] Saved forecast: PNQI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PNQI.txt
[2025-12-01T20:44:46.462623] [INFO ] [sig       ] [2602/3634] Completed PNQI in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.8m
[2025-12-01T20:44:46.462662] [INFO ] [sig       ] [2603/3634] Forecasting PNRG...
[2025-12-01T20:44:46.462691] [INFO ] [sig       ] Generating forecast for: PNRG
[2025-12-01T20:44:46.462718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNRG' from 'https://tdm.silogroup.org/data/derivative_storage/PNRG.csv'.
[2025-12-01T20:44:46.474180] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PNRG'.
[2025-12-01T20:44:46.474465] [INFO ] [FORECASTER] Starting predict_future for PNRG
[2025-12-01T20:44:46.475230] [DEBUG] [LOCAL     ] No optimal features file found for PNRG: ./output/feature-sets/PNRG.txt
[2025-12-01T20:44:46.475279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:46.475313] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:46.475338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:46.475392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:46.530935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:46.531538] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:46.531630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:46.531662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:46.643083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:46.643190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:46.643226] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:46.643253] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:46.646485] [DEBUG] [FORECASTER] PNRG: Forecast T+1@11:T+2@11: DOWN (p=6.06%)
[2025-12-01T20:44:46.646757] [INFO ] [FORECASTER] Completed predict_future for PNRG
[2025-12-01T20:44:46.646876] [INFO ] [sig       ] PNRG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:46.783747] [INFO ] [LOCAL     ] Saved forecast: PNRG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PNRG.txt
[2025-12-01T20:44:46.783856] [INFO ] [sig       ] [2603/3634] Completed PNRG in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-01T20:44:46.783890] [INFO ] [sig       ] [2604/3634] Forecasting PNTG...
[2025-12-01T20:44:46.783918] [INFO ] [sig       ] Generating forecast for: PNTG
[2025-12-01T20:44:46.783946] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PNTG' from 'https://tdm.silogroup.org/data/derivative_storage/PNTG.csv'.
[2025-12-01T20:44:46.794968] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PNTG'.
[2025-12-01T20:44:46.795216] [INFO ] [FORECASTER] Starting predict_future for PNTG
[2025-12-01T20:44:46.795967] [DEBUG] [LOCAL     ] No optimal features file found for PNTG: ./output/feature-sets/PNTG.txt
[2025-12-01T20:44:46.796016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:46.796045] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:46.796070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:46.796124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:46.850687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:46.851271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:46.851347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:46.851377] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:46.965606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:46.965705] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:46.965739] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:46.965765] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:46.968807] [DEBUG] [FORECASTER] PNTG: Forecast T+1@11:T+2@11: DOWN (p=3.61%)
[2025-12-01T20:44:46.969053] [INFO ] [FORECASTER] Completed predict_future for PNTG
[2025-12-01T20:44:46.969175] [INFO ] [sig       ] PNTG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:47.106213] [INFO ] [LOCAL     ] Saved forecast: PNTG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PNTG.txt
[2025-12-01T20:44:47.106332] [INFO ] [sig       ] [2604/3634] Completed PNTG in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-01T20:44:47.106374] [INFO ] [sig       ] [2605/3634] Forecasting POAI...
[2025-12-01T20:44:47.106407] [INFO ] [sig       ] Generating forecast for: POAI
[2025-12-01T20:44:47.106440] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POAI' from 'https://tdm.silogroup.org/data/derivative_storage/POAI.csv'.
[2025-12-01T20:44:47.118056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POAI'.
[2025-12-01T20:44:47.118392] [INFO ] [FORECASTER] Starting predict_future for POAI
[2025-12-01T20:44:47.119179] [DEBUG] [LOCAL     ] No optimal features file found for POAI: ./output/feature-sets/POAI.txt
[2025-12-01T20:44:47.119238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:47.119273] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:47.119304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:47.119369] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:47.175538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:47.176165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:47.176244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:47.176274] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:47.290822] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:47.290954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:47.290990] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:47.291016] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:47.294234] [DEBUG] [FORECASTER] POAI: Forecast T+1@11:T+2@11: DOWN (p=10.21%)
[2025-12-01T20:44:47.294533] [INFO ] [FORECASTER] Completed predict_future for POAI
[2025-12-01T20:44:47.294676] [INFO ] [sig       ] POAI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:47.433107] [INFO ] [LOCAL     ] Saved forecast: POAI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/POAI.txt
[2025-12-01T20:44:47.433231] [INFO ] [sig       ] [2605/3634] Completed POAI in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-01T20:44:47.433269] [INFO ] [sig       ] [2606/3634] Forecasting PODD...
[2025-12-01T20:44:47.433302] [INFO ] [sig       ] Generating forecast for: PODD
[2025-12-01T20:44:47.433335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PODD' from 'https://tdm.silogroup.org/data/derivative_storage/PODD.csv'.
[2025-12-01T20:44:47.444976] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PODD'.
[2025-12-01T20:44:47.445315] [INFO ] [FORECASTER] Starting predict_future for PODD
[2025-12-01T20:44:47.446090] [DEBUG] [LOCAL     ] No optimal features file found for PODD: ./output/feature-sets/PODD.txt
[2025-12-01T20:44:47.446140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:47.446169] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:47.446194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:47.446248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:47.501720] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:47.502365] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:47.502442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:47.502472] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:47.623440] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:47.623603] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:47.623641] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:47.623667] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:47.626954] [DEBUG] [FORECASTER] PODD: Forecast T+1@11:T+2@11: UP (p=79.84%)
[2025-12-01T20:44:47.627212] [INFO ] [FORECASTER] Completed predict_future for PODD
[2025-12-01T20:44:47.627334] [INFO ] [sig       ] PODD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:44:47.766220] [INFO ] [LOCAL     ] Saved forecast: PODD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PODD.txt
[2025-12-01T20:44:47.766358] [INFO ] [sig       ] [2606/3634] Completed PODD in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-01T20:44:47.766402] [INFO ] [sig       ] [2607/3634] Forecasting POOL...
[2025-12-01T20:44:47.766436] [INFO ] [sig       ] Generating forecast for: POOL
[2025-12-01T20:44:47.766494] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POOL' from 'https://tdm.silogroup.org/data/derivative_storage/POOL.csv'.
[2025-12-01T20:44:47.777792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POOL'.
[2025-12-01T20:44:47.778080] [INFO ] [FORECASTER] Starting predict_future for POOL
[2025-12-01T20:44:47.778875] [DEBUG] [LOCAL     ] No optimal features file found for POOL: ./output/feature-sets/POOL.txt
[2025-12-01T20:44:47.778924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:47.778953] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:47.778978] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:47.779032] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:47.834372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:47.835005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:47.835078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:47.835109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:47.953058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:47.953203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:47.953239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:47.953265] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:47.956485] [DEBUG] [FORECASTER] POOL: Forecast T+1@11:T+2@11: DOWN (p=9.50%)
[2025-12-01T20:44:47.956757] [INFO ] [FORECASTER] Completed predict_future for POOL
[2025-12-01T20:44:47.956876] [INFO ] [sig       ] POOL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:48.093945] [INFO ] [LOCAL     ] Saved forecast: POOL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/POOL.txt
[2025-12-01T20:44:48.094063] [INFO ] [sig       ] [2607/3634] Completed POOL in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-01T20:44:48.094100] [INFO ] [sig       ] [2608/3634] Forecasting POWI...
[2025-12-01T20:44:48.094128] [INFO ] [sig       ] Generating forecast for: POWI
[2025-12-01T20:44:48.094157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWI' from 'https://tdm.silogroup.org/data/derivative_storage/POWI.csv'.
[2025-12-01T20:44:48.105709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWI'.
[2025-12-01T20:44:48.106008] [INFO ] [FORECASTER] Starting predict_future for POWI
[2025-12-01T20:44:48.106765] [DEBUG] [LOCAL     ] No optimal features file found for POWI: ./output/feature-sets/POWI.txt
[2025-12-01T20:44:48.106813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:48.106844] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:48.106870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:48.106924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:48.172130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:48.173081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:48.173196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:48.173229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:48.291775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:48.291921] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:48.291959] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:48.291986] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:48.295242] [DEBUG] [FORECASTER] POWI: Forecast T+1@11:T+2@11: DOWN (p=11.19%)
[2025-12-01T20:44:48.295498] [INFO ] [FORECASTER] Completed predict_future for POWI
[2025-12-01T20:44:48.295634] [INFO ] [sig       ] POWI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:48.447869] [INFO ] [LOCAL     ] Saved forecast: POWI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/POWI.txt
[2025-12-01T20:44:48.448009] [INFO ] [sig       ] [2608/3634] Completed POWI in 0.4s | 2.99 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-01T20:44:48.448046] [INFO ] [sig       ] [2609/3634] Forecasting POWL...
[2025-12-01T20:44:48.448075] [INFO ] [sig       ] Generating forecast for: POWL
[2025-12-01T20:44:48.448104] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'POWL' from 'https://tdm.silogroup.org/data/derivative_storage/POWL.csv'.
[2025-12-01T20:44:48.459096] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'POWL'.
[2025-12-01T20:44:48.459339] [INFO ] [FORECASTER] Starting predict_future for POWL
[2025-12-01T20:44:48.460078] [DEBUG] [LOCAL     ] No optimal features file found for POWL: ./output/feature-sets/POWL.txt
[2025-12-01T20:44:48.460127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:48.460157] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:48.460183] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:48.460237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:48.515856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:48.516432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:48.516504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:48.516534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:48.641201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:48.641370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:48.641415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:48.641443] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:48.644982] [DEBUG] [FORECASTER] POWL: Forecast T+1@11:T+2@11: DOWN (p=5.96%)
[2025-12-01T20:44:48.645260] [INFO ] [FORECASTER] Completed predict_future for POWL
[2025-12-01T20:44:48.645388] [INFO ] [sig       ] POWL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:48.783140] [INFO ] [LOCAL     ] Saved forecast: POWL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/POWL.txt
[2025-12-01T20:44:48.783270] [INFO ] [sig       ] [2609/3634] Completed POWL in 0.3s | 2.99 sym/s | Total: 14.5m | ETA: 5.7m
[2025-12-01T20:44:48.783307] [INFO ] [sig       ] [2610/3634] Forecasting PPC...
[2025-12-01T20:44:48.783336] [INFO ] [sig       ] Generating forecast for: PPC
[2025-12-01T20:44:48.783367] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPC' from 'https://tdm.silogroup.org/data/derivative_storage/PPC.csv'.
[2025-12-01T20:44:48.795081] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPC'.
[2025-12-01T20:44:48.795383] [INFO ] [FORECASTER] Starting predict_future for PPC
[2025-12-01T20:44:48.796184] [DEBUG] [LOCAL     ] No optimal features file found for PPC: ./output/feature-sets/PPC.txt
[2025-12-01T20:44:48.796235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:48.796266] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:48.796292] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:48.796348] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:48.851260] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:48.851887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:48.851972] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:48.852003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:48.972000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:48.972151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:48.972187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:48.972214] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:48.975473] [DEBUG] [FORECASTER] PPC: Forecast T+1@11:T+2@11: DOWN (p=25.93%)
[2025-12-01T20:44:48.975772] [INFO ] [FORECASTER] Completed predict_future for PPC
[2025-12-01T20:44:48.975893] [INFO ] [sig       ] PPC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:49.115153] [INFO ] [LOCAL     ] Saved forecast: PPC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PPC.txt
[2025-12-01T20:44:49.115281] [INFO ] [sig       ] [2610/3634] Completed PPC in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-01T20:44:49.115319] [INFO ] [sig       ] [2611/3634] Forecasting PPG...
[2025-12-01T20:44:49.115350] [INFO ] [sig       ] Generating forecast for: PPG
[2025-12-01T20:44:49.115381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPG' from 'https://tdm.silogroup.org/data/derivative_storage/PPG.csv'.
[2025-12-01T20:44:49.127255] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PPG'.
[2025-12-01T20:44:49.127547] [INFO ] [FORECASTER] Starting predict_future for PPG
[2025-12-01T20:44:49.128363] [DEBUG] [LOCAL     ] No optimal features file found for PPG: ./output/feature-sets/PPG.txt
[2025-12-01T20:44:49.128425] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:49.128456] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:49.128482] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:49.128538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:49.186410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:49.187096] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:49.187177] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:49.187209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:49.311334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:49.311479] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:49.311516] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:49.311543] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:49.314922] [DEBUG] [FORECASTER] PPG: Forecast T+1@11:T+2@11: DOWN (p=37.55%)
[2025-12-01T20:44:49.315245] [INFO ] [FORECASTER] Completed predict_future for PPG
[2025-12-01T20:44:49.315380] [INFO ] [sig       ] PPG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:49.454727] [INFO ] [LOCAL     ] Saved forecast: PPG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PPG.txt
[2025-12-01T20:44:49.454877] [INFO ] [sig       ] [2611/3634] Completed PPG in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-01T20:44:49.454915] [INFO ] [sig       ] [2612/3634] Forecasting PPH...
[2025-12-01T20:44:49.454946] [INFO ] [sig       ] Generating forecast for: PPH
[2025-12-01T20:44:49.454983] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPH' from 'https://tdm.silogroup.org/data/derivative_storage/PPH.csv'.
[2025-12-01T20:44:49.465831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPH'.
[2025-12-01T20:44:49.466124] [INFO ] [FORECASTER] Starting predict_future for PPH
[2025-12-01T20:44:49.466893] [DEBUG] [LOCAL     ] No optimal features file found for PPH: ./output/feature-sets/PPH.txt
[2025-12-01T20:44:49.466945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:49.466988] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:49.467018] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:49.467076] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:49.525475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:49.526166] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:49.526243] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:49.526275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:49.646114] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:49.646250] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:49.646305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:49.646335] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:49.649798] [DEBUG] [FORECASTER] PPH: Forecast T+1@11:T+2@11: UP (p=88.49%)
[2025-12-01T20:44:49.650078] [INFO ] [FORECASTER] Completed predict_future for PPH
[2025-12-01T20:44:49.650205] [INFO ] [sig       ] PPH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:49.795054] [INFO ] [LOCAL     ] Saved forecast: PPH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PPH.txt
[2025-12-01T20:44:49.795205] [INFO ] [sig       ] [2612/3634] Completed PPH in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-01T20:44:49.795247] [INFO ] [sig       ] [2613/3634] Forecasting PPIH...
[2025-12-01T20:44:49.795290] [INFO ] [sig       ] Generating forecast for: PPIH
[2025-12-01T20:44:49.795321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPIH' from 'https://tdm.silogroup.org/data/derivative_storage/PPIH.csv'.
[2025-12-01T20:44:49.806826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPIH'.
[2025-12-01T20:44:49.807118] [INFO ] [FORECASTER] Starting predict_future for PPIH
[2025-12-01T20:44:49.807858] [DEBUG] [LOCAL     ] No optimal features file found for PPIH: ./output/feature-sets/PPIH.txt
[2025-12-01T20:44:49.807907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:49.807936] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:49.807962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:49.808015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:49.863655] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:49.864246] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:49.864321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:49.864358] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:49.980725] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:49.980864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:49.980900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:49.980927] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:49.984118] [DEBUG] [FORECASTER] PPIH: Forecast T+1@11:T+2@11: DOWN (p=20.05%)
[2025-12-01T20:44:49.984373] [INFO ] [FORECASTER] Completed predict_future for PPIH
[2025-12-01T20:44:49.984489] [INFO ] [sig       ] PPIH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:50.120539] [INFO ] [LOCAL     ] Saved forecast: PPIH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PPIH.txt
[2025-12-01T20:44:50.120681] [INFO ] [sig       ] [2613/3634] Completed PPIH in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-01T20:44:50.120717] [INFO ] [sig       ] [2614/3634] Forecasting PPL...
[2025-12-01T20:44:50.120745] [INFO ] [sig       ] Generating forecast for: PPL
[2025-12-01T20:44:50.120773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPL' from 'https://tdm.silogroup.org/data/derivative_storage/PPL.csv'.
[2025-12-01T20:44:50.131544] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPL'.
[2025-12-01T20:44:50.131814] [INFO ] [FORECASTER] Starting predict_future for PPL
[2025-12-01T20:44:50.132528] [DEBUG] [LOCAL     ] No optimal features file found for PPL: ./output/feature-sets/PPL.txt
[2025-12-01T20:44:50.132594] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:50.132626] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:50.132651] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:50.132705] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:50.187653] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:50.188259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:50.188346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:50.188379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:50.304766] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:50.304904] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:50.304937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:50.304965] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:50.308079] [DEBUG] [FORECASTER] PPL: Forecast T+1@11:T+2@11: UP (p=88.12%)
[2025-12-01T20:44:50.308344] [INFO ] [FORECASTER] Completed predict_future for PPL
[2025-12-01T20:44:50.308460] [INFO ] [sig       ] PPL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:50.446341] [INFO ] [LOCAL     ] Saved forecast: PPL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PPL.txt
[2025-12-01T20:44:50.446470] [INFO ] [sig       ] [2614/3634] Completed PPL in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-01T20:44:50.446506] [INFO ] [sig       ] [2615/3634] Forecasting PPSI...
[2025-12-01T20:44:50.446534] [INFO ] [sig       ] Generating forecast for: PPSI
[2025-12-01T20:44:50.446563] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPSI' from 'https://tdm.silogroup.org/data/derivative_storage/PPSI.csv'.
[2025-12-01T20:44:50.458947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPSI'.
[2025-12-01T20:44:50.459210] [INFO ] [FORECASTER] Starting predict_future for PPSI
[2025-12-01T20:44:50.459954] [DEBUG] [LOCAL     ] No optimal features file found for PPSI: ./output/feature-sets/PPSI.txt
[2025-12-01T20:44:50.460002] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:50.460067] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:50.460094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:50.460149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:50.515166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:50.515773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:50.515854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:50.515886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:50.628760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:50.628907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:50.628943] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:50.628970] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:50.632164] [DEBUG] [FORECASTER] PPSI: Forecast T+1@11:T+2@11: DOWN (p=11.79%)
[2025-12-01T20:44:50.632426] [INFO ] [FORECASTER] Completed predict_future for PPSI
[2025-12-01T20:44:50.632543] [INFO ] [sig       ] PPSI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:50.769260] [INFO ] [LOCAL     ] Saved forecast: PPSI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PPSI.txt
[2025-12-01T20:44:50.769375] [INFO ] [sig       ] [2615/3634] Completed PPSI in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-01T20:44:50.769411] [INFO ] [sig       ] [2616/3634] Forecasting PPTA...
[2025-12-01T20:44:50.769439] [INFO ] [sig       ] Generating forecast for: PPTA
[2025-12-01T20:44:50.769467] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PPTA' from 'https://tdm.silogroup.org/data/derivative_storage/PPTA.csv'.
[2025-12-01T20:44:50.780498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PPTA'.
[2025-12-01T20:44:50.780769] [INFO ] [FORECASTER] Starting predict_future for PPTA
[2025-12-01T20:44:50.781482] [DEBUG] [LOCAL     ] No optimal features file found for PPTA: ./output/feature-sets/PPTA.txt
[2025-12-01T20:44:50.781530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:50.781588] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:50.781618] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:50.781672] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:50.836780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:50.837526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:50.837620] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:50.837653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:50.952423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:50.952596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:50.952638] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:50.952666] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:50.955882] [DEBUG] [FORECASTER] PPTA: Forecast T+1@11:T+2@11: DOWN (p=47.27%)
[2025-12-01T20:44:50.956138] [INFO ] [FORECASTER] Completed predict_future for PPTA
[2025-12-01T20:44:50.956255] [INFO ] [sig       ] PPTA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:51.093046] [INFO ] [LOCAL     ] Saved forecast: PPTA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PPTA.txt
[2025-12-01T20:44:51.093175] [INFO ] [sig       ] [2616/3634] Completed PPTA in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-01T20:44:51.093212] [INFO ] [sig       ] [2617/3634] Forecasting PRA...
[2025-12-01T20:44:51.093240] [INFO ] [sig       ] Generating forecast for: PRA
[2025-12-01T20:44:51.093270] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRA' from 'https://tdm.silogroup.org/data/derivative_storage/PRA.csv'.
[2025-12-01T20:44:51.104148] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRA'.
[2025-12-01T20:44:51.104408] [INFO ] [FORECASTER] Starting predict_future for PRA
[2025-12-01T20:44:51.105144] [DEBUG] [LOCAL     ] No optimal features file found for PRA: ./output/feature-sets/PRA.txt
[2025-12-01T20:44:51.105193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:51.105224] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:51.105249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:51.105304] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:51.159854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:51.160487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:51.160562] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:51.160611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:51.271535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:51.271717] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:51.271754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:51.271782] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:51.274962] [DEBUG] [FORECASTER] PRA: Forecast T+1@11:T+2@11: DOWN (p=11.63%)
[2025-12-01T20:44:51.275217] [INFO ] [FORECASTER] Completed predict_future for PRA
[2025-12-01T20:44:51.275331] [INFO ] [sig       ] PRA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:51.410803] [INFO ] [LOCAL     ] Saved forecast: PRA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PRA.txt
[2025-12-01T20:44:51.410914] [INFO ] [sig       ] [2617/3634] Completed PRA in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-01T20:44:51.410949] [INFO ] [sig       ] [2618/3634] Forecasting PRAA...
[2025-12-01T20:44:51.410976] [INFO ] [sig       ] Generating forecast for: PRAA
[2025-12-01T20:44:51.411004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAA' from 'https://tdm.silogroup.org/data/derivative_storage/PRAA.csv'.
[2025-12-01T20:44:51.421919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAA'.
[2025-12-01T20:44:51.422194] [INFO ] [FORECASTER] Starting predict_future for PRAA
[2025-12-01T20:44:51.422928] [DEBUG] [LOCAL     ] No optimal features file found for PRAA: ./output/feature-sets/PRAA.txt
[2025-12-01T20:44:51.422977] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:51.423006] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:51.423030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:51.423084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:51.480349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:51.481041] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:51.481116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:51.481147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:51.596763] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:51.596915] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:51.596952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:51.597026] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:51.600344] [DEBUG] [FORECASTER] PRAA: Forecast T+1@11:T+2@11: DOWN (p=1.08%)
[2025-12-01T20:44:51.600677] [INFO ] [FORECASTER] Completed predict_future for PRAA
[2025-12-01T20:44:51.600801] [INFO ] [sig       ] PRAA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:51.780647] [INFO ] [LOCAL     ] Saved forecast: PRAA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PRAA.txt
[2025-12-01T20:44:51.780780] [INFO ] [sig       ] [2618/3634] Completed PRAA in 0.4s | 2.99 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-01T20:44:51.780816] [INFO ] [sig       ] [2619/3634] Forecasting PRAX...
[2025-12-01T20:44:51.780845] [INFO ] [sig       ] Generating forecast for: PRAX
[2025-12-01T20:44:51.780873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRAX' from 'https://tdm.silogroup.org/data/derivative_storage/PRAX.csv'.
[2025-12-01T20:44:51.791685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRAX'.
[2025-12-01T20:44:51.791953] [INFO ] [FORECASTER] Starting predict_future for PRAX
[2025-12-01T20:44:51.792693] [DEBUG] [LOCAL     ] No optimal features file found for PRAX: ./output/feature-sets/PRAX.txt
[2025-12-01T20:44:51.792741] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:51.792771] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:51.792797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:51.792851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:51.848523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:51.849109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:51.849181] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:51.849211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:51.972134] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:51.972265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:51.972300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:51.972327] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:51.975470] [DEBUG] [FORECASTER] PRAX: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2025-12-01T20:44:51.975742] [INFO ] [FORECASTER] Completed predict_future for PRAX
[2025-12-01T20:44:51.975860] [INFO ] [sig       ] PRAX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:52.115506] [INFO ] [LOCAL     ] Saved forecast: PRAX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PRAX.txt
[2025-12-01T20:44:52.115644] [INFO ] [sig       ] [2619/3634] Completed PRAX in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-01T20:44:52.115689] [INFO ] [sig       ] [2620/3634] Forecasting PRCH...
[2025-12-01T20:44:52.115718] [INFO ] [sig       ] Generating forecast for: PRCH
[2025-12-01T20:44:52.115746] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRCH' from 'https://tdm.silogroup.org/data/derivative_storage/PRCH.csv'.
[2025-12-01T20:44:52.127702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRCH'.
[2025-12-01T20:44:52.128052] [INFO ] [FORECASTER] Starting predict_future for PRCH
[2025-12-01T20:44:52.128888] [DEBUG] [LOCAL     ] No optimal features file found for PRCH: ./output/feature-sets/PRCH.txt
[2025-12-01T20:44:52.128947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:52.129000] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:52.129036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:52.129095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:52.186006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:52.186863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:52.186947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:52.186980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:52.311403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:52.311560] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:52.311661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:52.311697] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:52.315101] [DEBUG] [FORECASTER] PRCH: Forecast T+1@11:T+2@11: DOWN (p=4.88%)
[2025-12-01T20:44:52.315382] [INFO ] [FORECASTER] Completed predict_future for PRCH
[2025-12-01T20:44:52.315510] [INFO ] [sig       ] PRCH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:52.454437] [INFO ] [LOCAL     ] Saved forecast: PRCH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PRCH.txt
[2025-12-01T20:44:52.454584] [INFO ] [sig       ] [2620/3634] Completed PRCH in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.7m
[2025-12-01T20:44:52.454623] [INFO ] [sig       ] [2621/3634] Forecasting PRDO...
[2025-12-01T20:44:52.454651] [INFO ] [sig       ] Generating forecast for: PRDO
[2025-12-01T20:44:52.454680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRDO' from 'https://tdm.silogroup.org/data/derivative_storage/PRDO.csv'.
[2025-12-01T20:44:52.465799] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PRDO'.
[2025-12-01T20:44:52.466108] [INFO ] [FORECASTER] Starting predict_future for PRDO
[2025-12-01T20:44:52.466942] [DEBUG] [LOCAL     ] No optimal features file found for PRDO: ./output/feature-sets/PRDO.txt
[2025-12-01T20:44:52.466993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:52.467024] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:52.467049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:52.467104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:52.524234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:52.524903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:52.524982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:52.525015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:52.648362] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:52.648476] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:52.648514] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:52.648540] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:52.651886] [DEBUG] [FORECASTER] PRDO: Forecast T+1@11:T+2@11: DOWN (p=8.45%)
[2025-12-01T20:44:52.652187] [INFO ] [FORECASTER] Completed predict_future for PRDO
[2025-12-01T20:44:52.652336] [INFO ] [sig       ] PRDO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:52.792377] [INFO ] [LOCAL     ] Saved forecast: PRDO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PRDO.txt
[2025-12-01T20:44:52.792584] [INFO ] [sig       ] [2621/3634] Completed PRDO in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-01T20:44:52.792631] [INFO ] [sig       ] [2622/3634] Forecasting PRFZ...
[2025-12-01T20:44:52.792659] [INFO ] [sig       ] Generating forecast for: PRFZ
[2025-12-01T20:44:52.792687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRFZ' from 'https://tdm.silogroup.org/data/derivative_storage/PRFZ.csv'.
[2025-12-01T20:44:52.803400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRFZ'.
[2025-12-01T20:44:52.803697] [INFO ] [FORECASTER] Starting predict_future for PRFZ
[2025-12-01T20:44:52.804415] [DEBUG] [LOCAL     ] No optimal features file found for PRFZ: ./output/feature-sets/PRFZ.txt
[2025-12-01T20:44:52.804463] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:52.804493] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:52.804519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:52.804588] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:52.860203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:52.860854] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:52.860932] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:52.860965] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:52.980459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:52.980632] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:52.980673] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:52.980700] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:52.984030] [DEBUG] [FORECASTER] PRFZ: Forecast T+1@11:T+2@11: UP (p=69.15%)
[2025-12-01T20:44:52.984326] [INFO ] [FORECASTER] Completed predict_future for PRFZ
[2025-12-01T20:44:52.984469] [INFO ] [sig       ] PRFZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:53.121672] [INFO ] [LOCAL     ] Saved forecast: PRFZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PRFZ.txt
[2025-12-01T20:44:53.121798] [INFO ] [sig       ] [2622/3634] Completed PRFZ in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-01T20:44:53.121835] [INFO ] [sig       ] [2623/3634] Forecasting PRG...
[2025-12-01T20:44:53.121863] [INFO ] [sig       ] Generating forecast for: PRG
[2025-12-01T20:44:53.121891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRG' from 'https://tdm.silogroup.org/data/derivative_storage/PRG.csv'.
[2025-12-01T20:44:53.133458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRG'.
[2025-12-01T20:44:53.133799] [INFO ] [FORECASTER] Starting predict_future for PRG
[2025-12-01T20:44:53.134565] [DEBUG] [LOCAL     ] No optimal features file found for PRG: ./output/feature-sets/PRG.txt
[2025-12-01T20:44:53.134631] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:53.134664] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:53.134690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:53.134745] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:53.191378] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:53.192048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:53.192128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:53.192161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:53.308733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:53.308867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:53.308905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:53.308946] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:53.312188] [DEBUG] [FORECASTER] PRG: Forecast T+1@11:T+2@11: UP (p=57.33%)
[2025-12-01T20:44:53.312449] [INFO ] [FORECASTER] Completed predict_future for PRG
[2025-12-01T20:44:53.312570] [INFO ] [sig       ] PRG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:53.450708] [INFO ] [LOCAL     ] Saved forecast: PRG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PRG.txt
[2025-12-01T20:44:53.450862] [INFO ] [sig       ] [2623/3634] Completed PRG in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-01T20:44:53.450899] [INFO ] [sig       ] [2624/3634] Forecasting PRGO...
[2025-12-01T20:44:53.450929] [INFO ] [sig       ] Generating forecast for: PRGO
[2025-12-01T20:44:53.450957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGO' from 'https://tdm.silogroup.org/data/derivative_storage/PRGO.csv'.
[2025-12-01T20:44:53.462094] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGO'.
[2025-12-01T20:44:53.462398] [INFO ] [FORECASTER] Starting predict_future for PRGO
[2025-12-01T20:44:53.463190] [DEBUG] [LOCAL     ] No optimal features file found for PRGO: ./output/feature-sets/PRGO.txt
[2025-12-01T20:44:53.463242] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:53.463273] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:53.463300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:53.463354] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:53.520528] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:53.521354] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:53.521436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:53.521468] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:53.639009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:53.639158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:53.639196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:53.639223] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:53.642528] [DEBUG] [FORECASTER] PRGO: Forecast T+1@11:T+2@11: DOWN (p=4.85%)
[2025-12-01T20:44:53.642803] [INFO ] [FORECASTER] Completed predict_future for PRGO
[2025-12-01T20:44:53.642920] [INFO ] [sig       ] PRGO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:53.789366] [INFO ] [LOCAL     ] Saved forecast: PRGO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PRGO.txt
[2025-12-01T20:44:53.789521] [INFO ] [sig       ] [2624/3634] Completed PRGO in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-01T20:44:53.789560] [INFO ] [sig       ] [2625/3634] Forecasting PRGS...
[2025-12-01T20:44:53.789606] [INFO ] [sig       ] Generating forecast for: PRGS
[2025-12-01T20:44:53.789637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRGS' from 'https://tdm.silogroup.org/data/derivative_storage/PRGS.csv'.
[2025-12-01T20:44:53.801110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRGS'.
[2025-12-01T20:44:53.801423] [INFO ] [FORECASTER] Starting predict_future for PRGS
[2025-12-01T20:44:53.802183] [DEBUG] [LOCAL     ] No optimal features file found for PRGS: ./output/feature-sets/PRGS.txt
[2025-12-01T20:44:53.802233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:53.802263] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:53.802289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:53.802344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:53.857050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:53.857646] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:53.857758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:53.857790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:53.975459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:53.975643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:53.975706] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:53.975735] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:53.979134] [DEBUG] [FORECASTER] PRGS: Forecast T+1@11:T+2@11: DOWN (p=34.83%)
[2025-12-01T20:44:53.979405] [INFO ] [FORECASTER] Completed predict_future for PRGS
[2025-12-01T20:44:53.979532] [INFO ] [sig       ] PRGS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:54.114276] [INFO ] [LOCAL     ] Saved forecast: PRGS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PRGS.txt
[2025-12-01T20:44:54.114387] [INFO ] [sig       ] [2625/3634] Completed PRGS in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-01T20:44:54.114423] [INFO ] [sig       ] [2626/3634] Forecasting PRH...
[2025-12-01T20:44:54.114452] [INFO ] [sig       ] Generating forecast for: PRH
[2025-12-01T20:44:54.114479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRH' from 'https://tdm.silogroup.org/data/derivative_storage/PRH.csv'.
[2025-12-01T20:44:54.126151] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRH'.
[2025-12-01T20:44:54.126431] [INFO ] [FORECASTER] Starting predict_future for PRH
[2025-12-01T20:44:54.127188] [DEBUG] [LOCAL     ] No optimal features file found for PRH: ./output/feature-sets/PRH.txt
[2025-12-01T20:44:54.127236] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:54.127267] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:54.127291] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:54.127345] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:54.182608] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:54.183183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:54.183256] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:54.183286] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:54.301326] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:54.301473] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:54.301509] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:54.301536] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:54.304802] [DEBUG] [FORECASTER] PRH: Forecast T+1@11:T+2@11: UP (p=90.99%)
[2025-12-01T20:44:54.305065] [INFO ] [FORECASTER] Completed predict_future for PRH
[2025-12-01T20:44:54.305197] [INFO ] [sig       ] PRH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:54.442814] [INFO ] [LOCAL     ] Saved forecast: PRH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PRH.txt
[2025-12-01T20:44:54.442935] [INFO ] [sig       ] [2626/3634] Completed PRH in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-01T20:44:54.442970] [INFO ] [sig       ] [2627/3634] Forecasting PRI...
[2025-12-01T20:44:54.442998] [INFO ] [sig       ] Generating forecast for: PRI
[2025-12-01T20:44:54.443026] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRI' from 'https://tdm.silogroup.org/data/derivative_storage/PRI.csv'.
[2025-12-01T20:44:54.454105] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRI'.
[2025-12-01T20:44:54.454349] [INFO ] [FORECASTER] Starting predict_future for PRI
[2025-12-01T20:44:54.455083] [DEBUG] [LOCAL     ] No optimal features file found for PRI: ./output/feature-sets/PRI.txt
[2025-12-01T20:44:54.455132] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:54.455161] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:54.455198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:54.455253] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:54.511025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:54.511686] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:54.511767] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:54.511798] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:54.628873] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:54.629031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:54.629067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:54.629094] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:54.632420] [DEBUG] [FORECASTER] PRI: Forecast T+1@11:T+2@11: UP (p=79.61%)
[2025-12-01T20:44:54.632706] [INFO ] [FORECASTER] Completed predict_future for PRI
[2025-12-01T20:44:54.632828] [INFO ] [sig       ] PRI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:54.771599] [INFO ] [LOCAL     ] Saved forecast: PRI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PRI.txt
[2025-12-01T20:44:54.771717] [INFO ] [sig       ] [2627/3634] Completed PRI in 0.3s | 2.99 sym/s | Total: 14.6m | ETA: 5.6m
[2025-12-01T20:44:54.771753] [INFO ] [sig       ] [2628/3634] Forecasting PRIM...
[2025-12-01T20:44:54.771781] [INFO ] [sig       ] Generating forecast for: PRIM
[2025-12-01T20:44:54.771808] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRIM' from 'https://tdm.silogroup.org/data/derivative_storage/PRIM.csv'.
[2025-12-01T20:44:54.782817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRIM'.
[2025-12-01T20:44:54.783062] [INFO ] [FORECASTER] Starting predict_future for PRIM
[2025-12-01T20:44:54.783804] [DEBUG] [LOCAL     ] No optimal features file found for PRIM: ./output/feature-sets/PRIM.txt
[2025-12-01T20:44:54.783852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:54.783883] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:54.783907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:54.783961] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:54.840273] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:54.840918] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:54.840995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:54.841027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:54.960466] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:54.960610] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:54.960647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:54.960674] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:54.963793] [DEBUG] [FORECASTER] PRIM: Forecast T+1@11:T+2@11: UP (p=92.70%)
[2025-12-01T20:44:54.964043] [INFO ] [FORECASTER] Completed predict_future for PRIM
[2025-12-01T20:44:54.964158] [INFO ] [sig       ] PRIM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:55.102755] [INFO ] [LOCAL     ] Saved forecast: PRIM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PRIM.txt
[2025-12-01T20:44:55.102961] [INFO ] [sig       ] [2628/3634] Completed PRIM in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-01T20:44:55.103002] [INFO ] [sig       ] [2629/3634] Forecasting PRLB...
[2025-12-01T20:44:55.103030] [INFO ] [sig       ] Generating forecast for: PRLB
[2025-12-01T20:44:55.103058] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRLB' from 'https://tdm.silogroup.org/data/derivative_storage/PRLB.csv'.
[2025-12-01T20:44:55.114542] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRLB'.
[2025-12-01T20:44:55.114862] [INFO ] [FORECASTER] Starting predict_future for PRLB
[2025-12-01T20:44:55.115693] [DEBUG] [LOCAL     ] No optimal features file found for PRLB: ./output/feature-sets/PRLB.txt
[2025-12-01T20:44:55.115743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:55.115773] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:55.115797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:55.115851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:55.170449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:55.171293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:55.171375] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:55.171406] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:55.298029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:55.298204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:55.298244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:55.298273] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:55.301890] [DEBUG] [FORECASTER] PRLB: Forecast T+1@11:T+2@11: DOWN (p=23.97%)
[2025-12-01T20:44:55.302203] [INFO ] [FORECASTER] Completed predict_future for PRLB
[2025-12-01T20:44:55.302337] [INFO ] [sig       ] PRLB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:55.439318] [INFO ] [LOCAL     ] Saved forecast: PRLB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PRLB.txt
[2025-12-01T20:44:55.439456] [INFO ] [sig       ] [2629/3634] Completed PRLB in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-01T20:44:55.439501] [INFO ] [sig       ] [2630/3634] Forecasting PRM...
[2025-12-01T20:44:55.439534] [INFO ] [sig       ] Generating forecast for: PRM
[2025-12-01T20:44:55.439588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRM' from 'https://tdm.silogroup.org/data/derivative_storage/PRM.csv'.
[2025-12-01T20:44:55.451558] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PRM'.
[2025-12-01T20:44:55.451883] [INFO ] [FORECASTER] Starting predict_future for PRM
[2025-12-01T20:44:55.452660] [DEBUG] [LOCAL     ] No optimal features file found for PRM: ./output/feature-sets/PRM.txt
[2025-12-01T20:44:55.452709] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:55.452739] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:55.452764] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:55.452817] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:55.507071] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:55.507716] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:55.507791] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:55.507821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:55.626837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:55.626951] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:55.626989] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:55.627015] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:55.630379] [DEBUG] [FORECASTER] PRM: Forecast T+1@11:T+2@11: DOWN (p=1.16%)
[2025-12-01T20:44:55.630671] [INFO ] [FORECASTER] Completed predict_future for PRM
[2025-12-01T20:44:55.630794] [INFO ] [sig       ] PRM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:55.770697] [INFO ] [LOCAL     ] Saved forecast: PRM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PRM.txt
[2025-12-01T20:44:55.770860] [INFO ] [sig       ] [2630/3634] Completed PRM in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-01T20:44:55.770907] [INFO ] [sig       ] [2631/3634] Forecasting PRME...
[2025-12-01T20:44:55.770938] [INFO ] [sig       ] Generating forecast for: PRME
[2025-12-01T20:44:55.770975] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRME' from 'https://tdm.silogroup.org/data/derivative_storage/PRME.csv'.
[2025-12-01T20:44:55.782263] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRME'.
[2025-12-01T20:44:55.782551] [INFO ] [FORECASTER] Starting predict_future for PRME
[2025-12-01T20:44:55.783361] [DEBUG] [LOCAL     ] No optimal features file found for PRME: ./output/feature-sets/PRME.txt
[2025-12-01T20:44:55.783411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:55.783441] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:55.783465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:55.783520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:55.841510] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:55.842184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:55.842263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:55.842294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:55.963920] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:55.964077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:55.964114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:55.964142] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:55.967485] [DEBUG] [FORECASTER] PRME: Forecast T+1@11:T+2@11: UP (p=50.20%)
[2025-12-01T20:44:55.967776] [INFO ] [FORECASTER] Completed predict_future for PRME
[2025-12-01T20:44:55.967906] [INFO ] [sig       ] PRME: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:56.110493] [INFO ] [LOCAL     ] Saved forecast: PRME	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PRME.txt
[2025-12-01T20:44:56.110655] [INFO ] [sig       ] [2631/3634] Completed PRME in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-01T20:44:56.110700] [INFO ] [sig       ] [2632/3634] Forecasting PRN...
[2025-12-01T20:44:56.110730] [INFO ] [sig       ] Generating forecast for: PRN
[2025-12-01T20:44:56.110758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRN' from 'https://tdm.silogroup.org/data/derivative_storage/PRN.csv'.
[2025-12-01T20:44:56.123841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRN'.
[2025-12-01T20:44:56.124179] [INFO ] [FORECASTER] Starting predict_future for PRN
[2025-12-01T20:44:56.125007] [DEBUG] [LOCAL     ] No optimal features file found for PRN: ./output/feature-sets/PRN.txt
[2025-12-01T20:44:56.125058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:56.125120] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:56.125148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:56.125205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:56.181724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:56.182456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:56.182540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:56.182589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:56.298248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:56.298432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:56.298472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:56.298499] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:56.301912] [DEBUG] [FORECASTER] PRN: Forecast T+1@11:T+2@11: DOWN (p=4.18%)
[2025-12-01T20:44:56.302182] [INFO ] [FORECASTER] Completed predict_future for PRN
[2025-12-01T20:44:56.302308] [INFO ] [sig       ] PRN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:56.439780] [INFO ] [LOCAL     ] Saved forecast: PRN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PRN.txt
[2025-12-01T20:44:56.439927] [INFO ] [sig       ] [2632/3634] Completed PRN in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-01T20:44:56.439965] [INFO ] [sig       ] [2633/3634] Forecasting PRO...
[2025-12-01T20:44:56.439992] [INFO ] [sig       ] Generating forecast for: PRO
[2025-12-01T20:44:56.440020] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRO' from 'https://tdm.silogroup.org/data/derivative_storage/PRO.csv'.
[2025-12-01T20:44:56.451346] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PRO'.
[2025-12-01T20:44:56.451670] [INFO ] [FORECASTER] Starting predict_future for PRO
[2025-12-01T20:44:56.452407] [DEBUG] [LOCAL     ] No optimal features file found for PRO: ./output/feature-sets/PRO.txt
[2025-12-01T20:44:56.452455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:56.452485] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:56.452509] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:56.452562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:56.507670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:56.508406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:56.508488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:56.508520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:56.630004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:56.630164] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:56.630203] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:56.630232] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:56.633560] [DEBUG] [FORECASTER] PRO: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-01T20:44:56.633840] [INFO ] [FORECASTER] Completed predict_future for PRO
[2025-12-01T20:44:56.633961] [INFO ] [sig       ] PRO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:44:56.771095] [INFO ] [LOCAL     ] Saved forecast: PRO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PRO.txt
[2025-12-01T20:44:56.771226] [INFO ] [sig       ] [2633/3634] Completed PRO in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-01T20:44:56.771263] [INFO ] [sig       ] [2634/3634] Forecasting PROF...
[2025-12-01T20:44:56.771291] [INFO ] [sig       ] Generating forecast for: PROF
[2025-12-01T20:44:56.771319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROF' from 'https://tdm.silogroup.org/data/derivative_storage/PROF.csv'.
[2025-12-01T20:44:56.782645] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROF'.
[2025-12-01T20:44:56.782934] [INFO ] [FORECASTER] Starting predict_future for PROF
[2025-12-01T20:44:56.783683] [DEBUG] [LOCAL     ] No optimal features file found for PROF: ./output/feature-sets/PROF.txt
[2025-12-01T20:44:56.783732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:56.783762] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:56.783787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:56.783841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:56.839319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:56.840040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:56.840118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:56.840151] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:56.955542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:56.955706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:56.955743] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:56.955770] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:56.959008] [DEBUG] [FORECASTER] PROF: Forecast T+1@11:T+2@11: DOWN (p=33.82%)
[2025-12-01T20:44:56.959275] [INFO ] [FORECASTER] Completed predict_future for PROF
[2025-12-01T20:44:56.959398] [INFO ] [sig       ] PROF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:57.096408] [INFO ] [LOCAL     ] Saved forecast: PROF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PROF.txt
[2025-12-01T20:44:57.096531] [INFO ] [sig       ] [2634/3634] Completed PROF in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-01T20:44:57.096586] [INFO ] [sig       ] [2635/3634] Forecasting PROK...
[2025-12-01T20:44:57.096620] [INFO ] [sig       ] Generating forecast for: PROK
[2025-12-01T20:44:57.096649] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PROK' from 'https://tdm.silogroup.org/data/derivative_storage/PROK.csv'.
[2025-12-01T20:44:57.111112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PROK'.
[2025-12-01T20:44:57.111430] [INFO ] [FORECASTER] Starting predict_future for PROK
[2025-12-01T20:44:57.112267] [DEBUG] [LOCAL     ] No optimal features file found for PROK: ./output/feature-sets/PROK.txt
[2025-12-01T20:44:57.112317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:57.112348] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:57.112374] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:57.112429] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:57.166845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:57.167488] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:57.167564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:57.167613] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:57.288004] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:57.288149] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:57.288187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:57.288247] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:57.291691] [DEBUG] [FORECASTER] PROK: Forecast T+1@11:T+2@11: UP (p=83.28%)
[2025-12-01T20:44:57.291956] [INFO ] [FORECASTER] Completed predict_future for PROK
[2025-12-01T20:44:57.292078] [INFO ] [sig       ] PROK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:57.429091] [INFO ] [LOCAL     ] Saved forecast: PROK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PROK.txt
[2025-12-01T20:44:57.429219] [INFO ] [sig       ] [2635/3634] Completed PROK in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-01T20:44:57.429255] [INFO ] [sig       ] [2636/3634] Forecasting PRTA...
[2025-12-01T20:44:57.429283] [INFO ] [sig       ] Generating forecast for: PRTA
[2025-12-01T20:44:57.429312] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTA' from 'https://tdm.silogroup.org/data/derivative_storage/PRTA.csv'.
[2025-12-01T20:44:57.440721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTA'.
[2025-12-01T20:44:57.440997] [INFO ] [FORECASTER] Starting predict_future for PRTA
[2025-12-01T20:44:57.441730] [DEBUG] [LOCAL     ] No optimal features file found for PRTA: ./output/feature-sets/PRTA.txt
[2025-12-01T20:44:57.441779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:57.441809] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:57.441834] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:57.441889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:57.497687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:57.498446] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:57.498527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:57.498559] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:57.616695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:57.616844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:57.616881] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:57.616909] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:57.620205] [DEBUG] [FORECASTER] PRTA: Forecast T+1@11:T+2@11: UP (p=51.39%)
[2025-12-01T20:44:57.620467] [INFO ] [FORECASTER] Completed predict_future for PRTA
[2025-12-01T20:44:57.620604] [INFO ] [sig       ] PRTA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:57.769082] [INFO ] [LOCAL     ] Saved forecast: PRTA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PRTA.txt
[2025-12-01T20:44:57.769272] [INFO ] [sig       ] [2636/3634] Completed PRTA in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-01T20:44:57.769326] [INFO ] [sig       ] [2637/3634] Forecasting PRTH...
[2025-12-01T20:44:57.769358] [INFO ] [sig       ] Generating forecast for: PRTH
[2025-12-01T20:44:57.769388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRTH' from 'https://tdm.silogroup.org/data/derivative_storage/PRTH.csv'.
[2025-12-01T20:44:57.781532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRTH'.
[2025-12-01T20:44:57.781885] [INFO ] [FORECASTER] Starting predict_future for PRTH
[2025-12-01T20:44:57.782825] [DEBUG] [LOCAL     ] No optimal features file found for PRTH: ./output/feature-sets/PRTH.txt
[2025-12-01T20:44:57.782883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:57.782915] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:57.782940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:57.782995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:57.843425] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:57.844337] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:57.844434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:57.844471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:57.971299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:57.971447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:57.971486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:57.971515] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:57.974820] [DEBUG] [FORECASTER] PRTH: Forecast T+1@11:T+2@11: DOWN (p=18.83%)
[2025-12-01T20:44:57.975083] [INFO ] [FORECASTER] Completed predict_future for PRTH
[2025-12-01T20:44:57.975206] [INFO ] [sig       ] PRTH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:58.115290] [INFO ] [LOCAL     ] Saved forecast: PRTH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PRTH.txt
[2025-12-01T20:44:58.115410] [INFO ] [sig       ] [2637/3634] Completed PRTH in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-01T20:44:58.115447] [INFO ] [sig       ] [2638/3634] Forecasting PRVA...
[2025-12-01T20:44:58.115475] [INFO ] [sig       ] Generating forecast for: PRVA
[2025-12-01T20:44:58.115503] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRVA' from 'https://tdm.silogroup.org/data/derivative_storage/PRVA.csv'.
[2025-12-01T20:44:58.126122] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PRVA'.
[2025-12-01T20:44:58.126370] [INFO ] [FORECASTER] Starting predict_future for PRVA
[2025-12-01T20:44:58.127098] [DEBUG] [LOCAL     ] No optimal features file found for PRVA: ./output/feature-sets/PRVA.txt
[2025-12-01T20:44:58.127146] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:58.127176] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:58.127201] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:58.127266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:58.182797] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:58.183395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:58.183470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:58.183500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:58.301379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:58.301528] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:44:58.301565] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:58.301610] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:58.304856] [DEBUG] [FORECASTER] PRVA: Forecast T+1@11:T+2@11: UP (p=87.75%)
[2025-12-01T20:44:58.305135] [INFO ] [FORECASTER] Completed predict_future for PRVA
[2025-12-01T20:44:58.305260] [INFO ] [sig       ] PRVA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:44:58.447226] [INFO ] [LOCAL     ] Saved forecast: PRVA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PRVA.txt
[2025-12-01T20:44:58.447375] [INFO ] [sig       ] [2638/3634] Completed PRVA in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.6m
[2025-12-01T20:44:58.447415] [INFO ] [sig       ] [2639/3634] Forecasting PRZO...
[2025-12-01T20:44:58.447442] [INFO ] [sig       ] Generating forecast for: PRZO
[2025-12-01T20:44:58.447471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PRZO' from 'https://tdm.silogroup.org/data/derivative_storage/PRZO.csv'.
[2025-12-01T20:44:58.458813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PRZO'.
[2025-12-01T20:44:58.459076] [INFO ] [FORECASTER] Starting predict_future for PRZO
[2025-12-01T20:44:58.459858] [DEBUG] [LOCAL     ] No optimal features file found for PRZO: ./output/feature-sets/PRZO.txt
[2025-12-01T20:44:58.459906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:58.459937] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:58.459962] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:58.460016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:58.515871] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:58.516464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:58.516536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:58.516566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:58.632144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:58.632291] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:58.632329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:58.632357] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:58.635618] [DEBUG] [FORECASTER] PRZO: Forecast T+1@11:T+2@11: DOWN (p=1.61%)
[2025-12-01T20:44:58.635876] [INFO ] [FORECASTER] Completed predict_future for PRZO
[2025-12-01T20:44:58.635992] [INFO ] [sig       ] PRZO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:58.775034] [INFO ] [LOCAL     ] Saved forecast: PRZO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PRZO.txt
[2025-12-01T20:44:58.775178] [INFO ] [sig       ] [2639/3634] Completed PRZO in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-01T20:44:58.775217] [INFO ] [sig       ] [2640/3634] Forecasting PSC...
[2025-12-01T20:44:58.775246] [INFO ] [sig       ] Generating forecast for: PSC
[2025-12-01T20:44:58.775274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSC' from 'https://tdm.silogroup.org/data/derivative_storage/PSC.csv'.
[2025-12-01T20:44:58.786122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSC'.
[2025-12-01T20:44:58.786363] [INFO ] [FORECASTER] Starting predict_future for PSC
[2025-12-01T20:44:58.787095] [DEBUG] [LOCAL     ] No optimal features file found for PSC: ./output/feature-sets/PSC.txt
[2025-12-01T20:44:58.787155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:58.787186] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:58.787211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:58.787266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:58.842540] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:58.843170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:58.843245] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:58.843275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:58.963201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:58.963349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:58.963386] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:58.963413] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:58.966665] [DEBUG] [FORECASTER] PSC: Forecast T+1@11:T+2@11: UP (p=86.84%)
[2025-12-01T20:44:58.966921] [INFO ] [FORECASTER] Completed predict_future for PSC
[2025-12-01T20:44:58.967039] [INFO ] [sig       ] PSC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:59.108596] [INFO ] [LOCAL     ] Saved forecast: PSC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PSC.txt
[2025-12-01T20:44:59.108737] [INFO ] [sig       ] [2640/3634] Completed PSC in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-01T20:44:59.108776] [INFO ] [sig       ] [2641/3634] Forecasting PSCE...
[2025-12-01T20:44:59.108804] [INFO ] [sig       ] Generating forecast for: PSCE
[2025-12-01T20:44:59.108831] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCE' from 'https://tdm.silogroup.org/data/derivative_storage/PSCE.csv'.
[2025-12-01T20:44:59.119968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCE'.
[2025-12-01T20:44:59.120271] [INFO ] [FORECASTER] Starting predict_future for PSCE
[2025-12-01T20:44:59.121031] [DEBUG] [LOCAL     ] No optimal features file found for PSCE: ./output/feature-sets/PSCE.txt
[2025-12-01T20:44:59.121079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:59.121108] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:59.121134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:59.121187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:59.177076] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:59.177726] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:59.177800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:59.177830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:59.287441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:59.287607] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:59.287648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:59.287675] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:59.291040] [DEBUG] [FORECASTER] PSCE: Forecast T+1@11:T+2@11: DOWN (p=32.25%)
[2025-12-01T20:44:59.291302] [INFO ] [FORECASTER] Completed predict_future for PSCE
[2025-12-01T20:44:59.291422] [INFO ] [sig       ] PSCE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:44:59.428232] [INFO ] [LOCAL     ] Saved forecast: PSCE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PSCE.txt
[2025-12-01T20:44:59.428366] [INFO ] [sig       ] [2641/3634] Completed PSCE in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-01T20:44:59.428410] [INFO ] [sig       ] [2642/3634] Forecasting PSCH...
[2025-12-01T20:44:59.428440] [INFO ] [sig       ] Generating forecast for: PSCH
[2025-12-01T20:44:59.428469] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSCH' from 'https://tdm.silogroup.org/data/derivative_storage/PSCH.csv'.
[2025-12-01T20:44:59.439465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSCH'.
[2025-12-01T20:44:59.439871] [INFO ] [FORECASTER] Starting predict_future for PSCH
[2025-12-01T20:44:59.440699] [DEBUG] [LOCAL     ] No optimal features file found for PSCH: ./output/feature-sets/PSCH.txt
[2025-12-01T20:44:59.440750] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:59.440780] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:59.440807] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:59.440862] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:59.499131] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:59.499815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:59.499935] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:59.499984] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:59.612280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:59.612414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:59.612450] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:59.612478] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:59.615702] [DEBUG] [FORECASTER] PSCH: Forecast T+1@11:T+2@11: UP (p=94.92%)
[2025-12-01T20:44:59.615957] [INFO ] [FORECASTER] Completed predict_future for PSCH
[2025-12-01T20:44:59.616074] [INFO ] [sig       ] PSCH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:44:59.758467] [INFO ] [LOCAL     ] Saved forecast: PSCH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PSCH.txt
[2025-12-01T20:44:59.758603] [INFO ] [sig       ] [2642/3634] Completed PSCH in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-01T20:44:59.758643] [INFO ] [sig       ] [2643/3634] Forecasting PSEC...
[2025-12-01T20:44:59.758681] [INFO ] [sig       ] Generating forecast for: PSEC
[2025-12-01T20:44:59.758710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSEC' from 'https://tdm.silogroup.org/data/derivative_storage/PSEC.csv'.
[2025-12-01T20:44:59.769372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSEC'.
[2025-12-01T20:44:59.769695] [INFO ] [FORECASTER] Starting predict_future for PSEC
[2025-12-01T20:44:59.770455] [DEBUG] [LOCAL     ] No optimal features file found for PSEC: ./output/feature-sets/PSEC.txt
[2025-12-01T20:44:59.770505] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:44:59.770536] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:44:59.770563] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:44:59.770651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:44:59.828722] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:44:59.829661] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:44:59.829743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:44:59.829775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:44:59.951054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:44:59.951208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:44:59.951246] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:44:59.951274] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:44:59.954766] [DEBUG] [FORECASTER] PSEC: Forecast T+1@11:T+2@11: DOWN (p=16.76%)
[2025-12-01T20:44:59.955083] [INFO ] [FORECASTER] Completed predict_future for PSEC
[2025-12-01T20:44:59.955216] [INFO ] [sig       ] PSEC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:00.095592] [INFO ] [LOCAL     ] Saved forecast: PSEC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PSEC.txt
[2025-12-01T20:45:00.095734] [INFO ] [sig       ] [2643/3634] Completed PSEC in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-01T20:45:00.095773] [INFO ] [sig       ] [2644/3634] Forecasting PSF...
[2025-12-01T20:45:00.095801] [INFO ] [sig       ] Generating forecast for: PSF
[2025-12-01T20:45:00.095829] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSF' from 'https://tdm.silogroup.org/data/derivative_storage/PSF.csv'.
[2025-12-01T20:45:00.106871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSF'.
[2025-12-01T20:45:00.107112] [INFO ] [FORECASTER] Starting predict_future for PSF
[2025-12-01T20:45:00.107856] [DEBUG] [LOCAL     ] No optimal features file found for PSF: ./output/feature-sets/PSF.txt
[2025-12-01T20:45:00.107904] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:00.107934] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:00.107960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:00.108014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:00.165349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:00.166012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:00.166088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:00.166121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:00.281194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:00.281340] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:00.281377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:00.281405] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:00.284700] [DEBUG] [FORECASTER] PSF: Forecast T+1@11:T+2@11: UP (p=91.42%)
[2025-12-01T20:45:00.284969] [INFO ] [FORECASTER] Completed predict_future for PSF
[2025-12-01T20:45:00.285090] [INFO ] [sig       ] PSF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:00.427325] [INFO ] [LOCAL     ] Saved forecast: PSF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PSF.txt
[2025-12-01T20:45:00.427449] [INFO ] [sig       ] [2644/3634] Completed PSF in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-01T20:45:00.427487] [INFO ] [sig       ] [2645/3634] Forecasting PSFE...
[2025-12-01T20:45:00.427514] [INFO ] [sig       ] Generating forecast for: PSFE
[2025-12-01T20:45:00.427542] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSFE' from 'https://tdm.silogroup.org/data/derivative_storage/PSFE.csv'.
[2025-12-01T20:45:00.439782] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSFE'.
[2025-12-01T20:45:00.440164] [INFO ] [FORECASTER] Starting predict_future for PSFE
[2025-12-01T20:45:00.440991] [DEBUG] [LOCAL     ] No optimal features file found for PSFE: ./output/feature-sets/PSFE.txt
[2025-12-01T20:45:00.441040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:00.441071] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:00.441096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:00.441150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:00.496166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:00.497008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:00.497087] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:00.497117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:00.616215] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:00.616370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:00.616409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:00.616439] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:00.619783] [DEBUG] [FORECASTER] PSFE: Forecast T+1@11:T+2@11: UP (p=64.02%)
[2025-12-01T20:45:00.620070] [INFO ] [FORECASTER] Completed predict_future for PSFE
[2025-12-01T20:45:00.620195] [INFO ] [sig       ] PSFE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:00.757683] [INFO ] [LOCAL     ] Saved forecast: PSFE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PSFE.txt
[2025-12-01T20:45:00.758142] [INFO ] [sig       ] [2645/3634] Completed PSFE in 0.3s | 2.99 sym/s | Total: 14.7m | ETA: 5.5m
[2025-12-01T20:45:00.758182] [INFO ] [sig       ] [2646/3634] Forecasting PSHG...
[2025-12-01T20:45:00.758210] [INFO ] [sig       ] Generating forecast for: PSHG
[2025-12-01T20:45:00.758239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSHG' from 'https://tdm.silogroup.org/data/derivative_storage/PSHG.csv'.
[2025-12-01T20:45:00.769632] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSHG'.
[2025-12-01T20:45:00.769952] [INFO ] [FORECASTER] Starting predict_future for PSHG
[2025-12-01T20:45:00.770713] [DEBUG] [LOCAL     ] No optimal features file found for PSHG: ./output/feature-sets/PSHG.txt
[2025-12-01T20:45:00.770763] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:00.770793] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:00.770819] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:00.770874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:00.825482] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:00.826077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:00.826149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:00.826180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:00.945656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:00.945817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:00.945855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:00.945882] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:00.952639] [DEBUG] [FORECASTER] PSHG: Forecast T+1@11:T+2@11: DOWN (p=8.15%)
[2025-12-01T20:45:00.952977] [INFO ] [FORECASTER] Completed predict_future for PSHG
[2025-12-01T20:45:00.953107] [INFO ] [sig       ] PSHG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:01.090194] [INFO ] [LOCAL     ] Saved forecast: PSHG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PSHG.txt
[2025-12-01T20:45:01.090320] [INFO ] [sig       ] [2646/3634] Completed PSHG in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-01T20:45:01.090358] [INFO ] [sig       ] [2647/3634] Forecasting PSN...
[2025-12-01T20:45:01.090387] [INFO ] [sig       ] Generating forecast for: PSN
[2025-12-01T20:45:01.090416] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSN' from 'https://tdm.silogroup.org/data/derivative_storage/PSN.csv'.
[2025-12-01T20:45:01.101515] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSN'.
[2025-12-01T20:45:01.101837] [INFO ] [FORECASTER] Starting predict_future for PSN
[2025-12-01T20:45:01.102589] [DEBUG] [LOCAL     ] No optimal features file found for PSN: ./output/feature-sets/PSN.txt
[2025-12-01T20:45:01.102638] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:01.102668] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:01.102694] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:01.102748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:01.157203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:01.157877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:01.157954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:01.157985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:01.273820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:01.273989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:01.274027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:01.274054] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:01.277285] [DEBUG] [FORECASTER] PSN: Forecast T+1@11:T+2@11: DOWN (p=1.00%)
[2025-12-01T20:45:01.277545] [INFO ] [FORECASTER] Completed predict_future for PSN
[2025-12-01T20:45:01.277681] [INFO ] [sig       ] PSN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:01.414191] [INFO ] [LOCAL     ] Saved forecast: PSN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PSN.txt
[2025-12-01T20:45:01.414311] [INFO ] [sig       ] [2647/3634] Completed PSN in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-01T20:45:01.414348] [INFO ] [sig       ] [2648/3634] Forecasting PSNL...
[2025-12-01T20:45:01.414376] [INFO ] [sig       ] Generating forecast for: PSNL
[2025-12-01T20:45:01.414404] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSNL' from 'https://tdm.silogroup.org/data/derivative_storage/PSNL.csv'.
[2025-12-01T20:45:01.425280] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSNL'.
[2025-12-01T20:45:01.425565] [INFO ] [FORECASTER] Starting predict_future for PSNL
[2025-12-01T20:45:01.426307] [DEBUG] [LOCAL     ] No optimal features file found for PSNL: ./output/feature-sets/PSNL.txt
[2025-12-01T20:45:01.426355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:01.426385] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:01.426411] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:01.426465] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:01.481907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:01.482528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:01.482619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:01.482652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:01.610655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:01.610843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:01.610884] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:01.610913] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:01.614264] [DEBUG] [FORECASTER] PSNL: Forecast T+1@11:T+2@11: DOWN (p=44.83%)
[2025-12-01T20:45:01.614605] [INFO ] [FORECASTER] Completed predict_future for PSNL
[2025-12-01T20:45:01.614738] [INFO ] [sig       ] PSNL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:01.753934] [INFO ] [LOCAL     ] Saved forecast: PSNL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PSNL.txt
[2025-12-01T20:45:01.754066] [INFO ] [sig       ] [2648/3634] Completed PSNL in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-01T20:45:01.754103] [INFO ] [sig       ] [2649/3634] Forecasting PSO...
[2025-12-01T20:45:01.754132] [INFO ] [sig       ] Generating forecast for: PSO
[2025-12-01T20:45:01.754160] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSO' from 'https://tdm.silogroup.org/data/derivative_storage/PSO.csv'.
[2025-12-01T20:45:01.765285] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PSO'.
[2025-12-01T20:45:01.765560] [INFO ] [FORECASTER] Starting predict_future for PSO
[2025-12-01T20:45:01.766300] [DEBUG] [LOCAL     ] No optimal features file found for PSO: ./output/feature-sets/PSO.txt
[2025-12-01T20:45:01.766348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:01.766407] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:01.766433] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:01.766487] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:01.821412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:01.822335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:01.822419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:01.822450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:01.943991] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:01.944146] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:01.944183] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:01.944210] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:01.947516] [DEBUG] [FORECASTER] PSO: Forecast T+1@11:T+2@11: UP (p=82.66%)
[2025-12-01T20:45:01.947819] [INFO ] [FORECASTER] Completed predict_future for PSO
[2025-12-01T20:45:01.947945] [INFO ] [sig       ] PSO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:02.090043] [INFO ] [LOCAL     ] Saved forecast: PSO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PSO.txt
[2025-12-01T20:45:02.090188] [INFO ] [sig       ] [2649/3634] Completed PSO in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-01T20:45:02.090227] [INFO ] [sig       ] [2650/3634] Forecasting PSQH...
[2025-12-01T20:45:02.090256] [INFO ] [sig       ] Generating forecast for: PSQH
[2025-12-01T20:45:02.090284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSQH' from 'https://tdm.silogroup.org/data/derivative_storage/PSQH.csv'.
[2025-12-01T20:45:02.101619] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PSQH'.
[2025-12-01T20:45:02.101866] [INFO ] [FORECASTER] Starting predict_future for PSQH
[2025-12-01T20:45:02.102614] [DEBUG] [LOCAL     ] No optimal features file found for PSQH: ./output/feature-sets/PSQH.txt
[2025-12-01T20:45:02.102667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:02.102697] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:02.102723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:02.102776] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:02.157204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:02.158050] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:02.158130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:02.158161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:02.277634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:02.277788] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:02.277827] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:02.277853] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:02.281374] [DEBUG] [FORECASTER] PSQH: Forecast T+1@11:T+2@11: UP (p=73.43%)
[2025-12-01T20:45:02.281663] [INFO ] [FORECASTER] Completed predict_future for PSQH
[2025-12-01T20:45:02.281971] [INFO ] [sig       ] PSQH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:02.419010] [INFO ] [LOCAL     ] Saved forecast: PSQH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PSQH.txt
[2025-12-01T20:45:02.419163] [INFO ] [sig       ] [2650/3634] Completed PSQH in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-01T20:45:02.419200] [INFO ] [sig       ] [2651/3634] Forecasting PSTG...
[2025-12-01T20:45:02.419230] [INFO ] [sig       ] Generating forecast for: PSTG
[2025-12-01T20:45:02.419258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTG' from 'https://tdm.silogroup.org/data/derivative_storage/PSTG.csv'.
[2025-12-01T20:45:02.430636] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PSTG'.
[2025-12-01T20:45:02.431155] [INFO ] [FORECASTER] Starting predict_future for PSTG
[2025-12-01T20:45:02.431905] [DEBUG] [LOCAL     ] No optimal features file found for PSTG: ./output/feature-sets/PSTG.txt
[2025-12-01T20:45:02.431954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:02.431998] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:02.432025] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:02.432079] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:02.489118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:02.490154] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:02.490233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:02.490263] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:02.611195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:02.611344] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:02.611380] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:02.611408] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:02.614627] [DEBUG] [FORECASTER] PSTG: Forecast T+1@11:T+2@11: DOWN (p=10.91%)
[2025-12-01T20:45:02.614885] [INFO ] [FORECASTER] Completed predict_future for PSTG
[2025-12-01T20:45:02.615000] [INFO ] [sig       ] PSTG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:02.753458] [INFO ] [LOCAL     ] Saved forecast: PSTG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PSTG.txt
[2025-12-01T20:45:02.753627] [INFO ] [sig       ] [2651/3634] Completed PSTG in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-01T20:45:02.753666] [INFO ] [sig       ] [2652/3634] Forecasting PSTL...
[2025-12-01T20:45:02.753701] [INFO ] [sig       ] Generating forecast for: PSTL
[2025-12-01T20:45:02.753730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSTL' from 'https://tdm.silogroup.org/data/derivative_storage/PSTL.csv'.
[2025-12-01T20:45:02.764792] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PSTL'.
[2025-12-01T20:45:02.765098] [INFO ] [FORECASTER] Starting predict_future for PSTL
[2025-12-01T20:45:02.765839] [DEBUG] [LOCAL     ] No optimal features file found for PSTL: ./output/feature-sets/PSTL.txt
[2025-12-01T20:45:02.765889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:02.765918] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:02.765944] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:02.765998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:02.820602] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:02.821276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:02.821352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:02.821382] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:02.939816] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:02.939971] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:02.940008] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:02.940074] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:02.943409] [DEBUG] [FORECASTER] PSTL: Forecast T+1@11:T+2@11: UP (p=65.37%)
[2025-12-01T20:45:02.943719] [INFO ] [FORECASTER] Completed predict_future for PSTL
[2025-12-01T20:45:02.943849] [INFO ] [sig       ] PSTL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:03.081461] [INFO ] [LOCAL     ] Saved forecast: PSTL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PSTL.txt
[2025-12-01T20:45:03.081637] [INFO ] [sig       ] [2652/3634] Completed PSTL in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-01T20:45:03.081679] [INFO ] [sig       ] [2653/3634] Forecasting PSX...
[2025-12-01T20:45:03.081708] [INFO ] [sig       ] Generating forecast for: PSX
[2025-12-01T20:45:03.081738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PSX' from 'https://tdm.silogroup.org/data/derivative_storage/PSX.csv'.
[2025-12-01T20:45:03.093079] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PSX'.
[2025-12-01T20:45:03.093334] [INFO ] [FORECASTER] Starting predict_future for PSX
[2025-12-01T20:45:03.094149] [DEBUG] [LOCAL     ] No optimal features file found for PSX: ./output/feature-sets/PSX.txt
[2025-12-01T20:45:03.094199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:03.094230] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:03.094256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:03.094310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:03.150012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:03.150659] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:03.150738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:03.150772] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:03.271088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:03.271217] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:03.271253] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:03.271283] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:03.274438] [DEBUG] [FORECASTER] PSX: Forecast T+1@11:T+2@11: UP (p=82.79%)
[2025-12-01T20:45:03.274715] [INFO ] [FORECASTER] Completed predict_future for PSX
[2025-12-01T20:45:03.274841] [INFO ] [sig       ] PSX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:03.412242] [INFO ] [LOCAL     ] Saved forecast: PSX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/PSX.txt
[2025-12-01T20:45:03.412356] [INFO ] [sig       ] [2653/3634] Completed PSX in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-01T20:45:03.412392] [INFO ] [sig       ] [2654/3634] Forecasting PTA...
[2025-12-01T20:45:03.412420] [INFO ] [sig       ] Generating forecast for: PTA
[2025-12-01T20:45:03.412447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTA' from 'https://tdm.silogroup.org/data/derivative_storage/PTA.csv'.
[2025-12-01T20:45:03.423733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTA'.
[2025-12-01T20:45:03.424002] [INFO ] [FORECASTER] Starting predict_future for PTA
[2025-12-01T20:45:03.424743] [DEBUG] [LOCAL     ] No optimal features file found for PTA: ./output/feature-sets/PTA.txt
[2025-12-01T20:45:03.424791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:03.424821] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:03.424847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:03.424902] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:03.480620] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:03.481505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:03.481604] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:03.481638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:03.600201] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:03.600349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:03.600388] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:03.600415] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:03.603682] [DEBUG] [FORECASTER] PTA: Forecast T+1@11:T+2@11: DOWN (p=25.25%)
[2025-12-01T20:45:03.603943] [INFO ] [FORECASTER] Completed predict_future for PTA
[2025-12-01T20:45:03.604062] [INFO ] [sig       ] PTA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:03.748163] [INFO ] [LOCAL     ] Saved forecast: PTA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PTA.txt
[2025-12-01T20:45:03.748337] [INFO ] [sig       ] [2654/3634] Completed PTA in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-01T20:45:03.748384] [INFO ] [sig       ] [2655/3634] Forecasting PTC...
[2025-12-01T20:45:03.748416] [INFO ] [sig       ] Generating forecast for: PTC
[2025-12-01T20:45:03.748445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTC' from 'https://tdm.silogroup.org/data/derivative_storage/PTC.csv'.
[2025-12-01T20:45:03.760491] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTC'.
[2025-12-01T20:45:03.760963] [INFO ] [FORECASTER] Starting predict_future for PTC
[2025-12-01T20:45:03.761839] [DEBUG] [LOCAL     ] No optimal features file found for PTC: ./output/feature-sets/PTC.txt
[2025-12-01T20:45:03.761891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:03.761923] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:03.761948] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:03.762004] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:03.817561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:03.818416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:03.818495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:03.818527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:03.941700] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:03.941840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:03.941876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:03.941909] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:03.945114] [DEBUG] [FORECASTER] PTC: Forecast T+1@11:T+2@11: DOWN (p=37.72%)
[2025-12-01T20:45:03.945372] [INFO ] [FORECASTER] Completed predict_future for PTC
[2025-12-01T20:45:03.945492] [INFO ] [sig       ] PTC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:04.080919] [INFO ] [LOCAL     ] Saved forecast: PTC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PTC.txt
[2025-12-01T20:45:04.081044] [INFO ] [sig       ] [2655/3634] Completed PTC in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-01T20:45:04.081080] [INFO ] [sig       ] [2656/3634] Forecasting PTEN...
[2025-12-01T20:45:04.081108] [INFO ] [sig       ] Generating forecast for: PTEN
[2025-12-01T20:45:04.081136] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTEN' from 'https://tdm.silogroup.org/data/derivative_storage/PTEN.csv'.
[2025-12-01T20:45:04.092005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTEN'.
[2025-12-01T20:45:04.092277] [INFO ] [FORECASTER] Starting predict_future for PTEN
[2025-12-01T20:45:04.093032] [DEBUG] [LOCAL     ] No optimal features file found for PTEN: ./output/feature-sets/PTEN.txt
[2025-12-01T20:45:04.093082] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:04.093112] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:04.093136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:04.093189] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:04.147556] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:04.148198] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:04.148275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:04.148305] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:04.260992] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:04.261134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:04.261170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:04.261196] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:04.264414] [DEBUG] [FORECASTER] PTEN: Forecast T+1@11:T+2@11: UP (p=50.25%)
[2025-12-01T20:45:04.264691] [INFO ] [FORECASTER] Completed predict_future for PTEN
[2025-12-01T20:45:04.264824] [INFO ] [sig       ] PTEN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:04.400013] [INFO ] [LOCAL     ] Saved forecast: PTEN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PTEN.txt
[2025-12-01T20:45:04.400135] [INFO ] [sig       ] [2656/3634] Completed PTEN in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.5m
[2025-12-01T20:45:04.400173] [INFO ] [sig       ] [2657/3634] Forecasting PTF...
[2025-12-01T20:45:04.400201] [INFO ] [sig       ] Generating forecast for: PTF
[2025-12-01T20:45:04.400229] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTF' from 'https://tdm.silogroup.org/data/derivative_storage/PTF.csv'.
[2025-12-01T20:45:04.411749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTF'.
[2025-12-01T20:45:04.412087] [INFO ] [FORECASTER] Starting predict_future for PTF
[2025-12-01T20:45:04.412826] [DEBUG] [LOCAL     ] No optimal features file found for PTF: ./output/feature-sets/PTF.txt
[2025-12-01T20:45:04.412875] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:04.412905] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:04.412932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:04.412987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:04.474234] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:04.475204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:04.475296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:04.475333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:04.602710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:04.602860] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:04.602899] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:04.602927] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:04.606219] [DEBUG] [FORECASTER] PTF: Forecast T+1@11:T+2@11: UP (p=53.13%)
[2025-12-01T20:45:04.606487] [INFO ] [FORECASTER] Completed predict_future for PTF
[2025-12-01T20:45:04.606628] [INFO ] [sig       ] PTF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:04.751636] [INFO ] [LOCAL     ] Saved forecast: PTF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PTF.txt
[2025-12-01T20:45:04.751780] [INFO ] [sig       ] [2657/3634] Completed PTF in 0.4s | 2.99 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-01T20:45:04.751822] [INFO ] [sig       ] [2658/3634] Forecasting PTGX...
[2025-12-01T20:45:04.751851] [INFO ] [sig       ] Generating forecast for: PTGX
[2025-12-01T20:45:04.751879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTGX' from 'https://tdm.silogroup.org/data/derivative_storage/PTGX.csv'.
[2025-12-01T20:45:04.763641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTGX'.
[2025-12-01T20:45:04.763992] [INFO ] [FORECASTER] Starting predict_future for PTGX
[2025-12-01T20:45:04.764778] [DEBUG] [LOCAL     ] No optimal features file found for PTGX: ./output/feature-sets/PTGX.txt
[2025-12-01T20:45:04.764838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:04.764869] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:04.764895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:04.764949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:04.824232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:04.825079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:04.825164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:04.825195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:04.944089] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:04.944245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:04.944283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:04.944328] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:04.947693] [DEBUG] [FORECASTER] PTGX: Forecast T+1@11:T+2@11: DOWN (p=3.04%)
[2025-12-01T20:45:04.947965] [INFO ] [FORECASTER] Completed predict_future for PTGX
[2025-12-01T20:45:04.948089] [INFO ] [sig       ] PTGX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:05.086222] [INFO ] [LOCAL     ] Saved forecast: PTGX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PTGX.txt
[2025-12-01T20:45:05.086350] [INFO ] [sig       ] [2658/3634] Completed PTGX in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-01T20:45:05.086386] [INFO ] [sig       ] [2659/3634] Forecasting PTH...
[2025-12-01T20:45:05.086414] [INFO ] [sig       ] Generating forecast for: PTH
[2025-12-01T20:45:05.086442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTH' from 'https://tdm.silogroup.org/data/derivative_storage/PTH.csv'.
[2025-12-01T20:45:05.097385] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTH'.
[2025-12-01T20:45:05.097721] [INFO ] [FORECASTER] Starting predict_future for PTH
[2025-12-01T20:45:05.098475] [DEBUG] [LOCAL     ] No optimal features file found for PTH: ./output/feature-sets/PTH.txt
[2025-12-01T20:45:05.098525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:05.098555] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:05.098602] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:05.098674] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:05.152920] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:05.153652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:05.153758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:05.153790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:05.258036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:05.258187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:05.258225] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:05.258254] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:05.261653] [DEBUG] [FORECASTER] PTH: Forecast T+1@11:T+2@11: UP (p=50.66%)
[2025-12-01T20:45:05.261922] [INFO ] [FORECASTER] Completed predict_future for PTH
[2025-12-01T20:45:05.262043] [INFO ] [sig       ] PTH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:05.399912] [INFO ] [LOCAL     ] Saved forecast: PTH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PTH.txt
[2025-12-01T20:45:05.400048] [INFO ] [sig       ] [2659/3634] Completed PTH in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-01T20:45:05.400085] [INFO ] [sig       ] [2660/3634] Forecasting PTIX...
[2025-12-01T20:45:05.400114] [INFO ] [sig       ] Generating forecast for: PTIX
[2025-12-01T20:45:05.400142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTIX' from 'https://tdm.silogroup.org/data/derivative_storage/PTIX.csv'.
[2025-12-01T20:45:05.411865] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PTIX'.
[2025-12-01T20:45:05.412196] [INFO ] [FORECASTER] Starting predict_future for PTIX
[2025-12-01T20:45:05.412957] [DEBUG] [LOCAL     ] No optimal features file found for PTIX: ./output/feature-sets/PTIX.txt
[2025-12-01T20:45:05.413006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:05.413036] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:05.413060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:05.413114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:05.467542] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:05.468252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:05.468364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:05.468397] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:05.587983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:05.588127] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:05.588165] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:05.588193] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:05.591443] [DEBUG] [FORECASTER] PTIX: Forecast T+1@11:T+2@11: DOWN (p=44.95%)
[2025-12-01T20:45:05.591719] [INFO ] [FORECASTER] Completed predict_future for PTIX
[2025-12-01T20:45:05.591843] [INFO ] [sig       ] PTIX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:05.729845] [INFO ] [LOCAL     ] Saved forecast: PTIX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PTIX.txt
[2025-12-01T20:45:05.729987] [INFO ] [sig       ] [2660/3634] Completed PTIX in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-01T20:45:05.730024] [INFO ] [sig       ] [2661/3634] Forecasting PTLO...
[2025-12-01T20:45:05.730052] [INFO ] [sig       ] Generating forecast for: PTLO
[2025-12-01T20:45:05.730080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTLO' from 'https://tdm.silogroup.org/data/derivative_storage/PTLO.csv'.
[2025-12-01T20:45:05.743773] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTLO'.
[2025-12-01T20:45:05.744109] [INFO ] [FORECASTER] Starting predict_future for PTLO
[2025-12-01T20:45:05.744938] [DEBUG] [LOCAL     ] No optimal features file found for PTLO: ./output/feature-sets/PTLO.txt
[2025-12-01T20:45:05.744987] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:05.745017] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:05.745068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:05.745144] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:05.805149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:05.806027] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:05.806109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:05.806142] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:05.931836] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:05.931986] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:05.932023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:05.932051] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:05.935505] [DEBUG] [FORECASTER] PTLO: Forecast T+1@11:T+2@11: DOWN (p=4.82%)
[2025-12-01T20:45:05.935871] [INFO ] [FORECASTER] Completed predict_future for PTLO
[2025-12-01T20:45:05.936037] [INFO ] [sig       ] PTLO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:06.085419] [INFO ] [LOCAL     ] Saved forecast: PTLO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PTLO.txt
[2025-12-01T20:45:06.085548] [INFO ] [sig       ] [2661/3634] Completed PTLO in 0.4s | 2.99 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-01T20:45:06.085603] [INFO ] [sig       ] [2662/3634] Forecasting PTNQ...
[2025-12-01T20:45:06.085634] [INFO ] [sig       ] Generating forecast for: PTNQ
[2025-12-01T20:45:06.085662] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTNQ' from 'https://tdm.silogroup.org/data/derivative_storage/PTNQ.csv'.
[2025-12-01T20:45:06.096357] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PTNQ'.
[2025-12-01T20:45:06.096702] [INFO ] [FORECASTER] Starting predict_future for PTNQ
[2025-12-01T20:45:06.097525] [DEBUG] [LOCAL     ] No optimal features file found for PTNQ: ./output/feature-sets/PTNQ.txt
[2025-12-01T20:45:06.097600] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:06.097636] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:06.097673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:06.097730] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:06.154998] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:06.155739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:06.155820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:06.155851] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:06.273166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:06.273317] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:06.273353] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:06.273381] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:06.276627] [DEBUG] [FORECASTER] PTNQ: Forecast T+1@11:T+2@11: DOWN (p=9.95%)
[2025-12-01T20:45:06.276928] [INFO ] [FORECASTER] Completed predict_future for PTNQ
[2025-12-01T20:45:06.277051] [INFO ] [sig       ] PTNQ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:06.416064] [INFO ] [LOCAL     ] Saved forecast: PTNQ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PTNQ.txt
[2025-12-01T20:45:06.416248] [INFO ] [sig       ] [2662/3634] Completed PTNQ in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-01T20:45:06.416288] [INFO ] [sig       ] [2663/3634] Forecasting PTON...
[2025-12-01T20:45:06.416315] [INFO ] [sig       ] Generating forecast for: PTON
[2025-12-01T20:45:06.416342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTON' from 'https://tdm.silogroup.org/data/derivative_storage/PTON.csv'.
[2025-12-01T20:45:06.428068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTON'.
[2025-12-01T20:45:06.428437] [INFO ] [FORECASTER] Starting predict_future for PTON
[2025-12-01T20:45:06.429224] [DEBUG] [LOCAL     ] No optimal features file found for PTON: ./output/feature-sets/PTON.txt
[2025-12-01T20:45:06.429274] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:06.429303] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:06.429328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:06.429381] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:06.484681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:06.485523] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:06.485626] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:06.485659] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:06.606264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:06.606417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:06.606454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:06.606482] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:06.609761] [DEBUG] [FORECASTER] PTON: Forecast T+1@11:T+2@11: DOWN (p=6.66%)
[2025-12-01T20:45:06.610026] [INFO ] [FORECASTER] Completed predict_future for PTON
[2025-12-01T20:45:06.610146] [INFO ] [sig       ] PTON: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:06.747903] [INFO ] [LOCAL     ] Saved forecast: PTON	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PTON.txt
[2025-12-01T20:45:06.748052] [INFO ] [sig       ] [2663/3634] Completed PTON in 0.3s | 2.99 sym/s | Total: 14.8m | ETA: 5.4m
[2025-12-01T20:45:06.748090] [INFO ] [sig       ] [2664/3634] Forecasting PTY...
[2025-12-01T20:45:06.748118] [INFO ] [sig       ] Generating forecast for: PTY
[2025-12-01T20:45:06.748146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PTY' from 'https://tdm.silogroup.org/data/derivative_storage/PTY.csv'.
[2025-12-01T20:45:06.759431] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PTY'.
[2025-12-01T20:45:06.759843] [INFO ] [FORECASTER] Starting predict_future for PTY
[2025-12-01T20:45:06.760601] [DEBUG] [LOCAL     ] No optimal features file found for PTY: ./output/feature-sets/PTY.txt
[2025-12-01T20:45:06.760650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:06.760680] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:06.760706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:06.760759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:06.815656] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:06.816475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:06.816554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:06.816606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:06.936439] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:06.936609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:06.936647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:06.936675] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:06.939973] [DEBUG] [FORECASTER] PTY: Forecast T+1@11:T+2@11: UP (p=50.87%)
[2025-12-01T20:45:06.940247] [INFO ] [FORECASTER] Completed predict_future for PTY
[2025-12-01T20:45:06.940366] [INFO ] [sig       ] PTY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:07.079335] [INFO ] [LOCAL     ] Saved forecast: PTY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PTY.txt
[2025-12-01T20:45:07.079484] [INFO ] [sig       ] [2664/3634] Completed PTY in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-01T20:45:07.079522] [INFO ] [sig       ] [2665/3634] Forecasting PUBM...
[2025-12-01T20:45:07.079552] [INFO ] [sig       ] Generating forecast for: PUBM
[2025-12-01T20:45:07.079617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUBM' from 'https://tdm.silogroup.org/data/derivative_storage/PUBM.csv'.
[2025-12-01T20:45:07.091010] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PUBM'.
[2025-12-01T20:45:07.091359] [INFO ] [FORECASTER] Starting predict_future for PUBM
[2025-12-01T20:45:07.092127] [DEBUG] [LOCAL     ] No optimal features file found for PUBM: ./output/feature-sets/PUBM.txt
[2025-12-01T20:45:07.092177] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:07.092208] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:07.092234] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:07.092287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:07.147213] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:07.148040] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:07.148122] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:07.148152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:07.265606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:07.265757] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:07.265794] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:07.265821] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:07.269103] [DEBUG] [FORECASTER] PUBM: Forecast T+1@11:T+2@11: DOWN (p=40.69%)
[2025-12-01T20:45:07.269371] [INFO ] [FORECASTER] Completed predict_future for PUBM
[2025-12-01T20:45:07.269493] [INFO ] [sig       ] PUBM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:07.408927] [INFO ] [LOCAL     ] Saved forecast: PUBM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PUBM.txt
[2025-12-01T20:45:07.409076] [INFO ] [sig       ] [2665/3634] Completed PUBM in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-01T20:45:07.409115] [INFO ] [sig       ] [2666/3634] Forecasting PUK...
[2025-12-01T20:45:07.409142] [INFO ] [sig       ] Generating forecast for: PUK
[2025-12-01T20:45:07.409178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUK' from 'https://tdm.silogroup.org/data/derivative_storage/PUK.csv'.
[2025-12-01T20:45:07.420114] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PUK'.
[2025-12-01T20:45:07.420448] [INFO ] [FORECASTER] Starting predict_future for PUK
[2025-12-01T20:45:07.421186] [DEBUG] [LOCAL     ] No optimal features file found for PUK: ./output/feature-sets/PUK.txt
[2025-12-01T20:45:07.421235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:07.421292] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:07.421319] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:07.421374] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:07.476219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:07.477047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:07.477128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:07.477159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:07.593954] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:07.594106] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:07.594146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:07.594173] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:07.597467] [DEBUG] [FORECASTER] PUK: Forecast T+1@11:T+2@11: UP (p=99.13%)
[2025-12-01T20:45:07.597763] [INFO ] [FORECASTER] Completed predict_future for PUK
[2025-12-01T20:45:07.597892] [INFO ] [sig       ] PUK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:07.736086] [INFO ] [LOCAL     ] Saved forecast: PUK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PUK.txt
[2025-12-01T20:45:07.736241] [INFO ] [sig       ] [2666/3634] Completed PUK in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-01T20:45:07.736279] [INFO ] [sig       ] [2667/3634] Forecasting PUMP...
[2025-12-01T20:45:07.736306] [INFO ] [sig       ] Generating forecast for: PUMP
[2025-12-01T20:45:07.736334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PUMP' from 'https://tdm.silogroup.org/data/derivative_storage/PUMP.csv'.
[2025-12-01T20:45:07.747875] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PUMP'.
[2025-12-01T20:45:07.748245] [INFO ] [FORECASTER] Starting predict_future for PUMP
[2025-12-01T20:45:07.749031] [DEBUG] [LOCAL     ] No optimal features file found for PUMP: ./output/feature-sets/PUMP.txt
[2025-12-01T20:45:07.749080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:07.749110] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:07.749135] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:07.749188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:07.804021] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:07.804851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:07.804933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:07.804963] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:07.929231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:07.929376] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:07.929414] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:07.929441] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:07.932699] [DEBUG] [FORECASTER] PUMP: Forecast T+1@11:T+2@11: DOWN (p=48.45%)
[2025-12-01T20:45:07.932955] [INFO ] [FORECASTER] Completed predict_future for PUMP
[2025-12-01T20:45:07.933074] [INFO ] [sig       ] PUMP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:08.069354] [INFO ] [LOCAL     ] Saved forecast: PUMP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PUMP.txt
[2025-12-01T20:45:08.069475] [INFO ] [sig       ] [2667/3634] Completed PUMP in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-01T20:45:08.069511] [INFO ] [sig       ] [2668/3634] Forecasting PVH...
[2025-12-01T20:45:08.069539] [INFO ] [sig       ] Generating forecast for: PVH
[2025-12-01T20:45:08.069567] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVH' from 'https://tdm.silogroup.org/data/derivative_storage/PVH.csv'.
[2025-12-01T20:45:08.079919] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVH'.
[2025-12-01T20:45:08.080182] [INFO ] [FORECASTER] Starting predict_future for PVH
[2025-12-01T20:45:08.080922] [DEBUG] [LOCAL     ] No optimal features file found for PVH: ./output/feature-sets/PVH.txt
[2025-12-01T20:45:08.080971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:08.081001] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:08.081026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:08.081080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:08.135783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:08.136454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:08.136533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:08.136565] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:08.261938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:08.262097] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:08.262135] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:08.262162] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:08.265559] [DEBUG] [FORECASTER] PVH: Forecast T+1@11:T+2@11: DOWN (p=0.83%)
[2025-12-01T20:45:08.265855] [INFO ] [FORECASTER] Completed predict_future for PVH
[2025-12-01T20:45:08.265981] [INFO ] [sig       ] PVH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:08.408035] [INFO ] [LOCAL     ] Saved forecast: PVH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PVH.txt
[2025-12-01T20:45:08.408181] [INFO ] [sig       ] [2668/3634] Completed PVH in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-01T20:45:08.408230] [INFO ] [sig       ] [2669/3634] Forecasting PVL...
[2025-12-01T20:45:08.408260] [INFO ] [sig       ] Generating forecast for: PVL
[2025-12-01T20:45:08.408289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PVL' from 'https://tdm.silogroup.org/data/derivative_storage/PVL.csv'.
[2025-12-01T20:45:08.420224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PVL'.
[2025-12-01T20:45:08.420565] [INFO ] [FORECASTER] Starting predict_future for PVL
[2025-12-01T20:45:08.421325] [DEBUG] [LOCAL     ] No optimal features file found for PVL: ./output/feature-sets/PVL.txt
[2025-12-01T20:45:08.421373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:08.421403] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:08.421427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:08.421485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:08.476238] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:08.476845] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:08.476927] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:08.476958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:08.591040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:08.591184] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:08.591220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:08.591283] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:08.594519] [DEBUG] [FORECASTER] PVL: Forecast T+1@11:T+2@11: UP (p=95.67%)
[2025-12-01T20:45:08.594794] [INFO ] [FORECASTER] Completed predict_future for PVL
[2025-12-01T20:45:08.594917] [INFO ] [sig       ] PVL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:08.734668] [INFO ] [LOCAL     ] Saved forecast: PVL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PVL.txt
[2025-12-01T20:45:08.734818] [INFO ] [sig       ] [2669/3634] Completed PVL in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-01T20:45:08.734856] [INFO ] [sig       ] [2670/3634] Forecasting PWP...
[2025-12-01T20:45:08.734900] [INFO ] [sig       ] Generating forecast for: PWP
[2025-12-01T20:45:08.734933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PWP' from 'https://tdm.silogroup.org/data/derivative_storage/PWP.csv'.
[2025-12-01T20:45:08.746461] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'PWP'.
[2025-12-01T20:45:08.746756] [INFO ] [FORECASTER] Starting predict_future for PWP
[2025-12-01T20:45:08.747512] [DEBUG] [LOCAL     ] No optimal features file found for PWP: ./output/feature-sets/PWP.txt
[2025-12-01T20:45:08.747562] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:08.747615] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:08.747644] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:08.747699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:08.803672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:08.804599] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:08.804678] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:08.804711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:08.918775] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:08.918922] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:08.918958] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:08.918984] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:08.922160] [DEBUG] [FORECASTER] PWP: Forecast T+1@11:T+2@11: DOWN (p=41.70%)
[2025-12-01T20:45:08.922417] [INFO ] [FORECASTER] Completed predict_future for PWP
[2025-12-01T20:45:08.922536] [INFO ] [sig       ] PWP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:09.060257] [INFO ] [LOCAL     ] Saved forecast: PWP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/PWP.txt
[2025-12-01T20:45:09.060366] [INFO ] [sig       ] [2670/3634] Completed PWP in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-01T20:45:09.060402] [INFO ] [sig       ] [2671/3634] Forecasting PX...
[2025-12-01T20:45:09.060430] [INFO ] [sig       ] Generating forecast for: PX
[2025-12-01T20:45:09.060457] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PX' from 'https://tdm.silogroup.org/data/derivative_storage/PX.csv'.
[2025-12-01T20:45:09.072253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PX'.
[2025-12-01T20:45:09.072601] [INFO ] [FORECASTER] Starting predict_future for PX
[2025-12-01T20:45:09.073374] [DEBUG] [LOCAL     ] No optimal features file found for PX: ./output/feature-sets/PX.txt
[2025-12-01T20:45:09.073424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:09.073455] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:09.073479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:09.073535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:09.131262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:09.132130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:09.132213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:09.132253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:09.258241] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:09.258414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:09.258453] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:09.258483] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:09.261865] [DEBUG] [FORECASTER] PX: Forecast T+1@11:T+2@11: UP (p=63.42%)
[2025-12-01T20:45:09.262207] [INFO ] [FORECASTER] Completed predict_future for PX
[2025-12-01T20:45:09.262341] [INFO ] [sig       ] PX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:09.400808] [INFO ] [LOCAL     ] Saved forecast: PX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PX.txt
[2025-12-01T20:45:09.400931] [INFO ] [sig       ] [2671/3634] Completed PX in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-01T20:45:09.400968] [INFO ] [sig       ] [2672/3634] Forecasting PXS...
[2025-12-01T20:45:09.400995] [INFO ] [sig       ] Generating forecast for: PXS
[2025-12-01T20:45:09.401023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PXS' from 'https://tdm.silogroup.org/data/derivative_storage/PXS.csv'.
[2025-12-01T20:45:09.414234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PXS'.
[2025-12-01T20:45:09.414631] [INFO ] [FORECASTER] Starting predict_future for PXS
[2025-12-01T20:45:09.415380] [DEBUG] [LOCAL     ] No optimal features file found for PXS: ./output/feature-sets/PXS.txt
[2025-12-01T20:45:09.415429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:09.415459] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:09.415484] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:09.415538] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:09.470464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:09.471350] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:09.471434] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:09.471465] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:09.575269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:09.575415] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:09.575454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:09.575481] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:09.578762] [DEBUG] [FORECASTER] PXS: Forecast T+1@11:T+2@11: DOWN (p=17.49%)
[2025-12-01T20:45:09.579023] [INFO ] [FORECASTER] Completed predict_future for PXS
[2025-12-01T20:45:09.579142] [INFO ] [sig       ] PXS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:09.716612] [INFO ] [LOCAL     ] Saved forecast: PXS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PXS.txt
[2025-12-01T20:45:09.716763] [INFO ] [sig       ] [2672/3634] Completed PXS in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-01T20:45:09.716801] [INFO ] [sig       ] [2673/3634] Forecasting PY...
[2025-12-01T20:45:09.716829] [INFO ] [sig       ] Generating forecast for: PY
[2025-12-01T20:45:09.716857] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PY' from 'https://tdm.silogroup.org/data/derivative_storage/PY.csv'.
[2025-12-01T20:45:09.727828] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PY'.
[2025-12-01T20:45:09.728151] [INFO ] [FORECASTER] Starting predict_future for PY
[2025-12-01T20:45:09.728961] [DEBUG] [LOCAL     ] No optimal features file found for PY: ./output/feature-sets/PY.txt
[2025-12-01T20:45:09.729012] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:09.729042] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:09.729067] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:09.729122] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:09.783755] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:09.784624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:09.784704] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:09.784735] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:09.888983] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:09.889131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:09.889168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:09.889197] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:09.892426] [DEBUG] [FORECASTER] PY: Forecast T+1@11:T+2@11: DOWN (p=30.55%)
[2025-12-01T20:45:09.892708] [INFO ] [FORECASTER] Completed predict_future for PY
[2025-12-01T20:45:09.892830] [INFO ] [sig       ] PY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:10.029718] [INFO ] [LOCAL     ] Saved forecast: PY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PY.txt
[2025-12-01T20:45:10.029873] [INFO ] [sig       ] [2673/3634] Completed PY in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-01T20:45:10.029913] [INFO ] [sig       ] [2674/3634] Forecasting PYPL...
[2025-12-01T20:45:10.029941] [INFO ] [sig       ] Generating forecast for: PYPL
[2025-12-01T20:45:10.029969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYPL' from 'https://tdm.silogroup.org/data/derivative_storage/PYPL.csv'.
[2025-12-01T20:45:10.041276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYPL'.
[2025-12-01T20:45:10.041627] [INFO ] [FORECASTER] Starting predict_future for PYPL
[2025-12-01T20:45:10.042350] [DEBUG] [LOCAL     ] No optimal features file found for PYPL: ./output/feature-sets/PYPL.txt
[2025-12-01T20:45:10.042399] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:10.042429] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:10.042454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:10.042508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:10.097895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:10.098791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:10.098873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:10.098904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:10.213936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:10.214083] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:10.214120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:10.214147] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:10.217337] [DEBUG] [FORECASTER] PYPL: Forecast T+1@11:T+2@11: DOWN (p=20.80%)
[2025-12-01T20:45:10.217608] [INFO ] [FORECASTER] Completed predict_future for PYPL
[2025-12-01T20:45:10.217726] [INFO ] [sig       ] PYPL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:10.354005] [INFO ] [LOCAL     ] Saved forecast: PYPL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/PYPL.txt
[2025-12-01T20:45:10.354119] [INFO ] [sig       ] [2674/3634] Completed PYPL in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.4m
[2025-12-01T20:45:10.354156] [INFO ] [sig       ] [2675/3634] Forecasting PYXS...
[2025-12-01T20:45:10.354183] [INFO ] [sig       ] Generating forecast for: PYXS
[2025-12-01T20:45:10.354211] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PYXS' from 'https://tdm.silogroup.org/data/derivative_storage/PYXS.csv'.
[2025-12-01T20:45:10.366349] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PYXS'.
[2025-12-01T20:45:10.366792] [INFO ] [FORECASTER] Starting predict_future for PYXS
[2025-12-01T20:45:10.367562] [DEBUG] [LOCAL     ] No optimal features file found for PYXS: ./output/feature-sets/PYXS.txt
[2025-12-01T20:45:10.367646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:10.367678] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:10.367704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:10.367758] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:10.423706] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:10.424610] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:10.424693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:10.424725] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:10.543229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:10.543393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:10.543430] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:10.543457] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:10.546890] [DEBUG] [FORECASTER] PYXS: Forecast T+1@11:T+2@11: UP (p=84.40%)
[2025-12-01T20:45:10.547176] [INFO ] [FORECASTER] Completed predict_future for PYXS
[2025-12-01T20:45:10.547304] [INFO ] [sig       ] PYXS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:10.709724] [INFO ] [LOCAL     ] Saved forecast: PYXS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PYXS.txt
[2025-12-01T20:45:10.709918] [INFO ] [sig       ] [2675/3634] Completed PYXS in 0.4s | 2.99 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-01T20:45:10.709975] [INFO ] [sig       ] [2676/3634] Forecasting PZZA...
[2025-12-01T20:45:10.710024] [INFO ] [sig       ] Generating forecast for: PZZA
[2025-12-01T20:45:10.710072] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'PZZA' from 'https://tdm.silogroup.org/data/derivative_storage/PZZA.csv'.
[2025-12-01T20:45:10.721420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'PZZA'.
[2025-12-01T20:45:10.721865] [INFO ] [FORECASTER] Starting predict_future for PZZA
[2025-12-01T20:45:10.722810] [DEBUG] [LOCAL     ] No optimal features file found for PZZA: ./output/feature-sets/PZZA.txt
[2025-12-01T20:45:10.722862] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:10.722894] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:10.722920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:10.722975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:10.782334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:10.783225] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:10.783357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:10.783390] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:10.910801] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:10.910963] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:10.911002] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:10.911031] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:10.914523] [DEBUG] [FORECASTER] PZZA: Forecast T+1@11:T+2@11: UP (p=86.92%)
[2025-12-01T20:45:10.914892] [INFO ] [FORECASTER] Completed predict_future for PZZA
[2025-12-01T20:45:10.915038] [INFO ] [sig       ] PZZA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:11.061883] [INFO ] [LOCAL     ] Saved forecast: PZZA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/PZZA.txt
[2025-12-01T20:45:11.062044] [INFO ] [sig       ] [2676/3634] Completed PZZA in 0.4s | 2.99 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-01T20:45:11.062084] [INFO ] [sig       ] [2677/3634] Forecasting QBTS...
[2025-12-01T20:45:11.062113] [INFO ] [sig       ] Generating forecast for: QBTS
[2025-12-01T20:45:11.062142] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QBTS' from 'https://tdm.silogroup.org/data/derivative_storage/QBTS.csv'.
[2025-12-01T20:45:11.077617] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'QBTS'.
[2025-12-01T20:45:11.078101] [INFO ] [FORECASTER] Starting predict_future for QBTS
[2025-12-01T20:45:11.079293] [DEBUG] [LOCAL     ] No optimal features file found for QBTS: ./output/feature-sets/QBTS.txt
[2025-12-01T20:45:11.079358] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:11.079408] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:11.079452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:11.079542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:11.152257] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:11.153181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:11.153268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:11.153301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:11.295474] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:11.295696] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:11.295760] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:11.295808] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:11.301014] [DEBUG] [FORECASTER] QBTS: Forecast T+1@11:T+2@11: UP (p=54.36%)
[2025-12-01T20:45:11.301493] [INFO ] [FORECASTER] Completed predict_future for QBTS
[2025-12-01T20:45:11.301707] [INFO ] [sig       ] QBTS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:11.463200] [INFO ] [LOCAL     ] Saved forecast: QBTS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QBTS.txt
[2025-12-01T20:45:11.463363] [INFO ] [sig       ] [2677/3634] Completed QBTS in 0.4s | 2.99 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-01T20:45:11.463404] [INFO ] [sig       ] [2678/3634] Forecasting QCLN...
[2025-12-01T20:45:11.463433] [INFO ] [sig       ] Generating forecast for: QCLN
[2025-12-01T20:45:11.463462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCLN' from 'https://tdm.silogroup.org/data/derivative_storage/QCLN.csv'.
[2025-12-01T20:45:11.476633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCLN'.
[2025-12-01T20:45:11.477053] [INFO ] [FORECASTER] Starting predict_future for QCLN
[2025-12-01T20:45:11.477904] [DEBUG] [LOCAL     ] No optimal features file found for QCLN: ./output/feature-sets/QCLN.txt
[2025-12-01T20:45:11.477955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:11.477988] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:11.478014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:11.478070] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:11.550967] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:11.551951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:11.552064] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:11.552096] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:11.678389] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:11.678556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:11.678623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:11.678653] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:11.683503] [DEBUG] [FORECASTER] QCLN: Forecast T+1@11:T+2@11: DOWN (p=0.44%)
[2025-12-01T20:45:11.684055] [INFO ] [FORECASTER] Completed predict_future for QCLN
[2025-12-01T20:45:11.684263] [INFO ] [sig       ] QCLN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:11.884982] [INFO ] [LOCAL     ] Saved forecast: QCLN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/QCLN.txt
[2025-12-01T20:45:11.885149] [INFO ] [sig       ] [2678/3634] Completed QCLN in 0.4s | 2.99 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-01T20:45:11.885196] [INFO ] [sig       ] [2679/3634] Forecasting QCOM...
[2025-12-01T20:45:11.885227] [INFO ] [sig       ] Generating forecast for: QCOM
[2025-12-01T20:45:11.885256] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCOM' from 'https://tdm.silogroup.org/data/derivative_storage/QCOM.csv'.
[2025-12-01T20:45:11.900639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCOM'.
[2025-12-01T20:45:11.901114] [INFO ] [FORECASTER] Starting predict_future for QCOM
[2025-12-01T20:45:11.903212] [DEBUG] [LOCAL     ] No optimal features file found for QCOM: ./output/feature-sets/QCOM.txt
[2025-12-01T20:45:11.903369] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:11.903418] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:11.903454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:11.903539] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:11.982077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:11.983207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:11.983317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:11.983362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:12.124109] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:12.124268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:12.124309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:12.124339] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:12.127728] [DEBUG] [FORECASTER] QCOM: Forecast T+1@11:T+2@11: DOWN (p=25.38%)
[2025-12-01T20:45:12.128027] [INFO ] [FORECASTER] Completed predict_future for QCOM
[2025-12-01T20:45:12.128159] [INFO ] [sig       ] QCOM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:12.276191] [INFO ] [LOCAL     ] Saved forecast: QCOM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/QCOM.txt
[2025-12-01T20:45:12.276364] [INFO ] [sig       ] [2679/3634] Completed QCOM in 0.4s | 2.99 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-01T20:45:12.276404] [INFO ] [sig       ] [2680/3634] Forecasting QCRH...
[2025-12-01T20:45:12.276433] [INFO ] [sig       ] Generating forecast for: QCRH
[2025-12-01T20:45:12.276462] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QCRH' from 'https://tdm.silogroup.org/data/derivative_storage/QCRH.csv'.
[2025-12-01T20:45:12.287605] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QCRH'.
[2025-12-01T20:45:12.287933] [INFO ] [FORECASTER] Starting predict_future for QCRH
[2025-12-01T20:45:12.288739] [DEBUG] [LOCAL     ] No optimal features file found for QCRH: ./output/feature-sets/QCRH.txt
[2025-12-01T20:45:12.288788] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:12.288819] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:12.288844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:12.288897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:12.343619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:12.344444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:12.344529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:12.344562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:12.465884] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:12.466036] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:12.466073] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:12.466101] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:12.469421] [DEBUG] [FORECASTER] QCRH: Forecast T+1@11:T+2@11: DOWN (p=42.48%)
[2025-12-01T20:45:12.469715] [INFO ] [FORECASTER] Completed predict_future for QCRH
[2025-12-01T20:45:12.469839] [INFO ] [sig       ] QCRH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:12.617662] [INFO ] [LOCAL     ] Saved forecast: QCRH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/QCRH.txt
[2025-12-01T20:45:12.617809] [INFO ] [sig       ] [2680/3634] Completed QCRH in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-01T20:45:12.617848] [INFO ] [sig       ] [2681/3634] Forecasting QD...
[2025-12-01T20:45:12.617879] [INFO ] [sig       ] Generating forecast for: QD
[2025-12-01T20:45:12.617911] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QD' from 'https://tdm.silogroup.org/data/derivative_storage/QD.csv'.
[2025-12-01T20:45:12.629873] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'QD'.
[2025-12-01T20:45:12.630203] [INFO ] [FORECASTER] Starting predict_future for QD
[2025-12-01T20:45:12.631168] [DEBUG] [LOCAL     ] No optimal features file found for QD: ./output/feature-sets/QD.txt
[2025-12-01T20:45:12.631218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:12.631252] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:12.631280] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:12.631336] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:12.688527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:12.689387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:12.689469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:12.689502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:12.809115] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:12.809272] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:12.809310] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:12.809336] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:12.812695] [DEBUG] [FORECASTER] QD: Forecast T+1@11:T+2@11: UP (p=81.05%)
[2025-12-01T20:45:12.812969] [INFO ] [FORECASTER] Completed predict_future for QD
[2025-12-01T20:45:12.813095] [INFO ] [sig       ] QD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:12.951605] [INFO ] [LOCAL     ] Saved forecast: QD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QD.txt
[2025-12-01T20:45:12.951753] [INFO ] [sig       ] [2681/3634] Completed QD in 0.3s | 2.99 sym/s | Total: 14.9m | ETA: 5.3m
[2025-12-01T20:45:12.951791] [INFO ] [sig       ] [2682/3634] Forecasting QDEL...
[2025-12-01T20:45:12.951820] [INFO ] [sig       ] Generating forecast for: QDEL
[2025-12-01T20:45:12.951849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QDEL' from 'https://tdm.silogroup.org/data/derivative_storage/QDEL.csv'.
[2025-12-01T20:45:12.963416] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QDEL'.
[2025-12-01T20:45:12.963837] [INFO ] [FORECASTER] Starting predict_future for QDEL
[2025-12-01T20:45:12.964625] [DEBUG] [LOCAL     ] No optimal features file found for QDEL: ./output/feature-sets/QDEL.txt
[2025-12-01T20:45:12.964674] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:12.964706] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:12.964732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:12.964786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:13.021117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:13.022013] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:13.022102] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:13.022135] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:13.141860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:13.142022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:13.142078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:13.142109] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:13.145524] [DEBUG] [FORECASTER] QDEL: Forecast T+1@11:T+2@11: UP (p=65.84%)
[2025-12-01T20:45:13.145901] [INFO ] [FORECASTER] Completed predict_future for QDEL
[2025-12-01T20:45:13.146041] [INFO ] [sig       ] QDEL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:13.287236] [INFO ] [LOCAL     ] Saved forecast: QDEL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/QDEL.txt
[2025-12-01T20:45:13.287395] [INFO ] [sig       ] [2682/3634] Completed QDEL in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-01T20:45:13.287437] [INFO ] [sig       ] [2683/3634] Forecasting QFIN...
[2025-12-01T20:45:13.287468] [INFO ] [sig       ] Generating forecast for: QFIN
[2025-12-01T20:45:13.287500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QFIN' from 'https://tdm.silogroup.org/data/derivative_storage/QFIN.csv'.
[2025-12-01T20:45:13.299126] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QFIN'.
[2025-12-01T20:45:13.299511] [INFO ] [FORECASTER] Starting predict_future for QFIN
[2025-12-01T20:45:13.300304] [DEBUG] [LOCAL     ] No optimal features file found for QFIN: ./output/feature-sets/QFIN.txt
[2025-12-01T20:45:13.300357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:13.300419] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:13.300448] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:13.300506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:13.361125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:13.361965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:13.362047] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:13.362079] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:13.487607] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:13.487761] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:13.487800] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:13.487831] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:13.491366] [DEBUG] [FORECASTER] QFIN: Forecast T+1@11:T+2@11: UP (p=50.63%)
[2025-12-01T20:45:13.491719] [INFO ] [FORECASTER] Completed predict_future for QFIN
[2025-12-01T20:45:13.491864] [INFO ] [sig       ] QFIN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:13.635442] [INFO ] [LOCAL     ] Saved forecast: QFIN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/QFIN.txt
[2025-12-01T20:45:13.635608] [INFO ] [sig       ] [2683/3634] Completed QFIN in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-01T20:45:13.635651] [INFO ] [sig       ] [2684/3634] Forecasting QGEN...
[2025-12-01T20:45:13.635681] [INFO ] [sig       ] Generating forecast for: QGEN
[2025-12-01T20:45:13.635710] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QGEN' from 'https://tdm.silogroup.org/data/derivative_storage/QGEN.csv'.
[2025-12-01T20:45:13.646891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QGEN'.
[2025-12-01T20:45:13.647263] [INFO ] [FORECASTER] Starting predict_future for QGEN
[2025-12-01T20:45:13.648032] [DEBUG] [LOCAL     ] No optimal features file found for QGEN: ./output/feature-sets/QGEN.txt
[2025-12-01T20:45:13.648083] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:13.648114] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:13.648140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:13.648196] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:13.706295] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:13.707181] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:13.707268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:13.707302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:13.831634] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:13.831783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:13.831823] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:13.831851] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:13.835169] [DEBUG] [FORECASTER] QGEN: Forecast T+1@11:T+2@11: DOWN (p=40.07%)
[2025-12-01T20:45:13.835437] [INFO ] [FORECASTER] Completed predict_future for QGEN
[2025-12-01T20:45:13.835557] [INFO ] [sig       ] QGEN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:13.980873] [INFO ] [LOCAL     ] Saved forecast: QGEN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/QGEN.txt
[2025-12-01T20:45:13.981017] [INFO ] [sig       ] [2684/3634] Completed QGEN in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-01T20:45:13.981055] [INFO ] [sig       ] [2685/3634] Forecasting QLYS...
[2025-12-01T20:45:13.981082] [INFO ] [sig       ] Generating forecast for: QLYS
[2025-12-01T20:45:13.981110] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QLYS' from 'https://tdm.silogroup.org/data/derivative_storage/QLYS.csv'.
[2025-12-01T20:45:13.992847] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'QLYS'.
[2025-12-01T20:45:13.993228] [INFO ] [FORECASTER] Starting predict_future for QLYS
[2025-12-01T20:45:13.994048] [DEBUG] [LOCAL     ] No optimal features file found for QLYS: ./output/feature-sets/QLYS.txt
[2025-12-01T20:45:13.994098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:13.994130] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:13.994156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:13.994210] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:14.054126] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:14.055131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:14.055225] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:14.055262] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:14.177057] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:14.177204] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:14.177243] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:14.177271] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:14.181064] [DEBUG] [FORECASTER] QLYS: Forecast T+1@11:T+2@11: UP (p=58.03%)
[2025-12-01T20:45:14.181339] [INFO ] [FORECASTER] Completed predict_future for QLYS
[2025-12-01T20:45:14.181461] [INFO ] [sig       ] QLYS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:14.331290] [INFO ] [LOCAL     ] Saved forecast: QLYS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QLYS.txt
[2025-12-01T20:45:14.331455] [INFO ] [sig       ] [2685/3634] Completed QLYS in 0.4s | 2.99 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-01T20:45:14.331515] [INFO ] [sig       ] [2686/3634] Forecasting QMCO...
[2025-12-01T20:45:14.331550] [INFO ] [sig       ] Generating forecast for: QMCO
[2025-12-01T20:45:14.331638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMCO' from 'https://tdm.silogroup.org/data/derivative_storage/QMCO.csv'.
[2025-12-01T20:45:14.343555] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QMCO'.
[2025-12-01T20:45:14.343936] [INFO ] [FORECASTER] Starting predict_future for QMCO
[2025-12-01T20:45:14.344718] [DEBUG] [LOCAL     ] No optimal features file found for QMCO: ./output/feature-sets/QMCO.txt
[2025-12-01T20:45:14.344768] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:14.344816] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:14.344854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:14.344919] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:14.404541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:14.405410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:14.405492] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:14.405526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:14.526098] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:14.526253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:14.526291] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:14.526374] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:14.529834] [DEBUG] [FORECASTER] QMCO: Forecast T+1@11:T+2@11: DOWN (p=13.62%)
[2025-12-01T20:45:14.530114] [INFO ] [FORECASTER] Completed predict_future for QMCO
[2025-12-01T20:45:14.530242] [INFO ] [sig       ] QMCO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:14.669110] [INFO ] [LOCAL     ] Saved forecast: QMCO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/QMCO.txt
[2025-12-01T20:45:14.669256] [INFO ] [sig       ] [2686/3634] Completed QMCO in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-01T20:45:14.669295] [INFO ] [sig       ] [2687/3634] Forecasting QMOM...
[2025-12-01T20:45:14.669323] [INFO ] [sig       ] Generating forecast for: QMOM
[2025-12-01T20:45:14.669352] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QMOM' from 'https://tdm.silogroup.org/data/derivative_storage/QMOM.csv'.
[2025-12-01T20:45:14.680668] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'QMOM'.
[2025-12-01T20:45:14.681039] [INFO ] [FORECASTER] Starting predict_future for QMOM
[2025-12-01T20:45:14.681811] [DEBUG] [LOCAL     ] No optimal features file found for QMOM: ./output/feature-sets/QMOM.txt
[2025-12-01T20:45:14.681861] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:14.681891] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:14.681917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:14.681972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:14.737794] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:14.738640] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:14.738720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:14.738753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:14.855810] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:14.855964] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:14.856002] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:14.856030] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:14.859353] [DEBUG] [FORECASTER] QMOM: Forecast T+1@11:T+2@11: DOWN (p=0.90%)
[2025-12-01T20:45:14.859644] [INFO ] [FORECASTER] Completed predict_future for QMOM
[2025-12-01T20:45:14.859770] [INFO ] [sig       ] QMOM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:15.002222] [INFO ] [LOCAL     ] Saved forecast: QMOM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QMOM.txt
[2025-12-01T20:45:15.002375] [INFO ] [sig       ] [2687/3634] Completed QMOM in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-01T20:45:15.002415] [INFO ] [sig       ] [2688/3634] Forecasting QNCX...
[2025-12-01T20:45:15.002444] [INFO ] [sig       ] Generating forecast for: QNCX
[2025-12-01T20:45:15.002474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNCX' from 'https://tdm.silogroup.org/data/derivative_storage/QNCX.csv'.
[2025-12-01T20:45:15.014367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNCX'.
[2025-12-01T20:45:15.014791] [INFO ] [FORECASTER] Starting predict_future for QNCX
[2025-12-01T20:45:15.015633] [DEBUG] [LOCAL     ] No optimal features file found for QNCX: ./output/feature-sets/QNCX.txt
[2025-12-01T20:45:15.015685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:15.015716] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:15.015743] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:15.015800] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:15.073220] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:15.074058] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:15.074140] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:15.074173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:15.189494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:15.189643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:15.189679] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:15.189708] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:15.192951] [DEBUG] [FORECASTER] QNCX: Forecast T+1@11:T+2@11: DOWN (p=25.76%)
[2025-12-01T20:45:15.193231] [INFO ] [FORECASTER] Completed predict_future for QNCX
[2025-12-01T20:45:15.193348] [INFO ] [sig       ] QNCX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:15.333491] [INFO ] [LOCAL     ] Saved forecast: QNCX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/QNCX.txt
[2025-12-01T20:45:15.333620] [INFO ] [sig       ] [2688/3634] Completed QNCX in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-01T20:45:15.333658] [INFO ] [sig       ] [2689/3634] Forecasting QNTM...
[2025-12-01T20:45:15.333686] [INFO ] [sig       ] Generating forecast for: QNTM
[2025-12-01T20:45:15.333715] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QNTM' from 'https://tdm.silogroup.org/data/derivative_storage/QNTM.csv'.
[2025-12-01T20:45:15.345198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QNTM'.
[2025-12-01T20:45:15.345515] [INFO ] [FORECASTER] Starting predict_future for QNTM
[2025-12-01T20:45:15.346307] [DEBUG] [LOCAL     ] No optimal features file found for QNTM: ./output/feature-sets/QNTM.txt
[2025-12-01T20:45:15.346357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:15.346388] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:15.346415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:15.346470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:15.404249] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:15.405159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:15.405241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:15.405273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:15.528353] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:15.528498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:15.528534] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:15.528559] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:15.531844] [DEBUG] [FORECASTER] QNTM: Forecast T+1@11:T+2@11: UP (p=66.07%)
[2025-12-01T20:45:15.532105] [INFO ] [FORECASTER] Completed predict_future for QNTM
[2025-12-01T20:45:15.532221] [INFO ] [sig       ] QNTM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:15.671086] [INFO ] [LOCAL     ] Saved forecast: QNTM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/QNTM.txt
[2025-12-01T20:45:15.671218] [INFO ] [sig       ] [2689/3634] Completed QNTM in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-01T20:45:15.671263] [INFO ] [sig       ] [2690/3634] Forecasting QQMG...
[2025-12-01T20:45:15.671292] [INFO ] [sig       ] Generating forecast for: QQMG
[2025-12-01T20:45:15.671320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQMG' from 'https://tdm.silogroup.org/data/derivative_storage/QQMG.csv'.
[2025-12-01T20:45:15.682071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQMG'.
[2025-12-01T20:45:15.682361] [INFO ] [FORECASTER] Starting predict_future for QQMG
[2025-12-01T20:45:15.683099] [DEBUG] [LOCAL     ] No optimal features file found for QQMG: ./output/feature-sets/QQMG.txt
[2025-12-01T20:45:15.683147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:15.683178] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:15.683203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:15.683258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:15.739118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:15.739725] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:15.739798] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:15.739830] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:15.852099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:15.852245] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:15.852282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:15.852309] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:15.855550] [DEBUG] [FORECASTER] QQMG: Forecast T+1@11:T+2@11: UP (p=86.53%)
[2025-12-01T20:45:15.855829] [INFO ] [FORECASTER] Completed predict_future for QQMG
[2025-12-01T20:45:15.855946] [INFO ] [sig       ] QQMG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:15.993938] [INFO ] [LOCAL     ] Saved forecast: QQMG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/QQMG.txt
[2025-12-01T20:45:15.994069] [INFO ] [sig       ] [2690/3634] Completed QQMG in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-01T20:45:15.994107] [INFO ] [sig       ] [2691/3634] Forecasting QQQ...
[2025-12-01T20:45:15.994134] [INFO ] [sig       ] Generating forecast for: QQQ
[2025-12-01T20:45:15.994162] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQ.csv'.
[2025-12-01T20:45:16.006599] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQ'.
[2025-12-01T20:45:16.007008] [INFO ] [FORECASTER] Starting predict_future for QQQ
[2025-12-01T20:45:16.007807] [DEBUG] [LOCAL     ] No optimal features file found for QQQ: ./output/feature-sets/QQQ.txt
[2025-12-01T20:45:16.007858] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:16.007890] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:16.007917] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:16.007972] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:16.067189] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:16.068074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:16.068160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:16.068193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:16.191900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:16.192054] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:16.192092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:16.192119] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:16.195442] [DEBUG] [FORECASTER] QQQ: Forecast T+1@11:T+2@11: UP (p=86.86%)
[2025-12-01T20:45:16.195732] [INFO ] [FORECASTER] Completed predict_future for QQQ
[2025-12-01T20:45:16.195856] [INFO ] [sig       ] QQQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:16.333307] [INFO ] [LOCAL     ] Saved forecast: QQQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/QQQ.txt
[2025-12-01T20:45:16.333421] [INFO ] [sig       ] [2691/3634] Completed QQQ in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-01T20:45:16.333458] [INFO ] [sig       ] [2692/3634] Forecasting QQQE...
[2025-12-01T20:45:16.333487] [INFO ] [sig       ] Generating forecast for: QQQE
[2025-12-01T20:45:16.333515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQE' from 'https://tdm.silogroup.org/data/derivative_storage/QQQE.csv'.
[2025-12-01T20:45:16.344634] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQE'.
[2025-12-01T20:45:16.344888] [INFO ] [FORECASTER] Starting predict_future for QQQE
[2025-12-01T20:45:16.345632] [DEBUG] [LOCAL     ] No optimal features file found for QQQE: ./output/feature-sets/QQQE.txt
[2025-12-01T20:45:16.345680] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:16.345710] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:16.345736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:16.345790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:16.400749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:16.401322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:16.401397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:16.401428] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:16.518891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:16.519039] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:16.519083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:16.519116] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:16.522377] [DEBUG] [FORECASTER] QQQE: Forecast T+1@11:T+2@11: UP (p=84.03%)
[2025-12-01T20:45:16.522651] [INFO ] [FORECASTER] Completed predict_future for QQQE
[2025-12-01T20:45:16.522769] [INFO ] [sig       ] QQQE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:16.659506] [INFO ] [LOCAL     ] Saved forecast: QQQE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/QQQE.txt
[2025-12-01T20:45:16.659639] [INFO ] [sig       ] [2692/3634] Completed QQQE in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.3m
[2025-12-01T20:45:16.659678] [INFO ] [sig       ] [2693/3634] Forecasting QQQI...
[2025-12-01T20:45:16.659705] [INFO ] [sig       ] Generating forecast for: QQQI
[2025-12-01T20:45:16.659732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQI' from 'https://tdm.silogroup.org/data/derivative_storage/QQQI.csv'.
[2025-12-01T20:45:16.672305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQI'.
[2025-12-01T20:45:16.672622] [INFO ] [FORECASTER] Starting predict_future for QQQI
[2025-12-01T20:45:16.673371] [DEBUG] [LOCAL     ] No optimal features file found for QQQI: ./output/feature-sets/QQQI.txt
[2025-12-01T20:45:16.673420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:16.673450] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:16.673476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:16.673529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:16.728949] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:16.729822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:16.729939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:16.729970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:16.842915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:16.843084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:16.843130] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:16.843177] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:16.846503] [DEBUG] [FORECASTER] QQQI: Forecast T+1@11:T+2@11: DOWN (p=12.83%)
[2025-12-01T20:45:16.846785] [INFO ] [FORECASTER] Completed predict_future for QQQI
[2025-12-01T20:45:16.846905] [INFO ] [sig       ] QQQI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:16.995639] [INFO ] [LOCAL     ] Saved forecast: QQQI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/QQQI.txt
[2025-12-01T20:45:16.995783] [INFO ] [sig       ] [2693/3634] Completed QQQI in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-01T20:45:16.995826] [INFO ] [sig       ] [2694/3634] Forecasting QQQJ...
[2025-12-01T20:45:16.995856] [INFO ] [sig       ] Generating forecast for: QQQJ
[2025-12-01T20:45:16.995886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQJ' from 'https://tdm.silogroup.org/data/derivative_storage/QQQJ.csv'.
[2025-12-01T20:45:17.008123] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'QQQJ'.
[2025-12-01T20:45:17.008506] [INFO ] [FORECASTER] Starting predict_future for QQQJ
[2025-12-01T20:45:17.009458] [DEBUG] [LOCAL     ] No optimal features file found for QQQJ: ./output/feature-sets/QQQJ.txt
[2025-12-01T20:45:17.009534] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:17.009631] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:17.009686] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:17.009761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:17.069460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:17.070205] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:17.070286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:17.070319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:17.195157] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:17.195320] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:17.195367] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:17.195398] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:17.198803] [DEBUG] [FORECASTER] QQQJ: Forecast T+1@11:T+2@11: DOWN (p=41.32%)
[2025-12-01T20:45:17.199111] [INFO ] [FORECASTER] Completed predict_future for QQQJ
[2025-12-01T20:45:17.199257] [INFO ] [sig       ] QQQJ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:17.346914] [INFO ] [LOCAL     ] Saved forecast: QQQJ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QQQJ.txt
[2025-12-01T20:45:17.347053] [INFO ] [sig       ] [2694/3634] Completed QQQJ in 0.4s | 2.99 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-01T20:45:17.347092] [INFO ] [sig       ] [2695/3634] Forecasting QQQM...
[2025-12-01T20:45:17.347123] [INFO ] [sig       ] Generating forecast for: QQQM
[2025-12-01T20:45:17.347153] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQM' from 'https://tdm.silogroup.org/data/derivative_storage/QQQM.csv'.
[2025-12-01T20:45:17.359120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QQQM'.
[2025-12-01T20:45:17.359439] [INFO ] [FORECASTER] Starting predict_future for QQQM
[2025-12-01T20:45:17.360282] [DEBUG] [LOCAL     ] No optimal features file found for QQQM: ./output/feature-sets/QQQM.txt
[2025-12-01T20:45:17.360341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:17.360373] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:17.360400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:17.360454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:17.420486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:17.421295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:17.421425] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:17.421466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:17.546093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:17.546243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:17.546280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:17.546306] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:17.549731] [DEBUG] [FORECASTER] QQQM: Forecast T+1@11:T+2@11: UP (p=60.53%)
[2025-12-01T20:45:17.550031] [INFO ] [FORECASTER] Completed predict_future for QQQM
[2025-12-01T20:45:17.550181] [INFO ] [sig       ] QQQM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:17.700262] [INFO ] [LOCAL     ] Saved forecast: QQQM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/QQQM.txt
[2025-12-01T20:45:17.700395] [INFO ] [sig       ] [2695/3634] Completed QQQM in 0.4s | 2.99 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-01T20:45:17.700432] [INFO ] [sig       ] [2696/3634] Forecasting QQQX...
[2025-12-01T20:45:17.700460] [INFO ] [sig       ] Generating forecast for: QQQX
[2025-12-01T20:45:17.700486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQX' from 'https://tdm.silogroup.org/data/derivative_storage/QQQX.csv'.
[2025-12-01T20:45:17.711726] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'QQQX'.
[2025-12-01T20:45:17.712018] [INFO ] [FORECASTER] Starting predict_future for QQQX
[2025-12-01T20:45:17.712826] [DEBUG] [LOCAL     ] No optimal features file found for QQQX: ./output/feature-sets/QQQX.txt
[2025-12-01T20:45:17.712876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:17.712908] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:17.712934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:17.712989] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:17.772760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:17.773477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:17.773560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:17.773610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:17.902166] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:17.902314] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:17.902351] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:17.902379] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:17.905901] [DEBUG] [FORECASTER] QQQX: Forecast T+1@11:T+2@11: UP (p=56.87%)
[2025-12-01T20:45:17.906172] [INFO ] [FORECASTER] Completed predict_future for QQQX
[2025-12-01T20:45:17.906294] [INFO ] [sig       ] QQQX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:18.071026] [INFO ] [LOCAL     ] Saved forecast: QQQX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QQQX.txt
[2025-12-01T20:45:18.071209] [INFO ] [sig       ] [2696/3634] Completed QQQX in 0.4s | 2.99 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-01T20:45:18.071248] [INFO ] [sig       ] [2697/3634] Forecasting QQQY...
[2025-12-01T20:45:18.071277] [INFO ] [sig       ] Generating forecast for: QQQY
[2025-12-01T20:45:18.071305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QQQY' from 'https://tdm.silogroup.org/data/derivative_storage/QQQY.csv'.
[2025-12-01T20:45:18.083964] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'QQQY'.
[2025-12-01T20:45:18.084363] [INFO ] [FORECASTER] Starting predict_future for QQQY
[2025-12-01T20:45:18.085209] [DEBUG] [LOCAL     ] No optimal features file found for QQQY: ./output/feature-sets/QQQY.txt
[2025-12-01T20:45:18.085260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:18.085291] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:18.085328] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:18.085384] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:18.151354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:18.152336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:18.152436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:18.152482] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:18.277011] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:18.277173] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:18.277215] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:18.277243] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:18.280720] [DEBUG] [FORECASTER] QQQY: Forecast T+1@11:T+2@11: UP (p=99.81%)
[2025-12-01T20:45:18.280988] [INFO ] [FORECASTER] Completed predict_future for QQQY
[2025-12-01T20:45:18.281116] [INFO ] [sig       ] QQQY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:18.430537] [INFO ] [LOCAL     ] Saved forecast: QQQY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QQQY.txt
[2025-12-01T20:45:18.430689] [INFO ] [sig       ] [2697/3634] Completed QQQY in 0.4s | 2.99 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-01T20:45:18.430728] [INFO ] [sig       ] [2698/3634] Forecasting QRHC...
[2025-12-01T20:45:18.430756] [INFO ] [sig       ] Generating forecast for: QRHC
[2025-12-01T20:45:18.430785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRHC' from 'https://tdm.silogroup.org/data/derivative_storage/QRHC.csv'.
[2025-12-01T20:45:18.442598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QRHC'.
[2025-12-01T20:45:18.442941] [INFO ] [FORECASTER] Starting predict_future for QRHC
[2025-12-01T20:45:18.443926] [DEBUG] [LOCAL     ] No optimal features file found for QRHC: ./output/feature-sets/QRHC.txt
[2025-12-01T20:45:18.443976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:18.444006] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:18.444031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:18.444084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:18.504001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:18.504748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:18.504825] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:18.504856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:18.626783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:18.626928] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:18.626965] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:18.626994] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:18.630369] [DEBUG] [FORECASTER] QRHC: Forecast T+1@11:T+2@11: UP (p=84.12%)
[2025-12-01T20:45:18.630655] [INFO ] [FORECASTER] Completed predict_future for QRHC
[2025-12-01T20:45:18.630779] [INFO ] [sig       ] QRHC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:18.771783] [INFO ] [LOCAL     ] Saved forecast: QRHC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/QRHC.txt
[2025-12-01T20:45:18.771911] [INFO ] [sig       ] [2698/3634] Completed QRHC in 0.3s | 2.99 sym/s | Total: 15.0m | ETA: 5.2m
[2025-12-01T20:45:18.771948] [INFO ] [sig       ] [2699/3634] Forecasting QRVO...
[2025-12-01T20:45:18.771975] [INFO ] [sig       ] Generating forecast for: QRVO
[2025-12-01T20:45:18.772003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QRVO' from 'https://tdm.silogroup.org/data/derivative_storage/QRVO.csv'.
[2025-12-01T20:45:18.782972] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'QRVO'.
[2025-12-01T20:45:18.783240] [INFO ] [FORECASTER] Starting predict_future for QRVO
[2025-12-01T20:45:18.783977] [DEBUG] [LOCAL     ] No optimal features file found for QRVO: ./output/feature-sets/QRVO.txt
[2025-12-01T20:45:18.784025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:18.784055] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:18.784080] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:18.784133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:18.840496] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:18.841129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:18.841204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:18.841237] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:18.958409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:18.958555] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:18.958610] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:18.958643] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:18.962215] [DEBUG] [FORECASTER] QRVO: Forecast T+1@11:T+2@11: UP (p=91.09%)
[2025-12-01T20:45:18.962492] [INFO ] [FORECASTER] Completed predict_future for QRVO
[2025-12-01T20:45:18.962635] [INFO ] [sig       ] QRVO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:19.118219] [INFO ] [LOCAL     ] Saved forecast: QRVO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QRVO.txt
[2025-12-01T20:45:19.122025] [INFO ] [sig       ] [2699/3634] Completed QRVO in 0.4s | 2.99 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-01T20:45:19.122099] [INFO ] [sig       ] [2700/3634] Forecasting QS...
[2025-12-01T20:45:19.122146] [INFO ] [sig       ] Generating forecast for: QS
[2025-12-01T20:45:19.122190] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QS' from 'https://tdm.silogroup.org/data/derivative_storage/QS.csv'.
[2025-12-01T20:45:19.135022] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'QS'.
[2025-12-01T20:45:19.135365] [INFO ] [FORECASTER] Starting predict_future for QS
[2025-12-01T20:45:19.136182] [DEBUG] [LOCAL     ] No optimal features file found for QS: ./output/feature-sets/QS.txt
[2025-12-01T20:45:19.136234] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:19.136293] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:19.136321] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:19.136378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:19.196093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:19.196910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:19.196998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:19.197032] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:19.325815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:19.325983] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:19.326039] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:19.326071] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:19.329863] [DEBUG] [FORECASTER] QS: Forecast T+1@11:T+2@11: UP (p=76.39%)
[2025-12-01T20:45:19.330621] [INFO ] [FORECASTER] Completed predict_future for QS
[2025-12-01T20:45:19.330905] [INFO ] [sig       ] QS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:19.467081] [INFO ] [LOCAL     ] Saved forecast: QS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QS.txt
[2025-12-01T20:45:19.467217] [INFO ] [sig       ] [2700/3634] Completed QS in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-01T20:45:19.467255] [INFO ] [sig       ] [2701/3634] Forecasting QSI...
[2025-12-01T20:45:19.467284] [INFO ] [sig       ] Generating forecast for: QSI
[2025-12-01T20:45:19.467322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QSI' from 'https://tdm.silogroup.org/data/derivative_storage/QSI.csv'.
[2025-12-01T20:45:19.478480] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QSI'.
[2025-12-01T20:45:19.478782] [INFO ] [FORECASTER] Starting predict_future for QSI
[2025-12-01T20:45:19.479511] [DEBUG] [LOCAL     ] No optimal features file found for QSI: ./output/feature-sets/QSI.txt
[2025-12-01T20:45:19.479560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:19.479612] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:19.479639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:19.479694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:19.536278] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:19.536892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:19.536968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:19.537000] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:19.656336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:19.656459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:19.656496] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:19.656524] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:19.660027] [DEBUG] [FORECASTER] QSI: Forecast T+1@11:T+2@11: DOWN (p=11.83%)
[2025-12-01T20:45:19.660317] [INFO ] [FORECASTER] Completed predict_future for QSI
[2025-12-01T20:45:19.660438] [INFO ] [sig       ] QSI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:19.803822] [INFO ] [LOCAL     ] Saved forecast: QSI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/QSI.txt
[2025-12-01T20:45:19.803954] [INFO ] [sig       ] [2701/3634] Completed QSI in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-01T20:45:19.803991] [INFO ] [sig       ] [2702/3634] Forecasting QTEC...
[2025-12-01T20:45:19.804018] [INFO ] [sig       ] Generating forecast for: QTEC
[2025-12-01T20:45:19.804047] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTEC' from 'https://tdm.silogroup.org/data/derivative_storage/QTEC.csv'.
[2025-12-01T20:45:19.814971] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'QTEC'.
[2025-12-01T20:45:19.815243] [INFO ] [FORECASTER] Starting predict_future for QTEC
[2025-12-01T20:45:19.815991] [DEBUG] [LOCAL     ] No optimal features file found for QTEC: ./output/feature-sets/QTEC.txt
[2025-12-01T20:45:19.816040] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:19.816073] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:19.816100] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:19.816153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:19.871462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:19.872114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:19.872207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:19.872239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:19.995636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:19.995796] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:19.995833] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:19.995860] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:19.999277] [DEBUG] [FORECASTER] QTEC: Forecast T+1@11:T+2@11: UP (p=91.05%)
[2025-12-01T20:45:19.999601] [INFO ] [FORECASTER] Completed predict_future for QTEC
[2025-12-01T20:45:19.999735] [INFO ] [sig       ] QTEC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:20.139088] [INFO ] [LOCAL     ] Saved forecast: QTEC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QTEC.txt
[2025-12-01T20:45:20.139247] [INFO ] [sig       ] [2702/3634] Completed QTEC in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-01T20:45:20.139288] [INFO ] [sig       ] [2703/3634] Forecasting QTRX...
[2025-12-01T20:45:20.139317] [INFO ] [sig       ] Generating forecast for: QTRX
[2025-12-01T20:45:20.139346] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTRX' from 'https://tdm.silogroup.org/data/derivative_storage/QTRX.csv'.
[2025-12-01T20:45:20.150944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QTRX'.
[2025-12-01T20:45:20.151305] [INFO ] [FORECASTER] Starting predict_future for QTRX
[2025-12-01T20:45:20.152077] [DEBUG] [LOCAL     ] No optimal features file found for QTRX: ./output/feature-sets/QTRX.txt
[2025-12-01T20:45:20.152126] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:20.152155] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:20.152180] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:20.152234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:20.207654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:20.208494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:20.208594] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:20.208632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:20.329247] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:20.329399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:20.329437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:20.329502] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:20.332923] [DEBUG] [FORECASTER] QTRX: Forecast T+1@11:T+2@11: DOWN (p=45.50%)
[2025-12-01T20:45:20.333243] [INFO ] [FORECASTER] Completed predict_future for QTRX
[2025-12-01T20:45:20.333375] [INFO ] [sig       ] QTRX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:20.475948] [INFO ] [LOCAL     ] Saved forecast: QTRX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/QTRX.txt
[2025-12-01T20:45:20.476091] [INFO ] [sig       ] [2703/3634] Completed QTRX in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-01T20:45:20.476129] [INFO ] [sig       ] [2704/3634] Forecasting QTTB...
[2025-12-01T20:45:20.476157] [INFO ] [sig       ] Generating forecast for: QTTB
[2025-12-01T20:45:20.476186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTTB' from 'https://tdm.silogroup.org/data/derivative_storage/QTTB.csv'.
[2025-12-01T20:45:20.486764] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'QTTB'.
[2025-12-01T20:45:20.487030] [INFO ] [FORECASTER] Starting predict_future for QTTB
[2025-12-01T20:45:20.487772] [DEBUG] [LOCAL     ] No optimal features file found for QTTB: ./output/feature-sets/QTTB.txt
[2025-12-01T20:45:20.487821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:20.487850] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:20.487876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:20.487929] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:20.543664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:20.544492] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:20.544592] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:20.544626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:20.663469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:20.663645] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:20.663683] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:20.663729] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:20.666960] [DEBUG] [FORECASTER] QTTB: Forecast T+1@11:T+2@11: DOWN (p=37.80%)
[2025-12-01T20:45:20.667218] [INFO ] [FORECASTER] Completed predict_future for QTTB
[2025-12-01T20:45:20.667334] [INFO ] [sig       ] QTTB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:20.808153] [INFO ] [LOCAL     ] Saved forecast: QTTB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QTTB.txt
[2025-12-01T20:45:20.808305] [INFO ] [sig       ] [2704/3634] Completed QTTB in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-01T20:45:20.808382] [INFO ] [sig       ] [2705/3634] Forecasting QTUM...
[2025-12-01T20:45:20.808416] [INFO ] [sig       ] Generating forecast for: QTUM
[2025-12-01T20:45:20.808445] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTUM' from 'https://tdm.silogroup.org/data/derivative_storage/QTUM.csv'.
[2025-12-01T20:45:20.819345] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'QTUM'.
[2025-12-01T20:45:20.819701] [INFO ] [FORECASTER] Starting predict_future for QTUM
[2025-12-01T20:45:20.820442] [DEBUG] [LOCAL     ] No optimal features file found for QTUM: ./output/feature-sets/QTUM.txt
[2025-12-01T20:45:20.820492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:20.820523] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:20.820555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:20.820648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:20.876123] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:20.876978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:20.877119] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:20.877157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:20.992364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:20.992516] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:20.992552] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:20.992597] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:20.995926] [DEBUG] [FORECASTER] QTUM: Forecast T+1@11:T+2@11: UP (p=66.68%)
[2025-12-01T20:45:20.996221] [INFO ] [FORECASTER] Completed predict_future for QTUM
[2025-12-01T20:45:20.996348] [INFO ] [sig       ] QTUM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:21.134134] [INFO ] [LOCAL     ] Saved forecast: QTUM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QTUM.txt
[2025-12-01T20:45:21.134262] [INFO ] [sig       ] [2705/3634] Completed QTUM in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-01T20:45:21.134300] [INFO ] [sig       ] [2706/3634] Forecasting QTWO...
[2025-12-01T20:45:21.134328] [INFO ] [sig       ] Generating forecast for: QTWO
[2025-12-01T20:45:21.134356] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QTWO' from 'https://tdm.silogroup.org/data/derivative_storage/QTWO.csv'.
[2025-12-01T20:45:21.144782] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'QTWO'.
[2025-12-01T20:45:21.145125] [INFO ] [FORECASTER] Starting predict_future for QTWO
[2025-12-01T20:45:21.145873] [DEBUG] [LOCAL     ] No optimal features file found for QTWO: ./output/feature-sets/QTWO.txt
[2025-12-01T20:45:21.145921] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:21.145951] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:21.145976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:21.146030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:21.200679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:21.201474] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:21.201553] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:21.201603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:21.322031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:21.322180] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:21.322217] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:21.322244] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:21.325451] [DEBUG] [FORECASTER] QTWO: Forecast T+1@11:T+2@11: UP (p=94.84%)
[2025-12-01T20:45:21.325731] [INFO ] [FORECASTER] Completed predict_future for QTWO
[2025-12-01T20:45:21.325856] [INFO ] [sig       ] QTWO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:21.464339] [INFO ] [LOCAL     ] Saved forecast: QTWO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QTWO.txt
[2025-12-01T20:45:21.464488] [INFO ] [sig       ] [2706/3634] Completed QTWO in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-01T20:45:21.464526] [INFO ] [sig       ] [2707/3634] Forecasting QUAD...
[2025-12-01T20:45:21.464554] [INFO ] [sig       ] Generating forecast for: QUAD
[2025-12-01T20:45:21.464600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUAD' from 'https://tdm.silogroup.org/data/derivative_storage/QUAD.csv'.
[2025-12-01T20:45:21.475541] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'QUAD'.
[2025-12-01T20:45:21.475854] [INFO ] [FORECASTER] Starting predict_future for QUAD
[2025-12-01T20:45:21.476661] [DEBUG] [LOCAL     ] No optimal features file found for QUAD: ./output/feature-sets/QUAD.txt
[2025-12-01T20:45:21.476713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:21.476745] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:21.476773] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:21.476828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:21.535025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:21.535891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:21.535987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:21.536021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:21.660988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:21.661132] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:21.661168] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:21.661195] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:21.664399] [DEBUG] [FORECASTER] QUAD: Forecast T+1@11:T+2@11: DOWN (p=1.90%)
[2025-12-01T20:45:21.664675] [INFO ] [FORECASTER] Completed predict_future for QUAD
[2025-12-01T20:45:21.664791] [INFO ] [sig       ] QUAD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:21.807014] [INFO ] [LOCAL     ] Saved forecast: QUAD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/QUAD.txt
[2025-12-01T20:45:21.807193] [INFO ] [sig       ] [2707/3634] Completed QUAD in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-01T20:45:21.807240] [INFO ] [sig       ] [2708/3634] Forecasting QUIK...
[2025-12-01T20:45:21.807271] [INFO ] [sig       ] Generating forecast for: QUIK
[2025-12-01T20:45:21.807301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QUIK' from 'https://tdm.silogroup.org/data/derivative_storage/QUIK.csv'.
[2025-12-01T20:45:21.818101] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QUIK'.
[2025-12-01T20:45:21.818500] [INFO ] [FORECASTER] Starting predict_future for QUIK
[2025-12-01T20:45:21.819341] [DEBUG] [LOCAL     ] No optimal features file found for QUIK: ./output/feature-sets/QUIK.txt
[2025-12-01T20:45:21.819392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:21.819424] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:21.819451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:21.819520] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:21.877191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:21.878039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:21.878120] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:21.878152] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:21.997788] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:21.997937] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:21.997974] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:21.998001] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:22.001360] [DEBUG] [FORECASTER] QUIK: Forecast T+1@11:T+2@11: UP (p=50.41%)
[2025-12-01T20:45:22.001645] [INFO ] [FORECASTER] Completed predict_future for QUIK
[2025-12-01T20:45:22.001768] [INFO ] [sig       ] QUIK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:22.145248] [INFO ] [LOCAL     ] Saved forecast: QUIK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/QUIK.txt
[2025-12-01T20:45:22.145375] [INFO ] [sig       ] [2708/3634] Completed QUIK in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-01T20:45:22.145412] [INFO ] [sig       ] [2709/3634] Forecasting QURE...
[2025-12-01T20:45:22.145441] [INFO ] [sig       ] Generating forecast for: QURE
[2025-12-01T20:45:22.145471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QURE' from 'https://tdm.silogroup.org/data/derivative_storage/QURE.csv'.
[2025-12-01T20:45:22.156661] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QURE'.
[2025-12-01T20:45:22.157013] [INFO ] [FORECASTER] Starting predict_future for QURE
[2025-12-01T20:45:22.157780] [DEBUG] [LOCAL     ] No optimal features file found for QURE: ./output/feature-sets/QURE.txt
[2025-12-01T20:45:22.157828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:22.157858] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:22.157883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:22.157937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:22.214522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:22.215368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:22.215447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:22.215478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:22.339693] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:22.339833] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:22.339870] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:22.339898] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:22.343196] [DEBUG] [FORECASTER] QURE: Forecast T+1@11:T+2@11: DOWN (p=25.26%)
[2025-12-01T20:45:22.343459] [INFO ] [FORECASTER] Completed predict_future for QURE
[2025-12-01T20:45:22.343595] [INFO ] [sig       ] QURE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:22.487951] [INFO ] [LOCAL     ] Saved forecast: QURE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/QURE.txt
[2025-12-01T20:45:22.488095] [INFO ] [sig       ] [2709/3634] Completed QURE in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-01T20:45:22.488133] [INFO ] [sig       ] [2710/3634] Forecasting QVAL...
[2025-12-01T20:45:22.488161] [INFO ] [sig       ] Generating forecast for: QVAL
[2025-12-01T20:45:22.488189] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVAL' from 'https://tdm.silogroup.org/data/derivative_storage/QVAL.csv'.
[2025-12-01T20:45:22.499675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVAL'.
[2025-12-01T20:45:22.499965] [INFO ] [FORECASTER] Starting predict_future for QVAL
[2025-12-01T20:45:22.500737] [DEBUG] [LOCAL     ] No optimal features file found for QVAL: ./output/feature-sets/QVAL.txt
[2025-12-01T20:45:22.500797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:22.500827] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:22.500854] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:22.500908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:22.556570] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:22.557186] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:22.557288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:22.557320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:22.669800] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:22.669945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:22.669981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:22.670008] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:22.673291] [DEBUG] [FORECASTER] QVAL: Forecast T+1@11:T+2@11: UP (p=69.19%)
[2025-12-01T20:45:22.673548] [INFO ] [FORECASTER] Completed predict_future for QVAL
[2025-12-01T20:45:22.673683] [INFO ] [sig       ] QVAL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:22.812208] [INFO ] [LOCAL     ] Saved forecast: QVAL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/QVAL.txt
[2025-12-01T20:45:22.812328] [INFO ] [sig       ] [2710/3634] Completed QVAL in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.2m
[2025-12-01T20:45:22.812364] [INFO ] [sig       ] [2711/3634] Forecasting QVCC...
[2025-12-01T20:45:22.812393] [INFO ] [sig       ] Generating forecast for: QVCC
[2025-12-01T20:45:22.812421] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QVCC' from 'https://tdm.silogroup.org/data/derivative_storage/QVCC.csv'.
[2025-12-01T20:45:22.823720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QVCC'.
[2025-12-01T20:45:22.824020] [INFO ] [FORECASTER] Starting predict_future for QVCC
[2025-12-01T20:45:22.824793] [DEBUG] [LOCAL     ] No optimal features file found for QVCC: ./output/feature-sets/QVCC.txt
[2025-12-01T20:45:22.824842] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:22.824872] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:22.824898] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:22.824952] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:22.880754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:22.881370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:22.881447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:22.881478] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:22.998351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:22.998512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:22.998550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:22.998593] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:23.001805] [DEBUG] [FORECASTER] QVCC: Forecast T+1@11:T+2@11: DOWN (p=8.19%)
[2025-12-01T20:45:23.002071] [INFO ] [FORECASTER] Completed predict_future for QVCC
[2025-12-01T20:45:23.002185] [INFO ] [sig       ] QVCC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:23.140794] [INFO ] [LOCAL     ] Saved forecast: QVCC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/QVCC.txt
[2025-12-01T20:45:23.140946] [INFO ] [sig       ] [2711/3634] Completed QVCC in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-01T20:45:23.140982] [INFO ] [sig       ] [2712/3634] Forecasting QYLD...
[2025-12-01T20:45:23.141010] [INFO ] [sig       ] Generating forecast for: QYLD
[2025-12-01T20:45:23.141040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLD' from 'https://tdm.silogroup.org/data/derivative_storage/QYLD.csv'.
[2025-12-01T20:45:23.153271] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'QYLD'.
[2025-12-01T20:45:23.153689] [INFO ] [FORECASTER] Starting predict_future for QYLD
[2025-12-01T20:45:23.154453] [DEBUG] [LOCAL     ] No optimal features file found for QYLD: ./output/feature-sets/QYLD.txt
[2025-12-01T20:45:23.154502] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:23.154532] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:23.154558] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:23.154633] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:23.211172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:23.211942] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:23.212020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:23.212051] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:23.331030] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:23.331178] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:23.331219] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:23.331246] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:23.334449] [DEBUG] [FORECASTER] QYLD: Forecast T+1@11:T+2@11: UP (p=55.38%)
[2025-12-01T20:45:23.334725] [INFO ] [FORECASTER] Completed predict_future for QYLD
[2025-12-01T20:45:23.334842] [INFO ] [sig       ] QYLD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:23.473901] [INFO ] [LOCAL     ] Saved forecast: QYLD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/QYLD.txt
[2025-12-01T20:45:23.474032] [INFO ] [sig       ] [2712/3634] Completed QYLD in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-01T20:45:23.474075] [INFO ] [sig       ] [2713/3634] Forecasting QYLG...
[2025-12-01T20:45:23.474105] [INFO ] [sig       ] Generating forecast for: QYLG
[2025-12-01T20:45:23.474139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'QYLG' from 'https://tdm.silogroup.org/data/derivative_storage/QYLG.csv'.
[2025-12-01T20:45:23.485290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'QYLG'.
[2025-12-01T20:45:23.485632] [INFO ] [FORECASTER] Starting predict_future for QYLG
[2025-12-01T20:45:23.486360] [DEBUG] [LOCAL     ] No optimal features file found for QYLG: ./output/feature-sets/QYLG.txt
[2025-12-01T20:45:23.486408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:23.486439] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:23.486464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:23.486518] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:23.542839] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:23.543483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:23.543556] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:23.543615] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:23.659795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:23.659945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:23.659981] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:23.660008] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:23.663221] [DEBUG] [FORECASTER] QYLG: Forecast T+1@11:T+2@11: DOWN (p=22.37%)
[2025-12-01T20:45:23.663481] [INFO ] [FORECASTER] Completed predict_future for QYLG
[2025-12-01T20:45:23.663618] [INFO ] [sig       ] QYLG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:23.801075] [INFO ] [LOCAL     ] Saved forecast: QYLG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/QYLG.txt
[2025-12-01T20:45:23.801242] [INFO ] [sig       ] [2713/3634] Completed QYLG in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-01T20:45:23.801281] [INFO ] [sig       ] [2714/3634] Forecasting RA...
[2025-12-01T20:45:23.801310] [INFO ] [sig       ] Generating forecast for: RA
[2025-12-01T20:45:23.801338] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RA' from 'https://tdm.silogroup.org/data/derivative_storage/RA.csv'.
[2025-12-01T20:45:23.812659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RA'.
[2025-12-01T20:45:23.812934] [INFO ] [FORECASTER] Starting predict_future for RA
[2025-12-01T20:45:23.813668] [DEBUG] [LOCAL     ] No optimal features file found for RA: ./output/feature-sets/RA.txt
[2025-12-01T20:45:23.813721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:23.813752] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:23.813778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:23.813833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:23.869711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:23.870499] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:23.870595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:23.870628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:23.989525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:23.989688] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:23.989725] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:23.989753] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:23.992980] [DEBUG] [FORECASTER] RA: Forecast T+1@11:T+2@11: DOWN (p=19.06%)
[2025-12-01T20:45:23.993249] [INFO ] [FORECASTER] Completed predict_future for RA
[2025-12-01T20:45:23.993374] [INFO ] [sig       ] RA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:24.132097] [INFO ] [LOCAL     ] Saved forecast: RA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RA.txt
[2025-12-01T20:45:24.132265] [INFO ] [sig       ] [2714/3634] Completed RA in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-01T20:45:24.132305] [INFO ] [sig       ] [2715/3634] Forecasting RACE...
[2025-12-01T20:45:24.132333] [INFO ] [sig       ] Generating forecast for: RACE
[2025-12-01T20:45:24.132362] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RACE' from 'https://tdm.silogroup.org/data/derivative_storage/RACE.csv'.
[2025-12-01T20:45:24.143344] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RACE'.
[2025-12-01T20:45:24.143662] [INFO ] [FORECASTER] Starting predict_future for RACE
[2025-12-01T20:45:24.144401] [DEBUG] [LOCAL     ] No optimal features file found for RACE: ./output/feature-sets/RACE.txt
[2025-12-01T20:45:24.144449] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:24.144477] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:24.144502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:24.144556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:24.200060] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:24.200950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:24.201031] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:24.201062] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:24.324729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:24.324875] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:24.324913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:24.324940] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:24.328183] [DEBUG] [FORECASTER] RACE: Forecast T+1@11:T+2@11: DOWN (p=10.40%)
[2025-12-01T20:45:24.328483] [INFO ] [FORECASTER] Completed predict_future for RACE
[2025-12-01T20:45:24.328622] [INFO ] [sig       ] RACE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:24.465178] [INFO ] [LOCAL     ] Saved forecast: RACE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RACE.txt
[2025-12-01T20:45:24.465298] [INFO ] [sig       ] [2715/3634] Completed RACE in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-01T20:45:24.465334] [INFO ] [sig       ] [2716/3634] Forecasting RAIL...
[2025-12-01T20:45:24.465362] [INFO ] [sig       ] Generating forecast for: RAIL
[2025-12-01T20:45:24.465390] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAIL' from 'https://tdm.silogroup.org/data/derivative_storage/RAIL.csv'.
[2025-12-01T20:45:24.476364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAIL'.
[2025-12-01T20:45:24.476664] [INFO ] [FORECASTER] Starting predict_future for RAIL
[2025-12-01T20:45:24.477391] [DEBUG] [LOCAL     ] No optimal features file found for RAIL: ./output/feature-sets/RAIL.txt
[2025-12-01T20:45:24.477439] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:24.477469] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:24.477494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:24.477547] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:24.532544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:24.533167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:24.533242] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:24.533272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:24.654741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:24.654881] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:24.654918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:24.654945] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:24.658239] [DEBUG] [FORECASTER] RAIL: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-01T20:45:24.658523] [INFO ] [FORECASTER] Completed predict_future for RAIL
[2025-12-01T20:45:24.658659] [INFO ] [sig       ] RAIL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:24.798250] [INFO ] [LOCAL     ] Saved forecast: RAIL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RAIL.txt
[2025-12-01T20:45:24.798413] [INFO ] [sig       ] [2716/3634] Completed RAIL in 0.3s | 2.99 sym/s | Total: 15.1m | ETA: 5.1m
[2025-12-01T20:45:24.798455] [INFO ] [sig       ] [2717/3634] Forecasting RAMP...
[2025-12-01T20:45:24.798484] [INFO ] [sig       ] Generating forecast for: RAMP
[2025-12-01T20:45:24.798514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAMP' from 'https://tdm.silogroup.org/data/derivative_storage/RAMP.csv'.
[2025-12-01T20:45:24.810654] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAMP'.
[2025-12-01T20:45:24.811056] [INFO ] [FORECASTER] Starting predict_future for RAMP
[2025-12-01T20:45:24.811939] [DEBUG] [LOCAL     ] No optimal features file found for RAMP: ./output/feature-sets/RAMP.txt
[2025-12-01T20:45:24.811992] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:24.812050] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:24.812077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:24.812132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:24.876541] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:24.877448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:24.877541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:24.877592] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:25.004720] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:25.004936] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:25.004983] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:25.005013] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:25.008522] [DEBUG] [FORECASTER] RAMP: Forecast T+1@11:T+2@11: UP (p=73.15%)
[2025-12-01T20:45:25.008817] [INFO ] [FORECASTER] Completed predict_future for RAMP
[2025-12-01T20:45:25.008954] [INFO ] [sig       ] RAMP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:25.148385] [INFO ] [LOCAL     ] Saved forecast: RAMP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RAMP.txt
[2025-12-01T20:45:25.148510] [INFO ] [sig       ] [2717/3634] Completed RAMP in 0.4s | 2.99 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-01T20:45:25.148549] [INFO ] [sig       ] [2718/3634] Forecasting RAPP...
[2025-12-01T20:45:25.148595] [INFO ] [sig       ] Generating forecast for: RAPP
[2025-12-01T20:45:25.148626] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAPP' from 'https://tdm.silogroup.org/data/derivative_storage/RAPP.csv'.
[2025-12-01T20:45:25.159729] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAPP'.
[2025-12-01T20:45:25.159987] [INFO ] [FORECASTER] Starting predict_future for RAPP
[2025-12-01T20:45:25.160743] [DEBUG] [LOCAL     ] No optimal features file found for RAPP: ./output/feature-sets/RAPP.txt
[2025-12-01T20:45:25.160792] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:25.160821] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:25.160847] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:25.160901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:25.217390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:25.218025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:25.218101] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:25.218133] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:25.343088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:25.343239] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:25.343284] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:25.343316] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:25.346519] [DEBUG] [FORECASTER] RAPP: Forecast T+1@11:T+2@11: DOWN (p=37.51%)
[2025-12-01T20:45:25.346797] [INFO ] [FORECASTER] Completed predict_future for RAPP
[2025-12-01T20:45:25.346915] [INFO ] [sig       ] RAPP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:25.483684] [INFO ] [LOCAL     ] Saved forecast: RAPP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RAPP.txt
[2025-12-01T20:45:25.483798] [INFO ] [sig       ] [2718/3634] Completed RAPP in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-01T20:45:25.483834] [INFO ] [sig       ] [2719/3634] Forecasting RARE...
[2025-12-01T20:45:25.483861] [INFO ] [sig       ] Generating forecast for: RARE
[2025-12-01T20:45:25.483889] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RARE' from 'https://tdm.silogroup.org/data/derivative_storage/RARE.csv'.
[2025-12-01T20:45:25.495052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RARE'.
[2025-12-01T20:45:25.495327] [INFO ] [FORECASTER] Starting predict_future for RARE
[2025-12-01T20:45:25.496056] [DEBUG] [LOCAL     ] No optimal features file found for RARE: ./output/feature-sets/RARE.txt
[2025-12-01T20:45:25.496104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:25.496134] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:25.496160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:25.496214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:25.555933] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:25.556721] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:25.556809] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:25.556842] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:25.684322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:25.684537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:25.684594] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:25.684625] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:25.688245] [DEBUG] [FORECASTER] RARE: Forecast T+1@11:T+2@11: DOWN (p=25.24%)
[2025-12-01T20:45:25.688553] [INFO ] [FORECASTER] Completed predict_future for RARE
[2025-12-01T20:45:25.688702] [INFO ] [sig       ] RARE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:25.827914] [INFO ] [LOCAL     ] Saved forecast: RARE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RARE.txt
[2025-12-01T20:45:25.828131] [INFO ] [sig       ] [2719/3634] Completed RARE in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-01T20:45:25.828177] [INFO ] [sig       ] [2720/3634] Forecasting RAVE...
[2025-12-01T20:45:25.828209] [INFO ] [sig       ] Generating forecast for: RAVE
[2025-12-01T20:45:25.828245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAVE' from 'https://tdm.silogroup.org/data/derivative_storage/RAVE.csv'.
[2025-12-01T20:45:25.841120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAVE'.
[2025-12-01T20:45:25.841680] [INFO ] [FORECASTER] Starting predict_future for RAVE
[2025-12-01T20:45:25.842554] [DEBUG] [LOCAL     ] No optimal features file found for RAVE: ./output/feature-sets/RAVE.txt
[2025-12-01T20:45:25.842623] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:25.842654] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:25.842679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:25.842734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:25.899050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:25.900264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:25.900397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:25.900430] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:26.012497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:26.012741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:26.012781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:26.012850] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:26.016621] [DEBUG] [FORECASTER] RAVE: Forecast T+1@11:T+2@11: UP (p=97.89%)
[2025-12-01T20:45:26.016929] [INFO ] [FORECASTER] Completed predict_future for RAVE
[2025-12-01T20:45:26.017061] [INFO ] [sig       ] RAVE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:26.162019] [INFO ] [LOCAL     ] Saved forecast: RAVE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RAVE.txt
[2025-12-01T20:45:26.162222] [INFO ] [sig       ] [2720/3634] Completed RAVE in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-01T20:45:26.162271] [INFO ] [sig       ] [2721/3634] Forecasting RAY...
[2025-12-01T20:45:26.162301] [INFO ] [sig       ] Generating forecast for: RAY
[2025-12-01T20:45:26.162334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RAY' from 'https://tdm.silogroup.org/data/derivative_storage/RAY.csv'.
[2025-12-01T20:45:26.175559] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RAY'.
[2025-12-01T20:45:26.176084] [INFO ] [FORECASTER] Starting predict_future for RAY
[2025-12-01T20:45:26.176910] [DEBUG] [LOCAL     ] No optimal features file found for RAY: ./output/feature-sets/RAY.txt
[2025-12-01T20:45:26.176973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:26.177005] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:26.177031] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:26.177084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:26.233379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:26.234257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:26.234361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:26.234395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:26.346336] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:26.346494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:26.346531] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:26.346558] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:26.349924] [DEBUG] [FORECASTER] RAY: Forecast T+1@11:T+2@11: DOWN (p=3.39%)
[2025-12-01T20:45:26.350196] [INFO ] [FORECASTER] Completed predict_future for RAY
[2025-12-01T20:45:26.350317] [INFO ] [sig       ] RAY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:26.490421] [INFO ] [LOCAL     ] Saved forecast: RAY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RAY.txt
[2025-12-01T20:45:26.490586] [INFO ] [sig       ] [2721/3634] Completed RAY in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-01T20:45:26.490627] [INFO ] [sig       ] [2722/3634] Forecasting RBA...
[2025-12-01T20:45:26.490656] [INFO ] [sig       ] Generating forecast for: RBA
[2025-12-01T20:45:26.490684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBA' from 'https://tdm.silogroup.org/data/derivative_storage/RBA.csv'.
[2025-12-01T20:45:26.501821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBA'.
[2025-12-01T20:45:26.502103] [INFO ] [FORECASTER] Starting predict_future for RBA
[2025-12-01T20:45:26.502831] [DEBUG] [LOCAL     ] No optimal features file found for RBA: ./output/feature-sets/RBA.txt
[2025-12-01T20:45:26.502880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:26.502909] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:26.502935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:26.502990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:26.559377] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:26.560196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:26.560274] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:26.560307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:26.677606] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:26.677753] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:26.677789] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:26.677816] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:26.681047] [DEBUG] [FORECASTER] RBA: Forecast T+1@11:T+2@11: DOWN (p=26.64%)
[2025-12-01T20:45:26.681311] [INFO ] [FORECASTER] Completed predict_future for RBA
[2025-12-01T20:45:26.681428] [INFO ] [sig       ] RBA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:26.818721] [INFO ] [LOCAL     ] Saved forecast: RBA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RBA.txt
[2025-12-01T20:45:26.818833] [INFO ] [sig       ] [2722/3634] Completed RBA in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-01T20:45:26.818868] [INFO ] [sig       ] [2723/3634] Forecasting RBB...
[2025-12-01T20:45:26.818896] [INFO ] [sig       ] Generating forecast for: RBB
[2025-12-01T20:45:26.818924] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBB' from 'https://tdm.silogroup.org/data/derivative_storage/RBB.csv'.
[2025-12-01T20:45:26.829847] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBB'.
[2025-12-01T20:45:26.830116] [INFO ] [FORECASTER] Starting predict_future for RBB
[2025-12-01T20:45:26.830854] [DEBUG] [LOCAL     ] No optimal features file found for RBB: ./output/feature-sets/RBB.txt
[2025-12-01T20:45:26.830903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:26.830933] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:26.830958] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:26.831012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:26.886622] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:26.887300] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:26.887376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:26.887407] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:27.012121] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:27.012273] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:27.012310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:27.012337] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:27.015564] [DEBUG] [FORECASTER] RBB: Forecast T+1@11:T+2@11: DOWN (p=7.09%)
[2025-12-01T20:45:27.015837] [INFO ] [FORECASTER] Completed predict_future for RBB
[2025-12-01T20:45:27.015954] [INFO ] [sig       ] RBB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:27.155123] [INFO ] [LOCAL     ] Saved forecast: RBB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RBB.txt
[2025-12-01T20:45:27.155249] [INFO ] [sig       ] [2723/3634] Completed RBB in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-01T20:45:27.155287] [INFO ] [sig       ] [2724/3634] Forecasting RBBN...
[2025-12-01T20:45:27.155314] [INFO ] [sig       ] Generating forecast for: RBBN
[2025-12-01T20:45:27.155344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBBN' from 'https://tdm.silogroup.org/data/derivative_storage/RBBN.csv'.
[2025-12-01T20:45:27.165720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBBN'.
[2025-12-01T20:45:27.166009] [INFO ] [FORECASTER] Starting predict_future for RBBN
[2025-12-01T20:45:27.166790] [DEBUG] [LOCAL     ] No optimal features file found for RBBN: ./output/feature-sets/RBBN.txt
[2025-12-01T20:45:27.166840] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:27.166870] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:27.166896] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:27.166949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:27.223424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:27.224019] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:27.224093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:27.224125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:27.344096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:27.344233] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:27.344269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:27.344295] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:27.347532] [DEBUG] [FORECASTER] RBBN: Forecast T+1@11:T+2@11: UP (p=99.96%)
[2025-12-01T20:45:27.347805] [INFO ] [FORECASTER] Completed predict_future for RBBN
[2025-12-01T20:45:27.347923] [INFO ] [sig       ] RBBN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:27.485456] [INFO ] [LOCAL     ] Saved forecast: RBBN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RBBN.txt
[2025-12-01T20:45:27.485565] [INFO ] [sig       ] [2724/3634] Completed RBBN in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-01T20:45:27.485626] [INFO ] [sig       ] [2725/3634] Forecasting RBC...
[2025-12-01T20:45:27.485656] [INFO ] [sig       ] Generating forecast for: RBC
[2025-12-01T20:45:27.485684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBC' from 'https://tdm.silogroup.org/data/derivative_storage/RBC.csv'.
[2025-12-01T20:45:27.496511] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBC'.
[2025-12-01T20:45:27.496831] [INFO ] [FORECASTER] Starting predict_future for RBC
[2025-12-01T20:45:27.497546] [DEBUG] [LOCAL     ] No optimal features file found for RBC: ./output/feature-sets/RBC.txt
[2025-12-01T20:45:27.497613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:27.497645] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:27.497670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:27.497724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:27.553023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:27.553671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:27.553746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:27.553777] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:27.675092] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:27.675236] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:27.675272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:27.675299] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:27.678496] [DEBUG] [FORECASTER] RBC: Forecast T+1@11:T+2@11: UP (p=79.95%)
[2025-12-01T20:45:27.678776] [INFO ] [FORECASTER] Completed predict_future for RBC
[2025-12-01T20:45:27.678894] [INFO ] [sig       ] RBC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:27.817035] [INFO ] [LOCAL     ] Saved forecast: RBC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RBC.txt
[2025-12-01T20:45:27.817153] [INFO ] [sig       ] [2725/3634] Completed RBC in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-01T20:45:27.817191] [INFO ] [sig       ] [2726/3634] Forecasting RBCAA...
[2025-12-01T20:45:27.817219] [INFO ] [sig       ] Generating forecast for: RBCAA
[2025-12-01T20:45:27.817246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBCAA' from 'https://tdm.silogroup.org/data/derivative_storage/RBCAA.csv'.
[2025-12-01T20:45:27.827918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBCAA'.
[2025-12-01T20:45:27.828216] [INFO ] [FORECASTER] Starting predict_future for RBCAA
[2025-12-01T20:45:27.828979] [DEBUG] [LOCAL     ] No optimal features file found for RBCAA: ./output/feature-sets/RBCAA.txt
[2025-12-01T20:45:27.829028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:27.829057] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:27.829082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:27.829135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:27.884588] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:27.885179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:27.885255] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:27.885287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:27.997164] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:27.997295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:27.997330] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:27.997357] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:28.000532] [DEBUG] [FORECASTER] RBCAA: Forecast T+1@11:T+2@11: UP (p=54.81%)
[2025-12-01T20:45:28.000801] [INFO ] [FORECASTER] Completed predict_future for RBCAA
[2025-12-01T20:45:28.000934] [INFO ] [sig       ] RBCAA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:28.137651] [INFO ] [LOCAL     ] Saved forecast: RBCAA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RBCAA.txt
[2025-12-01T20:45:28.137772] [INFO ] [sig       ] [2726/3634] Completed RBCAA in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-01T20:45:28.137809] [INFO ] [sig       ] [2727/3634] Forecasting RBLX...
[2025-12-01T20:45:28.137836] [INFO ] [sig       ] Generating forecast for: RBLX
[2025-12-01T20:45:28.137863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RBLX' from 'https://tdm.silogroup.org/data/derivative_storage/RBLX.csv'.
[2025-12-01T20:45:28.149100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RBLX'.
[2025-12-01T20:45:28.149396] [INFO ] [FORECASTER] Starting predict_future for RBLX
[2025-12-01T20:45:28.150172] [DEBUG] [LOCAL     ] No optimal features file found for RBLX: ./output/feature-sets/RBLX.txt
[2025-12-01T20:45:28.150224] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:28.150255] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:28.150283] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:28.150339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:28.207318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:28.207954] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:28.208070] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:28.208116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:28.329076] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:28.329206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:28.329242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:28.329270] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:28.332518] [DEBUG] [FORECASTER] RBLX: Forecast T+1@11:T+2@11: DOWN (p=26.70%)
[2025-12-01T20:45:28.332804] [INFO ] [FORECASTER] Completed predict_future for RBLX
[2025-12-01T20:45:28.332928] [INFO ] [sig       ] RBLX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:28.471238] [INFO ] [LOCAL     ] Saved forecast: RBLX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RBLX.txt
[2025-12-01T20:45:28.471343] [INFO ] [sig       ] [2727/3634] Completed RBLX in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-01T20:45:28.471380] [INFO ] [sig       ] [2728/3634] Forecasting RC...
[2025-12-01T20:45:28.471408] [INFO ] [sig       ] Generating forecast for: RC
[2025-12-01T20:45:28.471436] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RC' from 'https://tdm.silogroup.org/data/derivative_storage/RC.csv'.
[2025-12-01T20:45:28.484679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RC'.
[2025-12-01T20:45:28.485165] [INFO ] [FORECASTER] Starting predict_future for RC
[2025-12-01T20:45:28.486046] [DEBUG] [LOCAL     ] No optimal features file found for RC: ./output/feature-sets/RC.txt
[2025-12-01T20:45:28.486097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:28.486129] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:28.486155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:28.486212] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:28.542619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:28.543786] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:28.543913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:28.543948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:28.663958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:28.664198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:28.664275] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:28.664305] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:28.668127] [DEBUG] [FORECASTER] RC: Forecast T+1@11:T+2@11: UP (p=67.98%)
[2025-12-01T20:45:28.668440] [INFO ] [FORECASTER] Completed predict_future for RC
[2025-12-01T20:45:28.668595] [INFO ] [sig       ] RC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:28.811313] [INFO ] [LOCAL     ] Saved forecast: RC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RC.txt
[2025-12-01T20:45:28.811493] [INFO ] [sig       ] [2728/3634] Completed RC in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.1m
[2025-12-01T20:45:28.811532] [INFO ] [sig       ] [2729/3634] Forecasting RCEL...
[2025-12-01T20:45:28.811560] [INFO ] [sig       ] Generating forecast for: RCEL
[2025-12-01T20:45:28.811610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCEL' from 'https://tdm.silogroup.org/data/derivative_storage/RCEL.csv'.
[2025-12-01T20:45:28.825323] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RCEL'.
[2025-12-01T20:45:28.825738] [INFO ] [FORECASTER] Starting predict_future for RCEL
[2025-12-01T20:45:28.826570] [DEBUG] [LOCAL     ] No optimal features file found for RCEL: ./output/feature-sets/RCEL.txt
[2025-12-01T20:45:28.826649] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:28.826680] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:28.826706] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:28.826762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:28.883188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:28.884126] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:28.884217] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:28.884250] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:29.005929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:29.006159] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:29.006200] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:29.006228] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:29.009949] [DEBUG] [FORECASTER] RCEL: Forecast T+1@11:T+2@11: UP (p=74.59%)
[2025-12-01T20:45:29.010285] [INFO ] [FORECASTER] Completed predict_future for RCEL
[2025-12-01T20:45:29.010418] [INFO ] [sig       ] RCEL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:29.155597] [INFO ] [LOCAL     ] Saved forecast: RCEL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RCEL.txt
[2025-12-01T20:45:29.155797] [INFO ] [sig       ] [2729/3634] Completed RCEL in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-01T20:45:29.155841] [INFO ] [sig       ] [2730/3634] Forecasting RCI...
[2025-12-01T20:45:29.155869] [INFO ] [sig       ] Generating forecast for: RCI
[2025-12-01T20:45:29.155939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCI' from 'https://tdm.silogroup.org/data/derivative_storage/RCI.csv'.
[2025-12-01T20:45:29.168341] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RCI'.
[2025-12-01T20:45:29.168883] [INFO ] [FORECASTER] Starting predict_future for RCI
[2025-12-01T20:45:29.169783] [DEBUG] [LOCAL     ] No optimal features file found for RCI: ./output/feature-sets/RCI.txt
[2025-12-01T20:45:29.169834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:29.169866] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:29.169893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:29.170000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:29.226647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:29.227707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:29.227830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:29.227863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:29.348043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:29.348213] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:29.348253] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:29.348283] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:29.351720] [DEBUG] [FORECASTER] RCI: Forecast T+1@11:T+2@11: UP (p=54.91%)
[2025-12-01T20:45:29.352007] [INFO ] [FORECASTER] Completed predict_future for RCI
[2025-12-01T20:45:29.352137] [INFO ] [sig       ] RCI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:29.492634] [INFO ] [LOCAL     ] Saved forecast: RCI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RCI.txt
[2025-12-01T20:45:29.492803] [INFO ] [sig       ] [2730/3634] Completed RCI in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-01T20:45:29.492845] [INFO ] [sig       ] [2731/3634] Forecasting RCKY...
[2025-12-01T20:45:29.492875] [INFO ] [sig       ] Generating forecast for: RCKY
[2025-12-01T20:45:29.492903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCKY' from 'https://tdm.silogroup.org/data/derivative_storage/RCKY.csv'.
[2025-12-01T20:45:29.503901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCKY'.
[2025-12-01T20:45:29.504211] [INFO ] [FORECASTER] Starting predict_future for RCKY
[2025-12-01T20:45:29.504993] [DEBUG] [LOCAL     ] No optimal features file found for RCKY: ./output/feature-sets/RCKY.txt
[2025-12-01T20:45:29.505047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:29.505085] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:29.505113] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:29.505170] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:29.562415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:29.563110] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:29.563190] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:29.563222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:29.689229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:29.689416] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:29.689463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:29.689493] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:29.692883] [DEBUG] [FORECASTER] RCKY: Forecast T+1@11:T+2@11: DOWN (p=8.15%)
[2025-12-01T20:45:29.693161] [INFO ] [FORECASTER] Completed predict_future for RCKY
[2025-12-01T20:45:29.693300] [INFO ] [sig       ] RCKY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:29.845487] [INFO ] [LOCAL     ] Saved forecast: RCKY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RCKY.txt
[2025-12-01T20:45:29.845666] [INFO ] [sig       ] [2731/3634] Completed RCKY in 0.4s | 2.99 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-01T20:45:29.845708] [INFO ] [sig       ] [2732/3634] Forecasting RCL...
[2025-12-01T20:45:29.845737] [INFO ] [sig       ] Generating forecast for: RCL
[2025-12-01T20:45:29.845765] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCL' from 'https://tdm.silogroup.org/data/derivative_storage/RCL.csv'.
[2025-12-01T20:45:29.857043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCL'.
[2025-12-01T20:45:29.857347] [INFO ] [FORECASTER] Starting predict_future for RCL
[2025-12-01T20:45:29.858084] [DEBUG] [LOCAL     ] No optimal features file found for RCL: ./output/feature-sets/RCL.txt
[2025-12-01T20:45:29.858133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:29.858184] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:29.858212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:29.858271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:29.913436] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:29.914265] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:29.914358] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:29.914396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:30.033322] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:30.033481] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:30.033518] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:30.033545] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:30.036797] [DEBUG] [FORECASTER] RCL: Forecast T+1@11:T+2@11: UP (p=91.40%)
[2025-12-01T20:45:30.037050] [INFO ] [FORECASTER] Completed predict_future for RCL
[2025-12-01T20:45:30.037166] [INFO ] [sig       ] RCL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:30.173953] [INFO ] [LOCAL     ] Saved forecast: RCL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RCL.txt
[2025-12-01T20:45:30.174085] [INFO ] [sig       ] [2732/3634] Completed RCL in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-01T20:45:30.174121] [INFO ] [sig       ] [2733/3634] Forecasting RCS...
[2025-12-01T20:45:30.174150] [INFO ] [sig       ] Generating forecast for: RCS
[2025-12-01T20:45:30.174178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCS' from 'https://tdm.silogroup.org/data/derivative_storage/RCS.csv'.
[2025-12-01T20:45:30.185115] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RCS'.
[2025-12-01T20:45:30.185402] [INFO ] [FORECASTER] Starting predict_future for RCS
[2025-12-01T20:45:30.186142] [DEBUG] [LOCAL     ] No optimal features file found for RCS: ./output/feature-sets/RCS.txt
[2025-12-01T20:45:30.186191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:30.186220] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:30.186246] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:30.186300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:30.240410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:30.240996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:30.241069] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:30.241100] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:30.354125] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:30.354265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:30.354300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:30.354327] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:30.357515] [DEBUG] [FORECASTER] RCS: Forecast T+1@11:T+2@11: UP (p=99.66%)
[2025-12-01T20:45:30.357785] [INFO ] [FORECASTER] Completed predict_future for RCS
[2025-12-01T20:45:30.357903] [INFO ] [sig       ] RCS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:30.497381] [INFO ] [LOCAL     ] Saved forecast: RCS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RCS.txt
[2025-12-01T20:45:30.497499] [INFO ] [sig       ] [2733/3634] Completed RCS in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-01T20:45:30.497536] [INFO ] [sig       ] [2734/3634] Forecasting RCUS...
[2025-12-01T20:45:30.497564] [INFO ] [sig       ] Generating forecast for: RCUS
[2025-12-01T20:45:30.497611] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RCUS' from 'https://tdm.silogroup.org/data/derivative_storage/RCUS.csv'.
[2025-12-01T20:45:30.508406] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RCUS'.
[2025-12-01T20:45:30.508722] [INFO ] [FORECASTER] Starting predict_future for RCUS
[2025-12-01T20:45:30.509488] [DEBUG] [LOCAL     ] No optimal features file found for RCUS: ./output/feature-sets/RCUS.txt
[2025-12-01T20:45:30.509536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:30.509611] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:30.509640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:30.509695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:30.564524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:30.565180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:30.565259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:30.565290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:30.687244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:30.687397] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:30.687434] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:30.687460] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:30.690792] [DEBUG] [FORECASTER] RCUS: Forecast T+1@11:T+2@11: UP (p=81.50%)
[2025-12-01T20:45:30.691049] [INFO ] [FORECASTER] Completed predict_future for RCUS
[2025-12-01T20:45:30.691165] [INFO ] [sig       ] RCUS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:30.827521] [INFO ] [LOCAL     ] Saved forecast: RCUS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RCUS.txt
[2025-12-01T20:45:30.827665] [INFO ] [sig       ] [2734/3634] Completed RCUS in 0.3s | 2.99 sym/s | Total: 15.2m | ETA: 5.0m
[2025-12-01T20:45:30.827704] [INFO ] [sig       ] [2735/3634] Forecasting RDCM...
[2025-12-01T20:45:30.827731] [INFO ] [sig       ] Generating forecast for: RDCM
[2025-12-01T20:45:30.827759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDCM' from 'https://tdm.silogroup.org/data/derivative_storage/RDCM.csv'.
[2025-12-01T20:45:30.838883] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RDCM'.
[2025-12-01T20:45:30.839214] [INFO ] [FORECASTER] Starting predict_future for RDCM
[2025-12-01T20:45:30.839975] [DEBUG] [LOCAL     ] No optimal features file found for RDCM: ./output/feature-sets/RDCM.txt
[2025-12-01T20:45:30.840025] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:30.840054] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:30.840078] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:30.840133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:30.896429] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:30.897311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:30.897397] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:30.897429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:31.014116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:31.014282] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:31.014320] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:31.014347] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:31.017681] [DEBUG] [FORECASTER] RDCM: Forecast T+1@11:T+2@11: DOWN (p=13.29%)
[2025-12-01T20:45:31.017972] [INFO ] [FORECASTER] Completed predict_future for RDCM
[2025-12-01T20:45:31.018097] [INFO ] [sig       ] RDCM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:31.159161] [INFO ] [LOCAL     ] Saved forecast: RDCM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RDCM.txt
[2025-12-01T20:45:31.159316] [INFO ] [sig       ] [2735/3634] Completed RDCM in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-01T20:45:31.159355] [INFO ] [sig       ] [2736/3634] Forecasting RDHL...
[2025-12-01T20:45:31.159403] [INFO ] [sig       ] Generating forecast for: RDHL
[2025-12-01T20:45:31.159433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDHL' from 'https://tdm.silogroup.org/data/derivative_storage/RDHL.csv'.
[2025-12-01T20:45:31.170971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDHL'.
[2025-12-01T20:45:31.171293] [INFO ] [FORECASTER] Starting predict_future for RDHL
[2025-12-01T20:45:31.172055] [DEBUG] [LOCAL     ] No optimal features file found for RDHL: ./output/feature-sets/RDHL.txt
[2025-12-01T20:45:31.172105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:31.172136] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:31.172162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:31.172217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:31.228426] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:31.229080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:31.229157] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:31.229191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:31.341896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:31.342022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:31.342058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:31.342086] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:31.345357] [DEBUG] [FORECASTER] RDHL: Forecast T+1@11:T+2@11: UP (p=73.69%)
[2025-12-01T20:45:31.345639] [INFO ] [FORECASTER] Completed predict_future for RDHL
[2025-12-01T20:45:31.345766] [INFO ] [sig       ] RDHL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:31.482098] [INFO ] [LOCAL     ] Saved forecast: RDHL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RDHL.txt
[2025-12-01T20:45:31.482211] [INFO ] [sig       ] [2736/3634] Completed RDHL in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-01T20:45:31.482247] [INFO ] [sig       ] [2737/3634] Forecasting RDN...
[2025-12-01T20:45:31.482275] [INFO ] [sig       ] Generating forecast for: RDN
[2025-12-01T20:45:31.482304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDN' from 'https://tdm.silogroup.org/data/derivative_storage/RDN.csv'.
[2025-12-01T20:45:31.493562] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDN'.
[2025-12-01T20:45:31.493839] [INFO ] [FORECASTER] Starting predict_future for RDN
[2025-12-01T20:45:31.494554] [DEBUG] [LOCAL     ] No optimal features file found for RDN: ./output/feature-sets/RDN.txt
[2025-12-01T20:45:31.494619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:31.494649] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:31.494674] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:31.494728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:31.552035] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:31.552704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:31.552781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:31.552813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:31.670337] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:31.670464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:31.670499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:31.670559] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:31.673752] [DEBUG] [FORECASTER] RDN: Forecast T+1@11:T+2@11: UP (p=70.34%)
[2025-12-01T20:45:31.674013] [INFO ] [FORECASTER] Completed predict_future for RDN
[2025-12-01T20:45:31.674132] [INFO ] [sig       ] RDN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:31.811172] [INFO ] [LOCAL     ] Saved forecast: RDN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RDN.txt
[2025-12-01T20:45:31.811282] [INFO ] [sig       ] [2737/3634] Completed RDN in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-01T20:45:31.811322] [INFO ] [sig       ] [2738/3634] Forecasting RDVY...
[2025-12-01T20:45:31.811355] [INFO ] [sig       ] Generating forecast for: RDVY
[2025-12-01T20:45:31.811387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDVY' from 'https://tdm.silogroup.org/data/derivative_storage/RDVY.csv'.
[2025-12-01T20:45:31.822247] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDVY'.
[2025-12-01T20:45:31.822503] [INFO ] [FORECASTER] Starting predict_future for RDVY
[2025-12-01T20:45:31.823232] [DEBUG] [LOCAL     ] No optimal features file found for RDVY: ./output/feature-sets/RDVY.txt
[2025-12-01T20:45:31.823281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:31.823311] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:31.823336] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:31.823390] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:31.878899] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:31.879635] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:31.879713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:31.879744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:32.000647] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:32.000803] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:32.000843] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:32.000878] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:32.004256] [DEBUG] [FORECASTER] RDVY: Forecast T+1@11:T+2@11: DOWN (p=9.80%)
[2025-12-01T20:45:32.004526] [INFO ] [FORECASTER] Completed predict_future for RDVY
[2025-12-01T20:45:32.004669] [INFO ] [sig       ] RDVY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:32.144974] [INFO ] [LOCAL     ] Saved forecast: RDVY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RDVY.txt
[2025-12-01T20:45:32.145097] [INFO ] [sig       ] [2738/3634] Completed RDVY in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-01T20:45:32.145132] [INFO ] [sig       ] [2739/3634] Forecasting RDY...
[2025-12-01T20:45:32.145161] [INFO ] [sig       ] Generating forecast for: RDY
[2025-12-01T20:45:32.145188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RDY' from 'https://tdm.silogroup.org/data/derivative_storage/RDY.csv'.
[2025-12-01T20:45:32.156060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RDY'.
[2025-12-01T20:45:32.156328] [INFO ] [FORECASTER] Starting predict_future for RDY
[2025-12-01T20:45:32.157057] [DEBUG] [LOCAL     ] No optimal features file found for RDY: ./output/feature-sets/RDY.txt
[2025-12-01T20:45:32.157105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:32.157135] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:32.157160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:32.157215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:32.211621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:32.212177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:32.212251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:32.212282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:32.333876] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:32.334003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:32.334042] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:32.334088] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:32.337355] [DEBUG] [FORECASTER] RDY: Forecast T+1@11:T+2@11: UP (p=99.48%)
[2025-12-01T20:45:32.337639] [INFO ] [FORECASTER] Completed predict_future for RDY
[2025-12-01T20:45:32.337759] [INFO ] [sig       ] RDY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:32.479867] [INFO ] [LOCAL     ] Saved forecast: RDY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RDY.txt
[2025-12-01T20:45:32.479993] [INFO ] [sig       ] [2739/3634] Completed RDY in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-01T20:45:32.480032] [INFO ] [sig       ] [2740/3634] Forecasting REAL...
[2025-12-01T20:45:32.480070] [INFO ] [sig       ] Generating forecast for: REAL
[2025-12-01T20:45:32.480111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAL' from 'https://tdm.silogroup.org/data/derivative_storage/REAL.csv'.
[2025-12-01T20:45:32.491225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAL'.
[2025-12-01T20:45:32.491499] [INFO ] [FORECASTER] Starting predict_future for REAL
[2025-12-01T20:45:32.492271] [DEBUG] [LOCAL     ] No optimal features file found for REAL: ./output/feature-sets/REAL.txt
[2025-12-01T20:45:32.492322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:32.492353] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:32.492380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:32.492441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:32.550269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:32.551107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:32.551189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:32.551222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:32.673357] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:32.673502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:32.673545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:32.673591] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:32.676881] [DEBUG] [FORECASTER] REAL: Forecast T+1@11:T+2@11: DOWN (p=28.63%)
[2025-12-01T20:45:32.677143] [INFO ] [FORECASTER] Completed predict_future for REAL
[2025-12-01T20:45:32.677266] [INFO ] [sig       ] REAL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:32.822392] [INFO ] [LOCAL     ] Saved forecast: REAL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/REAL.txt
[2025-12-01T20:45:32.822561] [INFO ] [sig       ] [2740/3634] Completed REAL in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-01T20:45:32.822622] [INFO ] [sig       ] [2741/3634] Forecasting REAX...
[2025-12-01T20:45:32.822651] [INFO ] [sig       ] Generating forecast for: REAX
[2025-12-01T20:45:32.822681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REAX' from 'https://tdm.silogroup.org/data/derivative_storage/REAX.csv'.
[2025-12-01T20:45:32.834140] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REAX'.
[2025-12-01T20:45:32.834523] [INFO ] [FORECASTER] Starting predict_future for REAX
[2025-12-01T20:45:32.835382] [DEBUG] [LOCAL     ] No optimal features file found for REAX: ./output/feature-sets/REAX.txt
[2025-12-01T20:45:32.835446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:32.835484] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:32.835518] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:32.835602] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:32.893900] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:32.894752] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:32.894855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:32.894888] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:33.014037] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:33.014199] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:33.014238] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:33.014268] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:33.017683] [DEBUG] [FORECASTER] REAX: Forecast T+1@11:T+2@11: DOWN (p=38.15%)
[2025-12-01T20:45:33.017979] [INFO ] [FORECASTER] Completed predict_future for REAX
[2025-12-01T20:45:33.018111] [INFO ] [sig       ] REAX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:33.158761] [INFO ] [LOCAL     ] Saved forecast: REAX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/REAX.txt
[2025-12-01T20:45:33.158900] [INFO ] [sig       ] [2741/3634] Completed REAX in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-01T20:45:33.158938] [INFO ] [sig       ] [2742/3634] Forecasting REBN...
[2025-12-01T20:45:33.158964] [INFO ] [sig       ] Generating forecast for: REBN
[2025-12-01T20:45:33.158992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REBN' from 'https://tdm.silogroup.org/data/derivative_storage/REBN.csv'.
[2025-12-01T20:45:33.169923] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REBN'.
[2025-12-01T20:45:33.170213] [INFO ] [FORECASTER] Starting predict_future for REBN
[2025-12-01T20:45:33.170964] [DEBUG] [LOCAL     ] No optimal features file found for REBN: ./output/feature-sets/REBN.txt
[2025-12-01T20:45:33.171013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:33.171043] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:33.171068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:33.171120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:33.225078] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:33.225740] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:33.225820] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:33.225850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:33.341491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:33.341664] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:33.341704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:33.341732] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:33.345079] [DEBUG] [FORECASTER] REBN: Forecast T+1@11:T+2@11: DOWN (p=12.01%)
[2025-12-01T20:45:33.345354] [INFO ] [FORECASTER] Completed predict_future for REBN
[2025-12-01T20:45:33.345482] [INFO ] [sig       ] REBN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:33.490402] [INFO ] [LOCAL     ] Saved forecast: REBN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/REBN.txt
[2025-12-01T20:45:33.490557] [INFO ] [sig       ] [2742/3634] Completed REBN in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-01T20:45:33.490618] [INFO ] [sig       ] [2743/3634] Forecasting REFI...
[2025-12-01T20:45:33.490647] [INFO ] [sig       ] Generating forecast for: REFI
[2025-12-01T20:45:33.490675] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REFI' from 'https://tdm.silogroup.org/data/derivative_storage/REFI.csv'.
[2025-12-01T20:45:33.504487] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REFI'.
[2025-12-01T20:45:33.505145] [INFO ] [FORECASTER] Starting predict_future for REFI
[2025-12-01T20:45:33.506351] [DEBUG] [LOCAL     ] No optimal features file found for REFI: ./output/feature-sets/REFI.txt
[2025-12-01T20:45:33.506438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:33.506471] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:33.506497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:33.506608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:33.566857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:33.568005] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:33.568109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:33.568143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:33.692325] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:33.692564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:33.692628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:33.692659] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:33.696625] [DEBUG] [FORECASTER] REFI: Forecast T+1@11:T+2@11: DOWN (p=42.24%)
[2025-12-01T20:45:33.696946] [INFO ] [FORECASTER] Completed predict_future for REFI
[2025-12-01T20:45:33.697087] [INFO ] [sig       ] REFI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:33.841062] [INFO ] [LOCAL     ] Saved forecast: REFI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/REFI.txt
[2025-12-01T20:45:33.841250] [INFO ] [sig       ] [2743/3634] Completed REFI in 0.4s | 2.99 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-01T20:45:33.841292] [INFO ] [sig       ] [2744/3634] Forecasting REG...
[2025-12-01T20:45:33.841322] [INFO ] [sig       ] Generating forecast for: REG
[2025-12-01T20:45:33.841351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REG' from 'https://tdm.silogroup.org/data/derivative_storage/REG.csv'.
[2025-12-01T20:45:33.853792] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REG'.
[2025-12-01T20:45:33.854194] [INFO ] [FORECASTER] Starting predict_future for REG
[2025-12-01T20:45:33.855011] [DEBUG] [LOCAL     ] No optimal features file found for REG: ./output/feature-sets/REG.txt
[2025-12-01T20:45:33.855060] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:33.855090] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:33.855117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:33.855173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:33.912360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:33.913331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:33.913458] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:33.913493] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:34.036968] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:34.037241] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:34.037304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:34.037337] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:34.041304] [DEBUG] [FORECASTER] REG: Forecast T+1@11:T+2@11: UP (p=74.43%)
[2025-12-01T20:45:34.041634] [INFO ] [FORECASTER] Completed predict_future for REG
[2025-12-01T20:45:34.041778] [INFO ] [sig       ] REG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:34.183497] [INFO ] [LOCAL     ] Saved forecast: REG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/REG.txt
[2025-12-01T20:45:34.183713] [INFO ] [sig       ] [2744/3634] Completed REG in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-01T20:45:34.183757] [INFO ] [sig       ] [2745/3634] Forecasting REGN...
[2025-12-01T20:45:34.183785] [INFO ] [sig       ] Generating forecast for: REGN
[2025-12-01T20:45:34.183814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REGN' from 'https://tdm.silogroup.org/data/derivative_storage/REGN.csv'.
[2025-12-01T20:45:34.196771] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REGN'.
[2025-12-01T20:45:34.197281] [INFO ] [FORECASTER] Starting predict_future for REGN
[2025-12-01T20:45:34.198136] [DEBUG] [LOCAL     ] No optimal features file found for REGN: ./output/feature-sets/REGN.txt
[2025-12-01T20:45:34.198212] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:34.198244] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:34.198270] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:34.198355] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:34.256219] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:34.257330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:34.257426] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:34.257457] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:34.376620] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:34.376848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:34.376889] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:34.376919] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:34.380672] [DEBUG] [FORECASTER] REGN: Forecast T+1@11:T+2@11: DOWN (p=26.44%)
[2025-12-01T20:45:34.380986] [INFO ] [FORECASTER] Completed predict_future for REGN
[2025-12-01T20:45:34.381122] [INFO ] [sig       ] REGN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:34.528954] [INFO ] [LOCAL     ] Saved forecast: REGN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/REGN.txt
[2025-12-01T20:45:34.529154] [INFO ] [sig       ] [2745/3634] Completed REGN in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-01T20:45:34.529195] [INFO ] [sig       ] [2746/3634] Forecasting RELL...
[2025-12-01T20:45:34.529224] [INFO ] [sig       ] Generating forecast for: RELL
[2025-12-01T20:45:34.529253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELL' from 'https://tdm.silogroup.org/data/derivative_storage/RELL.csv'.
[2025-12-01T20:45:34.542412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELL'.
[2025-12-01T20:45:34.542802] [INFO ] [FORECASTER] Starting predict_future for RELL
[2025-12-01T20:45:34.543614] [DEBUG] [LOCAL     ] No optimal features file found for RELL: ./output/feature-sets/RELL.txt
[2025-12-01T20:45:34.543662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:34.543693] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:34.543718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:34.543775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:34.599834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:34.600868] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:34.600971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:34.601003] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:34.721903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:34.722128] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:34.722175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:34.722205] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:34.725914] [DEBUG] [FORECASTER] RELL: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-12-01T20:45:34.726195] [INFO ] [FORECASTER] Completed predict_future for RELL
[2025-12-01T20:45:34.726321] [INFO ] [sig       ] RELL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:34.864066] [INFO ] [LOCAL     ] Saved forecast: RELL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RELL.txt
[2025-12-01T20:45:34.864244] [INFO ] [sig       ] [2746/3634] Completed RELL in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 5.0m
[2025-12-01T20:45:34.864285] [INFO ] [sig       ] [2747/3634] Forecasting RELX...
[2025-12-01T20:45:34.864313] [INFO ] [sig       ] Generating forecast for: RELX
[2025-12-01T20:45:34.864343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELX' from 'https://tdm.silogroup.org/data/derivative_storage/RELX.csv'.
[2025-12-01T20:45:34.876517] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RELX'.
[2025-12-01T20:45:34.876934] [INFO ] [FORECASTER] Starting predict_future for RELX
[2025-12-01T20:45:34.877807] [DEBUG] [LOCAL     ] No optimal features file found for RELX: ./output/feature-sets/RELX.txt
[2025-12-01T20:45:34.877857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:34.877888] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:34.877913] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:34.877968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:34.932511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:34.933338] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:34.933424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:34.933455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:35.057117] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:35.057345] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:35.057389] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:35.057419] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:35.061109] [DEBUG] [FORECASTER] RELX: Forecast T+1@11:T+2@11: DOWN (p=21.60%)
[2025-12-01T20:45:35.061396] [INFO ] [FORECASTER] Completed predict_future for RELX
[2025-12-01T20:45:35.061526] [INFO ] [sig       ] RELX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:35.199223] [INFO ] [LOCAL     ] Saved forecast: RELX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RELX.txt
[2025-12-01T20:45:35.199431] [INFO ] [sig       ] [2747/3634] Completed RELX in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-01T20:45:35.199470] [INFO ] [sig       ] [2748/3634] Forecasting RELY...
[2025-12-01T20:45:35.199502] [INFO ] [sig       ] Generating forecast for: RELY
[2025-12-01T20:45:35.199532] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RELY' from 'https://tdm.silogroup.org/data/derivative_storage/RELY.csv'.
[2025-12-01T20:45:35.212631] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RELY'.
[2025-12-01T20:45:35.213007] [INFO ] [FORECASTER] Starting predict_future for RELY
[2025-12-01T20:45:35.213862] [DEBUG] [LOCAL     ] No optimal features file found for RELY: ./output/feature-sets/RELY.txt
[2025-12-01T20:45:35.213913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:35.213945] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:35.213970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:35.214026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:35.270716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:35.271370] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:35.271452] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:35.271487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:35.395080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:35.395249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:35.395286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:35.395313] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:35.398660] [DEBUG] [FORECASTER] RELY: Forecast T+1@11:T+2@11: UP (p=51.07%)
[2025-12-01T20:45:35.398922] [INFO ] [FORECASTER] Completed predict_future for RELY
[2025-12-01T20:45:35.399041] [INFO ] [sig       ] RELY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:35.536282] [INFO ] [LOCAL     ] Saved forecast: RELY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RELY.txt
[2025-12-01T20:45:35.536407] [INFO ] [sig       ] [2748/3634] Completed RELY in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-01T20:45:35.536450] [INFO ] [sig       ] [2749/3634] Forecasting REPL...
[2025-12-01T20:45:35.536483] [INFO ] [sig       ] Generating forecast for: REPL
[2025-12-01T20:45:35.536517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REPL' from 'https://tdm.silogroup.org/data/derivative_storage/REPL.csv'.
[2025-12-01T20:45:35.549846] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'REPL'.
[2025-12-01T20:45:35.550320] [INFO ] [FORECASTER] Starting predict_future for REPL
[2025-12-01T20:45:35.551192] [DEBUG] [LOCAL     ] No optimal features file found for REPL: ./output/feature-sets/REPL.txt
[2025-12-01T20:45:35.551244] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:35.551275] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:35.551304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:35.551361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:35.608350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:35.609389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:35.609487] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:35.609521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:35.733245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:35.733527] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:35.733590] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:35.733624] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:35.737398] [DEBUG] [FORECASTER] REPL: Forecast T+1@11:T+2@11: DOWN (p=32.27%)
[2025-12-01T20:45:35.737705] [INFO ] [FORECASTER] Completed predict_future for REPL
[2025-12-01T20:45:35.737840] [INFO ] [sig       ] REPL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:35.958500] [INFO ] [LOCAL     ] Saved forecast: REPL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/REPL.txt
[2025-12-01T20:45:35.958724] [INFO ] [sig       ] [2749/3634] Completed REPL in 0.4s | 2.99 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-01T20:45:35.958807] [INFO ] [sig       ] [2750/3634] Forecasting RERE...
[2025-12-01T20:45:35.958839] [INFO ] [sig       ] Generating forecast for: RERE
[2025-12-01T20:45:35.958871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RERE' from 'https://tdm.silogroup.org/data/derivative_storage/RERE.csv'.
[2025-12-01T20:45:35.971472] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RERE'.
[2025-12-01T20:45:35.971899] [INFO ] [FORECASTER] Starting predict_future for RERE
[2025-12-01T20:45:35.972787] [DEBUG] [LOCAL     ] No optimal features file found for RERE: ./output/feature-sets/RERE.txt
[2025-12-01T20:45:35.972838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:35.972869] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:35.972894] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:35.972949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:36.029229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:36.030155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:36.030252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:36.030284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:36.152430] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:36.152675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:36.152718] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:36.152746] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:36.156731] [DEBUG] [FORECASTER] RERE: Forecast T+1@11:T+2@11: DOWN (p=44.79%)
[2025-12-01T20:45:36.157034] [INFO ] [FORECASTER] Completed predict_future for RERE
[2025-12-01T20:45:36.157172] [INFO ] [sig       ] RERE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:36.299942] [INFO ] [LOCAL     ] Saved forecast: RERE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RERE.txt
[2025-12-01T20:45:36.300186] [INFO ] [sig       ] [2750/3634] Completed RERE in 0.3s | 2.99 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-01T20:45:36.300230] [INFO ] [sig       ] [2751/3634] Forecasting RES...
[2025-12-01T20:45:36.300261] [INFO ] [sig       ] Generating forecast for: RES
[2025-12-01T20:45:36.300291] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RES' from 'https://tdm.silogroup.org/data/derivative_storage/RES.csv'.
[2025-12-01T20:45:36.313563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RES'.
[2025-12-01T20:45:36.314106] [INFO ] [FORECASTER] Starting predict_future for RES
[2025-12-01T20:45:36.315003] [DEBUG] [LOCAL     ] No optimal features file found for RES: ./output/feature-sets/RES.txt
[2025-12-01T20:45:36.315054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:36.315117] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:36.315144] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:36.315202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:36.376133] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:36.377252] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:36.377346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:36.377378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:36.509808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:36.510038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:36.510078] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:36.510107] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:36.513935] [DEBUG] [FORECASTER] RES: Forecast T+1@11:T+2@11: DOWN (p=47.90%)
[2025-12-01T20:45:36.514274] [INFO ] [FORECASTER] Completed predict_future for RES
[2025-12-01T20:45:36.514406] [INFO ] [sig       ] RES: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:36.654341] [INFO ] [LOCAL     ] Saved forecast: RES	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RES.txt
[2025-12-01T20:45:36.654523] [INFO ] [sig       ] [2751/3634] Completed RES in 0.4s | 2.99 sym/s | Total: 15.3m | ETA: 4.9m
[2025-12-01T20:45:36.654564] [INFO ] [sig       ] [2752/3634] Forecasting REVG...
[2025-12-01T20:45:36.654614] [INFO ] [sig       ] Generating forecast for: REVG
[2025-12-01T20:45:36.654644] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REVG' from 'https://tdm.silogroup.org/data/derivative_storage/REVG.csv'.
[2025-12-01T20:45:36.667424] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'REVG'.
[2025-12-01T20:45:36.667908] [INFO ] [FORECASTER] Starting predict_future for REVG
[2025-12-01T20:45:36.668802] [DEBUG] [LOCAL     ] No optimal features file found for REVG: ./output/feature-sets/REVG.txt
[2025-12-01T20:45:36.668851] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:36.668880] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:36.668905] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:36.668960] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:36.724226] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:36.725343] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:36.725446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:36.725477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:36.855682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:36.855961] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:36.856006] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:36.856035] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:36.860195] [DEBUG] [FORECASTER] REVG: Forecast T+1@11:T+2@11: UP (p=94.27%)
[2025-12-01T20:45:36.860695] [INFO ] [FORECASTER] Completed predict_future for REVG
[2025-12-01T20:45:36.860866] [INFO ] [sig       ] REVG: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:37.014251] [INFO ] [LOCAL     ] Saved forecast: REVG	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/REVG.txt
[2025-12-01T20:45:37.014490] [INFO ] [sig       ] [2752/3634] Completed REVG in 0.4s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-01T20:45:37.014534] [INFO ] [sig       ] [2753/3634] Forecasting REX...
[2025-12-01T20:45:37.014627] [INFO ] [sig       ] Generating forecast for: REX
[2025-12-01T20:45:37.014664] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REX' from 'https://tdm.silogroup.org/data/derivative_storage/REX.csv'.
[2025-12-01T20:45:37.029083] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REX'.
[2025-12-01T20:45:37.029678] [INFO ] [FORECASTER] Starting predict_future for REX
[2025-12-01T20:45:37.030712] [DEBUG] [LOCAL     ] No optimal features file found for REX: ./output/feature-sets/REX.txt
[2025-12-01T20:45:37.030774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:37.030822] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:37.030859] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:37.030920] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:37.087870] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:37.089132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:37.089254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:37.089287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:37.208645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:37.208867] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:37.208907] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:37.208934] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:37.212609] [DEBUG] [FORECASTER] REX: Forecast T+1@11:T+2@11: DOWN (p=46.89%)
[2025-12-01T20:45:37.212922] [INFO ] [FORECASTER] Completed predict_future for REX
[2025-12-01T20:45:37.213066] [INFO ] [sig       ] REX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:37.356241] [INFO ] [LOCAL     ] Saved forecast: REX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/REX.txt
[2025-12-01T20:45:37.356438] [INFO ] [sig       ] [2753/3634] Completed REX in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-01T20:45:37.356481] [INFO ] [sig       ] [2754/3634] Forecasting REYN...
[2025-12-01T20:45:37.356510] [INFO ] [sig       ] Generating forecast for: REYN
[2025-12-01T20:45:37.356541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REYN' from 'https://tdm.silogroup.org/data/derivative_storage/REYN.csv'.
[2025-12-01T20:45:37.369186] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REYN'.
[2025-12-01T20:45:37.369776] [INFO ] [FORECASTER] Starting predict_future for REYN
[2025-12-01T20:45:37.370800] [DEBUG] [LOCAL     ] No optimal features file found for REYN: ./output/feature-sets/REYN.txt
[2025-12-01T20:45:37.370852] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:37.370883] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:37.370909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:37.370966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:37.427336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:37.428411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:37.428510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:37.428541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:37.542661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:37.542899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:37.542941] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:37.543021] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:37.547212] [DEBUG] [FORECASTER] REYN: Forecast T+1@11:T+2@11: UP (p=51.68%)
[2025-12-01T20:45:37.547630] [INFO ] [FORECASTER] Completed predict_future for REYN
[2025-12-01T20:45:37.547801] [INFO ] [sig       ] REYN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:37.705970] [INFO ] [LOCAL     ] Saved forecast: REYN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/REYN.txt
[2025-12-01T20:45:37.706192] [INFO ] [sig       ] [2754/3634] Completed REYN in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-01T20:45:37.706236] [INFO ] [sig       ] [2755/3634] Forecasting REZI...
[2025-12-01T20:45:37.706266] [INFO ] [sig       ] Generating forecast for: REZI
[2025-12-01T20:45:37.706297] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'REZI' from 'https://tdm.silogroup.org/data/derivative_storage/REZI.csv'.
[2025-12-01T20:45:37.719028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'REZI'.
[2025-12-01T20:45:37.719497] [INFO ] [FORECASTER] Starting predict_future for REZI
[2025-12-01T20:45:37.720383] [DEBUG] [LOCAL     ] No optimal features file found for REZI: ./output/feature-sets/REZI.txt
[2025-12-01T20:45:37.720448] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:37.720492] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:37.720523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:37.720600] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:37.779723] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:37.780921] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:37.781019] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:37.781053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:37.902000] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:37.902219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:37.902264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:37.902295] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:37.906344] [DEBUG] [FORECASTER] REZI: Forecast T+1@11:T+2@11: UP (p=52.58%)
[2025-12-01T20:45:37.906759] [INFO ] [FORECASTER] Completed predict_future for REZI
[2025-12-01T20:45:37.906917] [INFO ] [sig       ] REZI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:38.051737] [INFO ] [LOCAL     ] Saved forecast: REZI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/REZI.txt
[2025-12-01T20:45:38.051949] [INFO ] [sig       ] [2755/3634] Completed REZI in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-01T20:45:38.051996] [INFO ] [sig       ] [2756/3634] Forecasting RF...
[2025-12-01T20:45:38.052025] [INFO ] [sig       ] Generating forecast for: RF
[2025-12-01T20:45:38.052060] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RF' from 'https://tdm.silogroup.org/data/derivative_storage/RF.csv'.
[2025-12-01T20:45:38.065389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RF'.
[2025-12-01T20:45:38.065861] [INFO ] [FORECASTER] Starting predict_future for RF
[2025-12-01T20:45:38.066784] [DEBUG] [LOCAL     ] No optimal features file found for RF: ./output/feature-sets/RF.txt
[2025-12-01T20:45:38.066889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:38.066927] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:38.066954] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:38.067014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:38.125478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:38.126625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:38.126728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:38.126762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:38.256799] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:38.257064] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:38.257115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:38.257150] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:38.261381] [DEBUG] [FORECASTER] RF: Forecast T+1@11:T+2@11: UP (p=51.35%)
[2025-12-01T20:45:38.261737] [INFO ] [FORECASTER] Completed predict_future for RF
[2025-12-01T20:45:38.261879] [INFO ] [sig       ] RF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:38.412558] [INFO ] [LOCAL     ] Saved forecast: RF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RF.txt
[2025-12-01T20:45:38.412768] [INFO ] [sig       ] [2756/3634] Completed RF in 0.4s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-01T20:45:38.412816] [INFO ] [sig       ] [2757/3634] Forecasting RFI...
[2025-12-01T20:45:38.412846] [INFO ] [sig       ] Generating forecast for: RFI
[2025-12-01T20:45:38.412875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFI' from 'https://tdm.silogroup.org/data/derivative_storage/RFI.csv'.
[2025-12-01T20:45:38.424838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFI'.
[2025-12-01T20:45:38.425213] [INFO ] [FORECASTER] Starting predict_future for RFI
[2025-12-01T20:45:38.426081] [DEBUG] [LOCAL     ] No optimal features file found for RFI: ./output/feature-sets/RFI.txt
[2025-12-01T20:45:38.426131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:38.426161] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:38.426185] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:38.426238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:38.482232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:38.482909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:38.482991] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:38.483023] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:38.594044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:38.594179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:38.594216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:38.594242] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:38.597536] [DEBUG] [FORECASTER] RFI: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-01T20:45:38.597834] [INFO ] [FORECASTER] Completed predict_future for RFI
[2025-12-01T20:45:38.597957] [INFO ] [sig       ] RFI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:38.736278] [INFO ] [LOCAL     ] Saved forecast: RFI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RFI.txt
[2025-12-01T20:45:38.736398] [INFO ] [sig       ] [2757/3634] Completed RFI in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-01T20:45:38.736435] [INFO ] [sig       ] [2758/3634] Forecasting RFL...
[2025-12-01T20:45:38.736463] [INFO ] [sig       ] Generating forecast for: RFL
[2025-12-01T20:45:38.736491] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFL' from 'https://tdm.silogroup.org/data/derivative_storage/RFL.csv'.
[2025-12-01T20:45:38.747523] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFL'.
[2025-12-01T20:45:38.747879] [INFO ] [FORECASTER] Starting predict_future for RFL
[2025-12-01T20:45:38.748671] [DEBUG] [LOCAL     ] No optimal features file found for RFL: ./output/feature-sets/RFL.txt
[2025-12-01T20:45:38.748720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:38.748750] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:38.748774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:38.748828] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:38.804678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:38.805552] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:38.805652] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:38.805685] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:38.921122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:38.921275] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:38.921313] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:38.921342] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:38.924627] [DEBUG] [FORECASTER] RFL: Forecast T+1@11:T+2@11: DOWN (p=11.20%)
[2025-12-01T20:45:38.924901] [INFO ] [FORECASTER] Completed predict_future for RFL
[2025-12-01T20:45:38.925027] [INFO ] [sig       ] RFL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:39.062105] [INFO ] [LOCAL     ] Saved forecast: RFL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RFL.txt
[2025-12-01T20:45:39.062226] [INFO ] [sig       ] [2758/3634] Completed RFL in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-01T20:45:39.062262] [INFO ] [sig       ] [2759/3634] Forecasting RFM...
[2025-12-01T20:45:39.062289] [INFO ] [sig       ] Generating forecast for: RFM
[2025-12-01T20:45:39.062315] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFM' from 'https://tdm.silogroup.org/data/derivative_storage/RFM.csv'.
[2025-12-01T20:45:39.073453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFM'.
[2025-12-01T20:45:39.073776] [INFO ] [FORECASTER] Starting predict_future for RFM
[2025-12-01T20:45:39.074505] [DEBUG] [LOCAL     ] No optimal features file found for RFM: ./output/feature-sets/RFM.txt
[2025-12-01T20:45:39.074565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:39.074625] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:39.074658] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:39.074719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:39.131513] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:39.132163] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:39.132241] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:39.132273] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:39.239349] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:39.239475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:39.239510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:39.239536] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:39.242706] [DEBUG] [FORECASTER] RFM: Forecast T+1@11:T+2@11: UP (p=64.30%)
[2025-12-01T20:45:39.242958] [INFO ] [FORECASTER] Completed predict_future for RFM
[2025-12-01T20:45:39.243073] [INFO ] [sig       ] RFM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:39.380515] [INFO ] [LOCAL     ] Saved forecast: RFM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RFM.txt
[2025-12-01T20:45:39.380665] [INFO ] [sig       ] [2759/3634] Completed RFM in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-01T20:45:39.380714] [INFO ] [sig       ] [2760/3634] Forecasting RFMZ...
[2025-12-01T20:45:39.380745] [INFO ] [sig       ] Generating forecast for: RFMZ
[2025-12-01T20:45:39.380776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RFMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RFMZ.csv'.
[2025-12-01T20:45:39.391568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RFMZ'.
[2025-12-01T20:45:39.391869] [INFO ] [FORECASTER] Starting predict_future for RFMZ
[2025-12-01T20:45:39.392640] [DEBUG] [LOCAL     ] No optimal features file found for RFMZ: ./output/feature-sets/RFMZ.txt
[2025-12-01T20:45:39.392691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:39.392721] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:39.392747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:39.392801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:39.450019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:39.450679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:39.450765] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:39.450797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:39.570791] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:39.570919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:39.570956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:39.570984] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:39.574242] [DEBUG] [FORECASTER] RFMZ: Forecast T+1@11:T+2@11: DOWN (p=24.70%)
[2025-12-01T20:45:39.574514] [INFO ] [FORECASTER] Completed predict_future for RFMZ
[2025-12-01T20:45:39.574682] [INFO ] [sig       ] RFMZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:39.717822] [INFO ] [LOCAL     ] Saved forecast: RFMZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RFMZ.txt
[2025-12-01T20:45:39.717930] [INFO ] [sig       ] [2760/3634] Completed RFMZ in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-01T20:45:39.717965] [INFO ] [sig       ] [2761/3634] Forecasting RGA...
[2025-12-01T20:45:39.717992] [INFO ] [sig       ] Generating forecast for: RGA
[2025-12-01T20:45:39.718021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGA' from 'https://tdm.silogroup.org/data/derivative_storage/RGA.csv'.
[2025-12-01T20:45:39.729450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGA'.
[2025-12-01T20:45:39.729768] [INFO ] [FORECASTER] Starting predict_future for RGA
[2025-12-01T20:45:39.730493] [DEBUG] [LOCAL     ] No optimal features file found for RGA: ./output/feature-sets/RGA.txt
[2025-12-01T20:45:39.730552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:39.730620] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:39.730655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:39.730720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:39.786465] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:39.787109] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:39.787209] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:39.787241] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:39.908864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:39.909027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:39.909070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:39.909099] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:39.912439] [DEBUG] [FORECASTER] RGA: Forecast T+1@11:T+2@11: DOWN (p=36.70%)
[2025-12-01T20:45:39.912717] [INFO ] [FORECASTER] Completed predict_future for RGA
[2025-12-01T20:45:39.912851] [INFO ] [sig       ] RGA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:40.049039] [INFO ] [LOCAL     ] Saved forecast: RGA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RGA.txt
[2025-12-01T20:45:40.049153] [INFO ] [sig       ] [2761/3634] Completed RGA in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-01T20:45:40.049189] [INFO ] [sig       ] [2762/3634] Forecasting RGCO...
[2025-12-01T20:45:40.049216] [INFO ] [sig       ] Generating forecast for: RGCO
[2025-12-01T20:45:40.049244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGCO' from 'https://tdm.silogroup.org/data/derivative_storage/RGCO.csv'.
[2025-12-01T20:45:40.059836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGCO'.
[2025-12-01T20:45:40.060138] [INFO ] [FORECASTER] Starting predict_future for RGCO
[2025-12-01T20:45:40.060882] [DEBUG] [LOCAL     ] No optimal features file found for RGCO: ./output/feature-sets/RGCO.txt
[2025-12-01T20:45:40.060931] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:40.060961] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:40.060987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:40.061041] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:40.116100] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:40.116693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:40.116766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:40.116797] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:40.216616] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:40.216735] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:40.216770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:40.216798] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:40.219941] [DEBUG] [FORECASTER] RGCO: Forecast T+1@11:T+2@11: UP (p=89.59%)
[2025-12-01T20:45:40.220194] [INFO ] [FORECASTER] Completed predict_future for RGCO
[2025-12-01T20:45:40.220311] [INFO ] [sig       ] RGCO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:40.355969] [INFO ] [LOCAL     ] Saved forecast: RGCO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RGCO.txt
[2025-12-01T20:45:40.356081] [INFO ] [sig       ] [2762/3634] Completed RGCO in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-01T20:45:40.356116] [INFO ] [sig       ] [2763/3634] Forecasting RGEN...
[2025-12-01T20:45:40.356144] [INFO ] [sig       ] Generating forecast for: RGEN
[2025-12-01T20:45:40.356172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGEN' from 'https://tdm.silogroup.org/data/derivative_storage/RGEN.csv'.
[2025-12-01T20:45:40.367316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGEN'.
[2025-12-01T20:45:40.367608] [INFO ] [FORECASTER] Starting predict_future for RGEN
[2025-12-01T20:45:40.368453] [DEBUG] [LOCAL     ] No optimal features file found for RGEN: ./output/feature-sets/RGEN.txt
[2025-12-01T20:45:40.368506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:40.368538] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:40.368565] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:40.368640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:40.426233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:40.426871] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:40.426947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:40.426978] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:40.546299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:40.546432] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:40.546486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:40.546515] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:40.549758] [DEBUG] [FORECASTER] RGEN: Forecast T+1@11:T+2@11: DOWN (p=18.12%)
[2025-12-01T20:45:40.550013] [INFO ] [FORECASTER] Completed predict_future for RGEN
[2025-12-01T20:45:40.550131] [INFO ] [sig       ] RGEN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:40.686691] [INFO ] [LOCAL     ] Saved forecast: RGEN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RGEN.txt
[2025-12-01T20:45:40.686797] [INFO ] [sig       ] [2763/3634] Completed RGEN in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-01T20:45:40.686832] [INFO ] [sig       ] [2764/3634] Forecasting RGLD...
[2025-12-01T20:45:40.686859] [INFO ] [sig       ] Generating forecast for: RGLD
[2025-12-01T20:45:40.686887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGLD' from 'https://tdm.silogroup.org/data/derivative_storage/RGLD.csv'.
[2025-12-01T20:45:40.697947] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGLD'.
[2025-12-01T20:45:40.698226] [INFO ] [FORECASTER] Starting predict_future for RGLD
[2025-12-01T20:45:40.699048] [DEBUG] [LOCAL     ] No optimal features file found for RGLD: ./output/feature-sets/RGLD.txt
[2025-12-01T20:45:40.699098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:40.699129] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:40.699155] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:40.699211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:40.756508] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:40.757138] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:40.757215] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:40.757246] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:40.877652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:40.877788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:40.877824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:40.877851] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:40.881072] [DEBUG] [FORECASTER] RGLD: Forecast T+1@11:T+2@11: UP (p=98.80%)
[2025-12-01T20:45:40.881326] [INFO ] [FORECASTER] Completed predict_future for RGLD
[2025-12-01T20:45:40.881443] [INFO ] [sig       ] RGLD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:41.019104] [INFO ] [LOCAL     ] Saved forecast: RGLD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RGLD.txt
[2025-12-01T20:45:41.019254] [INFO ] [sig       ] [2764/3634] Completed RGLD in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.9m
[2025-12-01T20:45:41.019291] [INFO ] [sig       ] [2765/3634] Forecasting RGNX...
[2025-12-01T20:45:41.019319] [INFO ] [sig       ] Generating forecast for: RGNX
[2025-12-01T20:45:41.019347] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGNX' from 'https://tdm.silogroup.org/data/derivative_storage/RGNX.csv'.
[2025-12-01T20:45:41.029809] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGNX'.
[2025-12-01T20:45:41.030078] [INFO ] [FORECASTER] Starting predict_future for RGNX
[2025-12-01T20:45:41.030817] [DEBUG] [LOCAL     ] No optimal features file found for RGNX: ./output/feature-sets/RGNX.txt
[2025-12-01T20:45:41.030865] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:41.030895] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:41.030921] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:41.030974] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:41.085878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:41.086449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:41.086541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:41.086588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:41.204773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:41.204920] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:41.204958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:41.204986] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:41.208185] [DEBUG] [FORECASTER] RGNX: Forecast T+1@11:T+2@11: DOWN (p=4.96%)
[2025-12-01T20:45:41.208463] [INFO ] [FORECASTER] Completed predict_future for RGNX
[2025-12-01T20:45:41.208598] [INFO ] [sig       ] RGNX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:41.344671] [INFO ] [LOCAL     ] Saved forecast: RGNX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RGNX.txt
[2025-12-01T20:45:41.344782] [INFO ] [sig       ] [2765/3634] Completed RGNX in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-01T20:45:41.344817] [INFO ] [sig       ] [2766/3634] Forecasting RGP...
[2025-12-01T20:45:41.344844] [INFO ] [sig       ] Generating forecast for: RGP
[2025-12-01T20:45:41.344872] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGP' from 'https://tdm.silogroup.org/data/derivative_storage/RGP.csv'.
[2025-12-01T20:45:41.355775] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGP'.
[2025-12-01T20:45:41.356069] [INFO ] [FORECASTER] Starting predict_future for RGP
[2025-12-01T20:45:41.356864] [DEBUG] [LOCAL     ] No optimal features file found for RGP: ./output/feature-sets/RGP.txt
[2025-12-01T20:45:41.356914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:41.356946] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:41.356972] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:41.357028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:41.411845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:41.412439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:41.412515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:41.412545] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:41.529744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:41.529864] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:41.529902] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:41.529929] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:41.533130] [DEBUG] [FORECASTER] RGP: Forecast T+1@11:T+2@11: UP (p=81.85%)
[2025-12-01T20:45:41.533390] [INFO ] [FORECASTER] Completed predict_future for RGP
[2025-12-01T20:45:41.533509] [INFO ] [sig       ] RGP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:41.670680] [INFO ] [LOCAL     ] Saved forecast: RGP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RGP.txt
[2025-12-01T20:45:41.670799] [INFO ] [sig       ] [2766/3634] Completed RGP in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-01T20:45:41.670835] [INFO ] [sig       ] [2767/3634] Forecasting RGS...
[2025-12-01T20:45:41.670863] [INFO ] [sig       ] Generating forecast for: RGS
[2025-12-01T20:45:41.670891] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGS' from 'https://tdm.silogroup.org/data/derivative_storage/RGS.csv'.
[2025-12-01T20:45:41.681998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RGS'.
[2025-12-01T20:45:41.682309] [INFO ] [FORECASTER] Starting predict_future for RGS
[2025-12-01T20:45:41.683086] [DEBUG] [LOCAL     ] No optimal features file found for RGS: ./output/feature-sets/RGS.txt
[2025-12-01T20:45:41.683137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:41.683180] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:41.683209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:41.683264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:41.740305] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:41.740927] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:41.741002] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:41.741034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:41.850309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:41.850444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:41.850480] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:41.850508] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:41.853814] [DEBUG] [FORECASTER] RGS: Forecast T+1@11:T+2@11: UP (p=63.71%)
[2025-12-01T20:45:41.854079] [INFO ] [FORECASTER] Completed predict_future for RGS
[2025-12-01T20:45:41.854195] [INFO ] [sig       ] RGS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:41.990922] [INFO ] [LOCAL     ] Saved forecast: RGS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RGS.txt
[2025-12-01T20:45:41.991031] [INFO ] [sig       ] [2767/3634] Completed RGS in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-01T20:45:41.991066] [INFO ] [sig       ] [2768/3634] Forecasting RGTI...
[2025-12-01T20:45:41.991094] [INFO ] [sig       ] Generating forecast for: RGTI
[2025-12-01T20:45:41.991122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RGTI' from 'https://tdm.silogroup.org/data/derivative_storage/RGTI.csv'.
[2025-12-01T20:45:42.002398] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RGTI'.
[2025-12-01T20:45:42.002777] [INFO ] [FORECASTER] Starting predict_future for RGTI
[2025-12-01T20:45:42.003686] [DEBUG] [LOCAL     ] No optimal features file found for RGTI: ./output/feature-sets/RGTI.txt
[2025-12-01T20:45:42.003751] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:42.003818] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:42.003846] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:42.003903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:42.061968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:42.062767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:42.062845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:42.062878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:42.184916] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:42.185069] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:42.185112] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:42.185140] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:42.188394] [DEBUG] [FORECASTER] RGTI: Forecast T+1@11:T+2@11: DOWN (p=13.73%)
[2025-12-01T20:45:42.188679] [INFO ] [FORECASTER] Completed predict_future for RGTI
[2025-12-01T20:45:42.188803] [INFO ] [sig       ] RGTI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:42.333537] [INFO ] [LOCAL     ] Saved forecast: RGTI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RGTI.txt
[2025-12-01T20:45:42.333690] [INFO ] [sig       ] [2768/3634] Completed RGTI in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-01T20:45:42.333729] [INFO ] [sig       ] [2769/3634] Forecasting RH...
[2025-12-01T20:45:42.333757] [INFO ] [sig       ] Generating forecast for: RH
[2025-12-01T20:45:42.333792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RH' from 'https://tdm.silogroup.org/data/derivative_storage/RH.csv'.
[2025-12-01T20:45:42.345046] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RH'.
[2025-12-01T20:45:42.345353] [INFO ] [FORECASTER] Starting predict_future for RH
[2025-12-01T20:45:42.346125] [DEBUG] [LOCAL     ] No optimal features file found for RH: ./output/feature-sets/RH.txt
[2025-12-01T20:45:42.346175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:42.346205] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:42.346232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:42.346287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:42.404271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:42.404892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:42.404966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:42.404999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:42.524643] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:42.524769] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:42.524807] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:42.524833] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:42.527929] [DEBUG] [FORECASTER] RH: Forecast T+1@11:T+2@11: UP (p=90.88%)
[2025-12-01T20:45:42.528180] [INFO ] [FORECASTER] Completed predict_future for RH
[2025-12-01T20:45:42.528296] [INFO ] [sig       ] RH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:42.666675] [INFO ] [LOCAL     ] Saved forecast: RH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RH.txt
[2025-12-01T20:45:42.666793] [INFO ] [sig       ] [2769/3634] Completed RH in 0.3s | 2.99 sym/s | Total: 15.4m | ETA: 4.8m
[2025-12-01T20:45:42.666829] [INFO ] [sig       ] [2770/3634] Forecasting RHI...
[2025-12-01T20:45:42.666857] [INFO ] [sig       ] Generating forecast for: RHI
[2025-12-01T20:45:42.666884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHI' from 'https://tdm.silogroup.org/data/derivative_storage/RHI.csv'.
[2025-12-01T20:45:42.678075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHI'.
[2025-12-01T20:45:42.678384] [INFO ] [FORECASTER] Starting predict_future for RHI
[2025-12-01T20:45:42.679178] [DEBUG] [LOCAL     ] No optimal features file found for RHI: ./output/feature-sets/RHI.txt
[2025-12-01T20:45:42.679229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:42.679261] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:42.679287] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:42.679344] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:42.738104] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:42.738739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:42.738814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:42.738846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:42.862297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:42.862451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:42.862493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:42.862521] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:42.865810] [DEBUG] [FORECASTER] RHI: Forecast T+1@11:T+2@11: DOWN (p=0.89%)
[2025-12-01T20:45:42.866071] [INFO ] [FORECASTER] Completed predict_future for RHI
[2025-12-01T20:45:42.866187] [INFO ] [sig       ] RHI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:43.004027] [INFO ] [LOCAL     ] Saved forecast: RHI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RHI.txt
[2025-12-01T20:45:43.004155] [INFO ] [sig       ] [2770/3634] Completed RHI in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-01T20:45:43.004193] [INFO ] [sig       ] [2771/3634] Forecasting RHP...
[2025-12-01T20:45:43.004222] [INFO ] [sig       ] Generating forecast for: RHP
[2025-12-01T20:45:43.004257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RHP' from 'https://tdm.silogroup.org/data/derivative_storage/RHP.csv'.
[2025-12-01T20:45:43.015153] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RHP'.
[2025-12-01T20:45:43.015445] [INFO ] [FORECASTER] Starting predict_future for RHP
[2025-12-01T20:45:43.016196] [DEBUG] [LOCAL     ] No optimal features file found for RHP: ./output/feature-sets/RHP.txt
[2025-12-01T20:45:43.016245] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:43.016275] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:43.016299] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:43.016353] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:43.070790] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:43.071562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:43.071661] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:43.071693] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:43.191433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:43.191608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:43.191648] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:43.191675] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:43.195027] [DEBUG] [FORECASTER] RHP: Forecast T+1@11:T+2@11: UP (p=67.60%)
[2025-12-01T20:45:43.195296] [INFO ] [FORECASTER] Completed predict_future for RHP
[2025-12-01T20:45:43.195419] [INFO ] [sig       ] RHP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:43.331359] [INFO ] [LOCAL     ] Saved forecast: RHP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RHP.txt
[2025-12-01T20:45:43.331490] [INFO ] [sig       ] [2771/3634] Completed RHP in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-01T20:45:43.331526] [INFO ] [sig       ] [2772/3634] Forecasting RICK...
[2025-12-01T20:45:43.331554] [INFO ] [sig       ] Generating forecast for: RICK
[2025-12-01T20:45:43.331600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RICK' from 'https://tdm.silogroup.org/data/derivative_storage/RICK.csv'.
[2025-12-01T20:45:43.343754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RICK'.
[2025-12-01T20:45:43.344115] [INFO ] [FORECASTER] Starting predict_future for RICK
[2025-12-01T20:45:43.344895] [DEBUG] [LOCAL     ] No optimal features file found for RICK: ./output/feature-sets/RICK.txt
[2025-12-01T20:45:43.344945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:43.344976] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:43.345000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:43.345055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:43.405412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:43.406215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:43.406299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:43.406330] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:43.528619] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:43.528788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:43.528827] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:43.528853] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:43.532210] [DEBUG] [FORECASTER] RICK: Forecast T+1@11:T+2@11: UP (p=61.46%)
[2025-12-01T20:45:43.532475] [INFO ] [FORECASTER] Completed predict_future for RICK
[2025-12-01T20:45:43.532620] [INFO ] [sig       ] RICK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:43.670883] [INFO ] [LOCAL     ] Saved forecast: RICK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RICK.txt
[2025-12-01T20:45:43.671044] [INFO ] [sig       ] [2772/3634] Completed RICK in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-01T20:45:43.671081] [INFO ] [sig       ] [2773/3634] Forecasting RIG...
[2025-12-01T20:45:43.671110] [INFO ] [sig       ] Generating forecast for: RIG
[2025-12-01T20:45:43.671137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIG' from 'https://tdm.silogroup.org/data/derivative_storage/RIG.csv'.
[2025-12-01T20:45:43.682450] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RIG'.
[2025-12-01T20:45:43.682805] [INFO ] [FORECASTER] Starting predict_future for RIG
[2025-12-01T20:45:43.683531] [DEBUG] [LOCAL     ] No optimal features file found for RIG: ./output/feature-sets/RIG.txt
[2025-12-01T20:45:43.683598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:43.683630] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:43.683655] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:43.683710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:43.739307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:43.740200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:43.740285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:43.740316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:43.869387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:43.869616] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:43.869673] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:43.869706] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:43.873056] [DEBUG] [FORECASTER] RIG: Forecast T+1@11:T+2@11: DOWN (p=33.55%)
[2025-12-01T20:45:43.873378] [INFO ] [FORECASTER] Completed predict_future for RIG
[2025-12-01T20:45:43.873509] [INFO ] [sig       ] RIG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:44.018879] [INFO ] [LOCAL     ] Saved forecast: RIG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RIG.txt
[2025-12-01T20:45:44.019082] [INFO ] [sig       ] [2773/3634] Completed RIG in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-01T20:45:44.019124] [INFO ] [sig       ] [2774/3634] Forecasting RIGL...
[2025-12-01T20:45:44.019186] [INFO ] [sig       ] Generating forecast for: RIGL
[2025-12-01T20:45:44.019217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIGL' from 'https://tdm.silogroup.org/data/derivative_storage/RIGL.csv'.
[2025-12-01T20:45:44.030873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIGL'.
[2025-12-01T20:45:44.031266] [INFO ] [FORECASTER] Starting predict_future for RIGL
[2025-12-01T20:45:44.032046] [DEBUG] [LOCAL     ] No optimal features file found for RIGL: ./output/feature-sets/RIGL.txt
[2025-12-01T20:45:44.032097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:44.032127] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:44.032153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:44.032209] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:44.088598] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:44.089457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:44.089545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:44.089601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:44.209896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:44.210025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:44.210063] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:44.210093] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:44.213332] [DEBUG] [FORECASTER] RIGL: Forecast T+1@11:T+2@11: UP (p=88.11%)
[2025-12-01T20:45:44.213616] [INFO ] [FORECASTER] Completed predict_future for RIGL
[2025-12-01T20:45:44.213742] [INFO ] [sig       ] RIGL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:44.353399] [INFO ] [LOCAL     ] Saved forecast: RIGL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RIGL.txt
[2025-12-01T20:45:44.353505] [INFO ] [sig       ] [2774/3634] Completed RIGL in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-01T20:45:44.353541] [INFO ] [sig       ] [2775/3634] Forecasting RILY...
[2025-12-01T20:45:44.353568] [INFO ] [sig       ] Generating forecast for: RILY
[2025-12-01T20:45:44.353615] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILY' from 'https://tdm.silogroup.org/data/derivative_storage/RILY.csv'.
[2025-12-01T20:45:44.365613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILY'.
[2025-12-01T20:45:44.365950] [INFO ] [FORECASTER] Starting predict_future for RILY
[2025-12-01T20:45:44.366771] [DEBUG] [LOCAL     ] No optimal features file found for RILY: ./output/feature-sets/RILY.txt
[2025-12-01T20:45:44.366822] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:44.366852] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:44.366876] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:44.366930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:44.422283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:44.422968] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:44.423048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:44.423077] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:44.543789] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:44.543948] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:44.543986] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:44.544013] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:44.547401] [DEBUG] [FORECASTER] RILY: Forecast T+1@11:T+2@11: UP (p=51.87%)
[2025-12-01T20:45:44.547690] [INFO ] [FORECASTER] Completed predict_future for RILY
[2025-12-01T20:45:44.547816] [INFO ] [sig       ] RILY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:44.684249] [INFO ] [LOCAL     ] Saved forecast: RILY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RILY.txt
[2025-12-01T20:45:44.684392] [INFO ] [sig       ] [2775/3634] Completed RILY in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-01T20:45:44.684432] [INFO ] [sig       ] [2776/3634] Forecasting RILYN...
[2025-12-01T20:45:44.684460] [INFO ] [sig       ] Generating forecast for: RILYN
[2025-12-01T20:45:44.684489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYN' from 'https://tdm.silogroup.org/data/derivative_storage/RILYN.csv'.
[2025-12-01T20:45:44.696405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYN'.
[2025-12-01T20:45:44.696766] [INFO ] [FORECASTER] Starting predict_future for RILYN
[2025-12-01T20:45:44.697509] [DEBUG] [LOCAL     ] No optimal features file found for RILYN: ./output/feature-sets/RILYN.txt
[2025-12-01T20:45:44.697559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:44.697607] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:44.697634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:44.697688] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:44.752501] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:44.753115] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:44.753193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:44.753224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:44.865226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:44.865353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:44.865392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:44.865420] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:44.868659] [DEBUG] [FORECASTER] RILYN: Forecast T+1@11:T+2@11: DOWN (p=43.33%)
[2025-12-01T20:45:44.868924] [INFO ] [FORECASTER] Completed predict_future for RILYN
[2025-12-01T20:45:44.869047] [INFO ] [sig       ] RILYN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:45.007963] [INFO ] [LOCAL     ] Saved forecast: RILYN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RILYN.txt
[2025-12-01T20:45:45.008071] [INFO ] [sig       ] [2776/3634] Completed RILYN in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-01T20:45:45.008108] [INFO ] [sig       ] [2777/3634] Forecasting RILYZ...
[2025-12-01T20:45:45.008136] [INFO ] [sig       ] Generating forecast for: RILYZ
[2025-12-01T20:45:45.008164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RILYZ' from 'https://tdm.silogroup.org/data/derivative_storage/RILYZ.csv'.
[2025-12-01T20:45:45.019435] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RILYZ'.
[2025-12-01T20:45:45.019749] [INFO ] [FORECASTER] Starting predict_future for RILYZ
[2025-12-01T20:45:45.020467] [DEBUG] [LOCAL     ] No optimal features file found for RILYZ: ./output/feature-sets/RILYZ.txt
[2025-12-01T20:45:45.020516] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:45.020546] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:45.020591] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:45.020650] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:45.075973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:45.076849] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:45.076930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:45.076962] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:45.196446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:45.196601] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:45.196639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:45.196665] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:45.199804] [DEBUG] [FORECASTER] RILYZ: Forecast T+1@11:T+2@11: DOWN (p=8.64%)
[2025-12-01T20:45:45.200068] [INFO ] [FORECASTER] Completed predict_future for RILYZ
[2025-12-01T20:45:45.200187] [INFO ] [sig       ] RILYZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:45.337383] [INFO ] [LOCAL     ] Saved forecast: RILYZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RILYZ.txt
[2025-12-01T20:45:45.337490] [INFO ] [sig       ] [2777/3634] Completed RILYZ in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-01T20:45:45.337526] [INFO ] [sig       ] [2778/3634] Forecasting RIME...
[2025-12-01T20:45:45.337554] [INFO ] [sig       ] Generating forecast for: RIME
[2025-12-01T20:45:45.337599] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIME' from 'https://tdm.silogroup.org/data/derivative_storage/RIME.csv'.
[2025-12-01T20:45:45.348510] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RIME'.
[2025-12-01T20:45:45.348851] [INFO ] [FORECASTER] Starting predict_future for RIME
[2025-12-01T20:45:45.349593] [DEBUG] [LOCAL     ] No optimal features file found for RIME: ./output/feature-sets/RIME.txt
[2025-12-01T20:45:45.349643] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:45.349673] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:45.349699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:45.349765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:45.404485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:45.405124] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:45.405223] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:45.405255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:45.517745] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:45.517861] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:45.517896] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:45.517922] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:45.521083] [DEBUG] [FORECASTER] RIME: Forecast T+1@11:T+2@11: UP (p=99.00%)
[2025-12-01T20:45:45.521338] [INFO ] [FORECASTER] Completed predict_future for RIME
[2025-12-01T20:45:45.521456] [INFO ] [sig       ] RIME: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:45.662246] [INFO ] [LOCAL     ] Saved forecast: RIME	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RIME.txt
[2025-12-01T20:45:45.662371] [INFO ] [sig       ] [2778/3634] Completed RIME in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-01T20:45:45.662408] [INFO ] [sig       ] [2779/3634] Forecasting RING...
[2025-12-01T20:45:45.662436] [INFO ] [sig       ] Generating forecast for: RING
[2025-12-01T20:45:45.662464] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RING' from 'https://tdm.silogroup.org/data/derivative_storage/RING.csv'.
[2025-12-01T20:45:45.674747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RING'.
[2025-12-01T20:45:45.675134] [INFO ] [FORECASTER] Starting predict_future for RING
[2025-12-01T20:45:45.675970] [DEBUG] [LOCAL     ] No optimal features file found for RING: ./output/feature-sets/RING.txt
[2025-12-01T20:45:45.676022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:45.676052] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:45.676077] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:45.676133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:45.734997] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:45.735885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:45.735983] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:45.736019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:45.864655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:45.864819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:45.864861] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:45.864889] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:45.868486] [DEBUG] [FORECASTER] RING: Forecast T+1@11:T+2@11: UP (p=64.34%)
[2025-12-01T20:45:45.868774] [INFO ] [FORECASTER] Completed predict_future for RING
[2025-12-01T20:45:45.868899] [INFO ] [sig       ] RING: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:46.014182] [INFO ] [LOCAL     ] Saved forecast: RING	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RING.txt
[2025-12-01T20:45:46.014330] [INFO ] [sig       ] [2779/3634] Completed RING in 0.4s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-01T20:45:46.014369] [INFO ] [sig       ] [2780/3634] Forecasting RIO...
[2025-12-01T20:45:46.014398] [INFO ] [sig       ] Generating forecast for: RIO
[2025-12-01T20:45:46.014426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIO' from 'https://tdm.silogroup.org/data/derivative_storage/RIO.csv'.
[2025-12-01T20:45:46.025893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIO'.
[2025-12-01T20:45:46.026209] [INFO ] [FORECASTER] Starting predict_future for RIO
[2025-12-01T20:45:46.026947] [DEBUG] [LOCAL     ] No optimal features file found for RIO: ./output/feature-sets/RIO.txt
[2025-12-01T20:45:46.027009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:46.027040] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:46.027065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:46.027120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:46.084033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:46.085079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:46.085180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:46.085225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:46.209708] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:46.209862] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:46.209901] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:46.209928] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:46.213148] [DEBUG] [FORECASTER] RIO: Forecast T+1@11:T+2@11: UP (p=61.16%)
[2025-12-01T20:45:46.213421] [INFO ] [FORECASTER] Completed predict_future for RIO
[2025-12-01T20:45:46.213541] [INFO ] [sig       ] RIO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:46.349920] [INFO ] [LOCAL     ] Saved forecast: RIO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RIO.txt
[2025-12-01T20:45:46.350041] [INFO ] [sig       ] [2780/3634] Completed RIO in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-01T20:45:46.350077] [INFO ] [sig       ] [2781/3634] Forecasting RITM...
[2025-12-01T20:45:46.350105] [INFO ] [sig       ] Generating forecast for: RITM
[2025-12-01T20:45:46.350132] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RITM' from 'https://tdm.silogroup.org/data/derivative_storage/RITM.csv'.
[2025-12-01T20:45:46.362266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RITM'.
[2025-12-01T20:45:46.362668] [INFO ] [FORECASTER] Starting predict_future for RITM
[2025-12-01T20:45:46.363453] [DEBUG] [LOCAL     ] No optimal features file found for RITM: ./output/feature-sets/RITM.txt
[2025-12-01T20:45:46.363503] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:46.363535] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:46.363560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:46.363646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:46.422837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:46.423643] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:46.423726] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:46.423758] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:46.546705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:46.546874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:46.546912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:46.546940] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:46.550365] [DEBUG] [FORECASTER] RITM: Forecast T+1@11:T+2@11: DOWN (p=9.56%)
[2025-12-01T20:45:46.550655] [INFO ] [FORECASTER] Completed predict_future for RITM
[2025-12-01T20:45:46.550805] [INFO ] [sig       ] RITM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:46.693289] [INFO ] [LOCAL     ] Saved forecast: RITM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RITM.txt
[2025-12-01T20:45:46.693459] [INFO ] [sig       ] [2781/3634] Completed RITM in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-01T20:45:46.693510] [INFO ] [sig       ] [2782/3634] Forecasting RIVN...
[2025-12-01T20:45:46.693551] [INFO ] [sig       ] Generating forecast for: RIVN
[2025-12-01T20:45:46.693605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RIVN' from 'https://tdm.silogroup.org/data/derivative_storage/RIVN.csv'.
[2025-12-01T20:45:46.705216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RIVN'.
[2025-12-01T20:45:46.705514] [INFO ] [FORECASTER] Starting predict_future for RIVN
[2025-12-01T20:45:46.706287] [DEBUG] [LOCAL     ] No optimal features file found for RIVN: ./output/feature-sets/RIVN.txt
[2025-12-01T20:45:46.706338] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:46.706368] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:46.706392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:46.706447] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:46.761349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:46.762022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:46.762098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:46.762129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:46.881781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:46.881934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:46.881972] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:46.881999] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:46.885234] [DEBUG] [FORECASTER] RIVN: Forecast T+1@11:T+2@11: DOWN (p=46.26%)
[2025-12-01T20:45:46.885493] [INFO ] [FORECASTER] Completed predict_future for RIVN
[2025-12-01T20:45:46.885629] [INFO ] [sig       ] RIVN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:47.022446] [INFO ] [LOCAL     ] Saved forecast: RIVN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RIVN.txt
[2025-12-01T20:45:47.022588] [INFO ] [sig       ] [2782/3634] Completed RIVN in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.8m
[2025-12-01T20:45:47.022626] [INFO ] [sig       ] [2783/3634] Forecasting RKLB...
[2025-12-01T20:45:47.022654] [INFO ] [sig       ] Generating forecast for: RKLB
[2025-12-01T20:45:47.022682] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RKLB' from 'https://tdm.silogroup.org/data/derivative_storage/RKLB.csv'.
[2025-12-01T20:45:47.035816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RKLB'.
[2025-12-01T20:45:47.036109] [INFO ] [FORECASTER] Starting predict_future for RKLB
[2025-12-01T20:45:47.036850] [DEBUG] [LOCAL     ] No optimal features file found for RKLB: ./output/feature-sets/RKLB.txt
[2025-12-01T20:45:47.036898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:47.036928] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:47.036953] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:47.037007] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:47.091676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:47.092332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:47.092408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:47.092438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:47.215138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:47.215319] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:47.215358] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:47.215385] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:47.218720] [DEBUG] [FORECASTER] RKLB: Forecast T+1@11:T+2@11: UP (p=59.48%)
[2025-12-01T20:45:47.218984] [INFO ] [FORECASTER] Completed predict_future for RKLB
[2025-12-01T20:45:47.219104] [INFO ] [sig       ] RKLB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:47.355276] [INFO ] [LOCAL     ] Saved forecast: RKLB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RKLB.txt
[2025-12-01T20:45:47.355407] [INFO ] [sig       ] [2783/3634] Completed RKLB in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-01T20:45:47.355444] [INFO ] [sig       ] [2784/3634] Forecasting RL...
[2025-12-01T20:45:47.355473] [INFO ] [sig       ] Generating forecast for: RL
[2025-12-01T20:45:47.355501] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RL' from 'https://tdm.silogroup.org/data/derivative_storage/RL.csv'.
[2025-12-01T20:45:47.366383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RL'.
[2025-12-01T20:45:47.366688] [INFO ] [FORECASTER] Starting predict_future for RL
[2025-12-01T20:45:47.367408] [DEBUG] [LOCAL     ] No optimal features file found for RL: ./output/feature-sets/RL.txt
[2025-12-01T20:45:47.367457] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:47.367488] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:47.367513] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:47.367586] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:47.421883] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:47.422470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:47.422545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:47.422591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:47.540120] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:47.540274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:47.540311] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:47.540340] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:47.543619] [DEBUG] [FORECASTER] RL: Forecast T+1@11:T+2@11: UP (p=97.76%)
[2025-12-01T20:45:47.543880] [INFO ] [FORECASTER] Completed predict_future for RL
[2025-12-01T20:45:47.544002] [INFO ] [sig       ] RL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:47.686849] [INFO ] [LOCAL     ] Saved forecast: RL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RL.txt
[2025-12-01T20:45:47.686991] [INFO ] [sig       ] [2784/3634] Completed RL in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-01T20:45:47.687032] [INFO ] [sig       ] [2785/3634] Forecasting RLAY...
[2025-12-01T20:45:47.687062] [INFO ] [sig       ] Generating forecast for: RLAY
[2025-12-01T20:45:47.687100] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLAY' from 'https://tdm.silogroup.org/data/derivative_storage/RLAY.csv'.
[2025-12-01T20:45:47.698853] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLAY'.
[2025-12-01T20:45:47.699224] [INFO ] [FORECASTER] Starting predict_future for RLAY
[2025-12-01T20:45:47.700030] [DEBUG] [LOCAL     ] No optimal features file found for RLAY: ./output/feature-sets/RLAY.txt
[2025-12-01T20:45:47.700080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:47.700141] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:47.700168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:47.700223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:47.755039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:47.755908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:47.755994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:47.756027] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:47.879341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:47.879499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:47.879536] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:47.879563] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:47.882886] [DEBUG] [FORECASTER] RLAY: Forecast T+1@11:T+2@11: DOWN (p=22.94%)
[2025-12-01T20:45:47.883187] [INFO ] [FORECASTER] Completed predict_future for RLAY
[2025-12-01T20:45:47.883315] [INFO ] [sig       ] RLAY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:48.024359] [INFO ] [LOCAL     ] Saved forecast: RLAY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RLAY.txt
[2025-12-01T20:45:48.024512] [INFO ] [sig       ] [2785/3634] Completed RLAY in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-01T20:45:48.024553] [INFO ] [sig       ] [2786/3634] Forecasting RLI...
[2025-12-01T20:45:48.024601] [INFO ] [sig       ] Generating forecast for: RLI
[2025-12-01T20:45:48.024634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLI' from 'https://tdm.silogroup.org/data/derivative_storage/RLI.csv'.
[2025-12-01T20:45:48.035591] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLI'.
[2025-12-01T20:45:48.035924] [INFO ] [FORECASTER] Starting predict_future for RLI
[2025-12-01T20:45:48.036707] [DEBUG] [LOCAL     ] No optimal features file found for RLI: ./output/feature-sets/RLI.txt
[2025-12-01T20:45:48.036758] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:48.036789] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:48.036816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:48.036878] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:48.092961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:48.093784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:48.093862] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:48.093894] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:48.216488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:48.216650] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:48.216688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:48.216717] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:48.219998] [DEBUG] [FORECASTER] RLI: Forecast T+1@11:T+2@11: DOWN (p=4.67%)
[2025-12-01T20:45:48.220264] [INFO ] [FORECASTER] Completed predict_future for RLI
[2025-12-01T20:45:48.220391] [INFO ] [sig       ] RLI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:48.375664] [INFO ] [LOCAL     ] Saved forecast: RLI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RLI.txt
[2025-12-01T20:45:48.375811] [INFO ] [sig       ] [2786/3634] Completed RLI in 0.4s | 2.99 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-01T20:45:48.375849] [INFO ] [sig       ] [2787/3634] Forecasting RLJ...
[2025-12-01T20:45:48.375877] [INFO ] [sig       ] Generating forecast for: RLJ
[2025-12-01T20:45:48.375905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLJ' from 'https://tdm.silogroup.org/data/derivative_storage/RLJ.csv'.
[2025-12-01T20:45:48.387028] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLJ'.
[2025-12-01T20:45:48.387394] [INFO ] [FORECASTER] Starting predict_future for RLJ
[2025-12-01T20:45:48.388144] [DEBUG] [LOCAL     ] No optimal features file found for RLJ: ./output/feature-sets/RLJ.txt
[2025-12-01T20:45:48.388193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:48.388222] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:48.388247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:48.388300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:48.442676] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:48.443494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:48.443601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:48.443635] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:48.569384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:48.569616] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:48.569662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:48.569695] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:48.573642] [DEBUG] [FORECASTER] RLJ: Forecast T+1@11:T+2@11: UP (p=64.90%)
[2025-12-01T20:45:48.573957] [INFO ] [FORECASTER] Completed predict_future for RLJ
[2025-12-01T20:45:48.574101] [INFO ] [sig       ] RLJ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:48.716517] [INFO ] [LOCAL     ] Saved forecast: RLJ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RLJ.txt
[2025-12-01T20:45:48.716687] [INFO ] [sig       ] [2787/3634] Completed RLJ in 0.3s | 2.99 sym/s | Total: 15.5m | ETA: 4.7m
[2025-12-01T20:45:48.716738] [INFO ] [sig       ] [2788/3634] Forecasting RLMD...
[2025-12-01T20:45:48.716787] [INFO ] [sig       ] Generating forecast for: RLMD
[2025-12-01T20:45:48.716827] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLMD' from 'https://tdm.silogroup.org/data/derivative_storage/RLMD.csv'.
[2025-12-01T20:45:48.728430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLMD'.
[2025-12-01T20:45:48.728837] [INFO ] [FORECASTER] Starting predict_future for RLMD
[2025-12-01T20:45:48.729654] [DEBUG] [LOCAL     ] No optimal features file found for RLMD: ./output/feature-sets/RLMD.txt
[2025-12-01T20:45:48.729711] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:48.729748] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:48.729780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:48.729847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:48.789760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:48.790658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:48.790760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:48.790808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:48.915277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:48.915433] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:48.915472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:48.915536] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:48.918849] [DEBUG] [FORECASTER] RLMD: Forecast T+1@11:T+2@11: DOWN (p=47.45%)
[2025-12-01T20:45:48.919118] [INFO ] [FORECASTER] Completed predict_future for RLMD
[2025-12-01T20:45:48.919239] [INFO ] [sig       ] RLMD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:49.066800] [INFO ] [LOCAL     ] Saved forecast: RLMD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RLMD.txt
[2025-12-01T20:45:49.066961] [INFO ] [sig       ] [2788/3634] Completed RLMD in 0.4s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-01T20:45:49.066998] [INFO ] [sig       ] [2789/3634] Forecasting RLTY...
[2025-12-01T20:45:49.067028] [INFO ] [sig       ] Generating forecast for: RLTY
[2025-12-01T20:45:49.067056] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLTY' from 'https://tdm.silogroup.org/data/derivative_storage/RLTY.csv'.
[2025-12-01T20:45:49.078520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLTY'.
[2025-12-01T20:45:49.078906] [INFO ] [FORECASTER] Starting predict_future for RLTY
[2025-12-01T20:45:49.079737] [DEBUG] [LOCAL     ] No optimal features file found for RLTY: ./output/feature-sets/RLTY.txt
[2025-12-01T20:45:49.079800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:49.079837] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:49.079878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:49.079937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:49.137448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:49.138279] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:49.138387] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:49.138421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:49.255303] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:49.255474] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:49.255517] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:49.255545] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:49.258885] [DEBUG] [FORECASTER] RLTY: Forecast T+1@11:T+2@11: DOWN (p=47.55%)
[2025-12-01T20:45:49.259163] [INFO ] [FORECASTER] Completed predict_future for RLTY
[2025-12-01T20:45:49.259290] [INFO ] [sig       ] RLTY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:49.395625] [INFO ] [LOCAL     ] Saved forecast: RLTY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RLTY.txt
[2025-12-01T20:45:49.395788] [INFO ] [sig       ] [2789/3634] Completed RLTY in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-01T20:45:49.395827] [INFO ] [sig       ] [2790/3634] Forecasting RLX...
[2025-12-01T20:45:49.395854] [INFO ] [sig       ] Generating forecast for: RLX
[2025-12-01T20:45:49.395881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RLX' from 'https://tdm.silogroup.org/data/derivative_storage/RLX.csv'.
[2025-12-01T20:45:49.407687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RLX'.
[2025-12-01T20:45:49.408037] [INFO ] [FORECASTER] Starting predict_future for RLX
[2025-12-01T20:45:49.408831] [DEBUG] [LOCAL     ] No optimal features file found for RLX: ./output/feature-sets/RLX.txt
[2025-12-01T20:45:49.408880] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:49.408909] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:49.408934] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:49.408988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:49.463241] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:49.463944] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:49.464022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:49.464052] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:49.581556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:49.581721] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:49.581758] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:49.581786] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:49.585120] [DEBUG] [FORECASTER] RLX: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-12-01T20:45:49.585391] [INFO ] [FORECASTER] Completed predict_future for RLX
[2025-12-01T20:45:49.585514] [INFO ] [sig       ] RLX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:49.723185] [INFO ] [LOCAL     ] Saved forecast: RLX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RLX.txt
[2025-12-01T20:45:49.723335] [INFO ] [sig       ] [2790/3634] Completed RLX in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-01T20:45:49.723373] [INFO ] [sig       ] [2791/3634] Forecasting RM...
[2025-12-01T20:45:49.723402] [INFO ] [sig       ] Generating forecast for: RM
[2025-12-01T20:45:49.723431] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RM' from 'https://tdm.silogroup.org/data/derivative_storage/RM.csv'.
[2025-12-01T20:45:49.735011] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RM'.
[2025-12-01T20:45:49.735352] [INFO ] [FORECASTER] Starting predict_future for RM
[2025-12-01T20:45:49.736092] [DEBUG] [LOCAL     ] No optimal features file found for RM: ./output/feature-sets/RM.txt
[2025-12-01T20:45:49.736140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:49.736182] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:49.736208] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:49.736261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:49.790833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:49.791489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:49.791564] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:49.791614] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:49.904340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:49.904464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:49.904501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:49.904529] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:49.907691] [DEBUG] [FORECASTER] RM: Forecast T+1@11:T+2@11: UP (p=93.10%)
[2025-12-01T20:45:49.907952] [INFO ] [FORECASTER] Completed predict_future for RM
[2025-12-01T20:45:49.908072] [INFO ] [sig       ] RM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:50.044535] [INFO ] [LOCAL     ] Saved forecast: RM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RM.txt
[2025-12-01T20:45:50.044719] [INFO ] [sig       ] [2791/3634] Completed RM in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-01T20:45:50.044760] [INFO ] [sig       ] [2792/3634] Forecasting RMAX...
[2025-12-01T20:45:50.044788] [INFO ] [sig       ] Generating forecast for: RMAX
[2025-12-01T20:45:50.044817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMAX' from 'https://tdm.silogroup.org/data/derivative_storage/RMAX.csv'.
[2025-12-01T20:45:50.055856] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMAX'.
[2025-12-01T20:45:50.056144] [INFO ] [FORECASTER] Starting predict_future for RMAX
[2025-12-01T20:45:50.056901] [DEBUG] [LOCAL     ] No optimal features file found for RMAX: ./output/feature-sets/RMAX.txt
[2025-12-01T20:45:50.056951] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:50.056981] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:50.057007] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:50.057061] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:50.111562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:50.112393] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:50.112471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:50.112503] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:50.224730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:50.224876] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:50.224913] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:50.224940] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:50.228147] [DEBUG] [FORECASTER] RMAX: Forecast T+1@11:T+2@11: DOWN (p=4.90%)
[2025-12-01T20:45:50.228440] [INFO ] [FORECASTER] Completed predict_future for RMAX
[2025-12-01T20:45:50.228561] [INFO ] [sig       ] RMAX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:50.364409] [INFO ] [LOCAL     ] Saved forecast: RMAX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RMAX.txt
[2025-12-01T20:45:50.364528] [INFO ] [sig       ] [2792/3634] Completed RMAX in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-01T20:45:50.364564] [INFO ] [sig       ] [2793/3634] Forecasting RMBI...
[2025-12-01T20:45:50.364610] [INFO ] [sig       ] Generating forecast for: RMBI
[2025-12-01T20:45:50.364639] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBI' from 'https://tdm.silogroup.org/data/derivative_storage/RMBI.csv'.
[2025-12-01T20:45:50.376039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBI'.
[2025-12-01T20:45:50.376370] [INFO ] [FORECASTER] Starting predict_future for RMBI
[2025-12-01T20:45:50.377113] [DEBUG] [LOCAL     ] No optimal features file found for RMBI: ./output/feature-sets/RMBI.txt
[2025-12-01T20:45:50.377162] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:50.377193] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:50.377218] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:50.377272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:50.432618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:50.433379] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:50.433460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:50.433490] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:50.545350] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:50.545501] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:50.545539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:50.545583] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:50.548915] [DEBUG] [FORECASTER] RMBI: Forecast T+1@11:T+2@11: DOWN (p=45.59%)
[2025-12-01T20:45:50.549176] [INFO ] [FORECASTER] Completed predict_future for RMBI
[2025-12-01T20:45:50.549296] [INFO ] [sig       ] RMBI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:50.686058] [INFO ] [LOCAL     ] Saved forecast: RMBI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RMBI.txt
[2025-12-01T20:45:50.686220] [INFO ] [sig       ] [2793/3634] Completed RMBI in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-01T20:45:50.686260] [INFO ] [sig       ] [2794/3634] Forecasting RMBS...
[2025-12-01T20:45:50.686288] [INFO ] [sig       ] Generating forecast for: RMBS
[2025-12-01T20:45:50.686317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMBS' from 'https://tdm.silogroup.org/data/derivative_storage/RMBS.csv'.
[2025-12-01T20:45:50.698513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMBS'.
[2025-12-01T20:45:50.698908] [INFO ] [FORECASTER] Starting predict_future for RMBS
[2025-12-01T20:45:50.699745] [DEBUG] [LOCAL     ] No optimal features file found for RMBS: ./output/feature-sets/RMBS.txt
[2025-12-01T20:45:50.699808] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:50.699846] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:50.699878] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:50.699945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:50.758853] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:50.759762] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:50.759877] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:50.759911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:50.882015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:50.882171] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:50.882209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:50.882237] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:50.885770] [DEBUG] [FORECASTER] RMBS: Forecast T+1@11:T+2@11: UP (p=59.25%)
[2025-12-01T20:45:50.886056] [INFO ] [FORECASTER] Completed predict_future for RMBS
[2025-12-01T20:45:50.886189] [INFO ] [sig       ] RMBS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:51.030176] [INFO ] [LOCAL     ] Saved forecast: RMBS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RMBS.txt
[2025-12-01T20:45:51.030313] [INFO ] [sig       ] [2794/3634] Completed RMBS in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-01T20:45:51.030358] [INFO ] [sig       ] [2795/3634] Forecasting RMD...
[2025-12-01T20:45:51.030387] [INFO ] [sig       ] Generating forecast for: RMD
[2025-12-01T20:45:51.030415] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMD' from 'https://tdm.silogroup.org/data/derivative_storage/RMD.csv'.
[2025-12-01T20:45:51.042535] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMD'.
[2025-12-01T20:45:51.042980] [INFO ] [FORECASTER] Starting predict_future for RMD
[2025-12-01T20:45:51.043878] [DEBUG] [LOCAL     ] No optimal features file found for RMD: ./output/feature-sets/RMD.txt
[2025-12-01T20:45:51.043939] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:51.043972] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:51.044000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:51.044057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:51.101682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:51.102561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:51.102703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:51.102739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:51.227256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:51.227410] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:51.227448] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:51.227476] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:51.230829] [DEBUG] [FORECASTER] RMD: Forecast T+1@11:T+2@11: UP (p=78.86%)
[2025-12-01T20:45:51.231089] [INFO ] [FORECASTER] Completed predict_future for RMD
[2025-12-01T20:45:51.231207] [INFO ] [sig       ] RMD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:51.371376] [INFO ] [LOCAL     ] Saved forecast: RMD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RMD.txt
[2025-12-01T20:45:51.371494] [INFO ] [sig       ] [2795/3634] Completed RMD in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-01T20:45:51.371531] [INFO ] [sig       ] [2796/3634] Forecasting RMI...
[2025-12-01T20:45:51.371559] [INFO ] [sig       ] Generating forecast for: RMI
[2025-12-01T20:45:51.371605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMI' from 'https://tdm.silogroup.org/data/derivative_storage/RMI.csv'.
[2025-12-01T20:45:51.383674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMI'.
[2025-12-01T20:45:51.384100] [INFO ] [FORECASTER] Starting predict_future for RMI
[2025-12-01T20:45:51.384939] [DEBUG] [LOCAL     ] No optimal features file found for RMI: ./output/feature-sets/RMI.txt
[2025-12-01T20:45:51.384991] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:51.385021] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:51.385046] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:51.385101] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:51.455660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:51.456516] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:51.456617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:51.456652] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:51.575242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:51.575401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:51.575442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:51.575481] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:51.578946] [DEBUG] [FORECASTER] RMI: Forecast T+1@11:T+2@11: DOWN (p=3.75%)
[2025-12-01T20:45:51.579259] [INFO ] [FORECASTER] Completed predict_future for RMI
[2025-12-01T20:45:51.579410] [INFO ] [sig       ] RMI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:51.724658] [INFO ] [LOCAL     ] Saved forecast: RMI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RMI.txt
[2025-12-01T20:45:51.724806] [INFO ] [sig       ] [2796/3634] Completed RMI in 0.4s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-01T20:45:51.724844] [INFO ] [sig       ] [2797/3634] Forecasting RMM...
[2025-12-01T20:45:51.724878] [INFO ] [sig       ] Generating forecast for: RMM
[2025-12-01T20:45:51.724907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMM' from 'https://tdm.silogroup.org/data/derivative_storage/RMM.csv'.
[2025-12-01T20:45:51.736718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMM'.
[2025-12-01T20:45:51.737114] [INFO ] [FORECASTER] Starting predict_future for RMM
[2025-12-01T20:45:51.737906] [DEBUG] [LOCAL     ] No optimal features file found for RMM: ./output/feature-sets/RMM.txt
[2025-12-01T20:45:51.737960] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:51.737991] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:51.738019] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:51.738098] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:51.799639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:51.800594] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:51.800684] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:51.800718] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:51.932330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:51.932482] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:51.932521] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:51.932549] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:51.936090] [DEBUG] [FORECASTER] RMM: Forecast T+1@11:T+2@11: UP (p=68.07%)
[2025-12-01T20:45:51.936382] [INFO ] [FORECASTER] Completed predict_future for RMM
[2025-12-01T20:45:51.936534] [INFO ] [sig       ] RMM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:52.081423] [INFO ] [LOCAL     ] Saved forecast: RMM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RMM.txt
[2025-12-01T20:45:52.081563] [INFO ] [sig       ] [2797/3634] Completed RMM in 0.4s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-01T20:45:52.081621] [INFO ] [sig       ] [2798/3634] Forecasting RMMZ...
[2025-12-01T20:45:52.081651] [INFO ] [sig       ] Generating forecast for: RMMZ
[2025-12-01T20:45:52.081681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMMZ' from 'https://tdm.silogroup.org/data/derivative_storage/RMMZ.csv'.
[2025-12-01T20:45:52.093897] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RMMZ'.
[2025-12-01T20:45:52.094272] [INFO ] [FORECASTER] Starting predict_future for RMMZ
[2025-12-01T20:45:52.095146] [DEBUG] [LOCAL     ] No optimal features file found for RMMZ: ./output/feature-sets/RMMZ.txt
[2025-12-01T20:45:52.095199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:52.095232] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:52.095257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:52.095313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:52.154075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:52.154804] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:52.154882] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:52.154914] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:52.270228] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:52.270381] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:52.270418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:52.270465] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:52.273800] [DEBUG] [FORECASTER] RMMZ: Forecast T+1@11:T+2@11: UP (p=93.05%)
[2025-12-01T20:45:52.274131] [INFO ] [FORECASTER] Completed predict_future for RMMZ
[2025-12-01T20:45:52.274292] [INFO ] [sig       ] RMMZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:52.418754] [INFO ] [LOCAL     ] Saved forecast: RMMZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RMMZ.txt
[2025-12-01T20:45:52.418933] [INFO ] [sig       ] [2798/3634] Completed RMMZ in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-01T20:45:52.418971] [INFO ] [sig       ] [2799/3634] Forecasting RMNI...
[2025-12-01T20:45:52.419000] [INFO ] [sig       ] Generating forecast for: RMNI
[2025-12-01T20:45:52.419028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RMNI' from 'https://tdm.silogroup.org/data/derivative_storage/RMNI.csv'.
[2025-12-01T20:45:52.429926] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RMNI'.
[2025-12-01T20:45:52.430227] [INFO ] [FORECASTER] Starting predict_future for RMNI
[2025-12-01T20:45:52.430972] [DEBUG] [LOCAL     ] No optimal features file found for RMNI: ./output/feature-sets/RMNI.txt
[2025-12-01T20:45:52.431020] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:52.431050] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:52.431075] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:52.431128] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:52.485233] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:52.485913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:52.485989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:52.486020] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:52.601790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:52.601935] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:52.601972] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:52.601999] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:52.605211] [DEBUG] [FORECASTER] RMNI: Forecast T+1@11:T+2@11: UP (p=71.91%)
[2025-12-01T20:45:52.605471] [INFO ] [FORECASTER] Completed predict_future for RMNI
[2025-12-01T20:45:52.605607] [INFO ] [sig       ] RMNI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:52.741387] [INFO ] [LOCAL     ] Saved forecast: RMNI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RMNI.txt
[2025-12-01T20:45:52.741514] [INFO ] [sig       ] [2799/3634] Completed RMNI in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-01T20:45:52.741550] [INFO ] [sig       ] [2800/3634] Forecasting RNA...
[2025-12-01T20:45:52.741594] [INFO ] [sig       ] Generating forecast for: RNA
[2025-12-01T20:45:52.741625] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNA' from 'https://tdm.silogroup.org/data/derivative_storage/RNA.csv'.
[2025-12-01T20:45:52.752465] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNA'.
[2025-12-01T20:45:52.752783] [INFO ] [FORECASTER] Starting predict_future for RNA
[2025-12-01T20:45:52.753499] [DEBUG] [LOCAL     ] No optimal features file found for RNA: ./output/feature-sets/RNA.txt
[2025-12-01T20:45:52.753547] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:52.753603] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:52.753631] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:52.753685] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:52.808027] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:52.808652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:52.808739] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:52.808770] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:52.925340] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:52.925489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:52.925526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:52.925553] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:52.928804] [DEBUG] [FORECASTER] RNA: Forecast T+1@11:T+2@11: UP (p=57.63%)
[2025-12-01T20:45:52.929085] [INFO ] [FORECASTER] Completed predict_future for RNA
[2025-12-01T20:45:52.929202] [INFO ] [sig       ] RNA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:53.066497] [INFO ] [LOCAL     ] Saved forecast: RNA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RNA.txt
[2025-12-01T20:45:53.066648] [INFO ] [sig       ] [2800/3634] Completed RNA in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.7m
[2025-12-01T20:45:53.066687] [INFO ] [sig       ] [2801/3634] Forecasting RNAC...
[2025-12-01T20:45:53.066714] [INFO ] [sig       ] Generating forecast for: RNAC
[2025-12-01T20:45:53.066742] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAC' from 'https://tdm.silogroup.org/data/derivative_storage/RNAC.csv'.
[2025-12-01T20:45:53.077862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RNAC'.
[2025-12-01T20:45:53.078162] [INFO ] [FORECASTER] Starting predict_future for RNAC
[2025-12-01T20:45:53.078922] [DEBUG] [LOCAL     ] No optimal features file found for RNAC: ./output/feature-sets/RNAC.txt
[2025-12-01T20:45:53.078971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:53.079001] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:53.079026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:53.079080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:53.133271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:53.133912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:53.133989] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:53.134019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:53.247416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:53.247553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:53.247607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:53.247636] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:53.250890] [DEBUG] [FORECASTER] RNAC: Forecast T+1@11:T+2@11: UP (p=92.03%)
[2025-12-01T20:45:53.251153] [INFO ] [FORECASTER] Completed predict_future for RNAC
[2025-12-01T20:45:53.251272] [INFO ] [sig       ] RNAC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:53.387338] [INFO ] [LOCAL     ] Saved forecast: RNAC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RNAC.txt
[2025-12-01T20:45:53.387459] [INFO ] [sig       ] [2801/3634] Completed RNAC in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-01T20:45:53.387496] [INFO ] [sig       ] [2802/3634] Forecasting RNAZ...
[2025-12-01T20:45:53.387524] [INFO ] [sig       ] Generating forecast for: RNAZ
[2025-12-01T20:45:53.387551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNAZ' from 'https://tdm.silogroup.org/data/derivative_storage/RNAZ.csv'.
[2025-12-01T20:45:53.398978] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RNAZ'.
[2025-12-01T20:45:53.399309] [INFO ] [FORECASTER] Starting predict_future for RNAZ
[2025-12-01T20:45:53.400079] [DEBUG] [LOCAL     ] No optimal features file found for RNAZ: ./output/feature-sets/RNAZ.txt
[2025-12-01T20:45:53.400127] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:53.400193] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:53.400232] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:53.400287] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:53.454222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:53.454899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:53.454974] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:53.455005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:53.568269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:53.568449] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:53.568488] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:53.568514] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:53.571710] [DEBUG] [FORECASTER] RNAZ: Forecast T+1@11:T+2@11: DOWN (p=10.10%)
[2025-12-01T20:45:53.571977] [INFO ] [FORECASTER] Completed predict_future for RNAZ
[2025-12-01T20:45:53.572096] [INFO ] [sig       ] RNAZ: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:53.707406] [INFO ] [LOCAL     ] Saved forecast: RNAZ	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RNAZ.txt
[2025-12-01T20:45:53.707592] [INFO ] [sig       ] [2802/3634] Completed RNAZ in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-01T20:45:53.707640] [INFO ] [sig       ] [2803/3634] Forecasting RNG...
[2025-12-01T20:45:53.707670] [INFO ] [sig       ] Generating forecast for: RNG
[2025-12-01T20:45:53.707699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNG' from 'https://tdm.silogroup.org/data/derivative_storage/RNG.csv'.
[2025-12-01T20:45:53.719145] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RNG'.
[2025-12-01T20:45:53.719614] [INFO ] [FORECASTER] Starting predict_future for RNG
[2025-12-01T20:45:53.720588] [DEBUG] [LOCAL     ] No optimal features file found for RNG: ./output/feature-sets/RNG.txt
[2025-12-01T20:45:53.720641] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:53.720672] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:53.720705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:53.720772] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:53.778138] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:53.778902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:53.778998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:53.779031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:53.899339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:53.899487] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:53.899524] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:53.899551] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:53.902801] [DEBUG] [FORECASTER] RNG: Forecast T+1@11:T+2@11: DOWN (p=35.74%)
[2025-12-01T20:45:53.903063] [INFO ] [FORECASTER] Completed predict_future for RNG
[2025-12-01T20:45:53.903181] [INFO ] [sig       ] RNG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:54.042150] [INFO ] [LOCAL     ] Saved forecast: RNG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RNG.txt
[2025-12-01T20:45:54.042281] [INFO ] [sig       ] [2803/3634] Completed RNG in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-01T20:45:54.042318] [INFO ] [sig       ] [2804/3634] Forecasting RNP...
[2025-12-01T20:45:54.042346] [INFO ] [sig       ] Generating forecast for: RNP
[2025-12-01T20:45:54.042374] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RNP' from 'https://tdm.silogroup.org/data/derivative_storage/RNP.csv'.
[2025-12-01T20:45:54.053264] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RNP'.
[2025-12-01T20:45:54.053536] [INFO ] [FORECASTER] Starting predict_future for RNP
[2025-12-01T20:45:54.054304] [DEBUG] [LOCAL     ] No optimal features file found for RNP: ./output/feature-sets/RNP.txt
[2025-12-01T20:45:54.054365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:54.054397] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:54.054423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:54.054479] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:54.111185] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:54.112061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:54.112147] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:54.112180] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:54.228520] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:54.228687] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:54.228725] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:54.228753] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:54.232399] [DEBUG] [FORECASTER] RNP: Forecast T+1@11:T+2@11: DOWN (p=3.85%)
[2025-12-01T20:45:54.232684] [INFO ] [FORECASTER] Completed predict_future for RNP
[2025-12-01T20:45:54.232809] [INFO ] [sig       ] RNP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:54.373460] [INFO ] [LOCAL     ] Saved forecast: RNP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RNP.txt
[2025-12-01T20:45:54.373646] [INFO ] [sig       ] [2804/3634] Completed RNP in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-01T20:45:54.373688] [INFO ] [sig       ] [2805/3634] Forecasting ROAD...
[2025-12-01T20:45:54.373716] [INFO ] [sig       ] Generating forecast for: ROAD
[2025-12-01T20:45:54.373773] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROAD' from 'https://tdm.silogroup.org/data/derivative_storage/ROAD.csv'.
[2025-12-01T20:45:54.385000] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROAD'.
[2025-12-01T20:45:54.385293] [INFO ] [FORECASTER] Starting predict_future for ROAD
[2025-12-01T20:45:54.386040] [DEBUG] [LOCAL     ] No optimal features file found for ROAD: ./output/feature-sets/ROAD.txt
[2025-12-01T20:45:54.386088] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:54.386117] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:54.386141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:54.386194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:54.440525] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:54.441183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:54.441260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:54.441290] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:54.561280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:54.561423] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:54.561460] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:54.561520] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:54.564749] [DEBUG] [FORECASTER] ROAD: Forecast T+1@11:T+2@11: UP (p=53.94%)
[2025-12-01T20:45:54.565009] [INFO ] [FORECASTER] Completed predict_future for ROAD
[2025-12-01T20:45:54.565128] [INFO ] [sig       ] ROAD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:54.700729] [INFO ] [LOCAL     ] Saved forecast: ROAD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ROAD.txt
[2025-12-01T20:45:54.700857] [INFO ] [sig       ] [2805/3634] Completed ROAD in 0.3s | 2.99 sym/s | Total: 15.6m | ETA: 4.6m
[2025-12-01T20:45:54.700897] [INFO ] [sig       ] [2806/3634] Forecasting ROCK...
[2025-12-01T20:45:54.700925] [INFO ] [sig       ] Generating forecast for: ROCK
[2025-12-01T20:45:54.700960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROCK' from 'https://tdm.silogroup.org/data/derivative_storage/ROCK.csv'.
[2025-12-01T20:45:54.711803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROCK'.
[2025-12-01T20:45:54.712108] [INFO ] [FORECASTER] Starting predict_future for ROCK
[2025-12-01T20:45:54.712839] [DEBUG] [LOCAL     ] No optimal features file found for ROCK: ./output/feature-sets/ROCK.txt
[2025-12-01T20:45:54.712886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:54.712916] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:54.712942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:54.712996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:54.767325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:54.767931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:54.768005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:54.768035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:54.881603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:54.881748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:54.881783] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:54.881811] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:54.884986] [DEBUG] [FORECASTER] ROCK: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-01T20:45:54.885243] [INFO ] [FORECASTER] Completed predict_future for ROCK
[2025-12-01T20:45:54.885361] [INFO ] [sig       ] ROCK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:55.021240] [INFO ] [LOCAL     ] Saved forecast: ROCK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ROCK.txt
[2025-12-01T20:45:55.021358] [INFO ] [sig       ] [2806/3634] Completed ROCK in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-01T20:45:55.021392] [INFO ] [sig       ] [2807/3634] Forecasting ROE...
[2025-12-01T20:45:55.021421] [INFO ] [sig       ] Generating forecast for: ROE
[2025-12-01T20:45:55.021449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROE' from 'https://tdm.silogroup.org/data/derivative_storage/ROE.csv'.
[2025-12-01T20:45:55.032615] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ROE'.
[2025-12-01T20:45:55.032933] [INFO ] [FORECASTER] Starting predict_future for ROE
[2025-12-01T20:45:55.033679] [DEBUG] [LOCAL     ] No optimal features file found for ROE: ./output/feature-sets/ROE.txt
[2025-12-01T20:45:55.033727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:55.033757] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:55.033781] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:55.033835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:55.088416] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:55.089088] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:55.089164] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:55.089194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:55.199512] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:55.199675] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:55.199711] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:55.199740] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:55.203001] [DEBUG] [FORECASTER] ROE: Forecast T+1@11:T+2@11: DOWN (p=26.39%)
[2025-12-01T20:45:55.203260] [INFO ] [FORECASTER] Completed predict_future for ROE
[2025-12-01T20:45:55.203382] [INFO ] [sig       ] ROE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:55.340108] [INFO ] [LOCAL     ] Saved forecast: ROE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/ROE.txt
[2025-12-01T20:45:55.340248] [INFO ] [sig       ] [2807/3634] Completed ROE in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-01T20:45:55.340285] [INFO ] [sig       ] [2808/3634] Forecasting ROP...
[2025-12-01T20:45:55.340313] [INFO ] [sig       ] Generating forecast for: ROP
[2025-12-01T20:45:55.340342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ROP' from 'https://tdm.silogroup.org/data/derivative_storage/ROP.csv'.
[2025-12-01T20:45:55.352795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ROP'.
[2025-12-01T20:45:55.353271] [INFO ] [FORECASTER] Starting predict_future for ROP
[2025-12-01T20:45:55.354372] [DEBUG] [LOCAL     ] No optimal features file found for ROP: ./output/feature-sets/ROP.txt
[2025-12-01T20:45:55.354430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:55.354467] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:55.354497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:55.354569] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:55.424263] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:55.425149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:55.425234] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:55.425266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:55.543925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:55.544096] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:55.544134] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:55.544161] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:55.547419] [DEBUG] [FORECASTER] ROP: Forecast T+1@11:T+2@11: UP (p=99.05%)
[2025-12-01T20:45:55.547698] [INFO ] [FORECASTER] Completed predict_future for ROP
[2025-12-01T20:45:55.547822] [INFO ] [sig       ] ROP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:55.686830] [INFO ] [LOCAL     ] Saved forecast: ROP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ROP.txt
[2025-12-01T20:45:55.686959] [INFO ] [sig       ] [2808/3634] Completed ROP in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-01T20:45:55.686996] [INFO ] [sig       ] [2809/3634] Forecasting RPAY...
[2025-12-01T20:45:55.687025] [INFO ] [sig       ] Generating forecast for: RPAY
[2025-12-01T20:45:55.687053] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPAY' from 'https://tdm.silogroup.org/data/derivative_storage/RPAY.csv'.
[2025-12-01T20:45:55.697521] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPAY'.
[2025-12-01T20:45:55.697818] [INFO ] [FORECASTER] Starting predict_future for RPAY
[2025-12-01T20:45:55.698606] [DEBUG] [LOCAL     ] No optimal features file found for RPAY: ./output/feature-sets/RPAY.txt
[2025-12-01T20:45:55.698655] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:55.698686] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:55.698711] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:55.698765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:55.755968] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:55.756690] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:55.756768] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:55.756800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:55.875177] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:55.875326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:55.875363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:55.875390] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:55.878670] [DEBUG] [FORECASTER] RPAY: Forecast T+1@11:T+2@11: UP (p=65.99%)
[2025-12-01T20:45:55.878930] [INFO ] [FORECASTER] Completed predict_future for RPAY
[2025-12-01T20:45:55.879052] [INFO ] [sig       ] RPAY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:56.021933] [INFO ] [LOCAL     ] Saved forecast: RPAY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RPAY.txt
[2025-12-01T20:45:56.022077] [INFO ] [sig       ] [2809/3634] Completed RPAY in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-01T20:45:56.022116] [INFO ] [sig       ] [2810/3634] Forecasting RPD...
[2025-12-01T20:45:56.022144] [INFO ] [sig       ] Generating forecast for: RPD
[2025-12-01T20:45:56.022172] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPD' from 'https://tdm.silogroup.org/data/derivative_storage/RPD.csv'.
[2025-12-01T20:45:56.032370] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPD'.
[2025-12-01T20:45:56.032655] [INFO ] [FORECASTER] Starting predict_future for RPD
[2025-12-01T20:45:56.033372] [DEBUG] [LOCAL     ] No optimal features file found for RPD: ./output/feature-sets/RPD.txt
[2025-12-01T20:45:56.033422] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:56.033452] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:56.033478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:56.033532] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:56.088749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:56.089411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:56.089488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:56.089519] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:56.209029] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:56.209179] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:56.209216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:56.209244] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:56.212508] [DEBUG] [FORECASTER] RPD: Forecast T+1@11:T+2@11: DOWN (p=4.09%)
[2025-12-01T20:45:56.212781] [INFO ] [FORECASTER] Completed predict_future for RPD
[2025-12-01T20:45:56.212897] [INFO ] [sig       ] RPD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:56.353679] [INFO ] [LOCAL     ] Saved forecast: RPD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RPD.txt
[2025-12-01T20:45:56.353807] [INFO ] [sig       ] [2810/3634] Completed RPD in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-01T20:45:56.353844] [INFO ] [sig       ] [2811/3634] Forecasting RPID...
[2025-12-01T20:45:56.353873] [INFO ] [sig       ] Generating forecast for: RPID
[2025-12-01T20:45:56.353906] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPID' from 'https://tdm.silogroup.org/data/derivative_storage/RPID.csv'.
[2025-12-01T20:45:56.365009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPID'.
[2025-12-01T20:45:56.365323] [INFO ] [FORECASTER] Starting predict_future for RPID
[2025-12-01T20:45:56.366092] [DEBUG] [LOCAL     ] No optimal features file found for RPID: ./output/feature-sets/RPID.txt
[2025-12-01T20:45:56.366142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:56.366178] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:56.366204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:56.366260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:56.424981] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:56.425684] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:56.425759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:56.425792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:56.544817] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:56.544970] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:56.545014] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:56.545046] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:56.548309] [DEBUG] [FORECASTER] RPID: Forecast T+1@11:T+2@11: UP (p=57.81%)
[2025-12-01T20:45:56.548614] [INFO ] [FORECASTER] Completed predict_future for RPID
[2025-12-01T20:45:56.548743] [INFO ] [sig       ] RPID: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:56.685139] [INFO ] [LOCAL     ] Saved forecast: RPID	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RPID.txt
[2025-12-01T20:45:56.685274] [INFO ] [sig       ] [2811/3634] Completed RPID in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-01T20:45:56.685311] [INFO ] [sig       ] [2812/3634] Forecasting RPRX...
[2025-12-01T20:45:56.685339] [INFO ] [sig       ] Generating forecast for: RPRX
[2025-12-01T20:45:56.685368] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPRX' from 'https://tdm.silogroup.org/data/derivative_storage/RPRX.csv'.
[2025-12-01T20:45:56.696463] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RPRX'.
[2025-12-01T20:45:56.696796] [INFO ] [FORECASTER] Starting predict_future for RPRX
[2025-12-01T20:45:56.697515] [DEBUG] [LOCAL     ] No optimal features file found for RPRX: ./output/feature-sets/RPRX.txt
[2025-12-01T20:45:56.697563] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:56.697614] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:56.697640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:56.697694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:56.751868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:56.752507] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:56.752630] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:56.752663] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:56.873792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:56.873946] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:56.873991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:56.874024] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:56.877263] [DEBUG] [FORECASTER] RPRX: Forecast T+1@11:T+2@11: UP (p=54.71%)
[2025-12-01T20:45:56.877518] [INFO ] [FORECASTER] Completed predict_future for RPRX
[2025-12-01T20:45:56.877655] [INFO ] [sig       ] RPRX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:57.014501] [INFO ] [LOCAL     ] Saved forecast: RPRX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RPRX.txt
[2025-12-01T20:45:57.014642] [INFO ] [sig       ] [2812/3634] Completed RPRX in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-01T20:45:57.014680] [INFO ] [sig       ] [2813/3634] Forecasting RPTX...
[2025-12-01T20:45:57.014710] [INFO ] [sig       ] Generating forecast for: RPTX
[2025-12-01T20:45:57.014738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RPTX' from 'https://tdm.silogroup.org/data/derivative_storage/RPTX.csv'.
[2025-12-01T20:45:57.025979] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RPTX'.
[2025-12-01T20:45:57.026250] [INFO ] [FORECASTER] Starting predict_future for RPTX
[2025-12-01T20:45:57.027014] [DEBUG] [LOCAL     ] No optimal features file found for RPTX: ./output/feature-sets/RPTX.txt
[2025-12-01T20:45:57.027074] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:57.027108] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:57.027134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:57.027188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:57.081953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:57.082544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:57.082637] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:57.082669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:57.197655] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:57.197792] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:57.197828] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:57.197855] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:57.201095] [DEBUG] [FORECASTER] RPTX: Forecast T+1@11:T+2@11: UP (p=66.07%)
[2025-12-01T20:45:57.201353] [INFO ] [FORECASTER] Completed predict_future for RPTX
[2025-12-01T20:45:57.201470] [INFO ] [sig       ] RPTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:45:57.338494] [INFO ] [LOCAL     ] Saved forecast: RPTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RPTX.txt
[2025-12-01T20:45:57.338638] [INFO ] [sig       ] [2813/3634] Completed RPTX in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-01T20:45:57.338675] [INFO ] [sig       ] [2814/3634] Forecasting RQI...
[2025-12-01T20:45:57.338702] [INFO ] [sig       ] Generating forecast for: RQI
[2025-12-01T20:45:57.338730] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RQI' from 'https://tdm.silogroup.org/data/derivative_storage/RQI.csv'.
[2025-12-01T20:45:57.349866] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RQI'.
[2025-12-01T20:45:57.350166] [INFO ] [FORECASTER] Starting predict_future for RQI
[2025-12-01T20:45:57.350907] [DEBUG] [LOCAL     ] No optimal features file found for RQI: ./output/feature-sets/RQI.txt
[2025-12-01T20:45:57.350955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:57.350989] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:57.351014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:57.351068] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:57.405547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:57.406135] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:57.406210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:57.406239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:57.527019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:57.527160] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:45:57.527196] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:57.527222] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:57.530507] [DEBUG] [FORECASTER] RQI: Forecast T+1@11:T+2@11: DOWN (p=9.34%)
[2025-12-01T20:45:57.530778] [INFO ] [FORECASTER] Completed predict_future for RQI
[2025-12-01T20:45:57.530896] [INFO ] [sig       ] RQI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:45:57.667301] [INFO ] [LOCAL     ] Saved forecast: RQI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RQI.txt
[2025-12-01T20:45:57.667409] [INFO ] [sig       ] [2814/3634] Completed RQI in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-01T20:45:57.667445] [INFO ] [sig       ] [2815/3634] Forecasting RRBI...
[2025-12-01T20:45:57.667472] [INFO ] [sig       ] Generating forecast for: RRBI
[2025-12-01T20:45:57.667500] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRBI' from 'https://tdm.silogroup.org/data/derivative_storage/RRBI.csv'.
[2025-12-01T20:45:57.678201] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRBI'.
[2025-12-01T20:45:57.678514] [INFO ] [FORECASTER] Starting predict_future for RRBI
[2025-12-01T20:45:57.679246] [DEBUG] [LOCAL     ] No optimal features file found for RRBI: ./output/feature-sets/RRBI.txt
[2025-12-01T20:45:57.679306] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:57.679337] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:57.679362] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:57.679415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:57.734359] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:57.734947] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:57.735020] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:57.735050] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:57.834150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:57.834247] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:57.834280] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:57.834306] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:57.837393] [DEBUG] [FORECASTER] RRBI: Forecast T+1@11:T+2@11: UP (p=56.09%)
[2025-12-01T20:45:57.837660] [INFO ] [FORECASTER] Completed predict_future for RRBI
[2025-12-01T20:45:57.837775] [INFO ] [sig       ] RRBI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:57.974966] [INFO ] [LOCAL     ] Saved forecast: RRBI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RRBI.txt
[2025-12-01T20:45:57.975095] [INFO ] [sig       ] [2815/3634] Completed RRBI in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-01T20:45:57.975130] [INFO ] [sig       ] [2816/3634] Forecasting RRC...
[2025-12-01T20:45:57.975158] [INFO ] [sig       ] Generating forecast for: RRC
[2025-12-01T20:45:57.975186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRC' from 'https://tdm.silogroup.org/data/derivative_storage/RRC.csv'.
[2025-12-01T20:45:57.985759] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRC'.
[2025-12-01T20:45:57.986014] [INFO ] [FORECASTER] Starting predict_future for RRC
[2025-12-01T20:45:57.986740] [DEBUG] [LOCAL     ] No optimal features file found for RRC: ./output/feature-sets/RRC.txt
[2025-12-01T20:45:57.986789] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:57.986819] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:57.986844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:57.986898] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:58.041455] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:58.042064] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:58.042138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:58.042169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:58.159187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:58.159286] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:58.159318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:58.159345] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:58.162345] [DEBUG] [FORECASTER] RRC: Forecast T+1@11:T+2@11: DOWN (p=30.96%)
[2025-12-01T20:45:58.162610] [INFO ] [FORECASTER] Completed predict_future for RRC
[2025-12-01T20:45:58.162726] [INFO ] [sig       ] RRC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:58.298940] [INFO ] [LOCAL     ] Saved forecast: RRC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RRC.txt
[2025-12-01T20:45:58.299045] [INFO ] [sig       ] [2816/3634] Completed RRC in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-01T20:45:58.299080] [INFO ] [sig       ] [2817/3634] Forecasting RRGB...
[2025-12-01T20:45:58.299107] [INFO ] [sig       ] Generating forecast for: RRGB
[2025-12-01T20:45:58.299134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRGB' from 'https://tdm.silogroup.org/data/derivative_storage/RRGB.csv'.
[2025-12-01T20:45:58.309675] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRGB'.
[2025-12-01T20:45:58.309959] [INFO ] [FORECASTER] Starting predict_future for RRGB
[2025-12-01T20:45:58.310708] [DEBUG] [LOCAL     ] No optimal features file found for RRGB: ./output/feature-sets/RRGB.txt
[2025-12-01T20:45:58.310757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:58.310786] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:58.310812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:58.310865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:58.366343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:58.366930] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:58.367004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:58.367034] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:58.486411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:58.486520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:58.486553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:58.486596] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:58.489646] [DEBUG] [FORECASTER] RRGB: Forecast T+1@11:T+2@11: UP (p=53.42%)
[2025-12-01T20:45:58.489897] [INFO ] [FORECASTER] Completed predict_future for RRGB
[2025-12-01T20:45:58.490013] [INFO ] [sig       ] RRGB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:58.626997] [INFO ] [LOCAL     ] Saved forecast: RRGB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RRGB.txt
[2025-12-01T20:45:58.627104] [INFO ] [sig       ] [2817/3634] Completed RRGB in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-01T20:45:58.627139] [INFO ] [sig       ] [2818/3634] Forecasting RRX...
[2025-12-01T20:45:58.627167] [INFO ] [sig       ] Generating forecast for: RRX
[2025-12-01T20:45:58.627195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RRX' from 'https://tdm.silogroup.org/data/derivative_storage/RRX.csv'.
[2025-12-01T20:45:58.638679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RRX'.
[2025-12-01T20:45:58.638935] [INFO ] [FORECASTER] Starting predict_future for RRX
[2025-12-01T20:45:58.639700] [DEBUG] [LOCAL     ] No optimal features file found for RRX: ./output/feature-sets/RRX.txt
[2025-12-01T20:45:58.639748] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:58.639779] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:58.639812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:58.639866] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:58.695490] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:58.696075] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:58.696149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:58.696179] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:58.812064] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:58.812168] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:58.812202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:58.812229] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:58.815287] [DEBUG] [FORECASTER] RRX: Forecast T+1@11:T+2@11: UP (p=82.51%)
[2025-12-01T20:45:58.815535] [INFO ] [FORECASTER] Completed predict_future for RRX
[2025-12-01T20:45:58.815669] [INFO ] [sig       ] RRX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:58.951500] [INFO ] [LOCAL     ] Saved forecast: RRX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RRX.txt
[2025-12-01T20:45:58.951621] [INFO ] [sig       ] [2818/3634] Completed RRX in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.6m
[2025-12-01T20:45:58.951664] [INFO ] [sig       ] [2819/3634] Forecasting RS...
[2025-12-01T20:45:58.951693] [INFO ] [sig       ] Generating forecast for: RS
[2025-12-01T20:45:58.951720] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RS' from 'https://tdm.silogroup.org/data/derivative_storage/RS.csv'.
[2025-12-01T20:45:58.962567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RS'.
[2025-12-01T20:45:58.962845] [INFO ] [FORECASTER] Starting predict_future for RS
[2025-12-01T20:45:58.963550] [DEBUG] [LOCAL     ] No optimal features file found for RS: ./output/feature-sets/RS.txt
[2025-12-01T20:45:58.963616] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:58.963674] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:58.963701] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:58.963756] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:59.018347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:59.018972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:59.019050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:59.019081] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:59.138635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:59.138741] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:59.138778] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:59.138806] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:59.142004] [DEBUG] [FORECASTER] RS: Forecast T+1@11:T+2@11: DOWN (p=24.71%)
[2025-12-01T20:45:59.142259] [INFO ] [FORECASTER] Completed predict_future for RS
[2025-12-01T20:45:59.142375] [INFO ] [sig       ] RS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:59.279940] [INFO ] [LOCAL     ] Saved forecast: RS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RS.txt
[2025-12-01T20:45:59.280050] [INFO ] [sig       ] [2819/3634] Completed RS in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-01T20:45:59.280085] [INFO ] [sig       ] [2820/3634] Forecasting RSG...
[2025-12-01T20:45:59.280113] [INFO ] [sig       ] Generating forecast for: RSG
[2025-12-01T20:45:59.280139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSG' from 'https://tdm.silogroup.org/data/derivative_storage/RSG.csv'.
[2025-12-01T20:45:59.290891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSG'.
[2025-12-01T20:45:59.291153] [INFO ] [FORECASTER] Starting predict_future for RSG
[2025-12-01T20:45:59.291892] [DEBUG] [LOCAL     ] No optimal features file found for RSG: ./output/feature-sets/RSG.txt
[2025-12-01T20:45:59.291941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:59.291971] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:59.291996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:59.292049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:59.346906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:59.347460] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:59.347534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:59.347564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:59.466156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:59.466253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:59.466286] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:59.466313] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:59.469401] [DEBUG] [FORECASTER] RSG: Forecast T+1@11:T+2@11: UP (p=94.93%)
[2025-12-01T20:45:59.469669] [INFO ] [FORECASTER] Completed predict_future for RSG
[2025-12-01T20:45:59.469803] [INFO ] [sig       ] RSG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:45:59.607020] [INFO ] [LOCAL     ] Saved forecast: RSG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RSG.txt
[2025-12-01T20:45:59.607318] [INFO ] [sig       ] [2820/3634] Completed RSG in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-01T20:45:59.607354] [INFO ] [sig       ] [2821/3634] Forecasting RSI...
[2025-12-01T20:45:59.607382] [INFO ] [sig       ] Generating forecast for: RSI
[2025-12-01T20:45:59.607410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSI' from 'https://tdm.silogroup.org/data/derivative_storage/RSI.csv'.
[2025-12-01T20:45:59.618493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSI'.
[2025-12-01T20:45:59.618772] [INFO ] [FORECASTER] Starting predict_future for RSI
[2025-12-01T20:45:59.619487] [DEBUG] [LOCAL     ] No optimal features file found for RSI: ./output/feature-sets/RSI.txt
[2025-12-01T20:45:59.619536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:59.619567] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:59.619611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:59.619665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:45:59.675529] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:45:59.676127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:45:59.676203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:45:59.676234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:45:59.797385] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:45:59.797498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:45:59.797533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:45:59.797560] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:45:59.800764] [DEBUG] [FORECASTER] RSI: Forecast T+1@11:T+2@11: DOWN (p=41.02%)
[2025-12-01T20:45:59.801025] [INFO ] [FORECASTER] Completed predict_future for RSI
[2025-12-01T20:45:59.801145] [INFO ] [sig       ] RSI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:45:59.939505] [INFO ] [LOCAL     ] Saved forecast: RSI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RSI.txt
[2025-12-01T20:45:59.939627] [INFO ] [sig       ] [2821/3634] Completed RSI in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-01T20:45:59.939664] [INFO ] [sig       ] [2822/3634] Forecasting RSKD...
[2025-12-01T20:45:59.939692] [INFO ] [sig       ] Generating forecast for: RSKD
[2025-12-01T20:45:59.939719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSKD' from 'https://tdm.silogroup.org/data/derivative_storage/RSKD.csv'.
[2025-12-01T20:45:59.950362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSKD'.
[2025-12-01T20:45:59.950635] [INFO ] [FORECASTER] Starting predict_future for RSKD
[2025-12-01T20:45:59.951349] [DEBUG] [LOCAL     ] No optimal features file found for RSKD: ./output/feature-sets/RSKD.txt
[2025-12-01T20:45:59.951397] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:45:59.951427] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:45:59.951452] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:45:59.951506] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:00.006546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:00.007131] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:00.007207] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:00.007238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:00.119256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:00.119358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:00.119406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:00.119460] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:00.122562] [DEBUG] [FORECASTER] RSKD: Forecast T+1@11:T+2@11: DOWN (p=3.08%)
[2025-12-01T20:46:00.122837] [INFO ] [FORECASTER] Completed predict_future for RSKD
[2025-12-01T20:46:00.122954] [INFO ] [sig       ] RSKD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:00.259424] [INFO ] [LOCAL     ] Saved forecast: RSKD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RSKD.txt
[2025-12-01T20:46:00.259530] [INFO ] [sig       ] [2822/3634] Completed RSKD in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-01T20:46:00.259565] [INFO ] [sig       ] [2823/3634] Forecasting RSSS...
[2025-12-01T20:46:00.259612] [INFO ] [sig       ] Generating forecast for: RSSS
[2025-12-01T20:46:00.259640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RSSS' from 'https://tdm.silogroup.org/data/derivative_storage/RSSS.csv'.
[2025-12-01T20:46:00.270878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RSSS'.
[2025-12-01T20:46:00.271188] [INFO ] [FORECASTER] Starting predict_future for RSSS
[2025-12-01T20:46:00.271933] [DEBUG] [LOCAL     ] No optimal features file found for RSSS: ./output/feature-sets/RSSS.txt
[2025-12-01T20:46:00.271982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:00.272011] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:00.272036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:00.272090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:00.328054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:00.328672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:00.328744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:00.328774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:00.442962] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:00.443084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:00.443117] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:00.443143] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:00.446251] [DEBUG] [FORECASTER] RSSS: Forecast T+1@11:T+2@11: UP (p=86.30%)
[2025-12-01T20:46:00.446504] [INFO ] [FORECASTER] Completed predict_future for RSSS
[2025-12-01T20:46:00.446639] [INFO ] [sig       ] RSSS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:00.584810] [INFO ] [LOCAL     ] Saved forecast: RSSS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RSSS.txt
[2025-12-01T20:46:00.584947] [INFO ] [sig       ] [2823/3634] Completed RSSS in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-01T20:46:00.584984] [INFO ] [sig       ] [2824/3634] Forecasting RTO...
[2025-12-01T20:46:00.585012] [INFO ] [sig       ] Generating forecast for: RTO
[2025-12-01T20:46:00.585040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RTO' from 'https://tdm.silogroup.org/data/derivative_storage/RTO.csv'.
[2025-12-01T20:46:00.596109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RTO'.
[2025-12-01T20:46:00.596412] [INFO ] [FORECASTER] Starting predict_future for RTO
[2025-12-01T20:46:00.597152] [DEBUG] [LOCAL     ] No optimal features file found for RTO: ./output/feature-sets/RTO.txt
[2025-12-01T20:46:00.597201] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:00.597231] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:00.597256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:00.597310] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:00.652792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:00.653534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:00.653644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:00.653676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:00.772234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:00.772342] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:00.772381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:00.772409] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:00.775620] [DEBUG] [FORECASTER] RTO: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-01T20:46:00.775879] [INFO ] [FORECASTER] Completed predict_future for RTO
[2025-12-01T20:46:00.775999] [INFO ] [sig       ] RTO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:00.917111] [INFO ] [LOCAL     ] Saved forecast: RTO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RTO.txt
[2025-12-01T20:46:00.917265] [INFO ] [sig       ] [2824/3634] Completed RTO in 0.3s | 2.99 sym/s | Total: 15.7m | ETA: 4.5m
[2025-12-01T20:46:00.917302] [INFO ] [sig       ] [2825/3634] Forecasting RUM...
[2025-12-01T20:46:00.917330] [INFO ] [sig       ] Generating forecast for: RUM
[2025-12-01T20:46:00.917359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUM' from 'https://tdm.silogroup.org/data/derivative_storage/RUM.csv'.
[2025-12-01T20:46:00.928745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUM'.
[2025-12-01T20:46:00.929106] [INFO ] [FORECASTER] Starting predict_future for RUM
[2025-12-01T20:46:00.929898] [DEBUG] [LOCAL     ] No optimal features file found for RUM: ./output/feature-sets/RUM.txt
[2025-12-01T20:46:00.929948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:00.929977] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:00.930001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:00.930055] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:00.987041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:00.987855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:00.987940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:00.987972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:01.110398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:01.110509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:01.110547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:01.110595] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:01.113938] [DEBUG] [FORECASTER] RUM: Forecast T+1@11:T+2@11: UP (p=61.96%)
[2025-12-01T20:46:01.114214] [INFO ] [FORECASTER] Completed predict_future for RUM
[2025-12-01T20:46:01.114341] [INFO ] [sig       ] RUM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:01.255018] [INFO ] [LOCAL     ] Saved forecast: RUM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RUM.txt
[2025-12-01T20:46:01.255175] [INFO ] [sig       ] [2825/3634] Completed RUM in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-01T20:46:01.255212] [INFO ] [sig       ] [2826/3634] Forecasting RUN...
[2025-12-01T20:46:01.255240] [INFO ] [sig       ] Generating forecast for: RUN
[2025-12-01T20:46:01.255268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUN' from 'https://tdm.silogroup.org/data/derivative_storage/RUN.csv'.
[2025-12-01T20:46:01.265956] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUN'.
[2025-12-01T20:46:01.266208] [INFO ] [FORECASTER] Starting predict_future for RUN
[2025-12-01T20:46:01.267122] [DEBUG] [LOCAL     ] No optimal features file found for RUN: ./output/feature-sets/RUN.txt
[2025-12-01T20:46:01.267171] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:01.267391] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:01.267417] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:01.267470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:01.321882] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:01.322449] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:01.322523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:01.322553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:01.439479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:01.439589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:01.439625] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:01.439652] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:01.442651] [DEBUG] [FORECASTER] RUN: Forecast T+1@11:T+2@11: DOWN (p=4.46%)
[2025-12-01T20:46:01.442899] [INFO ] [FORECASTER] Completed predict_future for RUN
[2025-12-01T20:46:01.443013] [INFO ] [sig       ] RUN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:01.579952] [INFO ] [LOCAL     ] Saved forecast: RUN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RUN.txt
[2025-12-01T20:46:01.580059] [INFO ] [sig       ] [2826/3634] Completed RUN in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-01T20:46:01.580093] [INFO ] [sig       ] [2827/3634] Forecasting RUNN...
[2025-12-01T20:46:01.580120] [INFO ] [sig       ] Generating forecast for: RUNN
[2025-12-01T20:46:01.580147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUNN' from 'https://tdm.silogroup.org/data/derivative_storage/RUNN.csv'.
[2025-12-01T20:46:01.592853] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RUNN'.
[2025-12-01T20:46:01.593144] [INFO ] [FORECASTER] Starting predict_future for RUNN
[2025-12-01T20:46:01.593898] [DEBUG] [LOCAL     ] No optimal features file found for RUNN: ./output/feature-sets/RUNN.txt
[2025-12-01T20:46:01.593947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:01.593976] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:01.594000] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:01.594053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:01.649231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:01.649814] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:01.649888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:01.649917] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:01.767090] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:01.767415] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:01.767450] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:01.767477] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:01.771023] [DEBUG] [FORECASTER] RUNN: Forecast T+1@11:T+2@11: UP (p=71.28%)
[2025-12-01T20:46:01.771285] [INFO ] [FORECASTER] Completed predict_future for RUNN
[2025-12-01T20:46:01.771401] [INFO ] [sig       ] RUNN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:46:01.907782] [INFO ] [LOCAL     ] Saved forecast: RUNN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/RUNN.txt
[2025-12-01T20:46:01.907890] [INFO ] [sig       ] [2827/3634] Completed RUNN in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-01T20:46:01.907925] [INFO ] [sig       ] [2828/3634] Forecasting RUSHA...
[2025-12-01T20:46:01.907952] [INFO ] [sig       ] Generating forecast for: RUSHA
[2025-12-01T20:46:01.907979] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHA' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHA.csv'.
[2025-12-01T20:46:01.918651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHA'.
[2025-12-01T20:46:01.918916] [INFO ] [FORECASTER] Starting predict_future for RUSHA
[2025-12-01T20:46:01.919654] [DEBUG] [LOCAL     ] No optimal features file found for RUSHA: ./output/feature-sets/RUSHA.txt
[2025-12-01T20:46:01.919702] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:01.919730] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:01.919755] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:01.919808] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:01.975106] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:01.975699] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:01.975773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:01.975805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:02.092891] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:02.092985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:02.093020] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:02.093047] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:02.096229] [DEBUG] [FORECASTER] RUSHA: Forecast T+1@11:T+2@11: DOWN (p=9.03%)
[2025-12-01T20:46:02.096485] [INFO ] [FORECASTER] Completed predict_future for RUSHA
[2025-12-01T20:46:02.096622] [INFO ] [sig       ] RUSHA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:02.231662] [INFO ] [LOCAL     ] Saved forecast: RUSHA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RUSHA.txt
[2025-12-01T20:46:02.231766] [INFO ] [sig       ] [2828/3634] Completed RUSHA in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-01T20:46:02.231801] [INFO ] [sig       ] [2829/3634] Forecasting RUSHB...
[2025-12-01T20:46:02.231828] [INFO ] [sig       ] Generating forecast for: RUSHB
[2025-12-01T20:46:02.231856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RUSHB' from 'https://tdm.silogroup.org/data/derivative_storage/RUSHB.csv'.
[2025-12-01T20:46:02.242509] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RUSHB'.
[2025-12-01T20:46:02.242802] [INFO ] [FORECASTER] Starting predict_future for RUSHB
[2025-12-01T20:46:02.243507] [DEBUG] [LOCAL     ] No optimal features file found for RUSHB: ./output/feature-sets/RUSHB.txt
[2025-12-01T20:46:02.243556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:02.243612] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:02.243640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:02.243695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:02.298150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:02.298770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:02.298869] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:02.298900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:02.412613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:02.412765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:02.412802] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:02.412830] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:02.416110] [DEBUG] [FORECASTER] RUSHB: Forecast T+1@11:T+2@11: UP (p=91.69%)
[2025-12-01T20:46:02.416386] [INFO ] [FORECASTER] Completed predict_future for RUSHB
[2025-12-01T20:46:02.416510] [INFO ] [sig       ] RUSHB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:02.553616] [INFO ] [LOCAL     ] Saved forecast: RUSHB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RUSHB.txt
[2025-12-01T20:46:02.553755] [INFO ] [sig       ] [2829/3634] Completed RUSHB in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-01T20:46:02.553792] [INFO ] [sig       ] [2830/3634] Forecasting RVMD...
[2025-12-01T20:46:02.553830] [INFO ] [sig       ] Generating forecast for: RVMD
[2025-12-01T20:46:02.553860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVMD' from 'https://tdm.silogroup.org/data/derivative_storage/RVMD.csv'.
[2025-12-01T20:46:02.564751] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVMD'.
[2025-12-01T20:46:02.565133] [INFO ] [FORECASTER] Starting predict_future for RVMD
[2025-12-01T20:46:02.565894] [DEBUG] [LOCAL     ] No optimal features file found for RVMD: ./output/feature-sets/RVMD.txt
[2025-12-01T20:46:02.565942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:02.565971] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:02.565996] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:02.566050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:02.620464] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:02.621215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:02.621293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:02.621325] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:02.745208] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:02.745363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:02.745401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:02.745428] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:02.748886] [DEBUG] [FORECASTER] RVMD: Forecast T+1@11:T+2@11: UP (p=68.37%)
[2025-12-01T20:46:02.749195] [INFO ] [FORECASTER] Completed predict_future for RVMD
[2025-12-01T20:46:02.749325] [INFO ] [sig       ] RVMD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:02.891935] [INFO ] [LOCAL     ] Saved forecast: RVMD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RVMD.txt
[2025-12-01T20:46:02.892090] [INFO ] [sig       ] [2830/3634] Completed RVMD in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-01T20:46:02.892128] [INFO ] [sig       ] [2831/3634] Forecasting RVSB...
[2025-12-01T20:46:02.892156] [INFO ] [sig       ] Generating forecast for: RVSB
[2025-12-01T20:46:02.892184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVSB' from 'https://tdm.silogroup.org/data/derivative_storage/RVSB.csv'.
[2025-12-01T20:46:02.903635] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVSB'.
[2025-12-01T20:46:02.903974] [INFO ] [FORECASTER] Starting predict_future for RVSB
[2025-12-01T20:46:02.904744] [DEBUG] [LOCAL     ] No optimal features file found for RVSB: ./output/feature-sets/RVSB.txt
[2025-12-01T20:46:02.904794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:02.904824] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:02.904848] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:02.904901] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:02.958803] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:02.959426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:02.959503] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:02.959535] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:03.072952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:03.073077] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:03.073112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:03.073139] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:03.076253] [DEBUG] [FORECASTER] RVSB: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-12-01T20:46:03.076509] [INFO ] [FORECASTER] Completed predict_future for RVSB
[2025-12-01T20:46:03.076643] [INFO ] [sig       ] RVSB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:03.212418] [INFO ] [LOCAL     ] Saved forecast: RVSB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RVSB.txt
[2025-12-01T20:46:03.212529] [INFO ] [sig       ] [2831/3634] Completed RVSB in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-01T20:46:03.212564] [INFO ] [sig       ] [2832/3634] Forecasting RVTY...
[2025-12-01T20:46:03.212611] [INFO ] [sig       ] Generating forecast for: RVTY
[2025-12-01T20:46:03.212640] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RVTY' from 'https://tdm.silogroup.org/data/derivative_storage/RVTY.csv'.
[2025-12-01T20:46:03.223827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RVTY'.
[2025-12-01T20:46:03.224101] [INFO ] [FORECASTER] Starting predict_future for RVTY
[2025-12-01T20:46:03.224848] [DEBUG] [LOCAL     ] No optimal features file found for RVTY: ./output/feature-sets/RVTY.txt
[2025-12-01T20:46:03.224900] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:03.224930] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:03.224956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:03.225010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:03.280644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:03.281253] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:03.281346] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:03.281379] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:03.399803] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:03.399940] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:03.399975] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:03.400003] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:03.403254] [DEBUG] [FORECASTER] RVTY: Forecast T+1@11:T+2@11: DOWN (p=11.18%)
[2025-12-01T20:46:03.403513] [INFO ] [FORECASTER] Completed predict_future for RVTY
[2025-12-01T20:46:03.403659] [INFO ] [sig       ] RVTY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:03.539285] [INFO ] [LOCAL     ] Saved forecast: RVTY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RVTY.txt
[2025-12-01T20:46:03.539425] [INFO ] [sig       ] [2832/3634] Completed RVTY in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-01T20:46:03.539461] [INFO ] [sig       ] [2833/3634] Forecasting RWAY...
[2025-12-01T20:46:03.539489] [INFO ] [sig       ] Generating forecast for: RWAY
[2025-12-01T20:46:03.539517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RWAY' from 'https://tdm.silogroup.org/data/derivative_storage/RWAY.csv'.
[2025-12-01T20:46:03.551056] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RWAY'.
[2025-12-01T20:46:03.551402] [INFO ] [FORECASTER] Starting predict_future for RWAY
[2025-12-01T20:46:03.552231] [DEBUG] [LOCAL     ] No optimal features file found for RWAY: ./output/feature-sets/RWAY.txt
[2025-12-01T20:46:03.552283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:03.552314] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:03.552338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:03.552393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:03.608748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:03.609668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:03.609750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:03.609783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:03.734315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:03.734475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:03.734514] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:03.734560] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:03.737947] [DEBUG] [FORECASTER] RWAY: Forecast T+1@11:T+2@11: UP (p=71.03%)
[2025-12-01T20:46:03.738220] [INFO ] [FORECASTER] Completed predict_future for RWAY
[2025-12-01T20:46:03.738363] [INFO ] [sig       ] RWAY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:03.876689] [INFO ] [LOCAL     ] Saved forecast: RWAY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RWAY.txt
[2025-12-01T20:46:03.876825] [INFO ] [sig       ] [2833/3634] Completed RWAY in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-01T20:46:03.876862] [INFO ] [sig       ] [2834/3634] Forecasting RXO...
[2025-12-01T20:46:03.876890] [INFO ] [sig       ] Generating forecast for: RXO
[2025-12-01T20:46:03.876919] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXO' from 'https://tdm.silogroup.org/data/derivative_storage/RXO.csv'.
[2025-12-01T20:46:03.888259] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXO'.
[2025-12-01T20:46:03.888769] [INFO ] [FORECASTER] Starting predict_future for RXO
[2025-12-01T20:46:03.889545] [DEBUG] [LOCAL     ] No optimal features file found for RXO: ./output/feature-sets/RXO.txt
[2025-12-01T20:46:03.889614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:03.889645] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:03.889671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:03.889725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:03.946558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:03.947471] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:03.947559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:03.947610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:04.066582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:04.066723] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:04.066761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:04.066787] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:04.070066] [DEBUG] [FORECASTER] RXO: Forecast T+1@11:T+2@11: UP (p=51.13%)
[2025-12-01T20:46:04.070334] [INFO ] [FORECASTER] Completed predict_future for RXO
[2025-12-01T20:46:04.070456] [INFO ] [sig       ] RXO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:04.210211] [INFO ] [LOCAL     ] Saved forecast: RXO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RXO.txt
[2025-12-01T20:46:04.210514] [INFO ] [sig       ] [2834/3634] Completed RXO in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-01T20:46:04.210549] [INFO ] [sig       ] [2835/3634] Forecasting RXRX...
[2025-12-01T20:46:04.210594] [INFO ] [sig       ] Generating forecast for: RXRX
[2025-12-01T20:46:04.210624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RXRX' from 'https://tdm.silogroup.org/data/derivative_storage/RXRX.csv'.
[2025-12-01T20:46:04.222342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RXRX'.
[2025-12-01T20:46:04.222631] [INFO ] [FORECASTER] Starting predict_future for RXRX
[2025-12-01T20:46:04.223365] [DEBUG] [LOCAL     ] No optimal features file found for RXRX: ./output/feature-sets/RXRX.txt
[2025-12-01T20:46:04.223415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:04.223446] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:04.223472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:04.223527] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:04.279951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:04.280613] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:04.280689] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:04.280734] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:04.398374] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:04.398503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:04.398539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:04.398582] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:04.401812] [DEBUG] [FORECASTER] RXRX: Forecast T+1@11:T+2@11: UP (p=70.35%)
[2025-12-01T20:46:04.402067] [INFO ] [FORECASTER] Completed predict_future for RXRX
[2025-12-01T20:46:04.402185] [INFO ] [sig       ] RXRX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:04.540092] [INFO ] [LOCAL     ] Saved forecast: RXRX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RXRX.txt
[2025-12-01T20:46:04.540234] [INFO ] [sig       ] [2835/3634] Completed RXRX in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-01T20:46:04.540274] [INFO ] [sig       ] [2836/3634] Forecasting RY...
[2025-12-01T20:46:04.540301] [INFO ] [sig       ] Generating forecast for: RY
[2025-12-01T20:46:04.540331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RY' from 'https://tdm.silogroup.org/data/derivative_storage/RY.csv'.
[2025-12-01T20:46:04.551484] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RY'.
[2025-12-01T20:46:04.551792] [INFO ] [FORECASTER] Starting predict_future for RY
[2025-12-01T20:46:04.552536] [DEBUG] [LOCAL     ] No optimal features file found for RY: ./output/feature-sets/RY.txt
[2025-12-01T20:46:04.552615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:04.552682] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:04.552722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:04.552802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:04.613167] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:04.613820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:04.613896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:04.613928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:04.736895] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:04.737021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:04.737058] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:04.737085] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:04.740351] [DEBUG] [FORECASTER] RY: Forecast T+1@11:T+2@11: DOWN (p=46.30%)
[2025-12-01T20:46:04.740630] [INFO ] [FORECASTER] Completed predict_future for RY
[2025-12-01T20:46:04.740753] [INFO ] [sig       ] RY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:04.885237] [INFO ] [LOCAL     ] Saved forecast: RY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RY.txt
[2025-12-01T20:46:04.885367] [INFO ] [sig       ] [2836/3634] Completed RY in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.5m
[2025-12-01T20:46:04.885403] [INFO ] [sig       ] [2837/3634] Forecasting RYAAY...
[2025-12-01T20:46:04.885432] [INFO ] [sig       ] Generating forecast for: RYAAY
[2025-12-01T20:46:04.885459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAAY' from 'https://tdm.silogroup.org/data/derivative_storage/RYAAY.csv'.
[2025-12-01T20:46:04.896205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAAY'.
[2025-12-01T20:46:04.896476] [INFO ] [FORECASTER] Starting predict_future for RYAAY
[2025-12-01T20:46:04.897217] [DEBUG] [LOCAL     ] No optimal features file found for RYAAY: ./output/feature-sets/RYAAY.txt
[2025-12-01T20:46:04.897266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:04.897296] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:04.897332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:04.897388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:04.953561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:04.954212] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:04.954300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:04.954331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:05.075948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:05.076045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:05.076083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:05.076111] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:05.079470] [DEBUG] [FORECASTER] RYAAY: Forecast T+1@11:T+2@11: DOWN (p=1.81%)
[2025-12-01T20:46:05.079761] [INFO ] [FORECASTER] Completed predict_future for RYAAY
[2025-12-01T20:46:05.079885] [INFO ] [sig       ] RYAAY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:05.219678] [INFO ] [LOCAL     ] Saved forecast: RYAAY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RYAAY.txt
[2025-12-01T20:46:05.219820] [INFO ] [sig       ] [2837/3634] Completed RYAAY in 0.3s | 2.99 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-01T20:46:05.219857] [INFO ] [sig       ] [2838/3634] Forecasting RYAM...
[2025-12-01T20:46:05.219884] [INFO ] [sig       ] Generating forecast for: RYAM
[2025-12-01T20:46:05.219912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAM' from 'https://tdm.silogroup.org/data/derivative_storage/RYAM.csv'.
[2025-12-01T20:46:05.230863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAM'.
[2025-12-01T20:46:05.231179] [INFO ] [FORECASTER] Starting predict_future for RYAM
[2025-12-01T20:46:05.231964] [DEBUG] [LOCAL     ] No optimal features file found for RYAM: ./output/feature-sets/RYAM.txt
[2025-12-01T20:46:05.232013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:05.232043] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:05.232068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:05.232127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:05.290330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:05.291157] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:05.291238] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:05.291269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:05.420129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:05.420288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:05.420326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:05.420353] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:05.423692] [DEBUG] [FORECASTER] RYAM: Forecast T+1@11:T+2@11: UP (p=52.07%)
[2025-12-01T20:46:05.423995] [INFO ] [FORECASTER] Completed predict_future for RYAM
[2025-12-01T20:46:05.424123] [INFO ] [sig       ] RYAM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:05.579720] [INFO ] [LOCAL     ] Saved forecast: RYAM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RYAM.txt
[2025-12-01T20:46:05.579871] [INFO ] [sig       ] [2838/3634] Completed RYAM in 0.4s | 2.99 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-01T20:46:05.579910] [INFO ] [sig       ] [2839/3634] Forecasting RYAN...
[2025-12-01T20:46:05.579940] [INFO ] [sig       ] Generating forecast for: RYAN
[2025-12-01T20:46:05.579969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYAN' from 'https://tdm.silogroup.org/data/derivative_storage/RYAN.csv'.
[2025-12-01T20:46:05.596138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYAN'.
[2025-12-01T20:46:05.596635] [INFO ] [FORECASTER] Starting predict_future for RYAN
[2025-12-01T20:46:05.597720] [DEBUG] [LOCAL     ] No optimal features file found for RYAN: ./output/feature-sets/RYAN.txt
[2025-12-01T20:46:05.597787] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:05.597835] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:05.597877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:05.597962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:05.670349] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:05.671345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:05.671435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:05.671466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:05.803680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:05.803863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:05.803918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:05.804004] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:05.809260] [DEBUG] [FORECASTER] RYAN: Forecast T+1@11:T+2@11: UP (p=96.76%)
[2025-12-01T20:46:05.809770] [INFO ] [FORECASTER] Completed predict_future for RYAN
[2025-12-01T20:46:05.809978] [INFO ] [sig       ] RYAN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:05.992406] [INFO ] [LOCAL     ] Saved forecast: RYAN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RYAN.txt
[2025-12-01T20:46:05.992641] [INFO ] [sig       ] [2839/3634] Completed RYAN in 0.4s | 2.99 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-01T20:46:05.992703] [INFO ] [sig       ] [2840/3634] Forecasting RYI...
[2025-12-01T20:46:05.992755] [INFO ] [sig       ] Generating forecast for: RYI
[2025-12-01T20:46:05.992805] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYI' from 'https://tdm.silogroup.org/data/derivative_storage/RYI.csv'.
[2025-12-01T20:46:06.008467] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYI'.
[2025-12-01T20:46:06.008973] [INFO ] [FORECASTER] Starting predict_future for RYI
[2025-12-01T20:46:06.010084] [DEBUG] [LOCAL     ] No optimal features file found for RYI: ./output/feature-sets/RYI.txt
[2025-12-01T20:46:06.010156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:06.010206] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:06.010252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:06.010339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:06.093379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:06.094336] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:06.094423] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:06.094455] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:06.224147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:06.224317] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:06.224360] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:06.224392] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:06.228479] [DEBUG] [FORECASTER] RYI: Forecast T+1@11:T+2@11: DOWN (p=2.63%)
[2025-12-01T20:46:06.228821] [INFO ] [FORECASTER] Completed predict_future for RYI
[2025-12-01T20:46:06.228958] [INFO ] [sig       ] RYI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:06.394858] [INFO ] [LOCAL     ] Saved forecast: RYI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RYI.txt
[2025-12-01T20:46:06.395018] [INFO ] [sig       ] [2840/3634] Completed RYI in 0.4s | 2.99 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-01T20:46:06.395057] [INFO ] [sig       ] [2841/3634] Forecasting RYN...
[2025-12-01T20:46:06.395086] [INFO ] [sig       ] Generating forecast for: RYN
[2025-12-01T20:46:06.395122] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYN' from 'https://tdm.silogroup.org/data/derivative_storage/RYN.csv'.
[2025-12-01T20:46:06.410436] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'RYN'.
[2025-12-01T20:46:06.410954] [INFO ] [FORECASTER] Starting predict_future for RYN
[2025-12-01T20:46:06.412072] [DEBUG] [LOCAL     ] No optimal features file found for RYN: ./output/feature-sets/RYN.txt
[2025-12-01T20:46:06.412140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:06.412188] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:06.412225] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:06.412307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:06.475415] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:06.476544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:06.476647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:06.476681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:06.598168] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:06.598379] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:06.598431] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:06.598471] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:06.603241] [DEBUG] [FORECASTER] RYN: Forecast T+1@11:T+2@11: DOWN (p=49.35%)
[2025-12-01T20:46:06.603735] [INFO ] [FORECASTER] Completed predict_future for RYN
[2025-12-01T20:46:06.603910] [INFO ] [sig       ] RYN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:06.757664] [INFO ] [LOCAL     ] Saved forecast: RYN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/RYN.txt
[2025-12-01T20:46:06.757827] [INFO ] [sig       ] [2841/3634] Completed RYN in 0.4s | 2.99 sym/s | Total: 15.8m | ETA: 4.4m
[2025-12-01T20:46:06.757867] [INFO ] [sig       ] [2842/3634] Forecasting RYTM...
[2025-12-01T20:46:06.757916] [INFO ] [sig       ] Generating forecast for: RYTM
[2025-12-01T20:46:06.758018] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RYTM' from 'https://tdm.silogroup.org/data/derivative_storage/RYTM.csv'.
[2025-12-01T20:46:06.769688] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RYTM'.
[2025-12-01T20:46:06.770166] [INFO ] [FORECASTER] Starting predict_future for RYTM
[2025-12-01T20:46:06.771060] [DEBUG] [LOCAL     ] No optimal features file found for RYTM: ./output/feature-sets/RYTM.txt
[2025-12-01T20:46:06.771114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:06.771145] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:06.771171] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:06.771226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:06.839549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:06.840641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:06.840745] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:06.840792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:06.986750] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:06.986899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:06.986948] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:06.986985] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:06.990558] [DEBUG] [FORECASTER] RYTM: Forecast T+1@11:T+2@11: UP (p=96.16%)
[2025-12-01T20:46:06.990867] [INFO ] [FORECASTER] Completed predict_future for RYTM
[2025-12-01T20:46:06.990999] [INFO ] [sig       ] RYTM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:07.137723] [INFO ] [LOCAL     ] Saved forecast: RYTM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RYTM.txt
[2025-12-01T20:46:07.137890] [INFO ] [sig       ] [2842/3634] Completed RYTM in 0.4s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-01T20:46:07.137929] [INFO ] [sig       ] [2843/3634] Forecasting RZB...
[2025-12-01T20:46:07.137958] [INFO ] [sig       ] Generating forecast for: RZB
[2025-12-01T20:46:07.137988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZB' from 'https://tdm.silogroup.org/data/derivative_storage/RZB.csv'.
[2025-12-01T20:46:07.149880] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZB'.
[2025-12-01T20:46:07.150294] [INFO ] [FORECASTER] Starting predict_future for RZB
[2025-12-01T20:46:07.151148] [DEBUG] [LOCAL     ] No optimal features file found for RZB: ./output/feature-sets/RZB.txt
[2025-12-01T20:46:07.151205] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:07.151237] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:07.151262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:07.151317] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:07.208544] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:07.209439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:07.209524] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:07.209558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:07.325744] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:07.325895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:07.325933] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:07.325960] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:07.329708] [DEBUG] [FORECASTER] RZB: Forecast T+1@11:T+2@11: DOWN (p=28.87%)
[2025-12-01T20:46:07.329974] [INFO ] [FORECASTER] Completed predict_future for RZB
[2025-12-01T20:46:07.330093] [INFO ] [sig       ] RZB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:07.468627] [INFO ] [LOCAL     ] Saved forecast: RZB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/RZB.txt
[2025-12-01T20:46:07.468776] [INFO ] [sig       ] [2843/3634] Completed RZB in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-01T20:46:07.468814] [INFO ] [sig       ] [2844/3634] Forecasting RZC...
[2025-12-01T20:46:07.468843] [INFO ] [sig       ] Generating forecast for: RZC
[2025-12-01T20:46:07.468871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'RZC' from 'https://tdm.silogroup.org/data/derivative_storage/RZC.csv'.
[2025-12-01T20:46:07.479655] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'RZC'.
[2025-12-01T20:46:07.479992] [INFO ] [FORECASTER] Starting predict_future for RZC
[2025-12-01T20:46:07.480785] [DEBUG] [LOCAL     ] No optimal features file found for RZC: ./output/feature-sets/RZC.txt
[2025-12-01T20:46:07.480833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:07.480863] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:07.480889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:07.480943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:07.537639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:07.538473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:07.538758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:07.538789] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:07.654553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:07.654716] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:07.654752] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:07.654780] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:07.658067] [DEBUG] [FORECASTER] RZC: Forecast T+1@11:T+2@11: UP (p=89.07%)
[2025-12-01T20:46:07.658351] [INFO ] [FORECASTER] Completed predict_future for RZC
[2025-12-01T20:46:07.658472] [INFO ] [sig       ] RZC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:07.796434] [INFO ] [LOCAL     ] Saved forecast: RZC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/RZC.txt
[2025-12-01T20:46:07.796557] [INFO ] [sig       ] [2844/3634] Completed RZC in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-01T20:46:07.796612] [INFO ] [sig       ] [2845/3634] Forecasting S...
[2025-12-01T20:46:07.796641] [INFO ] [sig       ] Generating forecast for: S
[2025-12-01T20:46:07.796669] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'S' from 'https://tdm.silogroup.org/data/derivative_storage/S.csv'.
[2025-12-01T20:46:07.807994] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'S'.
[2025-12-01T20:46:07.808285] [INFO ] [FORECASTER] Starting predict_future for S
[2025-12-01T20:46:07.809087] [DEBUG] [LOCAL     ] No optimal features file found for S: ./output/feature-sets/S.txt
[2025-12-01T20:46:07.809141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:07.809178] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:07.809209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:07.809275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:07.864979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:07.865590] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:07.865667] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:07.865698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:07.988477] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:07.988644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:07.988682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:07.988708] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:07.991928] [DEBUG] [FORECASTER] S: Forecast T+1@11:T+2@11: UP (p=82.54%)
[2025-12-01T20:46:07.992195] [INFO ] [FORECASTER] Completed predict_future for S
[2025-12-01T20:46:07.992315] [INFO ] [sig       ] S: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:08.133488] [INFO ] [LOCAL     ] Saved forecast: S	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/S.txt
[2025-12-01T20:46:08.133632] [INFO ] [sig       ] [2845/3634] Completed S in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-01T20:46:08.133672] [INFO ] [sig       ] [2846/3634] Forecasting SA...
[2025-12-01T20:46:08.133700] [INFO ] [sig       ] Generating forecast for: SA
[2025-12-01T20:46:08.133729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SA' from 'https://tdm.silogroup.org/data/derivative_storage/SA.csv'.
[2025-12-01T20:46:08.144776] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SA'.
[2025-12-01T20:46:08.145047] [INFO ] [FORECASTER] Starting predict_future for SA
[2025-12-01T20:46:08.145810] [DEBUG] [LOCAL     ] No optimal features file found for SA: ./output/feature-sets/SA.txt
[2025-12-01T20:46:08.145859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:08.145889] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:08.145914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:08.145969] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:08.202433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:08.203081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:08.203156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:08.203232] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:08.330210] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:08.330355] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:08.330409] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:08.330439] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:08.333785] [DEBUG] [FORECASTER] SA: Forecast T+1@11:T+2@11: DOWN (p=18.25%)
[2025-12-01T20:46:08.334053] [INFO ] [FORECASTER] Completed predict_future for SA
[2025-12-01T20:46:08.334175] [INFO ] [sig       ] SA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:08.472341] [INFO ] [LOCAL     ] Saved forecast: SA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SA.txt
[2025-12-01T20:46:08.472487] [INFO ] [sig       ] [2846/3634] Completed SA in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-01T20:46:08.472524] [INFO ] [sig       ] [2847/3634] Forecasting SAFE...
[2025-12-01T20:46:08.472553] [INFO ] [sig       ] Generating forecast for: SAFE
[2025-12-01T20:46:08.472600] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAFE' from 'https://tdm.silogroup.org/data/derivative_storage/SAFE.csv'.
[2025-12-01T20:46:08.484197] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAFE'.
[2025-12-01T20:46:08.484491] [INFO ] [FORECASTER] Starting predict_future for SAFE
[2025-12-01T20:46:08.485234] [DEBUG] [LOCAL     ] No optimal features file found for SAFE: ./output/feature-sets/SAFE.txt
[2025-12-01T20:46:08.485284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:08.485315] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:08.485341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:08.485395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:08.540751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:08.541332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:08.541407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:08.541438] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:08.659328] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:08.659475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:08.659513] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:08.659540] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:08.662778] [DEBUG] [FORECASTER] SAFE: Forecast T+1@11:T+2@11: UP (p=94.61%)
[2025-12-01T20:46:08.663037] [INFO ] [FORECASTER] Completed predict_future for SAFE
[2025-12-01T20:46:08.663155] [INFO ] [sig       ] SAFE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:08.801080] [INFO ] [LOCAL     ] Saved forecast: SAFE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SAFE.txt
[2025-12-01T20:46:08.801231] [INFO ] [sig       ] [2847/3634] Completed SAFE in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-01T20:46:08.801267] [INFO ] [sig       ] [2848/3634] Forecasting SAH...
[2025-12-01T20:46:08.801297] [INFO ] [sig       ] Generating forecast for: SAH
[2025-12-01T20:46:08.801325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAH' from 'https://tdm.silogroup.org/data/derivative_storage/SAH.csv'.
[2025-12-01T20:46:08.818701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAH'.
[2025-12-01T20:46:08.819051] [INFO ] [FORECASTER] Starting predict_future for SAH
[2025-12-01T20:46:08.819832] [DEBUG] [LOCAL     ] No optimal features file found for SAH: ./output/feature-sets/SAH.txt
[2025-12-01T20:46:08.819885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:08.819916] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:08.819942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:08.819996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:08.876511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:08.877171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:08.877247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:08.877280] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:08.997703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:08.997839] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:08.997876] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:08.997905] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:09.001204] [DEBUG] [FORECASTER] SAH: Forecast T+1@11:T+2@11: DOWN (p=7.45%)
[2025-12-01T20:46:09.001469] [INFO ] [FORECASTER] Completed predict_future for SAH
[2025-12-01T20:46:09.001608] [INFO ] [sig       ] SAH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:09.144791] [INFO ] [LOCAL     ] Saved forecast: SAH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SAH.txt
[2025-12-01T20:46:09.144906] [INFO ] [sig       ] [2848/3634] Completed SAH in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-01T20:46:09.144941] [INFO ] [sig       ] [2849/3634] Forecasting SAIA...
[2025-12-01T20:46:09.144969] [INFO ] [sig       ] Generating forecast for: SAIA
[2025-12-01T20:46:09.144996] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIA' from 'https://tdm.silogroup.org/data/derivative_storage/SAIA.csv'.
[2025-12-01T20:46:09.156220] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAIA'.
[2025-12-01T20:46:09.156510] [INFO ] [FORECASTER] Starting predict_future for SAIA
[2025-12-01T20:46:09.157255] [DEBUG] [LOCAL     ] No optimal features file found for SAIA: ./output/feature-sets/SAIA.txt
[2025-12-01T20:46:09.157304] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:09.157334] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:09.157360] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:09.157414] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:09.212630] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:09.213226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:09.213301] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:09.213331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:09.332807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:09.332938] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:09.332973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:09.332999] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:09.336149] [DEBUG] [FORECASTER] SAIA: Forecast T+1@11:T+2@11: UP (p=71.41%)
[2025-12-01T20:46:09.336405] [INFO ] [FORECASTER] Completed predict_future for SAIA
[2025-12-01T20:46:09.336526] [INFO ] [sig       ] SAIA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:09.473314] [INFO ] [LOCAL     ] Saved forecast: SAIA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SAIA.txt
[2025-12-01T20:46:09.473481] [INFO ] [sig       ] [2849/3634] Completed SAIA in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-01T20:46:09.473520] [INFO ] [sig       ] [2850/3634] Forecasting SAIC...
[2025-12-01T20:46:09.473548] [INFO ] [sig       ] Generating forecast for: SAIC
[2025-12-01T20:46:09.473596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAIC' from 'https://tdm.silogroup.org/data/derivative_storage/SAIC.csv'.
[2025-12-01T20:46:09.484640] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SAIC'.
[2025-12-01T20:46:09.484941] [INFO ] [FORECASTER] Starting predict_future for SAIC
[2025-12-01T20:46:09.485684] [DEBUG] [LOCAL     ] No optimal features file found for SAIC: ./output/feature-sets/SAIC.txt
[2025-12-01T20:46:09.485732] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:09.485774] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:09.485801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:09.485855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:09.540332] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:09.540923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:09.540999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:09.541029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:09.660939] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:09.661072] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:09.661108] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:09.661136] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:09.664337] [DEBUG] [FORECASTER] SAIC: Forecast T+1@11:T+2@11: DOWN (p=4.25%)
[2025-12-01T20:46:09.664622] [INFO ] [FORECASTER] Completed predict_future for SAIC
[2025-12-01T20:46:09.664738] [INFO ] [sig       ] SAIC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:09.802636] [INFO ] [LOCAL     ] Saved forecast: SAIC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SAIC.txt
[2025-12-01T20:46:09.802752] [INFO ] [sig       ] [2850/3634] Completed SAIC in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-01T20:46:09.802788] [INFO ] [sig       ] [2851/3634] Forecasting SAM...
[2025-12-01T20:46:09.802816] [INFO ] [sig       ] Generating forecast for: SAM
[2025-12-01T20:46:09.802844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAM' from 'https://tdm.silogroup.org/data/derivative_storage/SAM.csv'.
[2025-12-01T20:46:09.815137] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAM'.
[2025-12-01T20:46:09.815406] [INFO ] [FORECASTER] Starting predict_future for SAM
[2025-12-01T20:46:09.816145] [DEBUG] [LOCAL     ] No optimal features file found for SAM: ./output/feature-sets/SAM.txt
[2025-12-01T20:46:09.816194] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:09.816223] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:09.816251] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:09.816307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:09.875649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:09.876284] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:09.876357] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:09.876388] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:09.993378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:09.993517] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:09.993554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:09.993598] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:09.996807] [DEBUG] [FORECASTER] SAM: Forecast T+1@11:T+2@11: UP (p=65.33%)
[2025-12-01T20:46:09.997077] [INFO ] [FORECASTER] Completed predict_future for SAM
[2025-12-01T20:46:09.997196] [INFO ] [sig       ] SAM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:10.133936] [INFO ] [LOCAL     ] Saved forecast: SAM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SAM.txt
[2025-12-01T20:46:10.134070] [INFO ] [sig       ] [2851/3634] Completed SAM in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-01T20:46:10.134105] [INFO ] [sig       ] [2852/3634] Forecasting SAMG...
[2025-12-01T20:46:10.134133] [INFO ] [sig       ] Generating forecast for: SAMG
[2025-12-01T20:46:10.134161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAMG' from 'https://tdm.silogroup.org/data/derivative_storage/SAMG.csv'.
[2025-12-01T20:46:10.144986] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAMG'.
[2025-12-01T20:46:10.145315] [INFO ] [FORECASTER] Starting predict_future for SAMG
[2025-12-01T20:46:10.146050] [DEBUG] [LOCAL     ] No optimal features file found for SAMG: ./output/feature-sets/SAMG.txt
[2025-12-01T20:46:10.146098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:10.146128] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:10.146153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:10.146207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:10.201298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:10.201913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:10.201987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:10.202019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:10.318940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:10.319084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:10.319120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:10.319146] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:10.322359] [DEBUG] [FORECASTER] SAMG: Forecast T+1@11:T+2@11: UP (p=58.51%)
[2025-12-01T20:46:10.322633] [INFO ] [FORECASTER] Completed predict_future for SAMG
[2025-12-01T20:46:10.322752] [INFO ] [sig       ] SAMG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:10.458785] [INFO ] [LOCAL     ] Saved forecast: SAMG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SAMG.txt
[2025-12-01T20:46:10.458907] [INFO ] [sig       ] [2852/3634] Completed SAMG in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-01T20:46:10.458942] [INFO ] [sig       ] [2853/3634] Forecasting SAN...
[2025-12-01T20:46:10.458970] [INFO ] [sig       ] Generating forecast for: SAN
[2025-12-01T20:46:10.458998] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAN' from 'https://tdm.silogroup.org/data/derivative_storage/SAN.csv'.
[2025-12-01T20:46:10.469848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SAN'.
[2025-12-01T20:46:10.470127] [INFO ] [FORECASTER] Starting predict_future for SAN
[2025-12-01T20:46:10.470862] [DEBUG] [LOCAL     ] No optimal features file found for SAN: ./output/feature-sets/SAN.txt
[2025-12-01T20:46:10.470911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:10.470967] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:10.470994] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:10.471048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:10.525863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:10.526658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:10.526736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:10.526766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:10.647452] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:10.647614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:10.647652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:10.647679] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:10.650954] [DEBUG] [FORECASTER] SAN: Forecast T+1@11:T+2@11: DOWN (p=24.24%)
[2025-12-01T20:46:10.651220] [INFO ] [FORECASTER] Completed predict_future for SAN
[2025-12-01T20:46:10.651363] [INFO ] [sig       ] SAN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:10.793316] [INFO ] [LOCAL     ] Saved forecast: SAN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SAN.txt
[2025-12-01T20:46:10.793442] [INFO ] [sig       ] [2853/3634] Completed SAN in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-01T20:46:10.793485] [INFO ] [sig       ] [2854/3634] Forecasting SANA...
[2025-12-01T20:46:10.793514] [INFO ] [sig       ] Generating forecast for: SANA
[2025-12-01T20:46:10.793543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANA' from 'https://tdm.silogroup.org/data/derivative_storage/SANA.csv'.
[2025-12-01T20:46:10.804089] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANA'.
[2025-12-01T20:46:10.804367] [INFO ] [FORECASTER] Starting predict_future for SANA
[2025-12-01T20:46:10.805182] [DEBUG] [LOCAL     ] No optimal features file found for SANA: ./output/feature-sets/SANA.txt
[2025-12-01T20:46:10.805232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:10.805261] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:10.805286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:10.805340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:10.862420] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:10.863148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:10.863226] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:10.863257] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:10.981631] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:10.981773] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:10.981810] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:10.981836] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:10.985097] [DEBUG] [FORECASTER] SANA: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-01T20:46:10.985359] [INFO ] [FORECASTER] Completed predict_future for SANA
[2025-12-01T20:46:10.985480] [INFO ] [sig       ] SANA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:11.130116] [INFO ] [LOCAL     ] Saved forecast: SANA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SANA.txt
[2025-12-01T20:46:11.130250] [INFO ] [sig       ] [2854/3634] Completed SANA in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.4m
[2025-12-01T20:46:11.130286] [INFO ] [sig       ] [2855/3634] Forecasting SANM...
[2025-12-01T20:46:11.130315] [INFO ] [sig       ] Generating forecast for: SANM
[2025-12-01T20:46:11.130343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SANM' from 'https://tdm.silogroup.org/data/derivative_storage/SANM.csv'.
[2025-12-01T20:46:11.140787] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SANM'.
[2025-12-01T20:46:11.141100] [INFO ] [FORECASTER] Starting predict_future for SANM
[2025-12-01T20:46:11.141864] [DEBUG] [LOCAL     ] No optimal features file found for SANM: ./output/feature-sets/SANM.txt
[2025-12-01T20:46:11.141914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:11.141945] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:11.141971] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:11.142026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:11.198500] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:11.199167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:11.199244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:11.199275] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:11.317863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:11.318003] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:11.318038] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:11.318064] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:11.321254] [DEBUG] [FORECASTER] SANM: Forecast T+1@11:T+2@11: UP (p=91.26%)
[2025-12-01T20:46:11.321515] [INFO ] [FORECASTER] Completed predict_future for SANM
[2025-12-01T20:46:11.321665] [INFO ] [sig       ] SANM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:11.465763] [INFO ] [LOCAL     ] Saved forecast: SANM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SANM.txt
[2025-12-01T20:46:11.465887] [INFO ] [sig       ] [2855/3634] Completed SANM in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-01T20:46:11.465924] [INFO ] [sig       ] [2856/3634] Forecasting SAP...
[2025-12-01T20:46:11.465952] [INFO ] [sig       ] Generating forecast for: SAP
[2025-12-01T20:46:11.465980] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAP' from 'https://tdm.silogroup.org/data/derivative_storage/SAP.csv'.
[2025-12-01T20:46:11.476480] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SAP'.
[2025-12-01T20:46:11.476803] [INFO ] [FORECASTER] Starting predict_future for SAP
[2025-12-01T20:46:11.477523] [DEBUG] [LOCAL     ] No optimal features file found for SAP: ./output/feature-sets/SAP.txt
[2025-12-01T20:46:11.477591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:11.477622] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:11.477647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:11.477700] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:11.533895] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:11.534545] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:11.534640] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:11.534673] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:11.655610] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:11.655760] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:11.655798] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:11.655865] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:11.659207] [DEBUG] [FORECASTER] SAP: Forecast T+1@11:T+2@11: UP (p=86.14%)
[2025-12-01T20:46:11.659477] [INFO ] [FORECASTER] Completed predict_future for SAP
[2025-12-01T20:46:11.659620] [INFO ] [sig       ] SAP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:46:11.805475] [INFO ] [LOCAL     ] Saved forecast: SAP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SAP.txt
[2025-12-01T20:46:11.805645] [INFO ] [sig       ] [2856/3634] Completed SAP in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-01T20:46:11.805687] [INFO ] [sig       ] [2857/3634] Forecasting SARK...
[2025-12-01T20:46:11.805718] [INFO ] [sig       ] Generating forecast for: SARK
[2025-12-01T20:46:11.805747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SARK' from 'https://tdm.silogroup.org/data/derivative_storage/SARK.csv'.
[2025-12-01T20:46:11.816307] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SARK'.
[2025-12-01T20:46:11.816625] [INFO ] [FORECASTER] Starting predict_future for SARK
[2025-12-01T20:46:11.817340] [DEBUG] [LOCAL     ] No optimal features file found for SARK: ./output/feature-sets/SARK.txt
[2025-12-01T20:46:11.817388] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:11.817418] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:11.817443] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:11.817497] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:11.883649] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:11.884658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:11.884753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:11.884794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:12.004167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:12.004330] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:12.004374] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:12.004423] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:12.007694] [DEBUG] [FORECASTER] SARK: Forecast T+1@11:T+2@11: UP (p=69.49%)
[2025-12-01T20:46:12.007954] [INFO ] [FORECASTER] Completed predict_future for SARK
[2025-12-01T20:46:12.008072] [INFO ] [sig       ] SARK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:12.146387] [INFO ] [LOCAL     ] Saved forecast: SARK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SARK.txt
[2025-12-01T20:46:12.146541] [INFO ] [sig       ] [2857/3634] Completed SARK in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-01T20:46:12.146601] [INFO ] [sig       ] [2858/3634] Forecasting SATL...
[2025-12-01T20:46:12.146633] [INFO ] [sig       ] Generating forecast for: SATL
[2025-12-01T20:46:12.146663] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATL' from 'https://tdm.silogroup.org/data/derivative_storage/SATL.csv'.
[2025-12-01T20:46:12.158119] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATL'.
[2025-12-01T20:46:12.158430] [INFO ] [FORECASTER] Starting predict_future for SATL
[2025-12-01T20:46:12.159170] [DEBUG] [LOCAL     ] No optimal features file found for SATL: ./output/feature-sets/SATL.txt
[2025-12-01T20:46:12.159219] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:12.159249] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:12.159274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:12.159329] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:12.214987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:12.215808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:12.215889] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:12.215920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:12.328887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:12.329046] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:12.329082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:12.329110] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:12.332318] [DEBUG] [FORECASTER] SATL: Forecast T+1@11:T+2@11: UP (p=55.96%)
[2025-12-01T20:46:12.332590] [INFO ] [FORECASTER] Completed predict_future for SATL
[2025-12-01T20:46:12.332708] [INFO ] [sig       ] SATL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:12.470398] [INFO ] [LOCAL     ] Saved forecast: SATL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SATL.txt
[2025-12-01T20:46:12.470521] [INFO ] [sig       ] [2858/3634] Completed SATL in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-01T20:46:12.470556] [INFO ] [sig       ] [2859/3634] Forecasting SATS...
[2025-12-01T20:46:12.470602] [INFO ] [sig       ] Generating forecast for: SATS
[2025-12-01T20:46:12.470632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SATS' from 'https://tdm.silogroup.org/data/derivative_storage/SATS.csv'.
[2025-12-01T20:46:12.481971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SATS'.
[2025-12-01T20:46:12.482241] [INFO ] [FORECASTER] Starting predict_future for SATS
[2025-12-01T20:46:12.482974] [DEBUG] [LOCAL     ] No optimal features file found for SATS: ./output/feature-sets/SATS.txt
[2025-12-01T20:46:12.483023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:12.483051] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:12.483076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:12.483130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:12.539149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:12.539799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:12.539892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:12.539925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:12.662359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:12.662508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:12.662545] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:12.662590] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:12.665783] [DEBUG] [FORECASTER] SATS: Forecast T+1@11:T+2@11: DOWN (p=22.90%)
[2025-12-01T20:46:12.666042] [INFO ] [FORECASTER] Completed predict_future for SATS
[2025-12-01T20:46:12.666158] [INFO ] [sig       ] SATS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:12.810288] [INFO ] [LOCAL     ] Saved forecast: SATS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SATS.txt
[2025-12-01T20:46:12.810426] [INFO ] [sig       ] [2859/3634] Completed SATS in 0.3s | 2.99 sym/s | Total: 15.9m | ETA: 4.3m
[2025-12-01T20:46:12.810463] [INFO ] [sig       ] [2860/3634] Forecasting SAVA...
[2025-12-01T20:46:12.810492] [INFO ] [sig       ] Generating forecast for: SAVA
[2025-12-01T20:46:12.810520] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SAVA' from 'https://tdm.silogroup.org/data/derivative_storage/SAVA.csv'.
[2025-12-01T20:46:12.821192] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SAVA'.
[2025-12-01T20:46:12.821530] [INFO ] [FORECASTER] Starting predict_future for SAVA
[2025-12-01T20:46:12.822272] [DEBUG] [LOCAL     ] No optimal features file found for SAVA: ./output/feature-sets/SAVA.txt
[2025-12-01T20:46:12.822326] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:12.822357] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:12.822382] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:12.822441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:12.879319] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:12.879977] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:12.880055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:12.880089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:13.000806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:13.000960] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:13.000998] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:13.001028] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:13.004323] [DEBUG] [FORECASTER] SAVA: Forecast T+1@11:T+2@11: UP (p=77.79%)
[2025-12-01T20:46:13.004605] [INFO ] [FORECASTER] Completed predict_future for SAVA
[2025-12-01T20:46:13.004728] [INFO ] [sig       ] SAVA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:46:13.142666] [INFO ] [LOCAL     ] Saved forecast: SAVA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SAVA.txt
[2025-12-01T20:46:13.142804] [INFO ] [sig       ] [2860/3634] Completed SAVA in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-01T20:46:13.142843] [INFO ] [sig       ] [2861/3634] Forecasting SB...
[2025-12-01T20:46:13.142878] [INFO ] [sig       ] Generating forecast for: SB
[2025-12-01T20:46:13.142907] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SB' from 'https://tdm.silogroup.org/data/derivative_storage/SB.csv'.
[2025-12-01T20:46:13.155170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SB'.
[2025-12-01T20:46:13.155557] [INFO ] [FORECASTER] Starting predict_future for SB
[2025-12-01T20:46:13.156360] [DEBUG] [LOCAL     ] No optimal features file found for SB: ./output/feature-sets/SB.txt
[2025-12-01T20:46:13.156411] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:13.156441] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:13.156480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:13.156536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:13.212840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:13.213701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:13.213784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:13.213816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:13.327501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:13.327676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:13.327732] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:13.327760] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:13.330995] [DEBUG] [FORECASTER] SB: Forecast T+1@11:T+2@11: DOWN (p=0.49%)
[2025-12-01T20:46:13.331261] [INFO ] [FORECASTER] Completed predict_future for SB
[2025-12-01T20:46:13.331385] [INFO ] [sig       ] SB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:13.467904] [INFO ] [LOCAL     ] Saved forecast: SB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SB.txt
[2025-12-01T20:46:13.468024] [INFO ] [sig       ] [2861/3634] Completed SB in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-01T20:46:13.468061] [INFO ] [sig       ] [2862/3634] Forecasting SBAC...
[2025-12-01T20:46:13.468089] [INFO ] [sig       ] Generating forecast for: SBAC
[2025-12-01T20:46:13.468116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBAC' from 'https://tdm.silogroup.org/data/derivative_storage/SBAC.csv'.
[2025-12-01T20:46:13.478986] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SBAC'.
[2025-12-01T20:46:13.479260] [INFO ] [FORECASTER] Starting predict_future for SBAC
[2025-12-01T20:46:13.479995] [DEBUG] [LOCAL     ] No optimal features file found for SBAC: ./output/feature-sets/SBAC.txt
[2025-12-01T20:46:13.480044] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:13.480073] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:13.480098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:13.480153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:13.537562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:13.538220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:13.538300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:13.538354] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:13.657091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:13.657244] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:13.657283] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:13.657311] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:13.660707] [DEBUG] [FORECASTER] SBAC: Forecast T+1@11:T+2@11: DOWN (p=42.99%)
[2025-12-01T20:46:13.660968] [INFO ] [FORECASTER] Completed predict_future for SBAC
[2025-12-01T20:46:13.661089] [INFO ] [sig       ] SBAC: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:13.799416] [INFO ] [LOCAL     ] Saved forecast: SBAC	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SBAC.txt
[2025-12-01T20:46:13.799552] [INFO ] [sig       ] [2862/3634] Completed SBAC in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-01T20:46:13.799607] [INFO ] [sig       ] [2863/3634] Forecasting SBCF...
[2025-12-01T20:46:13.799644] [INFO ] [sig       ] Generating forecast for: SBCF
[2025-12-01T20:46:13.799674] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBCF' from 'https://tdm.silogroup.org/data/derivative_storage/SBCF.csv'.
[2025-12-01T20:46:13.810747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBCF'.
[2025-12-01T20:46:13.811045] [INFO ] [FORECASTER] Starting predict_future for SBCF
[2025-12-01T20:46:13.811795] [DEBUG] [LOCAL     ] No optimal features file found for SBCF: ./output/feature-sets/SBCF.txt
[2025-12-01T20:46:13.811843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:13.811873] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:13.811900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:13.811954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:13.869098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:13.869791] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:13.869897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:13.869932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:13.986311] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:13.986459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:13.986497] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:13.986525] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:13.989917] [DEBUG] [FORECASTER] SBCF: Forecast T+1@11:T+2@11: UP (p=60.15%)
[2025-12-01T20:46:13.990182] [INFO ] [FORECASTER] Completed predict_future for SBCF
[2025-12-01T20:46:13.990311] [INFO ] [sig       ] SBCF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:14.128008] [INFO ] [LOCAL     ] Saved forecast: SBCF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SBCF.txt
[2025-12-01T20:46:14.128124] [INFO ] [sig       ] [2863/3634] Completed SBCF in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-01T20:46:14.128159] [INFO ] [sig       ] [2864/3634] Forecasting SBFM...
[2025-12-01T20:46:14.128198] [INFO ] [sig       ] Generating forecast for: SBFM
[2025-12-01T20:46:14.128242] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBFM' from 'https://tdm.silogroup.org/data/derivative_storage/SBFM.csv'.
[2025-12-01T20:46:14.138793] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBFM'.
[2025-12-01T20:46:14.139069] [INFO ] [FORECASTER] Starting predict_future for SBFM
[2025-12-01T20:46:14.139839] [DEBUG] [LOCAL     ] No optimal features file found for SBFM: ./output/feature-sets/SBFM.txt
[2025-12-01T20:46:14.139887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:14.139918] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:14.139943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:14.139997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:14.196046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:14.196654] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:14.196729] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:14.196762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:14.318269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:14.318444] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:14.318483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:14.318510] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:14.321862] [DEBUG] [FORECASTER] SBFM: Forecast T+1@11:T+2@11: DOWN (p=32.68%)
[2025-12-01T20:46:14.322120] [INFO ] [FORECASTER] Completed predict_future for SBFM
[2025-12-01T20:46:14.322240] [INFO ] [sig       ] SBFM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:14.462362] [INFO ] [LOCAL     ] Saved forecast: SBFM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SBFM.txt
[2025-12-01T20:46:14.462523] [INFO ] [sig       ] [2864/3634] Completed SBFM in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-01T20:46:14.462561] [INFO ] [sig       ] [2865/3634] Forecasting SBGI...
[2025-12-01T20:46:14.462610] [INFO ] [sig       ] Generating forecast for: SBGI
[2025-12-01T20:46:14.462646] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBGI' from 'https://tdm.silogroup.org/data/derivative_storage/SBGI.csv'.
[2025-12-01T20:46:14.474443] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBGI'.
[2025-12-01T20:46:14.474819] [INFO ] [FORECASTER] Starting predict_future for SBGI
[2025-12-01T20:46:14.475548] [DEBUG] [LOCAL     ] No optimal features file found for SBGI: ./output/feature-sets/SBGI.txt
[2025-12-01T20:46:14.475615] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:14.475646] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:14.475671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:14.475725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:14.531052] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:14.531855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:14.531957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:14.531990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:14.646802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:14.646943] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:14.646980] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:14.647008] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:14.650293] [DEBUG] [FORECASTER] SBGI: Forecast T+1@11:T+2@11: UP (p=83.60%)
[2025-12-01T20:46:14.650546] [INFO ] [FORECASTER] Completed predict_future for SBGI
[2025-12-01T20:46:14.650681] [INFO ] [sig       ] SBGI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:14.789953] [INFO ] [LOCAL     ] Saved forecast: SBGI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SBGI.txt
[2025-12-01T20:46:14.790078] [INFO ] [sig       ] [2865/3634] Completed SBGI in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-01T20:46:14.790116] [INFO ] [sig       ] [2866/3634] Forecasting SBH...
[2025-12-01T20:46:14.790145] [INFO ] [sig       ] Generating forecast for: SBH
[2025-12-01T20:46:14.790174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBH' from 'https://tdm.silogroup.org/data/derivative_storage/SBH.csv'.
[2025-12-01T20:46:14.801016] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBH'.
[2025-12-01T20:46:14.801283] [INFO ] [FORECASTER] Starting predict_future for SBH
[2025-12-01T20:46:14.802009] [DEBUG] [LOCAL     ] No optimal features file found for SBH: ./output/feature-sets/SBH.txt
[2025-12-01T20:46:14.802059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:14.802090] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:14.802116] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:14.802171] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:14.859449] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:14.860061] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:14.860137] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:14.860169] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:14.980056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:14.980200] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:14.980237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:14.980266] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:14.983463] [DEBUG] [FORECASTER] SBH: Forecast T+1@11:T+2@11: DOWN (p=12.03%)
[2025-12-01T20:46:14.983747] [INFO ] [FORECASTER] Completed predict_future for SBH
[2025-12-01T20:46:14.983866] [INFO ] [sig       ] SBH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:15.124679] [INFO ] [LOCAL     ] Saved forecast: SBH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SBH.txt
[2025-12-01T20:46:15.124843] [INFO ] [sig       ] [2866/3634] Completed SBH in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-01T20:46:15.124883] [INFO ] [sig       ] [2867/3634] Forecasting SBI...
[2025-12-01T20:46:15.124912] [INFO ] [sig       ] Generating forecast for: SBI
[2025-12-01T20:46:15.124943] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBI' from 'https://tdm.silogroup.org/data/derivative_storage/SBI.csv'.
[2025-12-01T20:46:15.136517] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBI'.
[2025-12-01T20:46:15.136833] [INFO ] [FORECASTER] Starting predict_future for SBI
[2025-12-01T20:46:15.137602] [DEBUG] [LOCAL     ] No optimal features file found for SBI: ./output/feature-sets/SBI.txt
[2025-12-01T20:46:15.137652] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:15.137683] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:15.137710] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:15.137766] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:15.195277] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:15.195908] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:15.195985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:15.196016] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:15.309633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:15.309780] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:15.309819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:15.309847] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:15.313153] [DEBUG] [FORECASTER] SBI: Forecast T+1@11:T+2@11: DOWN (p=10.06%)
[2025-12-01T20:46:15.313415] [INFO ] [FORECASTER] Completed predict_future for SBI
[2025-12-01T20:46:15.313533] [INFO ] [sig       ] SBI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:15.453428] [INFO ] [LOCAL     ] Saved forecast: SBI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SBI.txt
[2025-12-01T20:46:15.453541] [INFO ] [sig       ] [2867/3634] Completed SBI in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-01T20:46:15.453594] [INFO ] [sig       ] [2868/3634] Forecasting SBLK...
[2025-12-01T20:46:15.453625] [INFO ] [sig       ] Generating forecast for: SBLK
[2025-12-01T20:46:15.453654] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBLK' from 'https://tdm.silogroup.org/data/derivative_storage/SBLK.csv'.
[2025-12-01T20:46:15.464963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBLK'.
[2025-12-01T20:46:15.465224] [INFO ] [FORECASTER] Starting predict_future for SBLK
[2025-12-01T20:46:15.465979] [DEBUG] [LOCAL     ] No optimal features file found for SBLK: ./output/feature-sets/SBLK.txt
[2025-12-01T20:46:15.466030] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:15.466061] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:15.466087] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:15.466142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:15.523827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:15.524700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:15.524781] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:15.524814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:15.642536] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:15.642699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:15.642739] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:15.642767] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:15.646073] [DEBUG] [FORECASTER] SBLK: Forecast T+1@11:T+2@11: DOWN (p=17.93%)
[2025-12-01T20:46:15.646348] [INFO ] [FORECASTER] Completed predict_future for SBLK
[2025-12-01T20:46:15.646476] [INFO ] [sig       ] SBLK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:15.788564] [INFO ] [LOCAL     ] Saved forecast: SBLK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SBLK.txt
[2025-12-01T20:46:15.788701] [INFO ] [sig       ] [2868/3634] Completed SBLK in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-01T20:46:15.788743] [INFO ] [sig       ] [2869/3634] Forecasting SBRA...
[2025-12-01T20:46:15.788772] [INFO ] [sig       ] Generating forecast for: SBRA
[2025-12-01T20:46:15.788801] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBRA' from 'https://tdm.silogroup.org/data/derivative_storage/SBRA.csv'.
[2025-12-01T20:46:15.799949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBRA'.
[2025-12-01T20:46:15.800211] [INFO ] [FORECASTER] Starting predict_future for SBRA
[2025-12-01T20:46:15.800956] [DEBUG] [LOCAL     ] No optimal features file found for SBRA: ./output/feature-sets/SBRA.txt
[2025-12-01T20:46:15.801005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:15.801034] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:15.801060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:15.801114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:15.858748] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:15.859360] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:15.859436] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:15.859467] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:15.975827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:15.975974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:15.976011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:15.976038] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:15.979407] [DEBUG] [FORECASTER] SBRA: Forecast T+1@11:T+2@11: DOWN (p=33.75%)
[2025-12-01T20:46:15.979686] [INFO ] [FORECASTER] Completed predict_future for SBRA
[2025-12-01T20:46:15.979804] [INFO ] [sig       ] SBRA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:16.117552] [INFO ] [LOCAL     ] Saved forecast: SBRA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SBRA.txt
[2025-12-01T20:46:16.117678] [INFO ] [sig       ] [2869/3634] Completed SBRA in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-01T20:46:16.117714] [INFO ] [sig       ] [2870/3634] Forecasting SBS...
[2025-12-01T20:46:16.117742] [INFO ] [sig       ] Generating forecast for: SBS
[2025-12-01T20:46:16.117770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBS' from 'https://tdm.silogroup.org/data/derivative_storage/SBS.csv'.
[2025-12-01T20:46:16.129110] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBS'.
[2025-12-01T20:46:16.129379] [INFO ] [FORECASTER] Starting predict_future for SBS
[2025-12-01T20:46:16.130137] [DEBUG] [LOCAL     ] No optimal features file found for SBS: ./output/feature-sets/SBS.txt
[2025-12-01T20:46:16.130185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:16.130242] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:16.130269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:16.130323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:16.186195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:16.186797] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:16.186870] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:16.186901] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:16.313701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:16.313847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:16.313885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:16.313912] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:16.317108] [DEBUG] [FORECASTER] SBS: Forecast T+1@11:T+2@11: UP (p=80.94%)
[2025-12-01T20:46:16.317363] [INFO ] [FORECASTER] Completed predict_future for SBS
[2025-12-01T20:46:16.317483] [INFO ] [sig       ] SBS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:16.456241] [INFO ] [LOCAL     ] Saved forecast: SBS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SBS.txt
[2025-12-01T20:46:16.456387] [INFO ] [sig       ] [2870/3634] Completed SBS in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-01T20:46:16.456433] [INFO ] [sig       ] [2871/3634] Forecasting SBSI...
[2025-12-01T20:46:16.456468] [INFO ] [sig       ] Generating forecast for: SBSI
[2025-12-01T20:46:16.456504] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBSI' from 'https://tdm.silogroup.org/data/derivative_storage/SBSI.csv'.
[2025-12-01T20:46:16.472908] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBSI'.
[2025-12-01T20:46:16.473151] [INFO ] [FORECASTER] Starting predict_future for SBSI
[2025-12-01T20:46:16.473900] [DEBUG] [LOCAL     ] No optimal features file found for SBSI: ./output/feature-sets/SBSI.txt
[2025-12-01T20:46:16.473948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:16.473977] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:16.474002] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:16.474056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:16.530301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:16.530934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:16.531008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:16.531037] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:16.647243] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:16.647393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:16.647432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:16.647459] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:16.650725] [DEBUG] [FORECASTER] SBSI: Forecast T+1@11:T+2@11: DOWN (p=23.21%)
[2025-12-01T20:46:16.650976] [INFO ] [FORECASTER] Completed predict_future for SBSI
[2025-12-01T20:46:16.651091] [INFO ] [sig       ] SBSI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:16.788049] [INFO ] [LOCAL     ] Saved forecast: SBSI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SBSI.txt
[2025-12-01T20:46:16.788167] [INFO ] [sig       ] [2871/3634] Completed SBSI in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-01T20:46:16.788203] [INFO ] [sig       ] [2872/3634] Forecasting SBUX...
[2025-12-01T20:46:16.788231] [INFO ] [sig       ] Generating forecast for: SBUX
[2025-12-01T20:46:16.788259] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SBUX' from 'https://tdm.silogroup.org/data/derivative_storage/SBUX.csv'.
[2025-12-01T20:46:16.800874] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SBUX'.
[2025-12-01T20:46:16.801304] [INFO ] [FORECASTER] Starting predict_future for SBUX
[2025-12-01T20:46:16.802105] [DEBUG] [LOCAL     ] No optimal features file found for SBUX: ./output/feature-sets/SBUX.txt
[2025-12-01T20:46:16.802154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:16.802184] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:16.802209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:16.802276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:16.858003] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:16.858813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:16.858892] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:16.858922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:16.981640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:16.981806] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:16.981844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:16.981871] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:16.985256] [DEBUG] [FORECASTER] SBUX: Forecast T+1@11:T+2@11: UP (p=95.72%)
[2025-12-01T20:46:16.985529] [INFO ] [FORECASTER] Completed predict_future for SBUX
[2025-12-01T20:46:16.985671] [INFO ] [sig       ] SBUX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:17.125631] [INFO ] [LOCAL     ] Saved forecast: SBUX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SBUX.txt
[2025-12-01T20:46:17.125794] [INFO ] [sig       ] [2872/3634] Completed SBUX in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.3m
[2025-12-01T20:46:17.125834] [INFO ] [sig       ] [2873/3634] Forecasting SCD...
[2025-12-01T20:46:17.125863] [INFO ] [sig       ] Generating forecast for: SCD
[2025-12-01T20:46:17.125892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCD' from 'https://tdm.silogroup.org/data/derivative_storage/SCD.csv'.
[2025-12-01T20:46:17.137811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCD'.
[2025-12-01T20:46:17.138188] [INFO ] [FORECASTER] Starting predict_future for SCD
[2025-12-01T20:46:17.138998] [DEBUG] [LOCAL     ] No optimal features file found for SCD: ./output/feature-sets/SCD.txt
[2025-12-01T20:46:17.139047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:17.139078] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:17.139104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:17.139158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:17.194782] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:17.195563] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:17.195660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:17.195690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:17.311834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:17.311994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:17.312032] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:17.312095] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:17.316833] [DEBUG] [FORECASTER] SCD: Forecast T+1@11:T+2@11: DOWN (p=18.53%)
[2025-12-01T20:46:17.317193] [INFO ] [FORECASTER] Completed predict_future for SCD
[2025-12-01T20:46:17.317332] [INFO ] [sig       ] SCD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:17.458625] [INFO ] [LOCAL     ] Saved forecast: SCD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SCD.txt
[2025-12-01T20:46:17.458776] [INFO ] [sig       ] [2873/3634] Completed SCD in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-01T20:46:17.458818] [INFO ] [sig       ] [2874/3634] Forecasting SCHL...
[2025-12-01T20:46:17.458855] [INFO ] [sig       ] Generating forecast for: SCHL
[2025-12-01T20:46:17.458882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCHL' from 'https://tdm.silogroup.org/data/derivative_storage/SCHL.csv'.
[2025-12-01T20:46:17.470405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCHL'.
[2025-12-01T20:46:17.470743] [INFO ] [FORECASTER] Starting predict_future for SCHL
[2025-12-01T20:46:17.471521] [DEBUG] [LOCAL     ] No optimal features file found for SCHL: ./output/feature-sets/SCHL.txt
[2025-12-01T20:46:17.471611] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:17.471648] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:17.471675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:17.471731] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:17.528287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:17.528941] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:17.529017] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:17.529049] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:17.650351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:17.650500] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:17.650540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:17.650584] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:17.653950] [DEBUG] [FORECASTER] SCHL: Forecast T+1@11:T+2@11: DOWN (p=9.85%)
[2025-12-01T20:46:17.654229] [INFO ] [FORECASTER] Completed predict_future for SCHL
[2025-12-01T20:46:17.654358] [INFO ] [sig       ] SCHL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:17.793830] [INFO ] [LOCAL     ] Saved forecast: SCHL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SCHL.txt
[2025-12-01T20:46:17.793983] [INFO ] [sig       ] [2874/3634] Completed SCHL in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-01T20:46:17.794021] [INFO ] [sig       ] [2875/3634] Forecasting SCI...
[2025-12-01T20:46:17.794049] [INFO ] [sig       ] Generating forecast for: SCI
[2025-12-01T20:46:17.794077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCI' from 'https://tdm.silogroup.org/data/derivative_storage/SCI.csv'.
[2025-12-01T20:46:17.805813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCI'.
[2025-12-01T20:46:17.806195] [INFO ] [FORECASTER] Starting predict_future for SCI
[2025-12-01T20:46:17.807026] [DEBUG] [LOCAL     ] No optimal features file found for SCI: ./output/feature-sets/SCI.txt
[2025-12-01T20:46:17.807076] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:17.807106] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:17.807132] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:17.807188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:17.864486] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:17.865129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:17.865206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:17.865238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:17.981140] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:17.981289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:17.981325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:17.981354] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:17.984586] [DEBUG] [FORECASTER] SCI: Forecast T+1@11:T+2@11: DOWN (p=41.52%)
[2025-12-01T20:46:17.984849] [INFO ] [FORECASTER] Completed predict_future for SCI
[2025-12-01T20:46:17.984967] [INFO ] [sig       ] SCI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:18.121265] [INFO ] [LOCAL     ] Saved forecast: SCI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SCI.txt
[2025-12-01T20:46:18.121372] [INFO ] [sig       ] [2875/3634] Completed SCI in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-01T20:46:18.121407] [INFO ] [sig       ] [2876/3634] Forecasting SCL...
[2025-12-01T20:46:18.121435] [INFO ] [sig       ] Generating forecast for: SCL
[2025-12-01T20:46:18.121463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCL' from 'https://tdm.silogroup.org/data/derivative_storage/SCL.csv'.
[2025-12-01T20:46:18.132844] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SCL'.
[2025-12-01T20:46:18.133112] [INFO ] [FORECASTER] Starting predict_future for SCL
[2025-12-01T20:46:18.133875] [DEBUG] [LOCAL     ] No optimal features file found for SCL: ./output/feature-sets/SCL.txt
[2025-12-01T20:46:18.133925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:18.133956] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:18.133982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:18.134038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:18.191749] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:18.192326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:18.192402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:18.192433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:18.311998] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:18.312136] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:18.312173] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:18.312200] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:18.315408] [DEBUG] [FORECASTER] SCL: Forecast T+1@11:T+2@11: DOWN (p=46.28%)
[2025-12-01T20:46:18.315682] [INFO ] [FORECASTER] Completed predict_future for SCL
[2025-12-01T20:46:18.315807] [INFO ] [sig       ] SCL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:18.455019] [INFO ] [LOCAL     ] Saved forecast: SCL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SCL.txt
[2025-12-01T20:46:18.455152] [INFO ] [sig       ] [2876/3634] Completed SCL in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-01T20:46:18.455189] [INFO ] [sig       ] [2877/3634] Forecasting SCLX...
[2025-12-01T20:46:18.455218] [INFO ] [sig       ] Generating forecast for: SCLX
[2025-12-01T20:46:18.455245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCLX' from 'https://tdm.silogroup.org/data/derivative_storage/SCLX.csv'.
[2025-12-01T20:46:18.465673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCLX'.
[2025-12-01T20:46:18.465938] [INFO ] [FORECASTER] Starting predict_future for SCLX
[2025-12-01T20:46:18.466668] [DEBUG] [LOCAL     ] No optimal features file found for SCLX: ./output/feature-sets/SCLX.txt
[2025-12-01T20:46:18.466716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:18.466747] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:18.466772] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:18.466826] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:18.522112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:18.522923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:18.523003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:18.523035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:18.640451] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:18.640617] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:18.640655] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:18.640685] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:18.643913] [DEBUG] [FORECASTER] SCLX: Forecast T+1@11:T+2@11: DOWN (p=12.58%)
[2025-12-01T20:46:18.644169] [INFO ] [FORECASTER] Completed predict_future for SCLX
[2025-12-01T20:46:18.644288] [INFO ] [sig       ] SCLX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:18.781501] [INFO ] [LOCAL     ] Saved forecast: SCLX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SCLX.txt
[2025-12-01T20:46:18.781654] [INFO ] [sig       ] [2877/3634] Completed SCLX in 0.3s | 2.99 sym/s | Total: 16.0m | ETA: 4.2m
[2025-12-01T20:46:18.781702] [INFO ] [sig       ] [2878/3634] Forecasting SCM...
[2025-12-01T20:46:18.781731] [INFO ] [sig       ] Generating forecast for: SCM
[2025-12-01T20:46:18.781760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCM' from 'https://tdm.silogroup.org/data/derivative_storage/SCM.csv'.
[2025-12-01T20:46:18.792789] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCM'.
[2025-12-01T20:46:18.793085] [INFO ] [FORECASTER] Starting predict_future for SCM
[2025-12-01T20:46:18.793889] [DEBUG] [LOCAL     ] No optimal features file found for SCM: ./output/feature-sets/SCM.txt
[2025-12-01T20:46:18.793940] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:18.793970] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:18.793997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:18.794053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:18.851934] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:18.852784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:18.852864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:18.852896] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:18.967741] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:18.967882] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:18.967919] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:18.967945] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:18.971200] [DEBUG] [FORECASTER] SCM: Forecast T+1@11:T+2@11: DOWN (p=4.57%)
[2025-12-01T20:46:18.971475] [INFO ] [FORECASTER] Completed predict_future for SCM
[2025-12-01T20:46:18.971614] [INFO ] [sig       ] SCM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:19.111820] [INFO ] [LOCAL     ] Saved forecast: SCM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SCM.txt
[2025-12-01T20:46:19.111973] [INFO ] [sig       ] [2878/3634] Completed SCM in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-01T20:46:19.112017] [INFO ] [sig       ] [2879/3634] Forecasting SCS...
[2025-12-01T20:46:19.112055] [INFO ] [sig       ] Generating forecast for: SCS
[2025-12-01T20:46:19.112086] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCS' from 'https://tdm.silogroup.org/data/derivative_storage/SCS.csv'.
[2025-12-01T20:46:19.123329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCS'.
[2025-12-01T20:46:19.123632] [INFO ] [FORECASTER] Starting predict_future for SCS
[2025-12-01T20:46:19.124380] [DEBUG] [LOCAL     ] No optimal features file found for SCS: ./output/feature-sets/SCS.txt
[2025-12-01T20:46:19.124429] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:19.124460] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:19.124486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:19.124542] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:19.181785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:19.182435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:19.182515] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:19.182551] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:19.298699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:19.298857] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:19.298894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:19.298920] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:19.302132] [DEBUG] [FORECASTER] SCS: Forecast T+1@11:T+2@11: DOWN (p=17.17%)
[2025-12-01T20:46:19.302406] [INFO ] [FORECASTER] Completed predict_future for SCS
[2025-12-01T20:46:19.302527] [INFO ] [sig       ] SCS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:19.441050] [INFO ] [LOCAL     ] Saved forecast: SCS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SCS.txt
[2025-12-01T20:46:19.441156] [INFO ] [sig       ] [2879/3634] Completed SCS in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-01T20:46:19.441191] [INFO ] [sig       ] [2880/3634] Forecasting SCSC...
[2025-12-01T20:46:19.441219] [INFO ] [sig       ] Generating forecast for: SCSC
[2025-12-01T20:46:19.441247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCSC' from 'https://tdm.silogroup.org/data/derivative_storage/SCSC.csv'.
[2025-12-01T20:46:19.451979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCSC'.
[2025-12-01T20:46:19.452249] [INFO ] [FORECASTER] Starting predict_future for SCSC
[2025-12-01T20:46:19.453051] [DEBUG] [LOCAL     ] No optimal features file found for SCSC: ./output/feature-sets/SCSC.txt
[2025-12-01T20:46:19.453101] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:19.453131] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:19.453159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:19.453215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:19.511280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:19.511874] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:19.511973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:19.512007] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:19.630282] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:19.630395] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:19.630429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:19.630455] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:19.633538] [DEBUG] [FORECASTER] SCSC: Forecast T+1@11:T+2@11: DOWN (p=16.69%)
[2025-12-01T20:46:19.633832] [INFO ] [FORECASTER] Completed predict_future for SCSC
[2025-12-01T20:46:19.633948] [INFO ] [sig       ] SCSC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:19.814626] [INFO ] [LOCAL     ] Saved forecast: SCSC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SCSC.txt
[2025-12-01T20:46:19.814755] [INFO ] [sig       ] [2880/3634] Completed SCSC in 0.4s | 2.99 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-01T20:46:19.814791] [INFO ] [sig       ] [2881/3634] Forecasting SCVL...
[2025-12-01T20:46:19.814819] [INFO ] [sig       ] Generating forecast for: SCVL
[2025-12-01T20:46:19.814847] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCVL' from 'https://tdm.silogroup.org/data/derivative_storage/SCVL.csv'.
[2025-12-01T20:46:19.826276] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCVL'.
[2025-12-01T20:46:19.826623] [INFO ] [FORECASTER] Starting predict_future for SCVL
[2025-12-01T20:46:19.827411] [DEBUG] [LOCAL     ] No optimal features file found for SCVL: ./output/feature-sets/SCVL.txt
[2025-12-01T20:46:19.827461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:19.827493] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:19.827519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:19.827601] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:19.886023] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:19.886651] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:19.886728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:19.886760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:20.004980] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:20.005095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:20.005148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:20.005176] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:20.008283] [DEBUG] [FORECASTER] SCVL: Forecast T+1@11:T+2@11: DOWN (p=8.14%)
[2025-12-01T20:46:20.008564] [INFO ] [FORECASTER] Completed predict_future for SCVL
[2025-12-01T20:46:20.008703] [INFO ] [sig       ] SCVL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:20.147785] [INFO ] [LOCAL     ] Saved forecast: SCVL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SCVL.txt
[2025-12-01T20:46:20.147932] [INFO ] [sig       ] [2881/3634] Completed SCVL in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-01T20:46:20.147970] [INFO ] [sig       ] [2882/3634] Forecasting SCZ...
[2025-12-01T20:46:20.147998] [INFO ] [sig       ] Generating forecast for: SCZ
[2025-12-01T20:46:20.148027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SCZ' from 'https://tdm.silogroup.org/data/derivative_storage/SCZ.csv'.
[2025-12-01T20:46:20.158906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SCZ'.
[2025-12-01T20:46:20.159239] [INFO ] [FORECASTER] Starting predict_future for SCZ
[2025-12-01T20:46:20.160002] [DEBUG] [LOCAL     ] No optimal features file found for SCZ: ./output/feature-sets/SCZ.txt
[2025-12-01T20:46:20.160052] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:20.160082] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:20.160107] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:20.160161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:20.215610] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:20.216426] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:20.216506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:20.216538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:20.334806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:20.334917] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:20.334954] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:20.334980] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:20.338366] [DEBUG] [FORECASTER] SCZ: Forecast T+1@11:T+2@11: DOWN (p=1.06%)
[2025-12-01T20:46:20.338640] [INFO ] [FORECASTER] Completed predict_future for SCZ
[2025-12-01T20:46:20.338759] [INFO ] [sig       ] SCZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:20.477336] [INFO ] [LOCAL     ] Saved forecast: SCZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SCZ.txt
[2025-12-01T20:46:20.477442] [INFO ] [sig       ] [2882/3634] Completed SCZ in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-01T20:46:20.477477] [INFO ] [sig       ] [2883/3634] Forecasting SD...
[2025-12-01T20:46:20.477512] [INFO ] [sig       ] Generating forecast for: SD
[2025-12-01T20:46:20.477546] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SD' from 'https://tdm.silogroup.org/data/derivative_storage/SD.csv'.
[2025-12-01T20:46:20.489106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SD'.
[2025-12-01T20:46:20.489399] [INFO ] [FORECASTER] Starting predict_future for SD
[2025-12-01T20:46:20.490229] [DEBUG] [LOCAL     ] No optimal features file found for SD: ./output/feature-sets/SD.txt
[2025-12-01T20:46:20.490281] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:20.490313] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:20.490338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:20.490393] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:20.546164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:20.546773] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:20.546845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:20.546875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:20.666354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:20.666487] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:20.666522] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:20.666550] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:20.669821] [DEBUG] [FORECASTER] SD: Forecast T+1@11:T+2@11: DOWN (p=41.90%)
[2025-12-01T20:46:20.670077] [INFO ] [FORECASTER] Completed predict_future for SD
[2025-12-01T20:46:20.670194] [INFO ] [sig       ] SD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:20.812131] [INFO ] [LOCAL     ] Saved forecast: SD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SD.txt
[2025-12-01T20:46:20.812281] [INFO ] [sig       ] [2883/3634] Completed SD in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-01T20:46:20.812331] [INFO ] [sig       ] [2884/3634] Forecasting SDA...
[2025-12-01T20:46:20.812370] [INFO ] [sig       ] Generating forecast for: SDA
[2025-12-01T20:46:20.812411] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDA' from 'https://tdm.silogroup.org/data/derivative_storage/SDA.csv'.
[2025-12-01T20:46:20.823589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDA'.
[2025-12-01T20:46:20.823887] [INFO ] [FORECASTER] Starting predict_future for SDA
[2025-12-01T20:46:20.824703] [DEBUG] [LOCAL     ] No optimal features file found for SDA: ./output/feature-sets/SDA.txt
[2025-12-01T20:46:20.824754] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:20.824786] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:20.824812] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:20.824869] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:20.880411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:20.881270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:20.881679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:20.881713] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:20.996603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:20.996751] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:20.996788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:20.996815] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:21.000085] [DEBUG] [FORECASTER] SDA: Forecast T+1@11:T+2@11: UP (p=85.76%)
[2025-12-01T20:46:21.000367] [INFO ] [FORECASTER] Completed predict_future for SDA
[2025-12-01T20:46:21.000496] [INFO ] [sig       ] SDA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:21.137630] [INFO ] [LOCAL     ] Saved forecast: SDA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SDA.txt
[2025-12-01T20:46:21.137756] [INFO ] [sig       ] [2884/3634] Completed SDA in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-01T20:46:21.137792] [INFO ] [sig       ] [2885/3634] Forecasting SDHY...
[2025-12-01T20:46:21.137820] [INFO ] [sig       ] Generating forecast for: SDHY
[2025-12-01T20:46:21.137848] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDHY' from 'https://tdm.silogroup.org/data/derivative_storage/SDHY.csv'.
[2025-12-01T20:46:21.148524] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDHY'.
[2025-12-01T20:46:21.148815] [INFO ] [FORECASTER] Starting predict_future for SDHY
[2025-12-01T20:46:21.149622] [DEBUG] [LOCAL     ] No optimal features file found for SDHY: ./output/feature-sets/SDHY.txt
[2025-12-01T20:46:21.149675] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:21.149717] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:21.149746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:21.149801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:21.206075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:21.206903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:21.206982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:21.207014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:21.323128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:21.323260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:21.323296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:21.323323] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:21.326520] [DEBUG] [FORECASTER] SDHY: Forecast T+1@11:T+2@11: DOWN (p=6.48%)
[2025-12-01T20:46:21.326795] [INFO ] [FORECASTER] Completed predict_future for SDHY
[2025-12-01T20:46:21.326912] [INFO ] [sig       ] SDHY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:21.467755] [INFO ] [LOCAL     ] Saved forecast: SDHY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SDHY.txt
[2025-12-01T20:46:21.467872] [INFO ] [sig       ] [2885/3634] Completed SDHY in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-01T20:46:21.467908] [INFO ] [sig       ] [2886/3634] Forecasting SDRL...
[2025-12-01T20:46:21.467936] [INFO ] [sig       ] Generating forecast for: SDRL
[2025-12-01T20:46:21.467963] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDRL' from 'https://tdm.silogroup.org/data/derivative_storage/SDRL.csv'.
[2025-12-01T20:46:21.479062] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDRL'.
[2025-12-01T20:46:21.479338] [INFO ] [FORECASTER] Starting predict_future for SDRL
[2025-12-01T20:46:21.480165] [DEBUG] [LOCAL     ] No optimal features file found for SDRL: ./output/feature-sets/SDRL.txt
[2025-12-01T20:46:21.480215] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:21.480247] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:21.480273] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:21.480328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:21.538918] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:21.539544] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:21.539636] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:21.539669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:21.655964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:21.656079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:21.656113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:21.656140] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:21.659343] [DEBUG] [FORECASTER] SDRL: Forecast T+1@11:T+2@11: DOWN (p=9.58%)
[2025-12-01T20:46:21.659636] [INFO ] [FORECASTER] Completed predict_future for SDRL
[2025-12-01T20:46:21.659757] [INFO ] [sig       ] SDRL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:21.800291] [INFO ] [LOCAL     ] Saved forecast: SDRL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SDRL.txt
[2025-12-01T20:46:21.800396] [INFO ] [sig       ] [2886/3634] Completed SDRL in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-01T20:46:21.800430] [INFO ] [sig       ] [2887/3634] Forecasting SDVY...
[2025-12-01T20:46:21.800458] [INFO ] [sig       ] Generating forecast for: SDVY
[2025-12-01T20:46:21.800486] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SDVY' from 'https://tdm.silogroup.org/data/derivative_storage/SDVY.csv'.
[2025-12-01T20:46:21.811460] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SDVY'.
[2025-12-01T20:46:21.811779] [INFO ] [FORECASTER] Starting predict_future for SDVY
[2025-12-01T20:46:21.812525] [DEBUG] [LOCAL     ] No optimal features file found for SDVY: ./output/feature-sets/SDVY.txt
[2025-12-01T20:46:21.812597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:21.812654] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:21.812682] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:21.812738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:21.869659] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:21.870277] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:21.870352] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:21.870384] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:21.985677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:21.985791] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:21.985825] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:21.985851] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:21.988985] [DEBUG] [FORECASTER] SDVY: Forecast T+1@11:T+2@11: UP (p=74.39%)
[2025-12-01T20:46:21.989240] [INFO ] [FORECASTER] Completed predict_future for SDVY
[2025-12-01T20:46:21.989359] [INFO ] [sig       ] SDVY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:22.126759] [INFO ] [LOCAL     ] Saved forecast: SDVY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SDVY.txt
[2025-12-01T20:46:22.126866] [INFO ] [sig       ] [2887/3634] Completed SDVY in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-01T20:46:22.126901] [INFO ] [sig       ] [2888/3634] Forecasting SE...
[2025-12-01T20:46:22.126929] [INFO ] [sig       ] Generating forecast for: SE
[2025-12-01T20:46:22.126957] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SE' from 'https://tdm.silogroup.org/data/derivative_storage/SE.csv'.
[2025-12-01T20:46:22.138391] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SE'.
[2025-12-01T20:46:22.138701] [INFO ] [FORECASTER] Starting predict_future for SE
[2025-12-01T20:46:22.139495] [DEBUG] [LOCAL     ] No optimal features file found for SE: ./output/feature-sets/SE.txt
[2025-12-01T20:46:22.139546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:22.139602] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:22.139637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:22.139696] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:22.197390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:22.198065] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:22.198141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:22.198173] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:22.316122] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:22.316268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:22.316304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:22.316331] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:22.319643] [DEBUG] [FORECASTER] SE: Forecast T+1@11:T+2@11: UP (p=67.81%)
[2025-12-01T20:46:22.319918] [INFO ] [FORECASTER] Completed predict_future for SE
[2025-12-01T20:46:22.320042] [INFO ] [sig       ] SE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:22.457702] [INFO ] [LOCAL     ] Saved forecast: SE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SE.txt
[2025-12-01T20:46:22.457831] [INFO ] [sig       ] [2888/3634] Completed SE in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-01T20:46:22.457867] [INFO ] [sig       ] [2889/3634] Forecasting SEDG...
[2025-12-01T20:46:22.457902] [INFO ] [sig       ] Generating forecast for: SEDG
[2025-12-01T20:46:22.457930] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEDG' from 'https://tdm.silogroup.org/data/derivative_storage/SEDG.csv'.
[2025-12-01T20:46:22.468754] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEDG'.
[2025-12-01T20:46:22.469014] [INFO ] [FORECASTER] Starting predict_future for SEDG
[2025-12-01T20:46:22.469786] [DEBUG] [LOCAL     ] No optimal features file found for SEDG: ./output/feature-sets/SEDG.txt
[2025-12-01T20:46:22.469834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:22.469864] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:22.469889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:22.469943] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:22.525621] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:22.526185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:22.526257] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:22.526287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:22.646197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:22.646336] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:22.646371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:22.646398] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:22.649625] [DEBUG] [FORECASTER] SEDG: Forecast T+1@11:T+2@11: UP (p=57.17%)
[2025-12-01T20:46:22.649882] [INFO ] [FORECASTER] Completed predict_future for SEDG
[2025-12-01T20:46:22.649998] [INFO ] [sig       ] SEDG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:22.787418] [INFO ] [LOCAL     ] Saved forecast: SEDG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SEDG.txt
[2025-12-01T20:46:22.787547] [INFO ] [sig       ] [2889/3634] Completed SEDG in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.2m
[2025-12-01T20:46:22.787600] [INFO ] [sig       ] [2890/3634] Forecasting SEE...
[2025-12-01T20:46:22.787631] [INFO ] [sig       ] Generating forecast for: SEE
[2025-12-01T20:46:22.787659] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEE' from 'https://tdm.silogroup.org/data/derivative_storage/SEE.csv'.
[2025-12-01T20:46:22.798035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEE'.
[2025-12-01T20:46:22.798294] [INFO ] [FORECASTER] Starting predict_future for SEE
[2025-12-01T20:46:22.799049] [DEBUG] [LOCAL     ] No optimal features file found for SEE: ./output/feature-sets/SEE.txt
[2025-12-01T20:46:22.799097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:22.799126] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:22.799152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:22.799206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:22.854250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:22.854924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:22.855001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:22.855031] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:22.978742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:22.978895] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:22.978930] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:22.978956] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:22.982220] [DEBUG] [FORECASTER] SEE: Forecast T+1@11:T+2@11: DOWN (p=8.79%)
[2025-12-01T20:46:22.982479] [INFO ] [FORECASTER] Completed predict_future for SEE
[2025-12-01T20:46:22.982619] [INFO ] [sig       ] SEE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:23.117905] [INFO ] [LOCAL     ] Saved forecast: SEE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SEE.txt
[2025-12-01T20:46:23.118022] [INFO ] [sig       ] [2890/3634] Completed SEE in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-01T20:46:23.118058] [INFO ] [sig       ] [2891/3634] Forecasting SEIC...
[2025-12-01T20:46:23.118086] [INFO ] [sig       ] Generating forecast for: SEIC
[2025-12-01T20:46:23.118114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEIC' from 'https://tdm.silogroup.org/data/derivative_storage/SEIC.csv'.
[2025-12-01T20:46:23.128602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEIC'.
[2025-12-01T20:46:23.128903] [INFO ] [FORECASTER] Starting predict_future for SEIC
[2025-12-01T20:46:23.129657] [DEBUG] [LOCAL     ] No optimal features file found for SEIC: ./output/feature-sets/SEIC.txt
[2025-12-01T20:46:23.129706] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:23.129736] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:23.129761] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:23.129815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:23.184094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:23.184757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:23.184834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:23.184864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:23.300676] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:23.300775] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:23.300811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:23.300837] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:23.304043] [DEBUG] [FORECASTER] SEIC: Forecast T+1@11:T+2@11: DOWN (p=9.69%)
[2025-12-01T20:46:23.304299] [INFO ] [FORECASTER] Completed predict_future for SEIC
[2025-12-01T20:46:23.304415] [INFO ] [sig       ] SEIC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:23.441746] [INFO ] [LOCAL     ] Saved forecast: SEIC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SEIC.txt
[2025-12-01T20:46:23.441897] [INFO ] [sig       ] [2891/3634] Completed SEIC in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-01T20:46:23.441933] [INFO ] [sig       ] [2892/3634] Forecasting SELF...
[2025-12-01T20:46:23.441961] [INFO ] [sig       ] Generating forecast for: SELF
[2025-12-01T20:46:23.441988] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SELF' from 'https://tdm.silogroup.org/data/derivative_storage/SELF.csv'.
[2025-12-01T20:46:23.452876] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SELF'.
[2025-12-01T20:46:23.453226] [INFO ] [FORECASTER] Starting predict_future for SELF
[2025-12-01T20:46:23.453980] [DEBUG] [LOCAL     ] No optimal features file found for SELF: ./output/feature-sets/SELF.txt
[2025-12-01T20:46:23.454028] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:23.454057] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:23.454082] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:23.454136] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:23.509385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:23.510204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:23.510281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:23.510312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:23.617175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:23.617313] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:23.617349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:23.617391] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:23.620682] [DEBUG] [FORECASTER] SELF: Forecast T+1@11:T+2@11: DOWN (p=24.01%)
[2025-12-01T20:46:23.620940] [INFO ] [FORECASTER] Completed predict_future for SELF
[2025-12-01T20:46:23.621057] [INFO ] [sig       ] SELF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:23.758478] [INFO ] [LOCAL     ] Saved forecast: SELF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SELF.txt
[2025-12-01T20:46:23.758651] [INFO ] [sig       ] [2892/3634] Completed SELF in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-01T20:46:23.758690] [INFO ] [sig       ] [2893/3634] Forecasting SEM...
[2025-12-01T20:46:23.758718] [INFO ] [sig       ] Generating forecast for: SEM
[2025-12-01T20:46:23.758748] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEM' from 'https://tdm.silogroup.org/data/derivative_storage/SEM.csv'.
[2025-12-01T20:46:23.769949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEM'.
[2025-12-01T20:46:23.770304] [INFO ] [FORECASTER] Starting predict_future for SEM
[2025-12-01T20:46:23.771095] [DEBUG] [LOCAL     ] No optimal features file found for SEM: ./output/feature-sets/SEM.txt
[2025-12-01T20:46:23.771143] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:23.771173] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:23.771198] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:23.771252] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:23.829296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:23.830155] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:23.830235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:23.830269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:23.957899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:23.958053] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:23.958092] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:23.958120] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:23.961587] [DEBUG] [FORECASTER] SEM: Forecast T+1@11:T+2@11: DOWN (p=6.65%)
[2025-12-01T20:46:23.961862] [INFO ] [FORECASTER] Completed predict_future for SEM
[2025-12-01T20:46:23.961997] [INFO ] [sig       ] SEM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:24.109130] [INFO ] [LOCAL     ] Saved forecast: SEM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SEM.txt
[2025-12-01T20:46:24.109263] [INFO ] [sig       ] [2893/3634] Completed SEM in 0.4s | 2.99 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-01T20:46:24.109302] [INFO ] [sig       ] [2894/3634] Forecasting SENEA...
[2025-12-01T20:46:24.109330] [INFO ] [sig       ] Generating forecast for: SENEA
[2025-12-01T20:46:24.109361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENEA' from 'https://tdm.silogroup.org/data/derivative_storage/SENEA.csv'.
[2025-12-01T20:46:24.121243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SENEA'.
[2025-12-01T20:46:24.121606] [INFO ] [FORECASTER] Starting predict_future for SENEA
[2025-12-01T20:46:24.122415] [DEBUG] [LOCAL     ] No optimal features file found for SENEA: ./output/feature-sets/SENEA.txt
[2025-12-01T20:46:24.122466] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:24.122496] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:24.122522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:24.122599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:24.181391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:24.182114] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:24.182193] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:24.182242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:24.304507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:24.304726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:24.304773] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:24.304803] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:24.308350] [DEBUG] [FORECASTER] SENEA: Forecast T+1@11:T+2@11: UP (p=95.88%)
[2025-12-01T20:46:24.308659] [INFO ] [FORECASTER] Completed predict_future for SENEA
[2025-12-01T20:46:24.308786] [INFO ] [sig       ] SENEA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:24.455528] [INFO ] [LOCAL     ] Saved forecast: SENEA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SENEA.txt
[2025-12-01T20:46:24.455728] [INFO ] [sig       ] [2894/3634] Completed SENEA in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-01T20:46:24.455787] [INFO ] [sig       ] [2895/3634] Forecasting SENS...
[2025-12-01T20:46:24.455816] [INFO ] [sig       ] Generating forecast for: SENS
[2025-12-01T20:46:24.455855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SENS' from 'https://tdm.silogroup.org/data/derivative_storage/SENS.csv'.
[2025-12-01T20:46:24.467559] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SENS'.
[2025-12-01T20:46:24.467923] [INFO ] [FORECASTER] Starting predict_future for SENS
[2025-12-01T20:46:24.468777] [DEBUG] [LOCAL     ] No optimal features file found for SENS: ./output/feature-sets/SENS.txt
[2025-12-01T20:46:24.468827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:24.468857] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:24.468882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:24.468937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:24.528300] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:24.529883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:24.529987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:24.530019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:24.652918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:24.653072] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:24.653115] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:24.653142] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:24.656525] [DEBUG] [FORECASTER] SENS: Forecast T+1@11:T+2@11: DOWN (p=42.18%)
[2025-12-01T20:46:24.656846] [INFO ] [FORECASTER] Completed predict_future for SENS
[2025-12-01T20:46:24.656972] [INFO ] [sig       ] SENS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:24.802488] [INFO ] [LOCAL     ] Saved forecast: SENS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SENS.txt
[2025-12-01T20:46:24.802649] [INFO ] [sig       ] [2895/3634] Completed SENS in 0.3s | 2.99 sym/s | Total: 16.1m | ETA: 4.1m
[2025-12-01T20:46:24.802689] [INFO ] [sig       ] [2896/3634] Forecasting SERA...
[2025-12-01T20:46:24.802716] [INFO ] [sig       ] Generating forecast for: SERA
[2025-12-01T20:46:24.802745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SERA' from 'https://tdm.silogroup.org/data/derivative_storage/SERA.csv'.
[2025-12-01T20:46:24.813372] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SERA'.
[2025-12-01T20:46:24.813696] [INFO ] [FORECASTER] Starting predict_future for SERA
[2025-12-01T20:46:24.814411] [DEBUG] [LOCAL     ] No optimal features file found for SERA: ./output/feature-sets/SERA.txt
[2025-12-01T20:46:24.814459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:24.814489] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:24.814527] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:24.814608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:24.871714] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:24.872867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:24.872956] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:24.872988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:24.996399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:24.996546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:24.996613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:24.996648] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:24.999947] [DEBUG] [FORECASTER] SERA: Forecast T+1@11:T+2@11: DOWN (p=38.23%)
[2025-12-01T20:46:25.000213] [INFO ] [FORECASTER] Completed predict_future for SERA
[2025-12-01T20:46:25.000334] [INFO ] [sig       ] SERA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:25.137404] [INFO ] [LOCAL     ] Saved forecast: SERA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SERA.txt
[2025-12-01T20:46:25.137525] [INFO ] [sig       ] [2896/3634] Completed SERA in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-01T20:46:25.137561] [INFO ] [sig       ] [2897/3634] Forecasting SES...
[2025-12-01T20:46:25.137607] [INFO ] [sig       ] Generating forecast for: SES
[2025-12-01T20:46:25.137638] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SES' from 'https://tdm.silogroup.org/data/derivative_storage/SES.csv'.
[2025-12-01T20:46:25.148971] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SES'.
[2025-12-01T20:46:25.149256] [INFO ] [FORECASTER] Starting predict_future for SES
[2025-12-01T20:46:25.149999] [DEBUG] [LOCAL     ] No optimal features file found for SES: ./output/feature-sets/SES.txt
[2025-12-01T20:46:25.150047] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:25.150077] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:25.150104] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:25.150158] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:25.205831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:25.206424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:25.206534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:25.206607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:25.328022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:25.328165] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:25.328203] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:25.328232] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:25.331523] [DEBUG] [FORECASTER] SES: Forecast T+1@11:T+2@11: UP (p=98.35%)
[2025-12-01T20:46:25.331804] [INFO ] [FORECASTER] Completed predict_future for SES
[2025-12-01T20:46:25.331927] [INFO ] [sig       ] SES: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:25.468963] [INFO ] [LOCAL     ] Saved forecast: SES	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SES.txt
[2025-12-01T20:46:25.469086] [INFO ] [sig       ] [2897/3634] Completed SES in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-01T20:46:25.469122] [INFO ] [sig       ] [2898/3634] Forecasting SEVN...
[2025-12-01T20:46:25.469151] [INFO ] [sig       ] Generating forecast for: SEVN
[2025-12-01T20:46:25.469178] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEVN' from 'https://tdm.silogroup.org/data/derivative_storage/SEVN.csv'.
[2025-12-01T20:46:25.480138] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEVN'.
[2025-12-01T20:46:25.480397] [INFO ] [FORECASTER] Starting predict_future for SEVN
[2025-12-01T20:46:25.481154] [DEBUG] [LOCAL     ] No optimal features file found for SEVN: ./output/feature-sets/SEVN.txt
[2025-12-01T20:46:25.481202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:25.481230] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:25.481255] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:25.481308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:25.537039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:25.537676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:25.537759] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:25.537792] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:25.652160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:25.652302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:25.652343] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:25.652382] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:25.655778] [DEBUG] [FORECASTER] SEVN: Forecast T+1@11:T+2@11: UP (p=69.10%)
[2025-12-01T20:46:25.656042] [INFO ] [FORECASTER] Completed predict_future for SEVN
[2025-12-01T20:46:25.656163] [INFO ] [sig       ] SEVN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:25.797610] [INFO ] [LOCAL     ] Saved forecast: SEVN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SEVN.txt
[2025-12-01T20:46:25.797739] [INFO ] [sig       ] [2898/3634] Completed SEVN in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-01T20:46:25.797775] [INFO ] [sig       ] [2899/3634] Forecasting SEZL...
[2025-12-01T20:46:25.797803] [INFO ] [sig       ] Generating forecast for: SEZL
[2025-12-01T20:46:25.797830] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SEZL' from 'https://tdm.silogroup.org/data/derivative_storage/SEZL.csv'.
[2025-12-01T20:46:25.809316] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SEZL'.
[2025-12-01T20:46:25.809657] [INFO ] [FORECASTER] Starting predict_future for SEZL
[2025-12-01T20:46:25.810433] [DEBUG] [LOCAL     ] No optimal features file found for SEZL: ./output/feature-sets/SEZL.txt
[2025-12-01T20:46:25.810483] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:25.810514] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:25.810539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:25.810618] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:25.865394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:25.866034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:25.866111] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:25.866141] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:25.981040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:25.981192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:25.981228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:25.981255] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:25.984500] [DEBUG] [FORECASTER] SEZL: Forecast T+1@11:T+2@11: DOWN (p=19.69%)
[2025-12-01T20:46:25.984810] [INFO ] [FORECASTER] Completed predict_future for SEZL
[2025-12-01T20:46:25.984932] [INFO ] [sig       ] SEZL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:26.121622] [INFO ] [LOCAL     ] Saved forecast: SEZL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SEZL.txt
[2025-12-01T20:46:26.121754] [INFO ] [sig       ] [2899/3634] Completed SEZL in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-01T20:46:26.121791] [INFO ] [sig       ] [2900/3634] Forecasting SF...
[2025-12-01T20:46:26.121819] [INFO ] [sig       ] Generating forecast for: SF
[2025-12-01T20:46:26.121854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SF' from 'https://tdm.silogroup.org/data/derivative_storage/SF.csv'.
[2025-12-01T20:46:26.132918] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SF'.
[2025-12-01T20:46:26.133211] [INFO ] [FORECASTER] Starting predict_future for SF
[2025-12-01T20:46:26.134019] [DEBUG] [LOCAL     ] No optimal features file found for SF: ./output/feature-sets/SF.txt
[2025-12-01T20:46:26.134070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:26.134102] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:26.134129] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:26.134184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:26.190144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:26.190823] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:26.190918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:26.190960] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:26.313156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:26.313309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:26.313347] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:26.313375] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:26.316736] [DEBUG] [FORECASTER] SF: Forecast T+1@11:T+2@11: UP (p=91.70%)
[2025-12-01T20:46:26.317011] [INFO ] [FORECASTER] Completed predict_future for SF
[2025-12-01T20:46:26.317135] [INFO ] [sig       ] SF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:26.457466] [INFO ] [LOCAL     ] Saved forecast: SF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SF.txt
[2025-12-01T20:46:26.457663] [INFO ] [sig       ] [2900/3634] Completed SF in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-01T20:46:26.457704] [INFO ] [sig       ] [2901/3634] Forecasting SFB...
[2025-12-01T20:46:26.457732] [INFO ] [sig       ] Generating forecast for: SFB
[2025-12-01T20:46:26.457762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFB' from 'https://tdm.silogroup.org/data/derivative_storage/SFB.csv'.
[2025-12-01T20:46:26.468974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFB'.
[2025-12-01T20:46:26.469342] [INFO ] [FORECASTER] Starting predict_future for SFB
[2025-12-01T20:46:26.470099] [DEBUG] [LOCAL     ] No optimal features file found for SFB: ./output/feature-sets/SFB.txt
[2025-12-01T20:46:26.470147] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:26.470179] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:26.470204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:26.470258] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:26.525743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:26.526616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:26.526700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:26.526731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:26.637450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:26.637619] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:26.637661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:26.637689] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:26.641088] [DEBUG] [FORECASTER] SFB: Forecast T+1@11:T+2@11: UP (p=66.39%)
[2025-12-01T20:46:26.641381] [INFO ] [FORECASTER] Completed predict_future for SFB
[2025-12-01T20:46:26.641511] [INFO ] [sig       ] SFB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:26.790918] [INFO ] [LOCAL     ] Saved forecast: SFB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SFB.txt
[2025-12-01T20:46:26.791073] [INFO ] [sig       ] [2901/3634] Completed SFB in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-01T20:46:26.791113] [INFO ] [sig       ] [2902/3634] Forecasting SFBS...
[2025-12-01T20:46:26.791142] [INFO ] [sig       ] Generating forecast for: SFBS
[2025-12-01T20:46:26.791170] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFBS' from 'https://tdm.silogroup.org/data/derivative_storage/SFBS.csv'.
[2025-12-01T20:46:26.801994] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SFBS'.
[2025-12-01T20:46:26.802361] [INFO ] [FORECASTER] Starting predict_future for SFBS
[2025-12-01T20:46:26.803124] [DEBUG] [LOCAL     ] No optimal features file found for SFBS: ./output/feature-sets/SFBS.txt
[2025-12-01T20:46:26.803174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:26.803205] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:26.803231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:26.803285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:26.857609] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:26.858461] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:26.858544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:26.858591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:26.977970] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:26.978116] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:26.978152] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:26.978178] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:26.981395] [DEBUG] [FORECASTER] SFBS: Forecast T+1@11:T+2@11: DOWN (p=32.43%)
[2025-12-01T20:46:26.981668] [INFO ] [FORECASTER] Completed predict_future for SFBS
[2025-12-01T20:46:26.981785] [INFO ] [sig       ] SFBS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:27.121654] [INFO ] [LOCAL     ] Saved forecast: SFBS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SFBS.txt
[2025-12-01T20:46:27.121802] [INFO ] [sig       ] [2902/3634] Completed SFBS in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-01T20:46:27.121838] [INFO ] [sig       ] [2903/3634] Forecasting SFIX...
[2025-12-01T20:46:27.121867] [INFO ] [sig       ] Generating forecast for: SFIX
[2025-12-01T20:46:27.121893] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFIX' from 'https://tdm.silogroup.org/data/derivative_storage/SFIX.csv'.
[2025-12-01T20:46:27.132681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFIX'.
[2025-12-01T20:46:27.133014] [INFO ] [FORECASTER] Starting predict_future for SFIX
[2025-12-01T20:46:27.133784] [DEBUG] [LOCAL     ] No optimal features file found for SFIX: ./output/feature-sets/SFIX.txt
[2025-12-01T20:46:27.133834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:27.133864] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:27.133889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:27.133944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:27.188453] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:27.189187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:27.189283] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:27.189315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:27.305694] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:27.305831] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:27.305866] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:27.305893] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:27.309159] [DEBUG] [FORECASTER] SFIX: Forecast T+1@11:T+2@11: DOWN (p=33.31%)
[2025-12-01T20:46:27.309415] [INFO ] [FORECASTER] Completed predict_future for SFIX
[2025-12-01T20:46:27.309531] [INFO ] [sig       ] SFIX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:27.449473] [INFO ] [LOCAL     ] Saved forecast: SFIX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SFIX.txt
[2025-12-01T20:46:27.449671] [INFO ] [sig       ] [2903/3634] Completed SFIX in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-01T20:46:27.449715] [INFO ] [sig       ] [2904/3634] Forecasting SFL...
[2025-12-01T20:46:27.449749] [INFO ] [sig       ] Generating forecast for: SFL
[2025-12-01T20:46:27.449782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFL' from 'https://tdm.silogroup.org/data/derivative_storage/SFL.csv'.
[2025-12-01T20:46:27.461015] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SFL'.
[2025-12-01T20:46:27.461369] [INFO ] [FORECASTER] Starting predict_future for SFL
[2025-12-01T20:46:27.462151] [DEBUG] [LOCAL     ] No optimal features file found for SFL: ./output/feature-sets/SFL.txt
[2025-12-01T20:46:27.462200] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:27.462260] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:27.462288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:27.462342] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:27.535690] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:27.536675] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:27.536766] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:27.536799] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:27.660137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:27.660294] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:27.660333] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:27.660361] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:27.663704] [DEBUG] [FORECASTER] SFL: Forecast T+1@11:T+2@11: UP (p=76.80%)
[2025-12-01T20:46:27.663971] [INFO ] [FORECASTER] Completed predict_future for SFL
[2025-12-01T20:46:27.664095] [INFO ] [sig       ] SFL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:46:27.803870] [INFO ] [LOCAL     ] Saved forecast: SFL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SFL.txt
[2025-12-01T20:46:27.804000] [INFO ] [sig       ] [2904/3634] Completed SFL in 0.4s | 2.99 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-01T20:46:27.804037] [INFO ] [sig       ] [2905/3634] Forecasting SFLO...
[2025-12-01T20:46:27.804065] [INFO ] [sig       ] Generating forecast for: SFLO
[2025-12-01T20:46:27.804092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFLO' from 'https://tdm.silogroup.org/data/derivative_storage/SFLO.csv'.
[2025-12-01T20:46:27.815831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFLO'.
[2025-12-01T20:46:27.816244] [INFO ] [FORECASTER] Starting predict_future for SFLO
[2025-12-01T20:46:27.817106] [DEBUG] [LOCAL     ] No optimal features file found for SFLO: ./output/feature-sets/SFLO.txt
[2025-12-01T20:46:27.817158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:27.817189] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:27.817215] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:27.817271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:27.875091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:27.876008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:27.876092] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:27.876125] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:27.995126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:27.995295] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:27.995334] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:27.995360] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:27.998622] [DEBUG] [FORECASTER] SFLO: Forecast T+1@11:T+2@11: DOWN (p=10.92%)
[2025-12-01T20:46:27.998885] [INFO ] [FORECASTER] Completed predict_future for SFLO
[2025-12-01T20:46:27.999003] [INFO ] [sig       ] SFLO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:28.134505] [INFO ] [LOCAL     ] Saved forecast: SFLO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SFLO.txt
[2025-12-01T20:46:28.134642] [INFO ] [sig       ] [2905/3634] Completed SFLO in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-01T20:46:28.134681] [INFO ] [sig       ] [2906/3634] Forecasting SFM...
[2025-12-01T20:46:28.134709] [INFO ] [sig       ] Generating forecast for: SFM
[2025-12-01T20:46:28.134737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFM' from 'https://tdm.silogroup.org/data/derivative_storage/SFM.csv'.
[2025-12-01T20:46:28.146678] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SFM'.
[2025-12-01T20:46:28.147007] [INFO ] [FORECASTER] Starting predict_future for SFM
[2025-12-01T20:46:28.147779] [DEBUG] [LOCAL     ] No optimal features file found for SFM: ./output/feature-sets/SFM.txt
[2025-12-01T20:46:28.147828] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:28.147858] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:28.147883] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:28.147936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:28.204619] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:28.205263] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:28.205340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:28.205372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:28.323919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:28.324076] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:28.324115] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:28.324143] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:28.327469] [DEBUG] [FORECASTER] SFM: Forecast T+1@11:T+2@11: DOWN (p=6.09%)
[2025-12-01T20:46:28.327767] [INFO ] [FORECASTER] Completed predict_future for SFM
[2025-12-01T20:46:28.327905] [INFO ] [sig       ] SFM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:28.466185] [INFO ] [LOCAL     ] Saved forecast: SFM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SFM.txt
[2025-12-01T20:46:28.466314] [INFO ] [sig       ] [2906/3634] Completed SFM in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-01T20:46:28.466350] [INFO ] [sig       ] [2907/3634] Forecasting SFNC...
[2025-12-01T20:46:28.466378] [INFO ] [sig       ] Generating forecast for: SFNC
[2025-12-01T20:46:28.466406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SFNC' from 'https://tdm.silogroup.org/data/derivative_storage/SFNC.csv'.
[2025-12-01T20:46:28.478098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SFNC'.
[2025-12-01T20:46:28.478447] [INFO ] [FORECASTER] Starting predict_future for SFNC
[2025-12-01T20:46:28.479281] [DEBUG] [LOCAL     ] No optimal features file found for SFNC: ./output/feature-sets/SFNC.txt
[2025-12-01T20:46:28.479332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:28.479364] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:28.479389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:28.479445] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:28.536393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:28.537296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:28.537381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:28.537413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:28.657506] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:28.657669] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:28.657707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:28.657769] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:28.662200] [DEBUG] [FORECASTER] SFNC: Forecast T+1@11:T+2@11: DOWN (p=29.30%)
[2025-12-01T20:46:28.662484] [INFO ] [FORECASTER] Completed predict_future for SFNC
[2025-12-01T20:46:28.662641] [INFO ] [sig       ] SFNC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:28.802069] [INFO ] [LOCAL     ] Saved forecast: SFNC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SFNC.txt
[2025-12-01T20:46:28.802190] [INFO ] [sig       ] [2907/3634] Completed SFNC in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.1m
[2025-12-01T20:46:28.802226] [INFO ] [sig       ] [2908/3634] Forecasting SG...
[2025-12-01T20:46:28.802255] [INFO ] [sig       ] Generating forecast for: SG
[2025-12-01T20:46:28.802283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SG' from 'https://tdm.silogroup.org/data/derivative_storage/SG.csv'.
[2025-12-01T20:46:28.812882] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SG'.
[2025-12-01T20:46:28.813172] [INFO ] [FORECASTER] Starting predict_future for SG
[2025-12-01T20:46:28.813925] [DEBUG] [LOCAL     ] No optimal features file found for SG: ./output/feature-sets/SG.txt
[2025-12-01T20:46:28.813973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:28.814003] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:28.814029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:28.814082] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:28.870932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:28.871526] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:28.871625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:28.871662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:28.989455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:28.989622] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:28.989662] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:28.989689] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:28.992929] [DEBUG] [FORECASTER] SG: Forecast T+1@11:T+2@11: DOWN (p=4.45%)
[2025-12-01T20:46:28.993192] [INFO ] [FORECASTER] Completed predict_future for SG
[2025-12-01T20:46:28.993315] [INFO ] [sig       ] SG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:29.131730] [INFO ] [LOCAL     ] Saved forecast: SG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SG.txt
[2025-12-01T20:46:29.131857] [INFO ] [sig       ] [2908/3634] Completed SG in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-01T20:46:29.131893] [INFO ] [sig       ] [2909/3634] Forecasting SGBX...
[2025-12-01T20:46:29.131920] [INFO ] [sig       ] Generating forecast for: SGBX
[2025-12-01T20:46:29.131951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGBX' from 'https://tdm.silogroup.org/data/derivative_storage/SGBX.csv'.
[2025-12-01T20:46:29.142755] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGBX'.
[2025-12-01T20:46:29.143044] [INFO ] [FORECASTER] Starting predict_future for SGBX
[2025-12-01T20:46:29.143862] [DEBUG] [LOCAL     ] No optimal features file found for SGBX: ./output/feature-sets/SGBX.txt
[2025-12-01T20:46:29.143925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:29.143956] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:29.143983] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:29.144040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:29.201105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:29.201805] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:29.201883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:29.201915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:29.328242] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:29.328358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:29.328401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:29.328428] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:29.331855] [DEBUG] [FORECASTER] SGBX: Forecast T+1@11:T+2@11: UP (p=75.84%)
[2025-12-01T20:46:29.332125] [INFO ] [FORECASTER] Completed predict_future for SGBX
[2025-12-01T20:46:29.332249] [INFO ] [sig       ] SGBX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:29.468477] [INFO ] [LOCAL     ] Saved forecast: SGBX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SGBX.txt
[2025-12-01T20:46:29.468614] [INFO ] [sig       ] [2909/3634] Completed SGBX in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-01T20:46:29.468653] [INFO ] [sig       ] [2910/3634] Forecasting SGC...
[2025-12-01T20:46:29.468682] [INFO ] [sig       ] Generating forecast for: SGC
[2025-12-01T20:46:29.468711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGC' from 'https://tdm.silogroup.org/data/derivative_storage/SGC.csv'.
[2025-12-01T20:46:29.479613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGC'.
[2025-12-01T20:46:29.479903] [INFO ] [FORECASTER] Starting predict_future for SGC
[2025-12-01T20:46:29.480634] [DEBUG] [LOCAL     ] No optimal features file found for SGC: ./output/feature-sets/SGC.txt
[2025-12-01T20:46:29.480681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:29.480710] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:29.480734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:29.480786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:29.535640] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:29.536218] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:29.536291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:29.536320] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:29.654707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:29.654844] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:29.654879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:29.654906] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:29.658144] [DEBUG] [FORECASTER] SGC: Forecast T+1@11:T+2@11: UP (p=97.08%)
[2025-12-01T20:46:29.658432] [INFO ] [FORECASTER] Completed predict_future for SGC
[2025-12-01T20:46:29.658551] [INFO ] [sig       ] SGC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:29.798910] [INFO ] [LOCAL     ] Saved forecast: SGC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SGC.txt
[2025-12-01T20:46:29.799037] [INFO ] [sig       ] [2910/3634] Completed SGC in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-01T20:46:29.799073] [INFO ] [sig       ] [2911/3634] Forecasting SGHC...
[2025-12-01T20:46:29.799101] [INFO ] [sig       ] Generating forecast for: SGHC
[2025-12-01T20:46:29.799129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGHC' from 'https://tdm.silogroup.org/data/derivative_storage/SGHC.csv'.
[2025-12-01T20:46:29.810503] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGHC'.
[2025-12-01T20:46:29.810850] [INFO ] [FORECASTER] Starting predict_future for SGHC
[2025-12-01T20:46:29.811626] [DEBUG] [LOCAL     ] No optimal features file found for SGHC: ./output/feature-sets/SGHC.txt
[2025-12-01T20:46:29.811676] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:29.811707] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:29.811734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:29.811790] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:29.869112] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:29.869754] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:29.869830] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:29.869861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:29.988124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:29.988242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:29.988277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:29.988303] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:29.991469] [DEBUG] [FORECASTER] SGHC: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2025-12-01T20:46:29.991744] [INFO ] [FORECASTER] Completed predict_future for SGHC
[2025-12-01T20:46:29.991865] [INFO ] [sig       ] SGHC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:30.132640] [INFO ] [LOCAL     ] Saved forecast: SGHC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SGHC.txt
[2025-12-01T20:46:30.132791] [INFO ] [sig       ] [2911/3634] Completed SGHC in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-01T20:46:30.132830] [INFO ] [sig       ] [2912/3634] Forecasting SGRY...
[2025-12-01T20:46:30.132860] [INFO ] [sig       ] Generating forecast for: SGRY
[2025-12-01T20:46:30.132890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SGRY' from 'https://tdm.silogroup.org/data/derivative_storage/SGRY.csv'.
[2025-12-01T20:46:30.143979] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SGRY'.
[2025-12-01T20:46:30.144244] [INFO ] [FORECASTER] Starting predict_future for SGRY
[2025-12-01T20:46:30.144984] [DEBUG] [LOCAL     ] No optimal features file found for SGRY: ./output/feature-sets/SGRY.txt
[2025-12-01T20:46:30.145033] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:30.145063] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:30.145089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:30.145142] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:30.200536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:30.201120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:30.201192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:30.201222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:30.317996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:30.318110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:30.318146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:30.318172] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:30.321340] [DEBUG] [FORECASTER] SGRY: Forecast T+1@11:T+2@11: UP (p=84.64%)
[2025-12-01T20:46:30.321611] [INFO ] [FORECASTER] Completed predict_future for SGRY
[2025-12-01T20:46:30.321733] [INFO ] [sig       ] SGRY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:30.458853] [INFO ] [LOCAL     ] Saved forecast: SGRY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SGRY.txt
[2025-12-01T20:46:30.458959] [INFO ] [sig       ] [2912/3634] Completed SGRY in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-01T20:46:30.459019] [INFO ] [sig       ] [2913/3634] Forecasting SHAK...
[2025-12-01T20:46:30.459048] [INFO ] [sig       ] Generating forecast for: SHAK
[2025-12-01T20:46:30.459075] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHAK' from 'https://tdm.silogroup.org/data/derivative_storage/SHAK.csv'.
[2025-12-01T20:46:30.470298] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SHAK'.
[2025-12-01T20:46:30.470566] [INFO ] [FORECASTER] Starting predict_future for SHAK
[2025-12-01T20:46:30.471301] [DEBUG] [LOCAL     ] No optimal features file found for SHAK: ./output/feature-sets/SHAK.txt
[2025-12-01T20:46:30.471349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:30.471378] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:30.471404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:30.471458] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:30.526268] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:30.526870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:30.526944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:30.526974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:30.646173] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:30.646295] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:30.646333] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:30.646359] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:30.649566] [DEBUG] [FORECASTER] SHAK: Forecast T+1@11:T+2@11: DOWN (p=13.46%)
[2025-12-01T20:46:30.649844] [INFO ] [FORECASTER] Completed predict_future for SHAK
[2025-12-01T20:46:30.649962] [INFO ] [sig       ] SHAK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:30.786402] [INFO ] [LOCAL     ] Saved forecast: SHAK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SHAK.txt
[2025-12-01T20:46:30.786514] [INFO ] [sig       ] [2913/3634] Completed SHAK in 0.3s | 2.99 sym/s | Total: 16.2m | ETA: 4.0m
[2025-12-01T20:46:30.786550] [INFO ] [sig       ] [2914/3634] Forecasting SHBI...
[2025-12-01T20:46:30.786603] [INFO ] [sig       ] Generating forecast for: SHBI
[2025-12-01T20:46:30.786633] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHBI' from 'https://tdm.silogroup.org/data/derivative_storage/SHBI.csv'.
[2025-12-01T20:46:30.797354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHBI'.
[2025-12-01T20:46:30.797662] [INFO ] [FORECASTER] Starting predict_future for SHBI
[2025-12-01T20:46:30.798443] [DEBUG] [LOCAL     ] No optimal features file found for SHBI: ./output/feature-sets/SHBI.txt
[2025-12-01T20:46:30.798493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:30.798524] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:30.798552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:30.798634] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:30.856328] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:30.856960] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:30.857074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:30.857118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:30.976414] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:30.976556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:30.976611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:30.976639] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:30.979913] [DEBUG] [FORECASTER] SHBI: Forecast T+1@11:T+2@11: DOWN (p=3.77%)
[2025-12-01T20:46:30.980174] [INFO ] [FORECASTER] Completed predict_future for SHBI
[2025-12-01T20:46:30.980310] [INFO ] [sig       ] SHBI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:31.120800] [INFO ] [LOCAL     ] Saved forecast: SHBI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SHBI.txt
[2025-12-01T20:46:31.120980] [INFO ] [sig       ] [2914/3634] Completed SHBI in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-01T20:46:31.121023] [INFO ] [sig       ] [2915/3634] Forecasting SHC...
[2025-12-01T20:46:31.121055] [INFO ] [sig       ] Generating forecast for: SHC
[2025-12-01T20:46:31.121085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHC' from 'https://tdm.silogroup.org/data/derivative_storage/SHC.csv'.
[2025-12-01T20:46:31.133476] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHC'.
[2025-12-01T20:46:31.133862] [INFO ] [FORECASTER] Starting predict_future for SHC
[2025-12-01T20:46:31.134637] [DEBUG] [LOCAL     ] No optimal features file found for SHC: ./output/feature-sets/SHC.txt
[2025-12-01T20:46:31.134686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:31.134716] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:31.134742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:31.134796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:31.189678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:31.190439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:31.190516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:31.190547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:31.308417] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:31.308540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:31.308592] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:31.308622] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:31.311790] [DEBUG] [FORECASTER] SHC: Forecast T+1@11:T+2@11: UP (p=90.80%)
[2025-12-01T20:46:31.312045] [INFO ] [FORECASTER] Completed predict_future for SHC
[2025-12-01T20:46:31.312168] [INFO ] [sig       ] SHC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:31.447695] [INFO ] [LOCAL     ] Saved forecast: SHC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SHC.txt
[2025-12-01T20:46:31.447793] [INFO ] [sig       ] [2915/3634] Completed SHC in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-01T20:46:31.447827] [INFO ] [sig       ] [2916/3634] Forecasting SHCO...
[2025-12-01T20:46:31.447854] [INFO ] [sig       ] Generating forecast for: SHCO
[2025-12-01T20:46:31.447881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHCO' from 'https://tdm.silogroup.org/data/derivative_storage/SHCO.csv'.
[2025-12-01T20:46:31.459608] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHCO'.
[2025-12-01T20:46:31.459931] [INFO ] [FORECASTER] Starting predict_future for SHCO
[2025-12-01T20:46:31.460714] [DEBUG] [LOCAL     ] No optimal features file found for SHCO: ./output/feature-sets/SHCO.txt
[2025-12-01T20:46:31.460766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:31.460798] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:31.460823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:31.460877] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:31.515209] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:31.515889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:31.515968] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:31.515998] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:31.634299] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:31.634451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:31.634505] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:31.634532] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:31.637989] [DEBUG] [FORECASTER] SHCO: Forecast T+1@11:T+2@11: UP (p=96.93%)
[2025-12-01T20:46:31.638265] [INFO ] [FORECASTER] Completed predict_future for SHCO
[2025-12-01T20:46:31.638411] [INFO ] [sig       ] SHCO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:31.775203] [INFO ] [LOCAL     ] Saved forecast: SHCO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SHCO.txt
[2025-12-01T20:46:31.775343] [INFO ] [sig       ] [2916/3634] Completed SHCO in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-01T20:46:31.775381] [INFO ] [sig       ] [2917/3634] Forecasting SHEL...
[2025-12-01T20:46:31.775409] [INFO ] [sig       ] Generating forecast for: SHEL
[2025-12-01T20:46:31.775437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEL' from 'https://tdm.silogroup.org/data/derivative_storage/SHEL.csv'.
[2025-12-01T20:46:31.786404] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SHEL'.
[2025-12-01T20:46:31.786773] [INFO ] [FORECASTER] Starting predict_future for SHEL
[2025-12-01T20:46:31.787535] [DEBUG] [LOCAL     ] No optimal features file found for SHEL: ./output/feature-sets/SHEL.txt
[2025-12-01T20:46:31.787608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:31.787642] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:31.787668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:31.787722] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:31.843923] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:31.844750] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:31.844829] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:31.844861] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:31.961082] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:31.961232] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:31.961269] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:31.961296] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:31.964598] [DEBUG] [FORECASTER] SHEL: Forecast T+1@11:T+2@11: UP (p=94.36%)
[2025-12-01T20:46:31.964860] [INFO ] [FORECASTER] Completed predict_future for SHEL
[2025-12-01T20:46:31.964985] [INFO ] [sig       ] SHEL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:46:32.107318] [INFO ] [LOCAL     ] Saved forecast: SHEL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SHEL.txt
[2025-12-01T20:46:32.107512] [INFO ] [sig       ] [2917/3634] Completed SHEL in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-01T20:46:32.107560] [INFO ] [sig       ] [2918/3634] Forecasting SHEN...
[2025-12-01T20:46:32.107645] [INFO ] [sig       ] Generating forecast for: SHEN
[2025-12-01T20:46:32.107676] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHEN' from 'https://tdm.silogroup.org/data/derivative_storage/SHEN.csv'.
[2025-12-01T20:46:32.118912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHEN'.
[2025-12-01T20:46:32.119213] [INFO ] [FORECASTER] Starting predict_future for SHEN
[2025-12-01T20:46:32.119985] [DEBUG] [LOCAL     ] No optimal features file found for SHEN: ./output/feature-sets/SHEN.txt
[2025-12-01T20:46:32.120034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:32.120064] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:32.120089] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:32.120143] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:32.174831] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:32.175419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:32.175491] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:32.175522] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:32.291699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:32.291849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:32.291885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:32.291913] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:32.295177] [DEBUG] [FORECASTER] SHEN: Forecast T+1@11:T+2@11: DOWN (p=22.17%)
[2025-12-01T20:46:32.295441] [INFO ] [FORECASTER] Completed predict_future for SHEN
[2025-12-01T20:46:32.295562] [INFO ] [sig       ] SHEN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:32.431973] [INFO ] [LOCAL     ] Saved forecast: SHEN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SHEN.txt
[2025-12-01T20:46:32.432093] [INFO ] [sig       ] [2918/3634] Completed SHEN in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-01T20:46:32.432129] [INFO ] [sig       ] [2919/3634] Forecasting SHFS...
[2025-12-01T20:46:32.432156] [INFO ] [sig       ] Generating forecast for: SHFS
[2025-12-01T20:46:32.432184] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHFS' from 'https://tdm.silogroup.org/data/derivative_storage/SHFS.csv'.
[2025-12-01T20:46:32.443618] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHFS'.
[2025-12-01T20:46:32.443936] [INFO ] [FORECASTER] Starting predict_future for SHFS
[2025-12-01T20:46:32.444710] [DEBUG] [LOCAL     ] No optimal features file found for SHFS: ./output/feature-sets/SHFS.txt
[2025-12-01T20:46:32.444759] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:32.444788] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:32.444814] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:32.444867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:32.499105] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:32.499787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:32.499872] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:32.499904] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:32.612119] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:32.612274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:32.612310] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:32.612337] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:32.615607] [DEBUG] [FORECASTER] SHFS: Forecast T+1@11:T+2@11: DOWN (p=17.60%)
[2025-12-01T20:46:32.615866] [INFO ] [FORECASTER] Completed predict_future for SHFS
[2025-12-01T20:46:32.615984] [INFO ] [sig       ] SHFS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:32.752649] [INFO ] [LOCAL     ] Saved forecast: SHFS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SHFS.txt
[2025-12-01T20:46:32.752774] [INFO ] [sig       ] [2919/3634] Completed SHFS in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-01T20:46:32.752810] [INFO ] [sig       ] [2920/3634] Forecasting SHG...
[2025-12-01T20:46:32.752842] [INFO ] [sig       ] Generating forecast for: SHG
[2025-12-01T20:46:32.752870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHG' from 'https://tdm.silogroup.org/data/derivative_storage/SHG.csv'.
[2025-12-01T20:46:32.764602] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHG'.
[2025-12-01T20:46:32.764896] [INFO ] [FORECASTER] Starting predict_future for SHG
[2025-12-01T20:46:32.765640] [DEBUG] [LOCAL     ] No optimal features file found for SHG: ./output/feature-sets/SHG.txt
[2025-12-01T20:46:32.765688] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:32.765731] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:32.765757] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:32.765815] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:32.820522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:32.821146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:32.821220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:32.821251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:32.938944] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:32.939080] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:32.939115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:32.939142] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:32.942347] [DEBUG] [FORECASTER] SHG: Forecast T+1@11:T+2@11: UP (p=95.14%)
[2025-12-01T20:46:32.942623] [INFO ] [FORECASTER] Completed predict_future for SHG
[2025-12-01T20:46:32.942741] [INFO ] [sig       ] SHG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:33.081672] [INFO ] [LOCAL     ] Saved forecast: SHG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SHG.txt
[2025-12-01T20:46:33.081816] [INFO ] [sig       ] [2920/3634] Completed SHG in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-01T20:46:33.081856] [INFO ] [sig       ] [2921/3634] Forecasting SHIP...
[2025-12-01T20:46:33.081895] [INFO ] [sig       ] Generating forecast for: SHIP
[2025-12-01T20:46:33.081926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHIP' from 'https://tdm.silogroup.org/data/derivative_storage/SHIP.csv'.
[2025-12-01T20:46:33.093224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHIP'.
[2025-12-01T20:46:33.093519] [INFO ] [FORECASTER] Starting predict_future for SHIP
[2025-12-01T20:46:33.094283] [DEBUG] [LOCAL     ] No optimal features file found for SHIP: ./output/feature-sets/SHIP.txt
[2025-12-01T20:46:33.094332] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:33.094389] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:33.094416] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:33.094469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:33.149125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:33.149712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:33.149794] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:33.149825] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:33.268470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:33.268592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:33.268628] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:33.268655] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:33.271700] [DEBUG] [FORECASTER] SHIP: Forecast T+1@11:T+2@11: DOWN (p=49.42%)
[2025-12-01T20:46:33.271955] [INFO ] [FORECASTER] Completed predict_future for SHIP
[2025-12-01T20:46:33.272072] [INFO ] [sig       ] SHIP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:33.407987] [INFO ] [LOCAL     ] Saved forecast: SHIP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SHIP.txt
[2025-12-01T20:46:33.408115] [INFO ] [sig       ] [2921/3634] Completed SHIP in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-01T20:46:33.408153] [INFO ] [sig       ] [2922/3634] Forecasting SHLS...
[2025-12-01T20:46:33.408181] [INFO ] [sig       ] Generating forecast for: SHLS
[2025-12-01T20:46:33.408208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHLS' from 'https://tdm.silogroup.org/data/derivative_storage/SHLS.csv'.
[2025-12-01T20:46:33.420069] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SHLS'.
[2025-12-01T20:46:33.420445] [INFO ] [FORECASTER] Starting predict_future for SHLS
[2025-12-01T20:46:33.421250] [DEBUG] [LOCAL     ] No optimal features file found for SHLS: ./output/feature-sets/SHLS.txt
[2025-12-01T20:46:33.421299] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:33.421331] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:33.421357] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:33.421412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:33.477479] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:33.478375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:33.478462] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:33.478496] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:33.601355] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:33.601518] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:33.601555] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:33.601604] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:33.605002] [DEBUG] [FORECASTER] SHLS: Forecast T+1@11:T+2@11: DOWN (p=29.29%)
[2025-12-01T20:46:33.605312] [INFO ] [FORECASTER] Completed predict_future for SHLS
[2025-12-01T20:46:33.605445] [INFO ] [sig       ] SHLS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:33.746949] [INFO ] [LOCAL     ] Saved forecast: SHLS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SHLS.txt
[2025-12-01T20:46:33.747100] [INFO ] [sig       ] [2922/3634] Completed SHLS in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-01T20:46:33.747137] [INFO ] [sig       ] [2923/3634] Forecasting SHO...
[2025-12-01T20:46:33.747166] [INFO ] [sig       ] Generating forecast for: SHO
[2025-12-01T20:46:33.747195] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHO' from 'https://tdm.silogroup.org/data/derivative_storage/SHO.csv'.
[2025-12-01T20:46:33.758156] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SHO'.
[2025-12-01T20:46:33.758446] [INFO ] [FORECASTER] Starting predict_future for SHO
[2025-12-01T20:46:33.759188] [DEBUG] [LOCAL     ] No optimal features file found for SHO: ./output/feature-sets/SHO.txt
[2025-12-01T20:46:33.759237] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:33.759268] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:33.759293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:33.759347] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:33.814458] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:33.815123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:33.815196] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:33.815226] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:33.937936] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:33.938087] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:33.938125] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:33.938153] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:33.941512] [DEBUG] [FORECASTER] SHO: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2025-12-01T20:46:33.941789] [INFO ] [FORECASTER] Completed predict_future for SHO
[2025-12-01T20:46:33.941910] [INFO ] [sig       ] SHO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:46:34.083179] [INFO ] [LOCAL     ] Saved forecast: SHO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SHO.txt
[2025-12-01T20:46:34.083326] [INFO ] [sig       ] [2923/3634] Completed SHO in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-01T20:46:34.083363] [INFO ] [sig       ] [2924/3634] Forecasting SHOC...
[2025-12-01T20:46:34.083399] [INFO ] [sig       ] Generating forecast for: SHOC
[2025-12-01T20:46:34.083456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOC' from 'https://tdm.silogroup.org/data/derivative_storage/SHOC.csv'.
[2025-12-01T20:46:34.095135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOC'.
[2025-12-01T20:46:34.095468] [INFO ] [FORECASTER] Starting predict_future for SHOC
[2025-12-01T20:46:34.096269] [DEBUG] [LOCAL     ] No optimal features file found for SHOC: ./output/feature-sets/SHOC.txt
[2025-12-01T20:46:34.096319] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:34.096349] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:34.096373] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:34.096427] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:34.153492] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:34.154172] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:34.154251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:34.154282] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:34.268277] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:34.268447] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:34.268486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:34.268547] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:34.271901] [DEBUG] [FORECASTER] SHOC: Forecast T+1@11:T+2@11: UP (p=83.91%)
[2025-12-01T20:46:34.272194] [INFO ] [FORECASTER] Completed predict_future for SHOC
[2025-12-01T20:46:34.272331] [INFO ] [sig       ] SHOC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:34.410342] [INFO ] [LOCAL     ] Saved forecast: SHOC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SHOC.txt
[2025-12-01T20:46:34.410465] [INFO ] [sig       ] [2924/3634] Completed SHOC in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-01T20:46:34.410500] [INFO ] [sig       ] [2925/3634] Forecasting SHOO...
[2025-12-01T20:46:34.410528] [INFO ] [sig       ] Generating forecast for: SHOO
[2025-12-01T20:46:34.410556] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOO' from 'https://tdm.silogroup.org/data/derivative_storage/SHOO.csv'.
[2025-12-01T20:46:34.422389] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOO'.
[2025-12-01T20:46:34.422766] [INFO ] [FORECASTER] Starting predict_future for SHOO
[2025-12-01T20:46:34.423517] [DEBUG] [LOCAL     ] No optimal features file found for SHOO: ./output/feature-sets/SHOO.txt
[2025-12-01T20:46:34.423567] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:34.423619] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:34.423645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:34.423699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:34.480519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:34.481378] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:34.481460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:34.481492] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:34.602448] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:34.602621] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:34.602662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:34.602690] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:34.606070] [DEBUG] [FORECASTER] SHOO: Forecast T+1@11:T+2@11: DOWN (p=44.41%)
[2025-12-01T20:46:34.606349] [INFO ] [FORECASTER] Completed predict_future for SHOO
[2025-12-01T20:46:34.606485] [INFO ] [sig       ] SHOO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:34.745842] [INFO ] [LOCAL     ] Saved forecast: SHOO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SHOO.txt
[2025-12-01T20:46:34.745972] [INFO ] [sig       ] [2925/3634] Completed SHOO in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 4.0m
[2025-12-01T20:46:34.746009] [INFO ] [sig       ] [2926/3634] Forecasting SHOP...
[2025-12-01T20:46:34.746037] [INFO ] [sig       ] Generating forecast for: SHOP
[2025-12-01T20:46:34.746065] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHOP' from 'https://tdm.silogroup.org/data/derivative_storage/SHOP.csv'.
[2025-12-01T20:46:34.757987] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHOP'.
[2025-12-01T20:46:34.758271] [INFO ] [FORECASTER] Starting predict_future for SHOP
[2025-12-01T20:46:34.759072] [DEBUG] [LOCAL     ] No optimal features file found for SHOP: ./output/feature-sets/SHOP.txt
[2025-12-01T20:46:34.759121] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:34.759151] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:34.759177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:34.759231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:34.817629] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:34.818386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:34.818464] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:34.818497] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:34.941919] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:34.942074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:34.942114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:34.942144] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:34.945489] [DEBUG] [FORECASTER] SHOP: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-01T20:46:34.945782] [INFO ] [FORECASTER] Completed predict_future for SHOP
[2025-12-01T20:46:34.945907] [INFO ] [sig       ] SHOP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:35.088874] [INFO ] [LOCAL     ] Saved forecast: SHOP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SHOP.txt
[2025-12-01T20:46:35.089036] [INFO ] [sig       ] [2926/3634] Completed SHOP in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-01T20:46:35.089075] [INFO ] [sig       ] [2927/3634] Forecasting SHPH...
[2025-12-01T20:46:35.089103] [INFO ] [sig       ] Generating forecast for: SHPH
[2025-12-01T20:46:35.089133] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHPH' from 'https://tdm.silogroup.org/data/derivative_storage/SHPH.csv'.
[2025-12-01T20:46:35.101333] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHPH'.
[2025-12-01T20:46:35.101690] [INFO ] [FORECASTER] Starting predict_future for SHPH
[2025-12-01T20:46:35.102432] [DEBUG] [LOCAL     ] No optimal features file found for SHPH: ./output/feature-sets/SHPH.txt
[2025-12-01T20:46:35.102481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:35.102512] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:35.102537] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:35.102607] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:35.160067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:35.160884] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:35.160966] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:35.160999] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:35.274373] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:35.274529] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:35.274567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:35.274630] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:35.277893] [DEBUG] [FORECASTER] SHPH: Forecast T+1@11:T+2@11: DOWN (p=17.29%)
[2025-12-01T20:46:35.278156] [INFO ] [FORECASTER] Completed predict_future for SHPH
[2025-12-01T20:46:35.278275] [INFO ] [sig       ] SHPH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:35.419977] [INFO ] [LOCAL     ] Saved forecast: SHPH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SHPH.txt
[2025-12-01T20:46:35.420121] [INFO ] [sig       ] [2927/3634] Completed SHPH in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-01T20:46:35.420158] [INFO ] [sig       ] [2928/3634] Forecasting SHY...
[2025-12-01T20:46:35.420186] [INFO ] [sig       ] Generating forecast for: SHY
[2025-12-01T20:46:35.420214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SHY' from 'https://tdm.silogroup.org/data/derivative_storage/SHY.csv'.
[2025-12-01T20:46:35.431106] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SHY'.
[2025-12-01T20:46:35.431409] [INFO ] [FORECASTER] Starting predict_future for SHY
[2025-12-01T20:46:35.432182] [DEBUG] [LOCAL     ] No optimal features file found for SHY: ./output/feature-sets/SHY.txt
[2025-12-01T20:46:35.432230] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:35.432260] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:35.432286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:35.432339] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:35.487732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:35.488591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:35.488671] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:35.488702] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:35.608386] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:35.608537] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:35.608590] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:35.608621] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:35.612003] [DEBUG] [FORECASTER] SHY: Forecast T+1@11:T+2@11: UP (p=91.28%)
[2025-12-01T20:46:35.612268] [INFO ] [FORECASTER] Completed predict_future for SHY
[2025-12-01T20:46:35.612391] [INFO ] [sig       ] SHY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:35.751303] [INFO ] [LOCAL     ] Saved forecast: SHY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SHY.txt
[2025-12-01T20:46:35.751448] [INFO ] [sig       ] [2928/3634] Completed SHY in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-01T20:46:35.751486] [INFO ] [sig       ] [2929/3634] Forecasting SIBN...
[2025-12-01T20:46:35.751514] [INFO ] [sig       ] Generating forecast for: SIBN
[2025-12-01T20:46:35.751543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIBN' from 'https://tdm.silogroup.org/data/derivative_storage/SIBN.csv'.
[2025-12-01T20:46:35.762293] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIBN'.
[2025-12-01T20:46:35.762603] [INFO ] [FORECASTER] Starting predict_future for SIBN
[2025-12-01T20:46:35.763326] [DEBUG] [LOCAL     ] No optimal features file found for SIBN: ./output/feature-sets/SIBN.txt
[2025-12-01T20:46:35.763374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:35.763404] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:35.763429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:35.763483] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:35.818171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:35.819048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:35.819126] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:35.819174] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:35.943601] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:35.943774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:35.943839] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:35.943892] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:35.948127] [DEBUG] [FORECASTER] SIBN: Forecast T+1@11:T+2@11: UP (p=61.03%)
[2025-12-01T20:46:35.948453] [INFO ] [FORECASTER] Completed predict_future for SIBN
[2025-12-01T20:46:35.948612] [INFO ] [sig       ] SIBN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:36.092078] [INFO ] [LOCAL     ] Saved forecast: SIBN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SIBN.txt
[2025-12-01T20:46:36.092205] [INFO ] [sig       ] [2929/3634] Completed SIBN in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-01T20:46:36.092242] [INFO ] [sig       ] [2930/3634] Forecasting SID...
[2025-12-01T20:46:36.092271] [INFO ] [sig       ] Generating forecast for: SID
[2025-12-01T20:46:36.092299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SID' from 'https://tdm.silogroup.org/data/derivative_storage/SID.csv'.
[2025-12-01T20:46:36.103934] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SID'.
[2025-12-01T20:46:36.104272] [INFO ] [FORECASTER] Starting predict_future for SID
[2025-12-01T20:46:36.105063] [DEBUG] [LOCAL     ] No optimal features file found for SID: ./output/feature-sets/SID.txt
[2025-12-01T20:46:36.105114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:36.105144] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:36.105169] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:36.105223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:36.162732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:36.163430] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:36.163509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:36.163541] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:36.284008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:36.284162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:36.284201] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:36.284229] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:36.287591] [DEBUG] [FORECASTER] SID: Forecast T+1@11:T+2@11: DOWN (p=22.77%)
[2025-12-01T20:46:36.287860] [INFO ] [FORECASTER] Completed predict_future for SID
[2025-12-01T20:46:36.287983] [INFO ] [sig       ] SID: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:36.433148] [INFO ] [LOCAL     ] Saved forecast: SID	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SID.txt
[2025-12-01T20:46:36.433267] [INFO ] [sig       ] [2930/3634] Completed SID in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-01T20:46:36.433303] [INFO ] [sig       ] [2931/3634] Forecasting SIEB...
[2025-12-01T20:46:36.433330] [INFO ] [sig       ] Generating forecast for: SIEB
[2025-12-01T20:46:36.433358] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIEB' from 'https://tdm.silogroup.org/data/derivative_storage/SIEB.csv'.
[2025-12-01T20:46:36.443984] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SIEB'.
[2025-12-01T20:46:36.444302] [INFO ] [FORECASTER] Starting predict_future for SIEB
[2025-12-01T20:46:36.445064] [DEBUG] [LOCAL     ] No optimal features file found for SIEB: ./output/feature-sets/SIEB.txt
[2025-12-01T20:46:36.445112] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:36.445141] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:36.445179] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:36.445234] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:36.500424] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:36.501020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:36.501124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:36.501156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:36.613190] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:36.613310] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:36.613347] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:36.613374] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:36.616588] [DEBUG] [FORECASTER] SIEB: Forecast T+1@11:T+2@11: DOWN (p=31.24%)
[2025-12-01T20:46:36.616845] [INFO ] [FORECASTER] Completed predict_future for SIEB
[2025-12-01T20:46:36.616961] [INFO ] [sig       ] SIEB: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:36.776440] [INFO ] [LOCAL     ] Saved forecast: SIEB	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SIEB.txt
[2025-12-01T20:46:36.776617] [INFO ] [sig       ] [2931/3634] Completed SIEB in 0.3s | 2.99 sym/s | Total: 16.3m | ETA: 3.9m
[2025-12-01T20:46:36.776657] [INFO ] [sig       ] [2932/3634] Forecasting SIFY...
[2025-12-01T20:46:36.776686] [INFO ] [sig       ] Generating forecast for: SIFY
[2025-12-01T20:46:36.776716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIFY' from 'https://tdm.silogroup.org/data/derivative_storage/SIFY.csv'.
[2025-12-01T20:46:36.788224] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIFY'.
[2025-12-01T20:46:36.788586] [INFO ] [FORECASTER] Starting predict_future for SIFY
[2025-12-01T20:46:36.789390] [DEBUG] [LOCAL     ] No optimal features file found for SIFY: ./output/feature-sets/SIFY.txt
[2025-12-01T20:46:36.789440] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:36.789472] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:36.789498] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:36.789552] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:36.846692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:36.847341] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:36.847420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:36.847452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:36.964250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:36.964413] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:36.964452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:36.964479] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:36.967860] [DEBUG] [FORECASTER] SIFY: Forecast T+1@11:T+2@11: UP (p=80.06%)
[2025-12-01T20:46:36.968131] [INFO ] [FORECASTER] Completed predict_future for SIFY
[2025-12-01T20:46:36.968254] [INFO ] [sig       ] SIFY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:37.107134] [INFO ] [LOCAL     ] Saved forecast: SIFY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SIFY.txt
[2025-12-01T20:46:37.107284] [INFO ] [sig       ] [2932/3634] Completed SIFY in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-01T20:46:37.107321] [INFO ] [sig       ] [2933/3634] Forecasting SIG...
[2025-12-01T20:46:37.107350] [INFO ] [sig       ] Generating forecast for: SIG
[2025-12-01T20:46:37.107379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIG' from 'https://tdm.silogroup.org/data/derivative_storage/SIG.csv'.
[2025-12-01T20:46:37.118648] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIG'.
[2025-12-01T20:46:37.118977] [INFO ] [FORECASTER] Starting predict_future for SIG
[2025-12-01T20:46:37.119772] [DEBUG] [LOCAL     ] No optimal features file found for SIG: ./output/feature-sets/SIG.txt
[2025-12-01T20:46:37.119823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:37.119854] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:37.119882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:37.119939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:37.176845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:37.177565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:37.177662] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:37.177695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:37.295914] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:37.296074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:37.296111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:37.296140] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:37.299509] [DEBUG] [FORECASTER] SIG: Forecast T+1@11:T+2@11: DOWN (p=8.52%)
[2025-12-01T20:46:37.299811] [INFO ] [FORECASTER] Completed predict_future for SIG
[2025-12-01T20:46:37.299942] [INFO ] [sig       ] SIG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:37.440178] [INFO ] [LOCAL     ] Saved forecast: SIG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SIG.txt
[2025-12-01T20:46:37.440300] [INFO ] [sig       ] [2933/3634] Completed SIG in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-01T20:46:37.440337] [INFO ] [sig       ] [2934/3634] Forecasting SIGA...
[2025-12-01T20:46:37.440365] [INFO ] [sig       ] Generating forecast for: SIGA
[2025-12-01T20:46:37.440392] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGA' from 'https://tdm.silogroup.org/data/derivative_storage/SIGA.csv'.
[2025-12-01T20:46:37.451043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGA'.
[2025-12-01T20:46:37.451295] [INFO ] [FORECASTER] Starting predict_future for SIGA
[2025-12-01T20:46:37.452045] [DEBUG] [LOCAL     ] No optimal features file found for SIGA: ./output/feature-sets/SIGA.txt
[2025-12-01T20:46:37.452092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:37.452121] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:37.452146] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:37.452199] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:37.508858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:37.509486] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:37.509560] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:37.509610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:37.632849] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:37.632985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:37.633027] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:37.633058] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:37.636345] [DEBUG] [FORECASTER] SIGA: Forecast T+1@11:T+2@11: UP (p=98.14%)
[2025-12-01T20:46:37.636625] [INFO ] [FORECASTER] Completed predict_future for SIGA
[2025-12-01T20:46:37.636751] [INFO ] [sig       ] SIGA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:37.782362] [INFO ] [LOCAL     ] Saved forecast: SIGA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SIGA.txt
[2025-12-01T20:46:37.782625] [INFO ] [sig       ] [2934/3634] Completed SIGA in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-01T20:46:37.782682] [INFO ] [sig       ] [2935/3634] Forecasting SIGI...
[2025-12-01T20:46:37.782727] [INFO ] [sig       ] Generating forecast for: SIGI
[2025-12-01T20:46:37.782777] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIGI' from 'https://tdm.silogroup.org/data/derivative_storage/SIGI.csv'.
[2025-12-01T20:46:37.794282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIGI'.
[2025-12-01T20:46:37.794638] [INFO ] [FORECASTER] Starting predict_future for SIGI
[2025-12-01T20:46:37.795417] [DEBUG] [LOCAL     ] No optimal features file found for SIGI: ./output/feature-sets/SIGI.txt
[2025-12-01T20:46:37.795467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:37.795498] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:37.795524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:37.795597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:37.852664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:37.853566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:37.853670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:37.853704] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:37.972033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:37.972180] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:37.972217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:37.972244] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:37.975443] [DEBUG] [FORECASTER] SIGI: Forecast T+1@11:T+2@11: DOWN (p=2.30%)
[2025-12-01T20:46:37.975730] [INFO ] [FORECASTER] Completed predict_future for SIGI
[2025-12-01T20:46:37.975866] [INFO ] [sig       ] SIGI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:38.111917] [INFO ] [LOCAL     ] Saved forecast: SIGI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SIGI.txt
[2025-12-01T20:46:38.112018] [INFO ] [sig       ] [2935/3634] Completed SIGI in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-01T20:46:38.112053] [INFO ] [sig       ] [2936/3634] Forecasting SII...
[2025-12-01T20:46:38.112081] [INFO ] [sig       ] Generating forecast for: SII
[2025-12-01T20:46:38.112109] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SII' from 'https://tdm.silogroup.org/data/derivative_storage/SII.csv'.
[2025-12-01T20:46:38.122810] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SII'.
[2025-12-01T20:46:38.123066] [INFO ] [FORECASTER] Starting predict_future for SII
[2025-12-01T20:46:38.123799] [DEBUG] [LOCAL     ] No optimal features file found for SII: ./output/feature-sets/SII.txt
[2025-12-01T20:46:38.123849] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:38.123879] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:38.123904] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:38.123959] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:38.179130] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:38.179700] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:38.179772] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:38.179802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:38.291734] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:38.291841] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:38.291875] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:38.291901] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:38.294988] [DEBUG] [FORECASTER] SII: Forecast T+1@11:T+2@11: DOWN (p=5.01%)
[2025-12-01T20:46:38.295239] [INFO ] [FORECASTER] Completed predict_future for SII
[2025-12-01T20:46:38.295355] [INFO ] [sig       ] SII: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:38.433178] [INFO ] [LOCAL     ] Saved forecast: SII	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SII.txt
[2025-12-01T20:46:38.433304] [INFO ] [sig       ] [2936/3634] Completed SII in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-01T20:46:38.433340] [INFO ] [sig       ] [2937/3634] Forecasting SIMO...
[2025-12-01T20:46:38.433368] [INFO ] [sig       ] Generating forecast for: SIMO
[2025-12-01T20:46:38.433396] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIMO' from 'https://tdm.silogroup.org/data/derivative_storage/SIMO.csv'.
[2025-12-01T20:46:38.443508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIMO'.
[2025-12-01T20:46:38.443779] [INFO ] [FORECASTER] Starting predict_future for SIMO
[2025-12-01T20:46:38.444488] [DEBUG] [LOCAL     ] No optimal features file found for SIMO: ./output/feature-sets/SIMO.txt
[2025-12-01T20:46:38.444536] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:38.444565] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:38.444612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:38.444665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:38.499376] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:38.499981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:38.500066] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:38.500103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:38.616330] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:38.616428] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:38.616461] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:38.616488] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:38.619502] [DEBUG] [FORECASTER] SIMO: Forecast T+1@11:T+2@11: DOWN (p=49.93%)
[2025-12-01T20:46:38.619769] [INFO ] [FORECASTER] Completed predict_future for SIMO
[2025-12-01T20:46:38.619884] [INFO ] [sig       ] SIMO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:38.760831] [INFO ] [LOCAL     ] Saved forecast: SIMO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SIMO.txt
[2025-12-01T20:46:38.760940] [INFO ] [sig       ] [2937/3634] Completed SIMO in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-01T20:46:38.760976] [INFO ] [sig       ] [2938/3634] Forecasting SIRI...
[2025-12-01T20:46:38.761006] [INFO ] [sig       ] Generating forecast for: SIRI
[2025-12-01T20:46:38.761033] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIRI' from 'https://tdm.silogroup.org/data/derivative_storage/SIRI.csv'.
[2025-12-01T20:46:38.772206] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIRI'.
[2025-12-01T20:46:38.772467] [INFO ] [FORECASTER] Starting predict_future for SIRI
[2025-12-01T20:46:38.773192] [DEBUG] [LOCAL     ] No optimal features file found for SIRI: ./output/feature-sets/SIRI.txt
[2025-12-01T20:46:38.773240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:38.773297] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:38.773324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:38.773379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:38.828810] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:38.829406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:38.829479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:38.829510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:38.945044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:38.945192] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:38.945229] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:38.945256] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:38.948568] [DEBUG] [FORECASTER] SIRI: Forecast T+1@11:T+2@11: UP (p=93.44%)
[2025-12-01T20:46:38.948867] [INFO ] [FORECASTER] Completed predict_future for SIRI
[2025-12-01T20:46:38.948989] [INFO ] [sig       ] SIRI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:39.085790] [INFO ] [LOCAL     ] Saved forecast: SIRI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SIRI.txt
[2025-12-01T20:46:39.085910] [INFO ] [sig       ] [2938/3634] Completed SIRI in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-01T20:46:39.085946] [INFO ] [sig       ] [2939/3634] Forecasting SITC...
[2025-12-01T20:46:39.085975] [INFO ] [sig       ] Generating forecast for: SITC
[2025-12-01T20:46:39.086002] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITC' from 'https://tdm.silogroup.org/data/derivative_storage/SITC.csv'.
[2025-12-01T20:46:39.096519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITC'.
[2025-12-01T20:46:39.096793] [INFO ] [FORECASTER] Starting predict_future for SITC
[2025-12-01T20:46:39.097511] [DEBUG] [LOCAL     ] No optimal features file found for SITC: ./output/feature-sets/SITC.txt
[2025-12-01T20:46:39.097561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:39.097610] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:39.097637] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:39.097691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:39.155266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:39.155880] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:39.155955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:39.155988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:39.275565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:39.275680] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:39.275713] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:39.275740] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:39.278822] [DEBUG] [FORECASTER] SITC: Forecast T+1@11:T+2@11: DOWN (p=2.42%)
[2025-12-01T20:46:39.279084] [INFO ] [FORECASTER] Completed predict_future for SITC
[2025-12-01T20:46:39.279204] [INFO ] [sig       ] SITC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:39.416626] [INFO ] [LOCAL     ] Saved forecast: SITC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SITC.txt
[2025-12-01T20:46:39.416730] [INFO ] [sig       ] [2939/3634] Completed SITC in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-01T20:46:39.416766] [INFO ] [sig       ] [2940/3634] Forecasting SITE...
[2025-12-01T20:46:39.416793] [INFO ] [sig       ] Generating forecast for: SITE
[2025-12-01T20:46:39.416821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITE' from 'https://tdm.silogroup.org/data/derivative_storage/SITE.csv'.
[2025-12-01T20:46:39.427833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITE'.
[2025-12-01T20:46:39.428110] [INFO ] [FORECASTER] Starting predict_future for SITE
[2025-12-01T20:46:39.428879] [DEBUG] [LOCAL     ] No optimal features file found for SITE: ./output/feature-sets/SITE.txt
[2025-12-01T20:46:39.428936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:39.428974] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:39.429006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:39.429073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:39.484307] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:39.484889] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:39.484976] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:39.485013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:39.602093] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:39.602191] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:39.602224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:39.602250] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:39.605328] [DEBUG] [FORECASTER] SITE: Forecast T+1@11:T+2@11: DOWN (p=4.26%)
[2025-12-01T20:46:39.605595] [INFO ] [FORECASTER] Completed predict_future for SITE
[2025-12-01T20:46:39.605713] [INFO ] [sig       ] SITE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:39.742973] [INFO ] [LOCAL     ] Saved forecast: SITE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SITE.txt
[2025-12-01T20:46:39.743075] [INFO ] [sig       ] [2940/3634] Completed SITE in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-01T20:46:39.743111] [INFO ] [sig       ] [2941/3634] Forecasting SITM...
[2025-12-01T20:46:39.743139] [INFO ] [sig       ] Generating forecast for: SITM
[2025-12-01T20:46:39.743167] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SITM' from 'https://tdm.silogroup.org/data/derivative_storage/SITM.csv'.
[2025-12-01T20:46:39.754373] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SITM'.
[2025-12-01T20:46:39.754673] [INFO ] [FORECASTER] Starting predict_future for SITM
[2025-12-01T20:46:39.755430] [DEBUG] [LOCAL     ] No optimal features file found for SITM: ./output/feature-sets/SITM.txt
[2025-12-01T20:46:39.755480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:39.755512] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:39.755538] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:39.755619] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:39.818866] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:39.819452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:39.819527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:39.819558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:39.939488] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:39.939623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:39.939658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:39.939716] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:39.942862] [DEBUG] [FORECASTER] SITM: Forecast T+1@11:T+2@11: UP (p=95.11%)
[2025-12-01T20:46:39.943151] [INFO ] [FORECASTER] Completed predict_future for SITM
[2025-12-01T20:46:39.943269] [INFO ] [sig       ] SITM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:40.081456] [INFO ] [LOCAL     ] Saved forecast: SITM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SITM.txt
[2025-12-01T20:46:40.081639] [INFO ] [sig       ] [2941/3634] Completed SITM in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-01T20:46:40.081679] [INFO ] [sig       ] [2942/3634] Forecasting SIXG...
[2025-12-01T20:46:40.081708] [INFO ] [sig       ] Generating forecast for: SIXG
[2025-12-01T20:46:40.081736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SIXG' from 'https://tdm.silogroup.org/data/derivative_storage/SIXG.csv'.
[2025-12-01T20:46:40.126430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SIXG'.
[2025-12-01T20:46:40.126754] [INFO ] [FORECASTER] Starting predict_future for SIXG
[2025-12-01T20:46:40.127494] [DEBUG] [LOCAL     ] No optimal features file found for SIXG: ./output/feature-sets/SIXG.txt
[2025-12-01T20:46:40.127544] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:40.127597] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:40.127630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:40.127698] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:40.183991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:40.184555] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:40.184646] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:40.184676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:40.300351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:40.300492] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:40.300528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:40.300555] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:40.303795] [DEBUG] [FORECASTER] SIXG: Forecast T+1@11:T+2@11: UP (p=98.82%)
[2025-12-01T20:46:40.304070] [INFO ] [FORECASTER] Completed predict_future for SIXG
[2025-12-01T20:46:40.304186] [INFO ] [sig       ] SIXG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:40.440885] [INFO ] [LOCAL     ] Saved forecast: SIXG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SIXG.txt
[2025-12-01T20:46:40.440994] [INFO ] [sig       ] [2942/3634] Completed SIXG in 0.4s | 2.99 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-01T20:46:40.441030] [INFO ] [sig       ] [2943/3634] Forecasting SJM...
[2025-12-01T20:46:40.441057] [INFO ] [sig       ] Generating forecast for: SJM
[2025-12-01T20:46:40.441085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SJM' from 'https://tdm.silogroup.org/data/derivative_storage/SJM.csv'.
[2025-12-01T20:46:40.451855] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SJM'.
[2025-12-01T20:46:40.452123] [INFO ] [FORECASTER] Starting predict_future for SJM
[2025-12-01T20:46:40.452859] [DEBUG] [LOCAL     ] No optimal features file found for SJM: ./output/feature-sets/SJM.txt
[2025-12-01T20:46:40.452907] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:40.452938] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:40.452963] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:40.453018] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:40.509280] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:40.509870] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:40.509946] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:40.509980] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:40.625824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:40.625923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:40.625956] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:40.625983] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:40.629037] [DEBUG] [FORECASTER] SJM: Forecast T+1@11:T+2@11: DOWN (p=44.03%)
[2025-12-01T20:46:40.629294] [INFO ] [FORECASTER] Completed predict_future for SJM
[2025-12-01T20:46:40.629411] [INFO ] [sig       ] SJM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:40.767670] [INFO ] [LOCAL     ] Saved forecast: SJM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SJM.txt
[2025-12-01T20:46:40.767779] [INFO ] [sig       ] [2943/3634] Completed SJM in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.9m
[2025-12-01T20:46:40.767814] [INFO ] [sig       ] [2944/3634] Forecasting SKE...
[2025-12-01T20:46:40.767842] [INFO ] [sig       ] Generating forecast for: SKE
[2025-12-01T20:46:40.767871] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKE' from 'https://tdm.silogroup.org/data/derivative_storage/SKE.csv'.
[2025-12-01T20:46:40.779086] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKE'.
[2025-12-01T20:46:40.779376] [INFO ] [FORECASTER] Starting predict_future for SKE
[2025-12-01T20:46:40.780184] [DEBUG] [LOCAL     ] No optimal features file found for SKE: ./output/feature-sets/SKE.txt
[2025-12-01T20:46:40.780246] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:40.780278] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:40.780304] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:40.780361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:40.835830] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:40.836504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:40.836598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:40.836631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:40.955045] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:40.955163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:40.955197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:40.955223] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:40.958353] [DEBUG] [FORECASTER] SKE: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-12-01T20:46:40.958640] [INFO ] [FORECASTER] Completed predict_future for SKE
[2025-12-01T20:46:40.958760] [INFO ] [sig       ] SKE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:41.094971] [INFO ] [LOCAL     ] Saved forecast: SKE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SKE.txt
[2025-12-01T20:46:41.095126] [INFO ] [sig       ] [2944/3634] Completed SKE in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-01T20:46:41.095163] [INFO ] [sig       ] [2945/3634] Forecasting SKIL...
[2025-12-01T20:46:41.095192] [INFO ] [sig       ] Generating forecast for: SKIL
[2025-12-01T20:46:41.095219] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIL' from 'https://tdm.silogroup.org/data/derivative_storage/SKIL.csv'.
[2025-12-01T20:46:41.106885] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIL'.
[2025-12-01T20:46:41.107257] [INFO ] [FORECASTER] Starting predict_future for SKIL
[2025-12-01T20:46:41.108018] [DEBUG] [LOCAL     ] No optimal features file found for SKIL: ./output/feature-sets/SKIL.txt
[2025-12-01T20:46:41.108067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:41.108097] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:41.108122] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:41.108176] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:41.162806] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:41.163647] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:41.163728] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:41.163760] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:41.280453] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:41.280612] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:41.280650] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:41.280677] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:41.283879] [DEBUG] [FORECASTER] SKIL: Forecast T+1@11:T+2@11: DOWN (p=6.15%)
[2025-12-01T20:46:41.284135] [INFO ] [FORECASTER] Completed predict_future for SKIL
[2025-12-01T20:46:41.284251] [INFO ] [sig       ] SKIL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:41.421769] [INFO ] [LOCAL     ] Saved forecast: SKIL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SKIL.txt
[2025-12-01T20:46:41.421899] [INFO ] [sig       ] [2945/3634] Completed SKIL in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-01T20:46:41.421936] [INFO ] [sig       ] [2946/3634] Forecasting SKIN...
[2025-12-01T20:46:41.421966] [INFO ] [sig       ] Generating forecast for: SKIN
[2025-12-01T20:46:41.421999] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKIN' from 'https://tdm.silogroup.org/data/derivative_storage/SKIN.csv'.
[2025-12-01T20:46:41.432552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKIN'.
[2025-12-01T20:46:41.432868] [INFO ] [FORECASTER] Starting predict_future for SKIN
[2025-12-01T20:46:41.433704] [DEBUG] [LOCAL     ] No optimal features file found for SKIN: ./output/feature-sets/SKIN.txt
[2025-12-01T20:46:41.433760] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:41.433804] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:41.433839] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:41.433903] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:41.489040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:41.489655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:41.489730] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:41.489762] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:41.615501] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:41.615672] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:41.615710] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:41.615737] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:41.618981] [DEBUG] [FORECASTER] SKIN: Forecast T+1@11:T+2@11: UP (p=98.83%)
[2025-12-01T20:46:41.619267] [INFO ] [FORECASTER] Completed predict_future for SKIN
[2025-12-01T20:46:41.619592] [INFO ] [sig       ] SKIN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:41.761157] [INFO ] [LOCAL     ] Saved forecast: SKIN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SKIN.txt
[2025-12-01T20:46:41.761277] [INFO ] [sig       ] [2946/3634] Completed SKIN in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-01T20:46:41.761314] [INFO ] [sig       ] [2947/3634] Forecasting SKLZ...
[2025-12-01T20:46:41.761341] [INFO ] [sig       ] Generating forecast for: SKLZ
[2025-12-01T20:46:41.761370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKLZ' from 'https://tdm.silogroup.org/data/derivative_storage/SKLZ.csv'.
[2025-12-01T20:46:41.771767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKLZ'.
[2025-12-01T20:46:41.772045] [INFO ] [FORECASTER] Starting predict_future for SKLZ
[2025-12-01T20:46:41.772804] [DEBUG] [LOCAL     ] No optimal features file found for SKLZ: ./output/feature-sets/SKLZ.txt
[2025-12-01T20:46:41.772853] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:41.772883] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:41.772909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:41.772963] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:41.828942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:41.829564] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:41.829657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:41.829689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:41.949116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:41.949260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:41.949297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:41.949323] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:41.952640] [DEBUG] [FORECASTER] SKLZ: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-01T20:46:41.952899] [INFO ] [FORECASTER] Completed predict_future for SKLZ
[2025-12-01T20:46:41.953017] [INFO ] [sig       ] SKLZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:42.091013] [INFO ] [LOCAL     ] Saved forecast: SKLZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SKLZ.txt
[2025-12-01T20:46:42.091134] [INFO ] [sig       ] [2947/3634] Completed SKLZ in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-01T20:46:42.091170] [INFO ] [sig       ] [2948/3634] Forecasting SKM...
[2025-12-01T20:46:42.091199] [INFO ] [sig       ] Generating forecast for: SKM
[2025-12-01T20:46:42.091227] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKM' from 'https://tdm.silogroup.org/data/derivative_storage/SKM.csv'.
[2025-12-01T20:46:42.101854] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKM'.
[2025-12-01T20:46:42.102150] [INFO ] [FORECASTER] Starting predict_future for SKM
[2025-12-01T20:46:42.102884] [DEBUG] [LOCAL     ] No optimal features file found for SKM: ./output/feature-sets/SKM.txt
[2025-12-01T20:46:42.102933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:42.102963] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:42.102990] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:42.103044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:42.157184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:42.157796] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:42.157893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:42.157925] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:42.278217] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:42.278392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:42.278432] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:42.278459] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:42.281878] [DEBUG] [FORECASTER] SKM: Forecast T+1@11:T+2@11: UP (p=93.56%)
[2025-12-01T20:46:42.282138] [INFO ] [FORECASTER] Completed predict_future for SKM
[2025-12-01T20:46:42.282256] [INFO ] [sig       ] SKM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:42.420562] [INFO ] [LOCAL     ] Saved forecast: SKM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SKM.txt
[2025-12-01T20:46:42.420700] [INFO ] [sig       ] [2948/3634] Completed SKM in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-01T20:46:42.420737] [INFO ] [sig       ] [2949/3634] Forecasting SKRE...
[2025-12-01T20:46:42.420765] [INFO ] [sig       ] Generating forecast for: SKRE
[2025-12-01T20:46:42.420794] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKRE' from 'https://tdm.silogroup.org/data/derivative_storage/SKRE.csv'.
[2025-12-01T20:46:42.431925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKRE'.
[2025-12-01T20:46:42.432241] [INFO ] [FORECASTER] Starting predict_future for SKRE
[2025-12-01T20:46:42.433084] [DEBUG] [LOCAL     ] No optimal features file found for SKRE: ./output/feature-sets/SKRE.txt
[2025-12-01T20:46:42.433139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:42.433177] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:42.433214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:42.433271] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:42.488857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:42.489559] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:42.489654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:42.489688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:42.601719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:42.601855] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:42.601898] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:42.601926] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:42.605157] [DEBUG] [FORECASTER] SKRE: Forecast T+1@11:T+2@11: UP (p=98.51%)
[2025-12-01T20:46:42.605435] [INFO ] [FORECASTER] Completed predict_future for SKRE
[2025-12-01T20:46:42.605553] [INFO ] [sig       ] SKRE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:42.743632] [INFO ] [LOCAL     ] Saved forecast: SKRE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SKRE.txt
[2025-12-01T20:46:42.743786] [INFO ] [sig       ] [2949/3634] Completed SKRE in 0.3s | 2.99 sym/s | Total: 16.4m | ETA: 3.8m
[2025-12-01T20:46:42.743824] [INFO ] [sig       ] [2950/3634] Forecasting SKWD...
[2025-12-01T20:46:42.743855] [INFO ] [sig       ] Generating forecast for: SKWD
[2025-12-01T20:46:42.743885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKWD' from 'https://tdm.silogroup.org/data/derivative_storage/SKWD.csv'.
[2025-12-01T20:46:42.755080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKWD'.
[2025-12-01T20:46:42.755389] [INFO ] [FORECASTER] Starting predict_future for SKWD
[2025-12-01T20:46:42.756151] [DEBUG] [LOCAL     ] No optimal features file found for SKWD: ./output/feature-sets/SKWD.txt
[2025-12-01T20:46:42.756202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:42.756234] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:42.756260] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:42.756316] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:42.813386] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:42.814098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:42.814186] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:42.814218] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:42.939556] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:42.939764] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:42.939830] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:42.939879] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:42.944841] [DEBUG] [FORECASTER] SKWD: Forecast T+1@11:T+2@11: DOWN (p=49.90%)
[2025-12-01T20:46:42.945217] [INFO ] [FORECASTER] Completed predict_future for SKWD
[2025-12-01T20:46:42.945386] [INFO ] [sig       ] SKWD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:43.088173] [INFO ] [LOCAL     ] Saved forecast: SKWD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SKWD.txt
[2025-12-01T20:46:43.088296] [INFO ] [sig       ] [2950/3634] Completed SKWD in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-01T20:46:43.088345] [INFO ] [sig       ] [2951/3634] Forecasting SKY...
[2025-12-01T20:46:43.088374] [INFO ] [sig       ] Generating forecast for: SKY
[2025-12-01T20:46:43.088402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKY' from 'https://tdm.silogroup.org/data/derivative_storage/SKY.csv'.
[2025-12-01T20:46:43.099418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKY'.
[2025-12-01T20:46:43.099709] [INFO ] [FORECASTER] Starting predict_future for SKY
[2025-12-01T20:46:43.100488] [DEBUG] [LOCAL     ] No optimal features file found for SKY: ./output/feature-sets/SKY.txt
[2025-12-01T20:46:43.100538] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:43.100590] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:43.100628] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:43.100690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:43.155204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:43.155882] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:43.155957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:43.155988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:43.278695] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:43.278849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:43.278903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:43.278932] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:43.282335] [DEBUG] [FORECASTER] SKY: Forecast T+1@11:T+2@11: UP (p=50.56%)
[2025-12-01T20:46:43.282646] [INFO ] [FORECASTER] Completed predict_future for SKY
[2025-12-01T20:46:43.282778] [INFO ] [sig       ] SKY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:43.422767] [INFO ] [LOCAL     ] Saved forecast: SKY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SKY.txt
[2025-12-01T20:46:43.422927] [INFO ] [sig       ] [2951/3634] Completed SKY in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-01T20:46:43.422964] [INFO ] [sig       ] [2952/3634] Forecasting SKYE...
[2025-12-01T20:46:43.422993] [INFO ] [sig       ] Generating forecast for: SKYE
[2025-12-01T20:46:43.423021] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYE' from 'https://tdm.silogroup.org/data/derivative_storage/SKYE.csv'.
[2025-12-01T20:46:43.434690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYE'.
[2025-12-01T20:46:43.435007] [INFO ] [FORECASTER] Starting predict_future for SKYE
[2025-12-01T20:46:43.435794] [DEBUG] [LOCAL     ] No optimal features file found for SKYE: ./output/feature-sets/SKYE.txt
[2025-12-01T20:46:43.435844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:43.435874] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:43.435900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:43.435955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:43.492389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:43.493037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:43.493121] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:43.493153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:43.613640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:43.613782] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:43.613817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:43.613843] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:43.617062] [DEBUG] [FORECASTER] SKYE: Forecast T+1@11:T+2@11: UP (p=68.67%)
[2025-12-01T20:46:43.617321] [INFO ] [FORECASTER] Completed predict_future for SKYE
[2025-12-01T20:46:43.617438] [INFO ] [sig       ] SKYE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:43.760024] [INFO ] [LOCAL     ] Saved forecast: SKYE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SKYE.txt
[2025-12-01T20:46:43.760163] [INFO ] [sig       ] [2952/3634] Completed SKYE in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-01T20:46:43.760202] [INFO ] [sig       ] [2953/3634] Forecasting SKYH...
[2025-12-01T20:46:43.760231] [INFO ] [sig       ] Generating forecast for: SKYH
[2025-12-01T20:46:43.760261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYH' from 'https://tdm.silogroup.org/data/derivative_storage/SKYH.csv'.
[2025-12-01T20:46:43.771790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYH'.
[2025-12-01T20:46:43.772065] [INFO ] [FORECASTER] Starting predict_future for SKYH
[2025-12-01T20:46:43.772832] [DEBUG] [LOCAL     ] No optimal features file found for SKYH: ./output/feature-sets/SKYH.txt
[2025-12-01T20:46:43.772881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:43.772912] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:43.772947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:43.773002] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:43.831218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:43.831986] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:43.832065] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:43.832098] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:43.952677] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:43.952830] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:43.952882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:43.952927] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:43.956292] [DEBUG] [FORECASTER] SKYH: Forecast T+1@11:T+2@11: UP (p=85.85%)
[2025-12-01T20:46:43.956564] [INFO ] [FORECASTER] Completed predict_future for SKYH
[2025-12-01T20:46:43.956708] [INFO ] [sig       ] SKYH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:44.099526] [INFO ] [LOCAL     ] Saved forecast: SKYH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SKYH.txt
[2025-12-01T20:46:44.099666] [INFO ] [sig       ] [2953/3634] Completed SKYH in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-01T20:46:44.099703] [INFO ] [sig       ] [2954/3634] Forecasting SKYX...
[2025-12-01T20:46:44.099731] [INFO ] [sig       ] Generating forecast for: SKYX
[2025-12-01T20:46:44.099759] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYX' from 'https://tdm.silogroup.org/data/derivative_storage/SKYX.csv'.
[2025-12-01T20:46:44.110734] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SKYX'.
[2025-12-01T20:46:44.111004] [INFO ] [FORECASTER] Starting predict_future for SKYX
[2025-12-01T20:46:44.111775] [DEBUG] [LOCAL     ] No optimal features file found for SKYX: ./output/feature-sets/SKYX.txt
[2025-12-01T20:46:44.111823] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:44.111853] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:44.111879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:44.111933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:44.170751] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:44.171388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:44.171466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:44.171498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:44.290412] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:44.290561] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:44.290619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:44.290649] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:44.293941] [DEBUG] [FORECASTER] SKYX: Forecast T+1@11:T+2@11: DOWN (p=29.40%)
[2025-12-01T20:46:44.294213] [INFO ] [FORECASTER] Completed predict_future for SKYX
[2025-12-01T20:46:44.294333] [INFO ] [sig       ] SKYX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:44.439568] [INFO ] [LOCAL     ] Saved forecast: SKYX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SKYX.txt
[2025-12-01T20:46:44.439741] [INFO ] [sig       ] [2954/3634] Completed SKYX in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-01T20:46:44.439790] [INFO ] [sig       ] [2955/3634] Forecasting SKYY...
[2025-12-01T20:46:44.439820] [INFO ] [sig       ] Generating forecast for: SKYY
[2025-12-01T20:46:44.439849] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SKYY' from 'https://tdm.silogroup.org/data/derivative_storage/SKYY.csv'.
[2025-12-01T20:46:44.451284] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SKYY'.
[2025-12-01T20:46:44.451670] [INFO ] [FORECASTER] Starting predict_future for SKYY
[2025-12-01T20:46:44.452429] [DEBUG] [LOCAL     ] No optimal features file found for SKYY: ./output/feature-sets/SKYY.txt
[2025-12-01T20:46:44.452478] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:44.452558] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:44.452633] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:44.452701] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:44.513146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:44.513995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:44.514084] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:44.514123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:44.636016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:44.636160] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:44.636199] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:44.636227] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:44.639484] [DEBUG] [FORECASTER] SKYY: Forecast T+1@11:T+2@11: DOWN (p=16.75%)
[2025-12-01T20:46:44.639766] [INFO ] [FORECASTER] Completed predict_future for SKYY
[2025-12-01T20:46:44.639887] [INFO ] [sig       ] SKYY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:44.781094] [INFO ] [LOCAL     ] Saved forecast: SKYY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SKYY.txt
[2025-12-01T20:46:44.781240] [INFO ] [sig       ] [2955/3634] Completed SKYY in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-01T20:46:44.781277] [INFO ] [sig       ] [2956/3634] Forecasting SLAB...
[2025-12-01T20:46:44.781306] [INFO ] [sig       ] Generating forecast for: SLAB
[2025-12-01T20:46:44.781334] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLAB' from 'https://tdm.silogroup.org/data/derivative_storage/SLAB.csv'.
[2025-12-01T20:46:44.792912] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLAB'.
[2025-12-01T20:46:44.793219] [INFO ] [FORECASTER] Starting predict_future for SLAB
[2025-12-01T20:46:44.794025] [DEBUG] [LOCAL     ] No optimal features file found for SLAB: ./output/feature-sets/SLAB.txt
[2025-12-01T20:46:44.794081] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:44.794112] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:44.794138] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:44.794193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:44.852326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:44.852999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:44.853078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:44.853117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:44.971106] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:44.971253] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:44.971289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:44.971317] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:44.974597] [DEBUG] [FORECASTER] SLAB: Forecast T+1@11:T+2@11: UP (p=66.72%)
[2025-12-01T20:46:44.974855] [INFO ] [FORECASTER] Completed predict_future for SLAB
[2025-12-01T20:46:44.974975] [INFO ] [sig       ] SLAB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:45.116085] [INFO ] [LOCAL     ] Saved forecast: SLAB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SLAB.txt
[2025-12-01T20:46:45.116227] [INFO ] [sig       ] [2956/3634] Completed SLAB in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-01T20:46:45.116264] [INFO ] [sig       ] [2957/3634] Forecasting SLB...
[2025-12-01T20:46:45.116292] [INFO ] [sig       ] Generating forecast for: SLB
[2025-12-01T20:46:45.116320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLB' from 'https://tdm.silogroup.org/data/derivative_storage/SLB.csv'.
[2025-12-01T20:46:45.127386] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLB'.
[2025-12-01T20:46:45.127714] [INFO ] [FORECASTER] Starting predict_future for SLB
[2025-12-01T20:46:45.128508] [DEBUG] [LOCAL     ] No optimal features file found for SLB: ./output/feature-sets/SLB.txt
[2025-12-01T20:46:45.128558] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:45.128615] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:45.128647] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:45.128702] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:45.186791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:45.187561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:45.187657] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:45.187689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:45.306315] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:45.306462] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:45.306499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:45.306528] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:45.309923] [DEBUG] [FORECASTER] SLB: Forecast T+1@11:T+2@11: UP (p=97.36%)
[2025-12-01T20:46:45.310188] [INFO ] [FORECASTER] Completed predict_future for SLB
[2025-12-01T20:46:45.310307] [INFO ] [sig       ] SLB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:45.449562] [INFO ] [LOCAL     ] Saved forecast: SLB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SLB.txt
[2025-12-01T20:46:45.449707] [INFO ] [sig       ] [2957/3634] Completed SLB in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-01T20:46:45.449745] [INFO ] [sig       ] [2958/3634] Forecasting SLDB...
[2025-12-01T20:46:45.449774] [INFO ] [sig       ] Generating forecast for: SLDB
[2025-12-01T20:46:45.449804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDB' from 'https://tdm.silogroup.org/data/derivative_storage/SLDB.csv'.
[2025-12-01T20:46:45.460450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDB'.
[2025-12-01T20:46:45.460759] [INFO ] [FORECASTER] Starting predict_future for SLDB
[2025-12-01T20:46:45.461478] [DEBUG] [LOCAL     ] No optimal features file found for SLDB: ./output/feature-sets/SLDB.txt
[2025-12-01T20:46:45.461526] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:45.461557] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:45.461603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:45.461665] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:45.518284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:45.519177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:45.519260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:45.519291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:45.642354] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:45.642499] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:45.642538] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:45.642620] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:45.646056] [DEBUG] [FORECASTER] SLDB: Forecast T+1@11:T+2@11: DOWN (p=28.83%)
[2025-12-01T20:46:45.646332] [INFO ] [FORECASTER] Completed predict_future for SLDB
[2025-12-01T20:46:45.646456] [INFO ] [sig       ] SLDB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:45.788448] [INFO ] [LOCAL     ] Saved forecast: SLDB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SLDB.txt
[2025-12-01T20:46:45.788614] [INFO ] [sig       ] [2958/3634] Completed SLDB in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-01T20:46:45.788661] [INFO ] [sig       ] [2959/3634] Forecasting SLDP...
[2025-12-01T20:46:45.788690] [INFO ] [sig       ] Generating forecast for: SLDP
[2025-12-01T20:46:45.788718] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLDP' from 'https://tdm.silogroup.org/data/derivative_storage/SLDP.csv'.
[2025-12-01T20:46:45.799600] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLDP'.
[2025-12-01T20:46:45.799883] [INFO ] [FORECASTER] Starting predict_future for SLDP
[2025-12-01T20:46:45.800614] [DEBUG] [LOCAL     ] No optimal features file found for SLDP: ./output/feature-sets/SLDP.txt
[2025-12-01T20:46:45.800662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:45.800692] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:45.800718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:45.800779] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:45.856363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:45.857014] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:45.857089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:45.857121] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:45.972926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:45.973072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:45.973111] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:45.973139] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:45.976564] [DEBUG] [FORECASTER] SLDP: Forecast T+1@11:T+2@11: UP (p=92.21%)
[2025-12-01T20:46:45.976868] [INFO ] [FORECASTER] Completed predict_future for SLDP
[2025-12-01T20:46:45.977005] [INFO ] [sig       ] SLDP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:46.115131] [INFO ] [LOCAL     ] Saved forecast: SLDP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SLDP.txt
[2025-12-01T20:46:46.115252] [INFO ] [sig       ] [2959/3634] Completed SLDP in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-01T20:46:46.115287] [INFO ] [sig       ] [2960/3634] Forecasting SLF...
[2025-12-01T20:46:46.115314] [INFO ] [sig       ] Generating forecast for: SLF
[2025-12-01T20:46:46.115342] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLF' from 'https://tdm.silogroup.org/data/derivative_storage/SLF.csv'.
[2025-12-01T20:46:46.126915] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLF'.
[2025-12-01T20:46:46.127284] [INFO ] [FORECASTER] Starting predict_future for SLF
[2025-12-01T20:46:46.128053] [DEBUG] [LOCAL     ] No optimal features file found for SLF: ./output/feature-sets/SLF.txt
[2025-12-01T20:46:46.128106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:46.128136] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:46.128160] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:46.128215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:46.184948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:46.185830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:46.185912] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:46.185943] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:46.306649] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:46.306799] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:46.306837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:46.306864] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:46.310134] [DEBUG] [FORECASTER] SLF: Forecast T+1@11:T+2@11: UP (p=97.85%)
[2025-12-01T20:46:46.310390] [INFO ] [FORECASTER] Completed predict_future for SLF
[2025-12-01T20:46:46.310524] [INFO ] [sig       ] SLF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:46.446959] [INFO ] [LOCAL     ] Saved forecast: SLF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SLF.txt
[2025-12-01T20:46:46.447070] [INFO ] [sig       ] [2960/3634] Completed SLF in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-01T20:46:46.447105] [INFO ] [sig       ] [2961/3634] Forecasting SLG...
[2025-12-01T20:46:46.447133] [INFO ] [sig       ] Generating forecast for: SLG
[2025-12-01T20:46:46.447161] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLG' from 'https://tdm.silogroup.org/data/derivative_storage/SLG.csv'.
[2025-12-01T20:46:46.458520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLG'.
[2025-12-01T20:46:46.458922] [INFO ] [FORECASTER] Starting predict_future for SLG
[2025-12-01T20:46:46.459679] [DEBUG] [LOCAL     ] No optimal features file found for SLG: ./output/feature-sets/SLG.txt
[2025-12-01T20:46:46.459729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:46.459759] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:46.459783] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:46.459837] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:46.515761] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:46.516565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:46.516666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:46.516697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:46.637958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:46.638110] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:46.638147] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:46.638174] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:46.641752] [DEBUG] [FORECASTER] SLG: Forecast T+1@11:T+2@11: UP (p=92.17%)
[2025-12-01T20:46:46.642042] [INFO ] [FORECASTER] Completed predict_future for SLG
[2025-12-01T20:46:46.642169] [INFO ] [sig       ] SLG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:46.788231] [INFO ] [LOCAL     ] Saved forecast: SLG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SLG.txt
[2025-12-01T20:46:46.788405] [INFO ] [sig       ] [2961/3634] Completed SLG in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.8m
[2025-12-01T20:46:46.788450] [INFO ] [sig       ] [2962/3634] Forecasting SLGN...
[2025-12-01T20:46:46.788483] [INFO ] [sig       ] Generating forecast for: SLGN
[2025-12-01T20:46:46.788511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLGN' from 'https://tdm.silogroup.org/data/derivative_storage/SLGN.csv'.
[2025-12-01T20:46:46.799170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLGN'.
[2025-12-01T20:46:46.799525] [INFO ] [FORECASTER] Starting predict_future for SLGN
[2025-12-01T20:46:46.800293] [DEBUG] [LOCAL     ] No optimal features file found for SLGN: ./output/feature-sets/SLGN.txt
[2025-12-01T20:46:46.800342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:46.800372] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:46.800397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:46.800452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:46.855164] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:46.856047] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:46.856128] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:46.856159] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:46.972929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:46.973079] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:46.973116] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:46.973161] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:46.976434] [DEBUG] [FORECASTER] SLGN: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2025-12-01T20:46:46.976733] [INFO ] [FORECASTER] Completed predict_future for SLGN
[2025-12-01T20:46:46.976858] [INFO ] [sig       ] SLGN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:47.117466] [INFO ] [LOCAL     ] Saved forecast: SLGN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SLGN.txt
[2025-12-01T20:46:47.117616] [INFO ] [sig       ] [2962/3634] Completed SLGN in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-01T20:46:47.117656] [INFO ] [sig       ] [2963/3634] Forecasting SLM...
[2025-12-01T20:46:47.117684] [INFO ] [sig       ] Generating forecast for: SLM
[2025-12-01T20:46:47.117712] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLM' from 'https://tdm.silogroup.org/data/derivative_storage/SLM.csv'.
[2025-12-01T20:46:47.129321] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SLM'.
[2025-12-01T20:46:47.129655] [INFO ] [FORECASTER] Starting predict_future for SLM
[2025-12-01T20:46:47.130401] [DEBUG] [LOCAL     ] No optimal features file found for SLM: ./output/feature-sets/SLM.txt
[2025-12-01T20:46:47.130450] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:47.130480] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:47.130505] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:47.130558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:47.188940] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:47.189811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:47.189895] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:47.189927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:47.307155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:47.307303] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:47.307340] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:47.307367] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:47.310915] [DEBUG] [FORECASTER] SLM: Forecast T+1@11:T+2@11: UP (p=96.81%)
[2025-12-01T20:46:47.311195] [INFO ] [FORECASTER] Completed predict_future for SLM
[2025-12-01T20:46:47.311320] [INFO ] [sig       ] SLM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:46:47.458398] [INFO ] [LOCAL     ] Saved forecast: SLM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SLM.txt
[2025-12-01T20:46:47.458592] [INFO ] [sig       ] [2963/3634] Completed SLM in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-01T20:46:47.458636] [INFO ] [sig       ] [2964/3634] Forecasting SLN...
[2025-12-01T20:46:47.458667] [INFO ] [sig       ] Generating forecast for: SLN
[2025-12-01T20:46:47.458721] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLN' from 'https://tdm.silogroup.org/data/derivative_storage/SLN.csv'.
[2025-12-01T20:46:47.469977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLN'.
[2025-12-01T20:46:47.470291] [INFO ] [FORECASTER] Starting predict_future for SLN
[2025-12-01T20:46:47.471045] [DEBUG] [LOCAL     ] No optimal features file found for SLN: ./output/feature-sets/SLN.txt
[2025-12-01T20:46:47.471094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:47.471123] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:47.471147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:47.471200] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:47.525684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:47.526464] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:47.526559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:47.526611] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:47.646942] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:47.647093] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:47.647132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:47.647159] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:47.650558] [DEBUG] [FORECASTER] SLN: Forecast T+1@11:T+2@11: UP (p=65.28%)
[2025-12-01T20:46:47.650851] [INFO ] [FORECASTER] Completed predict_future for SLN
[2025-12-01T20:46:47.650975] [INFO ] [sig       ] SLN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:47.791761] [INFO ] [LOCAL     ] Saved forecast: SLN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SLN.txt
[2025-12-01T20:46:47.791887] [INFO ] [sig       ] [2964/3634] Completed SLN in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-01T20:46:47.791924] [INFO ] [sig       ] [2965/3634] Forecasting SLNO...
[2025-12-01T20:46:47.791953] [INFO ] [sig       ] Generating forecast for: SLNO
[2025-12-01T20:46:47.791982] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLNO' from 'https://tdm.silogroup.org/data/derivative_storage/SLNO.csv'.
[2025-12-01T20:46:47.803236] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLNO'.
[2025-12-01T20:46:47.803607] [INFO ] [FORECASTER] Starting predict_future for SLNO
[2025-12-01T20:46:47.804342] [DEBUG] [LOCAL     ] No optimal features file found for SLNO: ./output/feature-sets/SLNO.txt
[2025-12-01T20:46:47.804391] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:47.804422] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:47.804449] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:47.804504] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:47.862864] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:47.863713] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:47.863834] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:47.863868] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:47.982642] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:47.982785] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:47.982822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:47.982849] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:47.986095] [DEBUG] [FORECASTER] SLNO: Forecast T+1@11:T+2@11: DOWN (p=5.63%)
[2025-12-01T20:46:47.986353] [INFO ] [FORECASTER] Completed predict_future for SLNO
[2025-12-01T20:46:47.986470] [INFO ] [sig       ] SLNO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:48.122460] [INFO ] [LOCAL     ] Saved forecast: SLNO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SLNO.txt
[2025-12-01T20:46:48.122599] [INFO ] [sig       ] [2965/3634] Completed SLNO in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-01T20:46:48.122637] [INFO ] [sig       ] [2966/3634] Forecasting SLP...
[2025-12-01T20:46:48.122666] [INFO ] [sig       ] Generating forecast for: SLP
[2025-12-01T20:46:48.122694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLP' from 'https://tdm.silogroup.org/data/derivative_storage/SLP.csv'.
[2025-12-01T20:46:48.137638] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SLP'.
[2025-12-01T20:46:48.138126] [INFO ] [FORECASTER] Starting predict_future for SLP
[2025-12-01T20:46:48.139271] [DEBUG] [LOCAL     ] No optimal features file found for SLP: ./output/feature-sets/SLP.txt
[2025-12-01T20:46:48.139334] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:48.139376] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:48.139428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:48.139512] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:48.209371] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:48.210271] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:48.210355] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:48.210389] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:48.328413] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:48.328601] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:48.328642] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:48.328670] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:48.332172] [DEBUG] [FORECASTER] SLP: Forecast T+1@11:T+2@11: DOWN (p=38.21%)
[2025-12-01T20:46:48.332447] [INFO ] [FORECASTER] Completed predict_future for SLP
[2025-12-01T20:46:48.332586] [INFO ] [sig       ] SLP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:48.470387] [INFO ] [LOCAL     ] Saved forecast: SLP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SLP.txt
[2025-12-01T20:46:48.470524] [INFO ] [sig       ] [2966/3634] Completed SLP in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-01T20:46:48.470560] [INFO ] [sig       ] [2967/3634] Forecasting SLQD...
[2025-12-01T20:46:48.470606] [INFO ] [sig       ] Generating forecast for: SLQD
[2025-12-01T20:46:48.470636] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLQD' from 'https://tdm.silogroup.org/data/derivative_storage/SLQD.csv'.
[2025-12-01T20:46:48.482107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLQD'.
[2025-12-01T20:46:48.482403] [INFO ] [FORECASTER] Starting predict_future for SLQD
[2025-12-01T20:46:48.483163] [DEBUG] [LOCAL     ] No optimal features file found for SLQD: ./output/feature-sets/SLQD.txt
[2025-12-01T20:46:48.483211] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:48.483240] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:48.483265] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:48.483319] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:48.537935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:48.538505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:48.538595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:48.538628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:48.653398] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:48.653496] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:48.653529] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:48.653554] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:48.656590] [DEBUG] [FORECASTER] SLQD: Forecast T+1@11:T+2@11: DOWN (p=11.98%)
[2025-12-01T20:46:48.656841] [INFO ] [FORECASTER] Completed predict_future for SLQD
[2025-12-01T20:46:48.656958] [INFO ] [sig       ] SLQD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:48.794536] [INFO ] [LOCAL     ] Saved forecast: SLQD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SLQD.txt
[2025-12-01T20:46:48.794659] [INFO ] [sig       ] [2967/3634] Completed SLQD in 0.3s | 2.99 sym/s | Total: 16.5m | ETA: 3.7m
[2025-12-01T20:46:48.794695] [INFO ] [sig       ] [2968/3634] Forecasting SLRC...
[2025-12-01T20:46:48.794722] [INFO ] [sig       ] Generating forecast for: SLRC
[2025-12-01T20:46:48.794750] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLRC' from 'https://tdm.silogroup.org/data/derivative_storage/SLRC.csv'.
[2025-12-01T20:46:48.805845] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLRC'.
[2025-12-01T20:46:48.806087] [INFO ] [FORECASTER] Starting predict_future for SLRC
[2025-12-01T20:46:48.806821] [DEBUG] [LOCAL     ] No optimal features file found for SLRC: ./output/feature-sets/SLRC.txt
[2025-12-01T20:46:48.806869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:48.806900] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:48.806924] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:48.806978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:48.861844] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:48.862397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:48.862471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:48.862500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:48.974896] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:48.975011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:48.975046] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:48.975072] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:48.978178] [DEBUG] [FORECASTER] SLRC: Forecast T+1@11:T+2@11: UP (p=63.71%)
[2025-12-01T20:46:48.978458] [INFO ] [FORECASTER] Completed predict_future for SLRC
[2025-12-01T20:46:48.978598] [INFO ] [sig       ] SLRC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:49.113967] [INFO ] [LOCAL     ] Saved forecast: SLRC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SLRC.txt
[2025-12-01T20:46:49.114093] [INFO ] [sig       ] [2968/3634] Completed SLRC in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-01T20:46:49.114129] [INFO ] [sig       ] [2969/3634] Forecasting SLS...
[2025-12-01T20:46:49.114157] [INFO ] [sig       ] Generating forecast for: SLS
[2025-12-01T20:46:49.114186] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLS' from 'https://tdm.silogroup.org/data/derivative_storage/SLS.csv'.
[2025-12-01T20:46:49.125111] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLS'.
[2025-12-01T20:46:49.125359] [INFO ] [FORECASTER] Starting predict_future for SLS
[2025-12-01T20:46:49.126080] [DEBUG] [LOCAL     ] No optimal features file found for SLS: ./output/feature-sets/SLS.txt
[2025-12-01T20:46:49.126129] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:49.126158] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:49.126184] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:49.126238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:49.181663] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:49.182220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:49.182293] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:49.182323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:49.294404] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:49.294490] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:49.294523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:49.294550] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:49.297484] [DEBUG] [FORECASTER] SLS: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-12-01T20:46:49.297748] [INFO ] [FORECASTER] Completed predict_future for SLS
[2025-12-01T20:46:49.297862] [INFO ] [sig       ] SLS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:49.433481] [INFO ] [LOCAL     ] Saved forecast: SLS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SLS.txt
[2025-12-01T20:46:49.433602] [INFO ] [sig       ] [2969/3634] Completed SLS in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-01T20:46:49.433640] [INFO ] [sig       ] [2970/3634] Forecasting SLVM...
[2025-12-01T20:46:49.433668] [INFO ] [sig       ] Generating forecast for: SLVM
[2025-12-01T20:46:49.433702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVM' from 'https://tdm.silogroup.org/data/derivative_storage/SLVM.csv'.
[2025-12-01T20:46:49.445520] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SLVM'.
[2025-12-01T20:46:49.445845] [INFO ] [FORECASTER] Starting predict_future for SLVM
[2025-12-01T20:46:49.446604] [DEBUG] [LOCAL     ] No optimal features file found for SLVM: ./output/feature-sets/SLVM.txt
[2025-12-01T20:46:49.446653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:49.446682] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:49.446707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:49.446759] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:49.502125] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:49.502949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:49.503033] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:49.503065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:49.623112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:49.623277] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:49.623320] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:49.623347] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:49.626876] [DEBUG] [FORECASTER] SLVM: Forecast T+1@11:T+2@11: DOWN (p=19.07%)
[2025-12-01T20:46:49.627148] [INFO ] [FORECASTER] Completed predict_future for SLVM
[2025-12-01T20:46:49.627270] [INFO ] [sig       ] SLVM: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:49.767902] [INFO ] [LOCAL     ] Saved forecast: SLVM	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SLVM.txt
[2025-12-01T20:46:49.768063] [INFO ] [sig       ] [2970/3634] Completed SLVM in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-01T20:46:49.768102] [INFO ] [sig       ] [2971/3634] Forecasting SLVO...
[2025-12-01T20:46:49.768130] [INFO ] [sig       ] Generating forecast for: SLVO
[2025-12-01T20:46:49.768159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLVO' from 'https://tdm.silogroup.org/data/derivative_storage/SLVO.csv'.
[2025-12-01T20:46:49.780159] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLVO'.
[2025-12-01T20:46:49.780537] [INFO ] [FORECASTER] Starting predict_future for SLVO
[2025-12-01T20:46:49.781343] [DEBUG] [LOCAL     ] No optimal features file found for SLVO: ./output/feature-sets/SLVO.txt
[2025-12-01T20:46:49.781394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:49.781428] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:49.781463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:49.781525] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:49.841506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:49.842247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:49.842333] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:49.842374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:49.964143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:49.964285] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:49.964322] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:49.964349] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:49.967758] [DEBUG] [FORECASTER] SLVO: Forecast T+1@11:T+2@11: UP (p=98.78%)
[2025-12-01T20:46:49.968020] [INFO ] [FORECASTER] Completed predict_future for SLVO
[2025-12-01T20:46:49.968142] [INFO ] [sig       ] SLVO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:50.112096] [INFO ] [LOCAL     ] Saved forecast: SLVO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SLVO.txt
[2025-12-01T20:46:50.112218] [INFO ] [sig       ] [2971/3634] Completed SLVO in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-01T20:46:50.112256] [INFO ] [sig       ] [2972/3634] Forecasting SLXN...
[2025-12-01T20:46:50.112290] [INFO ] [sig       ] Generating forecast for: SLXN
[2025-12-01T20:46:50.112331] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SLXN' from 'https://tdm.silogroup.org/data/derivative_storage/SLXN.csv'.
[2025-12-01T20:46:50.124100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SLXN'.
[2025-12-01T20:46:50.124429] [INFO ] [FORECASTER] Starting predict_future for SLXN
[2025-12-01T20:46:50.125251] [DEBUG] [LOCAL     ] No optimal features file found for SLXN: ./output/feature-sets/SLXN.txt
[2025-12-01T20:46:50.125309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:50.125373] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:50.125413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:50.125476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:50.180834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:50.181478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:50.181552] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:50.181601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:50.293343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:50.293478] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:50.293515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:50.293541] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:50.296730] [DEBUG] [FORECASTER] SLXN: Forecast T+1@11:T+2@11: UP (p=79.96%)
[2025-12-01T20:46:50.296989] [INFO ] [FORECASTER] Completed predict_future for SLXN
[2025-12-01T20:46:50.297108] [INFO ] [sig       ] SLXN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:50.433174] [INFO ] [LOCAL     ] Saved forecast: SLXN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SLXN.txt
[2025-12-01T20:46:50.433286] [INFO ] [sig       ] [2972/3634] Completed SLXN in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-01T20:46:50.433322] [INFO ] [sig       ] [2973/3634] Forecasting SM...
[2025-12-01T20:46:50.433349] [INFO ] [sig       ] Generating forecast for: SM
[2025-12-01T20:46:50.433378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SM' from 'https://tdm.silogroup.org/data/derivative_storage/SM.csv'.
[2025-12-01T20:46:50.444075] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SM'.
[2025-12-01T20:46:50.444344] [INFO ] [FORECASTER] Starting predict_future for SM
[2025-12-01T20:46:50.445074] [DEBUG] [LOCAL     ] No optimal features file found for SM: ./output/feature-sets/SM.txt
[2025-12-01T20:46:50.445123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:50.445154] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:50.445182] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:50.445239] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:50.499857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:50.500477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:50.500554] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:50.500603] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:50.619469] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:50.619624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:50.619661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:50.619688] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:50.622904] [DEBUG] [FORECASTER] SM: Forecast T+1@11:T+2@11: DOWN (p=0.24%)
[2025-12-01T20:46:50.623164] [INFO ] [FORECASTER] Completed predict_future for SM
[2025-12-01T20:46:50.623286] [INFO ] [sig       ] SM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:50.760374] [INFO ] [LOCAL     ] Saved forecast: SM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SM.txt
[2025-12-01T20:46:50.760492] [INFO ] [sig       ] [2973/3634] Completed SM in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-01T20:46:50.760528] [INFO ] [sig       ] [2974/3634] Forecasting SMBC...
[2025-12-01T20:46:50.760554] [INFO ] [sig       ] Generating forecast for: SMBC
[2025-12-01T20:46:50.760601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBC' from 'https://tdm.silogroup.org/data/derivative_storage/SMBC.csv'.
[2025-12-01T20:46:50.772428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBC'.
[2025-12-01T20:46:50.772780] [INFO ] [FORECASTER] Starting predict_future for SMBC
[2025-12-01T20:46:50.773513] [DEBUG] [LOCAL     ] No optimal features file found for SMBC: ./output/feature-sets/SMBC.txt
[2025-12-01T20:46:50.773565] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:50.773615] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:50.773641] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:50.773695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:50.829566] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:50.830184] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:50.830261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:50.830291] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:50.945021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:50.945181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:50.945218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:50.945245] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:50.948547] [DEBUG] [FORECASTER] SMBC: Forecast T+1@11:T+2@11: DOWN (p=2.97%)
[2025-12-01T20:46:50.948824] [INFO ] [FORECASTER] Completed predict_future for SMBC
[2025-12-01T20:46:50.948943] [INFO ] [sig       ] SMBC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:51.089282] [INFO ] [LOCAL     ] Saved forecast: SMBC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SMBC.txt
[2025-12-01T20:46:51.089437] [INFO ] [sig       ] [2974/3634] Completed SMBC in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-01T20:46:51.089474] [INFO ] [sig       ] [2975/3634] Forecasting SMBK...
[2025-12-01T20:46:51.089501] [INFO ] [sig       ] Generating forecast for: SMBK
[2025-12-01T20:46:51.089531] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMBK' from 'https://tdm.silogroup.org/data/derivative_storage/SMBK.csv'.
[2025-12-01T20:46:51.100795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMBK'.
[2025-12-01T20:46:51.101096] [INFO ] [FORECASTER] Starting predict_future for SMBK
[2025-12-01T20:46:51.101841] [DEBUG] [LOCAL     ] No optimal features file found for SMBK: ./output/feature-sets/SMBK.txt
[2025-12-01T20:46:51.101889] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:51.101919] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:51.101945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:51.101999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:51.156197] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:51.156837] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:51.156914] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:51.156945] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:51.271008] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:51.271152] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:51.271189] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:51.271248] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:51.274451] [DEBUG] [FORECASTER] SMBK: Forecast T+1@11:T+2@11: DOWN (p=12.91%)
[2025-12-01T20:46:51.274730] [INFO ] [FORECASTER] Completed predict_future for SMBK
[2025-12-01T20:46:51.274847] [INFO ] [sig       ] SMBK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:51.409742] [INFO ] [LOCAL     ] Saved forecast: SMBK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SMBK.txt
[2025-12-01T20:46:51.409862] [INFO ] [sig       ] [2975/3634] Completed SMBK in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-01T20:46:51.409897] [INFO ] [sig       ] [2976/3634] Forecasting SMCI...
[2025-12-01T20:46:51.409924] [INFO ] [sig       ] Generating forecast for: SMCI
[2025-12-01T20:46:51.409951] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCI' from 'https://tdm.silogroup.org/data/derivative_storage/SMCI.csv'.
[2025-12-01T20:46:51.420908] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SMCI'.
[2025-12-01T20:46:51.421166] [INFO ] [FORECASTER] Starting predict_future for SMCI
[2025-12-01T20:46:51.421909] [DEBUG] [LOCAL     ] No optimal features file found for SMCI: ./output/feature-sets/SMCI.txt
[2025-12-01T20:46:51.421957] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:51.421987] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:51.422012] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:51.422066] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:51.477682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:51.478257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:51.478360] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:51.478393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:51.602457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:51.602609] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:51.602647] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:51.602674] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:51.605908] [DEBUG] [FORECASTER] SMCI: Forecast T+1@11:T+2@11: DOWN (p=9.99%)
[2025-12-01T20:46:51.606166] [INFO ] [FORECASTER] Completed predict_future for SMCI
[2025-12-01T20:46:51.606289] [INFO ] [sig       ] SMCI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:51.742164] [INFO ] [LOCAL     ] Saved forecast: SMCI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SMCI.txt
[2025-12-01T20:46:51.742288] [INFO ] [sig       ] [2976/3634] Completed SMCI in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-01T20:46:51.742323] [INFO ] [sig       ] [2977/3634] Forecasting SMCX...
[2025-12-01T20:46:51.742351] [INFO ] [sig       ] Generating forecast for: SMCX
[2025-12-01T20:46:51.742379] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMCX' from 'https://tdm.silogroup.org/data/derivative_storage/SMCX.csv'.
[2025-12-01T20:46:51.753459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMCX'.
[2025-12-01T20:46:51.753784] [INFO ] [FORECASTER] Starting predict_future for SMCX
[2025-12-01T20:46:51.754531] [DEBUG] [LOCAL     ] No optimal features file found for SMCX: ./output/feature-sets/SMCX.txt
[2025-12-01T20:46:51.754603] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:51.754635] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:51.754661] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:51.754727] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:51.809347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:51.809953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:51.810027] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:51.810057] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:51.933979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:51.934132] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:51.934170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:51.934198] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:51.937418] [DEBUG] [FORECASTER] SMCX: Forecast T+1@11:T+2@11: UP (p=67.36%)
[2025-12-01T20:46:51.937703] [INFO ] [FORECASTER] Completed predict_future for SMCX
[2025-12-01T20:46:51.937826] [INFO ] [sig       ] SMCX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:52.076130] [INFO ] [LOCAL     ] Saved forecast: SMCX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SMCX.txt
[2025-12-01T20:46:52.076285] [INFO ] [sig       ] [2977/3634] Completed SMCX in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-01T20:46:52.076322] [INFO ] [sig       ] [2978/3634] Forecasting SMFG...
[2025-12-01T20:46:52.076351] [INFO ] [sig       ] Generating forecast for: SMFG
[2025-12-01T20:46:52.076381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMFG' from 'https://tdm.silogroup.org/data/derivative_storage/SMFG.csv'.
[2025-12-01T20:46:52.088404] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMFG'.
[2025-12-01T20:46:52.088719] [INFO ] [FORECASTER] Starting predict_future for SMFG
[2025-12-01T20:46:52.089462] [DEBUG] [LOCAL     ] No optimal features file found for SMFG: ./output/feature-sets/SMFG.txt
[2025-12-01T20:46:52.089511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:52.089541] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:52.089566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:52.089640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:52.144818] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:52.145672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:52.145753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:52.145784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:52.267022] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:52.267174] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:52.267211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:52.267238] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:52.270639] [DEBUG] [FORECASTER] SMFG: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-01T20:46:52.270906] [INFO ] [FORECASTER] Completed predict_future for SMFG
[2025-12-01T20:46:52.271028] [INFO ] [sig       ] SMFG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:52.407668] [INFO ] [LOCAL     ] Saved forecast: SMFG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SMFG.txt
[2025-12-01T20:46:52.407835] [INFO ] [sig       ] [2978/3634] Completed SMFG in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-01T20:46:52.407875] [INFO ] [sig       ] [2979/3634] Forecasting SMH...
[2025-12-01T20:46:52.407903] [INFO ] [sig       ] Generating forecast for: SMH
[2025-12-01T20:46:52.407933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMH' from 'https://tdm.silogroup.org/data/derivative_storage/SMH.csv'.
[2025-12-01T20:46:52.419868] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMH'.
[2025-12-01T20:46:52.420130] [INFO ] [FORECASTER] Starting predict_future for SMH
[2025-12-01T20:46:52.421046] [DEBUG] [LOCAL     ] No optimal features file found for SMH: ./output/feature-sets/SMH.txt
[2025-12-01T20:46:52.421105] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:52.421136] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:52.421161] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:52.421214] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:52.476776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:52.477369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:52.477446] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:52.477477] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:52.601220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:52.601358] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:52.601402] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:52.601429] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:52.604665] [DEBUG] [FORECASTER] SMH: Forecast T+1@11:T+2@11: UP (p=76.90%)
[2025-12-01T20:46:52.604927] [INFO ] [FORECASTER] Completed predict_future for SMH
[2025-12-01T20:46:52.605044] [INFO ] [sig       ] SMH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:52.743126] [INFO ] [LOCAL     ] Saved forecast: SMH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SMH.txt
[2025-12-01T20:46:52.743232] [INFO ] [sig       ] [2979/3634] Completed SMH in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.7m
[2025-12-01T20:46:52.743268] [INFO ] [sig       ] [2980/3634] Forecasting SMHI...
[2025-12-01T20:46:52.743295] [INFO ] [sig       ] Generating forecast for: SMHI
[2025-12-01T20:46:52.743324] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHI' from 'https://tdm.silogroup.org/data/derivative_storage/SMHI.csv'.
[2025-12-01T20:46:52.754306] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SMHI'.
[2025-12-01T20:46:52.754609] [INFO ] [FORECASTER] Starting predict_future for SMHI
[2025-12-01T20:46:52.755359] [DEBUG] [LOCAL     ] No optimal features file found for SMHI: ./output/feature-sets/SMHI.txt
[2025-12-01T20:46:52.755408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:52.755439] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:52.755464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:52.755519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:52.811704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:52.812288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:52.812362] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:52.812394] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:52.926529] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:52.926694] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:52.926734] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:52.926760] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:52.930141] [DEBUG] [FORECASTER] SMHI: Forecast T+1@11:T+2@11: DOWN (p=29.40%)
[2025-12-01T20:46:52.930405] [INFO ] [FORECASTER] Completed predict_future for SMHI
[2025-12-01T20:46:52.930525] [INFO ] [sig       ] SMHI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:53.068170] [INFO ] [LOCAL     ] Saved forecast: SMHI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SMHI.txt
[2025-12-01T20:46:53.068345] [INFO ] [sig       ] [2980/3634] Completed SMHI in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-01T20:46:53.068385] [INFO ] [sig       ] [2981/3634] Forecasting SMHX...
[2025-12-01T20:46:53.068413] [INFO ] [sig       ] Generating forecast for: SMHX
[2025-12-01T20:46:53.068442] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMHX' from 'https://tdm.silogroup.org/data/derivative_storage/SMHX.csv'.
[2025-12-01T20:46:53.079626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMHX'.
[2025-12-01T20:46:53.079914] [INFO ] [FORECASTER] Starting predict_future for SMHX
[2025-12-01T20:46:53.080663] [DEBUG] [LOCAL     ] No optimal features file found for SMHX: ./output/feature-sets/SMHX.txt
[2025-12-01T20:46:53.080712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:53.080741] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:53.080766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:53.080821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:53.135445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:53.136039] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:53.136118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:53.136149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:53.258777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:53.258934] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:53.258973] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:53.259000] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:53.262317] [DEBUG] [FORECASTER] SMHX: Forecast T+1@11:T+2@11: DOWN (p=46.95%)
[2025-12-01T20:46:53.262616] [INFO ] [FORECASTER] Completed predict_future for SMHX
[2025-12-01T20:46:53.262746] [INFO ] [sig       ] SMHX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:53.405803] [INFO ] [LOCAL     ] Saved forecast: SMHX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SMHX.txt
[2025-12-01T20:46:53.406005] [INFO ] [sig       ] [2981/3634] Completed SMHX in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-01T20:46:53.406069] [INFO ] [sig       ] [2982/3634] Forecasting SMID...
[2025-12-01T20:46:53.406122] [INFO ] [sig       ] Generating forecast for: SMID
[2025-12-01T20:46:53.406174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMID' from 'https://tdm.silogroup.org/data/derivative_storage/SMID.csv'.
[2025-12-01T20:46:53.422058] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMID'.
[2025-12-01T20:46:53.422526] [INFO ] [FORECASTER] Starting predict_future for SMID
[2025-12-01T20:46:53.423646] [DEBUG] [LOCAL     ] No optimal features file found for SMID: ./output/feature-sets/SMID.txt
[2025-12-01T20:46:53.423734] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:53.423786] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:53.423833] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:53.423930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:53.491227] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:53.492118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:53.492233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:53.492266] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:53.602749] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:53.602919] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:53.602961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:53.602992] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:53.607650] [DEBUG] [FORECASTER] SMID: Forecast T+1@11:T+2@11: DOWN (p=26.07%)
[2025-12-01T20:46:53.608014] [INFO ] [FORECASTER] Completed predict_future for SMID
[2025-12-01T20:46:53.608167] [INFO ] [sig       ] SMID: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:53.806969] [INFO ] [LOCAL     ] Saved forecast: SMID	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SMID.txt
[2025-12-01T20:46:53.807168] [INFO ] [sig       ] [2982/3634] Completed SMID in 0.4s | 2.99 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-01T20:46:53.807214] [INFO ] [sig       ] [2983/3634] Forecasting SMPL...
[2025-12-01T20:46:53.807248] [INFO ] [sig       ] Generating forecast for: SMPL
[2025-12-01T20:46:53.807283] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMPL' from 'https://tdm.silogroup.org/data/derivative_storage/SMPL.csv'.
[2025-12-01T20:46:53.820150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMPL'.
[2025-12-01T20:46:53.820603] [INFO ] [FORECASTER] Starting predict_future for SMPL
[2025-12-01T20:46:53.821477] [DEBUG] [LOCAL     ] No optimal features file found for SMPL: ./output/feature-sets/SMPL.txt
[2025-12-01T20:46:53.821530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:53.821562] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:53.821626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:53.821687] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:53.878053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:53.879024] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:53.879107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:53.879140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:53.997450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:53.997626] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:53.997668] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:53.997696] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:54.001326] [DEBUG] [FORECASTER] SMPL: Forecast T+1@11:T+2@11: UP (p=81.40%)
[2025-12-01T20:46:54.001711] [INFO ] [FORECASTER] Completed predict_future for SMPL
[2025-12-01T20:46:54.001860] [INFO ] [sig       ] SMPL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:54.147857] [INFO ] [LOCAL     ] Saved forecast: SMPL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SMPL.txt
[2025-12-01T20:46:54.148020] [INFO ] [sig       ] [2983/3634] Completed SMPL in 0.3s | 2.99 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-01T20:46:54.148060] [INFO ] [sig       ] [2984/3634] Forecasting SMTC...
[2025-12-01T20:46:54.148090] [INFO ] [sig       ] Generating forecast for: SMTC
[2025-12-01T20:46:54.148119] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTC' from 'https://tdm.silogroup.org/data/derivative_storage/SMTC.csv'.
[2025-12-01T20:46:54.160777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMTC'.
[2025-12-01T20:46:54.161283] [INFO ] [FORECASTER] Starting predict_future for SMTC
[2025-12-01T20:46:54.162440] [DEBUG] [LOCAL     ] No optimal features file found for SMTC: ./output/feature-sets/SMTC.txt
[2025-12-01T20:46:54.162509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:54.162558] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:54.162625] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:54.162715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:54.249489] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:54.250679] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:54.250793] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:54.250847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:54.421263] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:54.421452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:54.421510] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:54.421551] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:54.427004] [DEBUG] [FORECASTER] SMTC: Forecast T+1@11:T+2@11: UP (p=59.68%)
[2025-12-01T20:46:54.427642] [INFO ] [FORECASTER] Completed predict_future for SMTC
[2025-12-01T20:46:54.427872] [INFO ] [sig       ] SMTC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:54.588857] [INFO ] [LOCAL     ] Saved forecast: SMTC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SMTC.txt
[2025-12-01T20:46:54.589018] [INFO ] [sig       ] [2984/3634] Completed SMTC in 0.4s | 2.99 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-01T20:46:54.589057] [INFO ] [sig       ] [2985/3634] Forecasting SMTI...
[2025-12-01T20:46:54.589086] [INFO ] [sig       ] Generating forecast for: SMTI
[2025-12-01T20:46:54.589115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMTI' from 'https://tdm.silogroup.org/data/derivative_storage/SMTI.csv'.
[2025-12-01T20:46:54.600984] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SMTI'.
[2025-12-01T20:46:54.601375] [INFO ] [FORECASTER] Starting predict_future for SMTI
[2025-12-01T20:46:54.602260] [DEBUG] [LOCAL     ] No optimal features file found for SMTI: ./output/feature-sets/SMTI.txt
[2025-12-01T20:46:54.602313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:54.602344] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:54.602370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:54.602425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:54.660240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:54.661117] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:54.661206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:54.661239] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:54.785283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:54.785438] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:54.785476] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:54.785505] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:54.788970] [DEBUG] [FORECASTER] SMTI: Forecast T+1@11:T+2@11: UP (p=76.25%)
[2025-12-01T20:46:54.789282] [INFO ] [FORECASTER] Completed predict_future for SMTI
[2025-12-01T20:46:54.789420] [INFO ] [sig       ] SMTI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:46:54.938950] [INFO ] [LOCAL     ] Saved forecast: SMTI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SMTI.txt
[2025-12-01T20:46:54.939164] [INFO ] [sig       ] [2985/3634] Completed SMTI in 0.4s | 2.99 sym/s | Total: 16.6m | ETA: 3.6m
[2025-12-01T20:46:54.939221] [INFO ] [sig       ] [2986/3634] Forecasting SMWB...
[2025-12-01T20:46:54.939287] [INFO ] [sig       ] Generating forecast for: SMWB
[2025-12-01T20:46:54.939317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMWB' from 'https://tdm.silogroup.org/data/derivative_storage/SMWB.csv'.
[2025-12-01T20:46:54.953749] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMWB'.
[2025-12-01T20:46:54.954218] [INFO ] [FORECASTER] Starting predict_future for SMWB
[2025-12-01T20:46:54.955565] [DEBUG] [LOCAL     ] No optimal features file found for SMWB: ./output/feature-sets/SMWB.txt
[2025-12-01T20:46:54.955666] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:54.955716] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:54.955758] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:54.955844] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:55.018442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:55.019737] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:55.019816] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:55.019847] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:55.142943] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:55.143118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:55.143175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:55.143206] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:55.146652] [DEBUG] [FORECASTER] SMWB: Forecast T+1@11:T+2@11: DOWN (p=20.33%)
[2025-12-01T20:46:55.146955] [INFO ] [FORECASTER] Completed predict_future for SMWB
[2025-12-01T20:46:55.147085] [INFO ] [sig       ] SMWB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:55.292866] [INFO ] [LOCAL     ] Saved forecast: SMWB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SMWB.txt
[2025-12-01T20:46:55.293011] [INFO ] [sig       ] [2986/3634] Completed SMWB in 0.4s | 2.99 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-01T20:46:55.293049] [INFO ] [sig       ] [2987/3634] Forecasting SMX...
[2025-12-01T20:46:55.293077] [INFO ] [sig       ] Generating forecast for: SMX
[2025-12-01T20:46:55.293105] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SMX' from 'https://tdm.silogroup.org/data/derivative_storage/SMX.csv'.
[2025-12-01T20:46:55.304243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SMX'.
[2025-12-01T20:46:55.304622] [INFO ] [FORECASTER] Starting predict_future for SMX
[2025-12-01T20:46:55.305478] [DEBUG] [LOCAL     ] No optimal features file found for SMX: ./output/feature-sets/SMX.txt
[2025-12-01T20:46:55.305530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:55.305560] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:55.305626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:55.305699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:55.363171] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:55.364004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:55.364083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:55.364116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:55.464013] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:55.464160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:55.464199] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:55.464226] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:55.467622] [DEBUG] [FORECASTER] SMX: Forecast T+1@11:T+2@11: DOWN (p=4.51%)
[2025-12-01T20:46:55.467900] [INFO ] [FORECASTER] Completed predict_future for SMX
[2025-12-01T20:46:55.468025] [INFO ] [sig       ] SMX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:55.606938] [INFO ] [LOCAL     ] Saved forecast: SMX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SMX.txt
[2025-12-01T20:46:55.607085] [INFO ] [sig       ] [2987/3634] Completed SMX in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-01T20:46:55.607123] [INFO ] [sig       ] [2988/3634] Forecasting SN...
[2025-12-01T20:46:55.607152] [INFO ] [sig       ] Generating forecast for: SN
[2025-12-01T20:46:55.607180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SN' from 'https://tdm.silogroup.org/data/derivative_storage/SN.csv'.
[2025-12-01T20:46:55.618651] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SN'.
[2025-12-01T20:46:55.619040] [INFO ] [FORECASTER] Starting predict_future for SN
[2025-12-01T20:46:55.619856] [DEBUG] [LOCAL     ] No optimal features file found for SN: ./output/feature-sets/SN.txt
[2025-12-01T20:46:55.619906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:55.619938] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:55.619965] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:55.620021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:55.677891] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:55.678757] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:55.678837] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:55.678869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:55.802450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:55.802614] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:55.802652] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:55.802680] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:55.805905] [DEBUG] [FORECASTER] SN: Forecast T+1@11:T+2@11: DOWN (p=33.76%)
[2025-12-01T20:46:55.806163] [INFO ] [FORECASTER] Completed predict_future for SN
[2025-12-01T20:46:55.806281] [INFO ] [sig       ] SN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:55.944066] [INFO ] [LOCAL     ] Saved forecast: SN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SN.txt
[2025-12-01T20:46:55.944191] [INFO ] [sig       ] [2988/3634] Completed SN in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-01T20:46:55.944227] [INFO ] [sig       ] [2989/3634] Forecasting SNA...
[2025-12-01T20:46:55.944255] [INFO ] [sig       ] Generating forecast for: SNA
[2025-12-01T20:46:55.944284] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNA' from 'https://tdm.silogroup.org/data/derivative_storage/SNA.csv'.
[2025-12-01T20:46:55.955019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNA'.
[2025-12-01T20:46:55.955342] [INFO ] [FORECASTER] Starting predict_future for SNA
[2025-12-01T20:46:55.956147] [DEBUG] [LOCAL     ] No optimal features file found for SNA: ./output/feature-sets/SNA.txt
[2025-12-01T20:46:55.956199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:55.956258] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:55.956286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:55.956346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:56.011966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:56.012673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:56.012753] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:56.012785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:56.133150] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:56.133302] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:56.133341] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:56.133368] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:56.136657] [DEBUG] [FORECASTER] SNA: Forecast T+1@11:T+2@11: DOWN (p=1.38%)
[2025-12-01T20:46:56.136914] [INFO ] [FORECASTER] Completed predict_future for SNA
[2025-12-01T20:46:56.137031] [INFO ] [sig       ] SNA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:56.275585] [INFO ] [LOCAL     ] Saved forecast: SNA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SNA.txt
[2025-12-01T20:46:56.275711] [INFO ] [sig       ] [2989/3634] Completed SNA in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-01T20:46:56.275748] [INFO ] [sig       ] [2990/3634] Forecasting SNAP...
[2025-12-01T20:46:56.275776] [INFO ] [sig       ] Generating forecast for: SNAP
[2025-12-01T20:46:56.275804] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNAP' from 'https://tdm.silogroup.org/data/derivative_storage/SNAP.csv'.
[2025-12-01T20:46:56.286968] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNAP'.
[2025-12-01T20:46:56.287275] [INFO ] [FORECASTER] Starting predict_future for SNAP
[2025-12-01T20:46:56.288079] [DEBUG] [LOCAL     ] No optimal features file found for SNAP: ./output/feature-sets/SNAP.txt
[2025-12-01T20:46:56.288131] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:56.288172] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:56.288199] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:56.288263] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:56.346014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:56.346769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:56.346848] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:56.346880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:56.466859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:56.467011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:56.467049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:56.467077] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:56.470640] [DEBUG] [FORECASTER] SNAP: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-01T20:46:56.470905] [INFO ] [FORECASTER] Completed predict_future for SNAP
[2025-12-01T20:46:56.471028] [INFO ] [sig       ] SNAP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:56.611966] [INFO ] [LOCAL     ] Saved forecast: SNAP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SNAP.txt
[2025-12-01T20:46:56.612092] [INFO ] [sig       ] [2990/3634] Completed SNAP in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-01T20:46:56.612127] [INFO ] [sig       ] [2991/3634] Forecasting SNCY...
[2025-12-01T20:46:56.612154] [INFO ] [sig       ] Generating forecast for: SNCY
[2025-12-01T20:46:56.612182] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNCY' from 'https://tdm.silogroup.org/data/derivative_storage/SNCY.csv'.
[2025-12-01T20:46:56.623541] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SNCY'.
[2025-12-01T20:46:56.623883] [INFO ] [FORECASTER] Starting predict_future for SNCY
[2025-12-01T20:46:56.624629] [DEBUG] [LOCAL     ] No optimal features file found for SNCY: ./output/feature-sets/SNCY.txt
[2025-12-01T20:46:56.624678] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:56.624709] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:56.624734] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:56.624788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:56.680688] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:56.681415] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:56.681494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:56.681527] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:56.802433] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:56.802591] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:56.802647] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:56.802677] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:56.806153] [DEBUG] [FORECASTER] SNCY: Forecast T+1@11:T+2@11: DOWN (p=20.94%)
[2025-12-01T20:46:56.806427] [INFO ] [FORECASTER] Completed predict_future for SNCY
[2025-12-01T20:46:56.806552] [INFO ] [sig       ] SNCY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:56.946138] [INFO ] [LOCAL     ] Saved forecast: SNCY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SNCY.txt
[2025-12-01T20:46:56.946282] [INFO ] [sig       ] [2991/3634] Completed SNCY in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-01T20:46:56.946318] [INFO ] [sig       ] [2992/3634] Forecasting SND...
[2025-12-01T20:46:56.946356] [INFO ] [sig       ] Generating forecast for: SND
[2025-12-01T20:46:56.946402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SND' from 'https://tdm.silogroup.org/data/derivative_storage/SND.csv'.
[2025-12-01T20:46:56.958252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SND'.
[2025-12-01T20:46:56.958662] [INFO ] [FORECASTER] Starting predict_future for SND
[2025-12-01T20:46:56.959410] [DEBUG] [LOCAL     ] No optimal features file found for SND: ./output/feature-sets/SND.txt
[2025-12-01T20:46:56.959459] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:56.959488] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:56.959514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:56.959568] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:57.017330] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:57.018133] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:57.018212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:57.018244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:57.136111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:57.136257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:57.136294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:57.136360] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:57.139765] [DEBUG] [FORECASTER] SND: Forecast T+1@11:T+2@11: UP (p=80.53%)
[2025-12-01T20:46:57.140025] [INFO ] [FORECASTER] Completed predict_future for SND
[2025-12-01T20:46:57.140150] [INFO ] [sig       ] SND: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:57.278210] [INFO ] [LOCAL     ] Saved forecast: SND	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SND.txt
[2025-12-01T20:46:57.278351] [INFO ] [sig       ] [2992/3634] Completed SND in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-01T20:46:57.278392] [INFO ] [sig       ] [2993/3634] Forecasting SNDL...
[2025-12-01T20:46:57.278420] [INFO ] [sig       ] Generating forecast for: SNDL
[2025-12-01T20:46:57.278448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDL' from 'https://tdm.silogroup.org/data/derivative_storage/SNDL.csv'.
[2025-12-01T20:46:57.289420] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDL'.
[2025-12-01T20:46:57.289725] [INFO ] [FORECASTER] Starting predict_future for SNDL
[2025-12-01T20:46:57.290478] [DEBUG] [LOCAL     ] No optimal features file found for SNDL: ./output/feature-sets/SNDL.txt
[2025-12-01T20:46:57.290528] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:57.290558] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:57.290601] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:57.290657] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:57.345679] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:57.346440] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:57.346516] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:57.346547] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:57.463415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:57.463564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:57.463621] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:57.463648] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:57.466856] [DEBUG] [FORECASTER] SNDL: Forecast T+1@11:T+2@11: UP (p=71.51%)
[2025-12-01T20:46:57.467109] [INFO ] [FORECASTER] Completed predict_future for SNDL
[2025-12-01T20:46:57.467227] [INFO ] [sig       ] SNDL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:57.610867] [INFO ] [LOCAL     ] Saved forecast: SNDL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SNDL.txt
[2025-12-01T20:46:57.610995] [INFO ] [sig       ] [2993/3634] Completed SNDL in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-01T20:46:57.611037] [INFO ] [sig       ] [2994/3634] Forecasting SNDX...
[2025-12-01T20:46:57.611067] [INFO ] [sig       ] Generating forecast for: SNDX
[2025-12-01T20:46:57.611094] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNDX' from 'https://tdm.silogroup.org/data/derivative_storage/SNDX.csv'.
[2025-12-01T20:46:57.622289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNDX'.
[2025-12-01T20:46:57.622612] [INFO ] [FORECASTER] Starting predict_future for SNDX
[2025-12-01T20:46:57.623397] [DEBUG] [LOCAL     ] No optimal features file found for SNDX: ./output/feature-sets/SNDX.txt
[2025-12-01T20:46:57.623446] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:57.623477] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:57.623502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:57.623557] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:57.680504] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:57.681249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:57.681327] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:57.681359] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:57.801126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:57.801271] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:57.801309] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:57.801336] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:57.804659] [DEBUG] [FORECASTER] SNDX: Forecast T+1@11:T+2@11: DOWN (p=37.71%)
[2025-12-01T20:46:57.804915] [INFO ] [FORECASTER] Completed predict_future for SNDX
[2025-12-01T20:46:57.805031] [INFO ] [sig       ] SNDX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:57.949552] [INFO ] [LOCAL     ] Saved forecast: SNDX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SNDX.txt
[2025-12-01T20:46:57.949702] [INFO ] [sig       ] [2994/3634] Completed SNDX in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-01T20:46:57.949738] [INFO ] [sig       ] [2995/3634] Forecasting SNES...
[2025-12-01T20:46:57.949766] [INFO ] [sig       ] Generating forecast for: SNES
[2025-12-01T20:46:57.949796] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNES' from 'https://tdm.silogroup.org/data/derivative_storage/SNES.csv'.
[2025-12-01T20:46:57.960447] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNES'.
[2025-12-01T20:46:57.960771] [INFO ] [FORECASTER] Starting predict_future for SNES
[2025-12-01T20:46:57.961541] [DEBUG] [LOCAL     ] No optimal features file found for SNES: ./output/feature-sets/SNES.txt
[2025-12-01T20:46:57.961612] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:57.961647] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:57.961673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:57.961728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:58.018836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:58.019518] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:58.019613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:58.019646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:58.135870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:58.136013] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:58.136049] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:58.136076] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:58.139274] [DEBUG] [FORECASTER] SNES: Forecast T+1@11:T+2@11: DOWN (p=4.63%)
[2025-12-01T20:46:58.139527] [INFO ] [FORECASTER] Completed predict_future for SNES
[2025-12-01T20:46:58.139683] [INFO ] [sig       ] SNES: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:58.281217] [INFO ] [LOCAL     ] Saved forecast: SNES	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SNES.txt
[2025-12-01T20:46:58.281341] [INFO ] [sig       ] [2995/3634] Completed SNES in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-01T20:46:58.281382] [INFO ] [sig       ] [2996/3634] Forecasting SNEX...
[2025-12-01T20:46:58.281410] [INFO ] [sig       ] Generating forecast for: SNEX
[2025-12-01T20:46:58.281437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNEX' from 'https://tdm.silogroup.org/data/derivative_storage/SNEX.csv'.
[2025-12-01T20:46:58.292539] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SNEX'.
[2025-12-01T20:46:58.292868] [INFO ] [FORECASTER] Starting predict_future for SNEX
[2025-12-01T20:46:58.293693] [DEBUG] [LOCAL     ] No optimal features file found for SNEX: ./output/feature-sets/SNEX.txt
[2025-12-01T20:46:58.293743] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:58.293776] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:58.293802] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:58.293857] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:58.351042] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:58.351867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:58.351947] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:58.351979] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:58.472351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:58.472485] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:46:58.472521] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:58.472548] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:58.475807] [DEBUG] [FORECASTER] SNEX: Forecast T+1@11:T+2@11: DOWN (p=43.59%)
[2025-12-01T20:46:58.476062] [INFO ] [FORECASTER] Completed predict_future for SNEX
[2025-12-01T20:46:58.476178] [INFO ] [sig       ] SNEX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:46:58.623676] [INFO ] [LOCAL     ] Saved forecast: SNEX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SNEX.txt
[2025-12-01T20:46:58.623799] [INFO ] [sig       ] [2996/3634] Completed SNEX in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-01T20:46:58.623836] [INFO ] [sig       ] [2997/3634] Forecasting SNFCA...
[2025-12-01T20:46:58.623864] [INFO ] [sig       ] Generating forecast for: SNFCA
[2025-12-01T20:46:58.623894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNFCA' from 'https://tdm.silogroup.org/data/derivative_storage/SNFCA.csv'.
[2025-12-01T20:46:58.634826] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNFCA'.
[2025-12-01T20:46:58.635154] [INFO ] [FORECASTER] Starting predict_future for SNFCA
[2025-12-01T20:46:58.635906] [DEBUG] [LOCAL     ] No optimal features file found for SNFCA: ./output/feature-sets/SNFCA.txt
[2025-12-01T20:46:58.635954] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:58.635984] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:58.636009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:58.636062] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:58.693616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:58.694247] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:58.694324] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:58.694363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:58.813088] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:58.813220] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:58.813273] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:58.813301] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:58.816632] [DEBUG] [FORECASTER] SNFCA: Forecast T+1@11:T+2@11: DOWN (p=4.40%)
[2025-12-01T20:46:58.816898] [INFO ] [FORECASTER] Completed predict_future for SNFCA
[2025-12-01T20:46:58.817019] [INFO ] [sig       ] SNFCA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:58.961006] [INFO ] [LOCAL     ] Saved forecast: SNFCA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SNFCA.txt
[2025-12-01T20:46:58.961124] [INFO ] [sig       ] [2997/3634] Completed SNFCA in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.6m
[2025-12-01T20:46:58.961160] [INFO ] [sig       ] [2998/3634] Forecasting SNGX...
[2025-12-01T20:46:58.961188] [INFO ] [sig       ] Generating forecast for: SNGX
[2025-12-01T20:46:58.961215] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNGX' from 'https://tdm.silogroup.org/data/derivative_storage/SNGX.csv'.
[2025-12-01T20:46:58.972671] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNGX'.
[2025-12-01T20:46:58.973010] [INFO ] [FORECASTER] Starting predict_future for SNGX
[2025-12-01T20:46:58.973792] [DEBUG] [LOCAL     ] No optimal features file found for SNGX: ./output/feature-sets/SNGX.txt
[2025-12-01T20:46:58.973843] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:58.973882] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:58.973920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:58.973977] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:59.031834] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:59.032459] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:59.032544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:59.032598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:59.152612] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:59.152755] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:59.152793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:59.152821] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:59.156155] [DEBUG] [FORECASTER] SNGX: Forecast T+1@11:T+2@11: DOWN (p=3.58%)
[2025-12-01T20:46:59.156435] [INFO ] [FORECASTER] Completed predict_future for SNGX
[2025-12-01T20:46:59.156602] [INFO ] [sig       ] SNGX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:59.296004] [INFO ] [LOCAL     ] Saved forecast: SNGX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SNGX.txt
[2025-12-01T20:46:59.296119] [INFO ] [sig       ] [2998/3634] Completed SNGX in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-01T20:46:59.296156] [INFO ] [sig       ] [2999/3634] Forecasting SNN...
[2025-12-01T20:46:59.296184] [INFO ] [sig       ] Generating forecast for: SNN
[2025-12-01T20:46:59.296212] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNN' from 'https://tdm.silogroup.org/data/derivative_storage/SNN.csv'.
[2025-12-01T20:46:59.307157] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNN'.
[2025-12-01T20:46:59.307443] [INFO ] [FORECASTER] Starting predict_future for SNN
[2025-12-01T20:46:59.308222] [DEBUG] [LOCAL     ] No optimal features file found for SNN: ./output/feature-sets/SNN.txt
[2025-12-01T20:46:59.308272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:59.308302] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:59.308355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:59.308411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:59.366858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:59.367560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:59.367714] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:59.367763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:59.490174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:59.490308] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:59.490346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:59.490380] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:59.493813] [DEBUG] [FORECASTER] SNN: Forecast T+1@11:T+2@11: UP (p=92.04%)
[2025-12-01T20:46:59.494076] [INFO ] [FORECASTER] Completed predict_future for SNN
[2025-12-01T20:46:59.494197] [INFO ] [sig       ] SNN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:46:59.637705] [INFO ] [LOCAL     ] Saved forecast: SNN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SNN.txt
[2025-12-01T20:46:59.637827] [INFO ] [sig       ] [2999/3634] Completed SNN in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-01T20:46:59.637863] [INFO ] [sig       ] [3000/3634] Forecasting SNOA...
[2025-12-01T20:46:59.637892] [INFO ] [sig       ] Generating forecast for: SNOA
[2025-12-01T20:46:59.637920] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNOA' from 'https://tdm.silogroup.org/data/derivative_storage/SNOA.csv'.
[2025-12-01T20:46:59.648944] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNOA'.
[2025-12-01T20:46:59.649254] [INFO ] [FORECASTER] Starting predict_future for SNOA
[2025-12-01T20:46:59.649999] [DEBUG] [LOCAL     ] No optimal features file found for SNOA: ./output/feature-sets/SNOA.txt
[2025-12-01T20:46:59.650048] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:59.650078] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:59.650103] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:59.650157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:46:59.706225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:46:59.706843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:46:59.706919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:46:59.706950] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:46:59.823341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:46:59.823480] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:46:59.823516] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:46:59.823543] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:46:59.826791] [DEBUG] [FORECASTER] SNOA: Forecast T+1@11:T+2@11: DOWN (p=46.20%)
[2025-12-01T20:46:59.827048] [INFO ] [FORECASTER] Completed predict_future for SNOA
[2025-12-01T20:46:59.827164] [INFO ] [sig       ] SNOA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:46:59.965099] [INFO ] [LOCAL     ] Saved forecast: SNOA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SNOA.txt
[2025-12-01T20:46:59.965239] [INFO ] [sig       ] [3000/3634] Completed SNOA in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-01T20:46:59.965276] [INFO ] [sig       ] [3001/3634] Forecasting SNPS...
[2025-12-01T20:46:59.965304] [INFO ] [sig       ] Generating forecast for: SNPS
[2025-12-01T20:46:59.965332] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNPS' from 'https://tdm.silogroup.org/data/derivative_storage/SNPS.csv'.
[2025-12-01T20:46:59.976044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNPS'.
[2025-12-01T20:46:59.976331] [INFO ] [FORECASTER] Starting predict_future for SNPS
[2025-12-01T20:46:59.977117] [DEBUG] [LOCAL     ] No optimal features file found for SNPS: ./output/feature-sets/SNPS.txt
[2025-12-01T20:46:59.977167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:46:59.977209] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:46:59.977236] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:46:59.977289] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:00.032654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:00.033288] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:00.033364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:00.033396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:00.154441] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:00.154602] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:00.154639] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:00.154666] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:00.157862] [DEBUG] [FORECASTER] SNPS: Forecast T+1@11:T+2@11: UP (p=68.45%)
[2025-12-01T20:47:00.158116] [INFO ] [FORECASTER] Completed predict_future for SNPS
[2025-12-01T20:47:00.158233] [INFO ] [sig       ] SNPS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:00.296015] [INFO ] [LOCAL     ] Saved forecast: SNPS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SNPS.txt
[2025-12-01T20:47:00.296140] [INFO ] [sig       ] [3001/3634] Completed SNPS in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-01T20:47:00.296177] [INFO ] [sig       ] [3002/3634] Forecasting SNTI...
[2025-12-01T20:47:00.296205] [INFO ] [sig       ] Generating forecast for: SNTI
[2025-12-01T20:47:00.296233] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNTI' from 'https://tdm.silogroup.org/data/derivative_storage/SNTI.csv'.
[2025-12-01T20:47:00.306781] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNTI'.
[2025-12-01T20:47:00.307128] [INFO ] [FORECASTER] Starting predict_future for SNTI
[2025-12-01T20:47:00.307940] [DEBUG] [LOCAL     ] No optimal features file found for SNTI: ./output/feature-sets/SNTI.txt
[2025-12-01T20:47:00.307990] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:00.308022] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:00.308049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:00.308105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:00.364984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:00.365949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:00.366028] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:00.366061] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:00.494319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:00.494424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:00.494465] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:00.494495] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:00.497751] [DEBUG] [FORECASTER] SNTI: Forecast T+1@11:T+2@11: DOWN (p=1.25%)
[2025-12-01T20:47:00.498014] [INFO ] [FORECASTER] Completed predict_future for SNTI
[2025-12-01T20:47:00.498138] [INFO ] [sig       ] SNTI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:00.640192] [INFO ] [LOCAL     ] Saved forecast: SNTI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SNTI.txt
[2025-12-01T20:47:00.640366] [INFO ] [sig       ] [3002/3634] Completed SNTI in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-01T20:47:00.640406] [INFO ] [sig       ] [3003/3634] Forecasting SNX...
[2025-12-01T20:47:00.640435] [INFO ] [sig       ] Generating forecast for: SNX
[2025-12-01T20:47:00.640463] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNX' from 'https://tdm.silogroup.org/data/derivative_storage/SNX.csv'.
[2025-12-01T20:47:00.652288] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SNX'.
[2025-12-01T20:47:00.652653] [INFO ] [FORECASTER] Starting predict_future for SNX
[2025-12-01T20:47:00.653402] [DEBUG] [LOCAL     ] No optimal features file found for SNX: ./output/feature-sets/SNX.txt
[2025-12-01T20:47:00.653451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:00.653482] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:00.653508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:00.653563] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:00.710932] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:00.711821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:00.711904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:00.711937] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:00.830886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:00.831025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:00.831064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:00.831092] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:00.834326] [DEBUG] [FORECASTER] SNX: Forecast T+1@11:T+2@11: DOWN (p=12.42%)
[2025-12-01T20:47:00.834659] [INFO ] [FORECASTER] Completed predict_future for SNX
[2025-12-01T20:47:00.834788] [INFO ] [sig       ] SNX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:00.973472] [INFO ] [LOCAL     ] Saved forecast: SNX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SNX.txt
[2025-12-01T20:47:00.973606] [INFO ] [sig       ] [3003/3634] Completed SNX in 0.3s | 2.99 sym/s | Total: 16.7m | ETA: 3.5m
[2025-12-01T20:47:00.973645] [INFO ] [sig       ] [3004/3634] Forecasting SNY...
[2025-12-01T20:47:00.973673] [INFO ] [sig       ] Generating forecast for: SNY
[2025-12-01T20:47:00.973700] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SNY' from 'https://tdm.silogroup.org/data/derivative_storage/SNY.csv'.
[2025-12-01T20:47:00.985685] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SNY'.
[2025-12-01T20:47:00.986028] [INFO ] [FORECASTER] Starting predict_future for SNY
[2025-12-01T20:47:00.986853] [DEBUG] [LOCAL     ] No optimal features file found for SNY: ./output/feature-sets/SNY.txt
[2025-12-01T20:47:00.986914] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:00.986948] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:00.986973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:00.987028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:01.043642] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:01.044489] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:01.044590] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:01.044626] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:01.160129] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:01.160283] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:01.160321] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:01.160349] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:01.163725] [DEBUG] [FORECASTER] SNY: Forecast T+1@11:T+2@11: DOWN (p=1.76%)
[2025-12-01T20:47:01.164002] [INFO ] [FORECASTER] Completed predict_future for SNY
[2025-12-01T20:47:01.164129] [INFO ] [sig       ] SNY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:01.299276] [INFO ] [LOCAL     ] Saved forecast: SNY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SNY.txt
[2025-12-01T20:47:01.299412] [INFO ] [sig       ] [3004/3634] Completed SNY in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-01T20:47:01.299448] [INFO ] [sig       ] [3005/3634] Forecasting SO...
[2025-12-01T20:47:01.299484] [INFO ] [sig       ] Generating forecast for: SO
[2025-12-01T20:47:01.299513] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SO' from 'https://tdm.silogroup.org/data/derivative_storage/SO.csv'.
[2025-12-01T20:47:01.312342] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SO'.
[2025-12-01T20:47:01.312784] [INFO ] [FORECASTER] Starting predict_future for SO
[2025-12-01T20:47:01.313679] [DEBUG] [LOCAL     ] No optimal features file found for SO: ./output/feature-sets/SO.txt
[2025-12-01T20:47:01.313749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:01.313794] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:01.313823] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:01.313888] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:01.374776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:01.375626] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:01.375705] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:01.375755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:01.501103] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:01.501255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:01.501294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:01.501323] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:01.504778] [DEBUG] [FORECASTER] SO: Forecast T+1@11:T+2@11: UP (p=75.16%)
[2025-12-01T20:47:01.505065] [INFO ] [FORECASTER] Completed predict_future for SO
[2025-12-01T20:47:01.505193] [INFO ] [sig       ] SO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:01.646216] [INFO ] [LOCAL     ] Saved forecast: SO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SO.txt
[2025-12-01T20:47:01.646343] [INFO ] [sig       ] [3005/3634] Completed SO in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-01T20:47:01.646380] [INFO ] [sig       ] [3006/3634] Forecasting SOCL...
[2025-12-01T20:47:01.646409] [INFO ] [sig       ] Generating forecast for: SOCL
[2025-12-01T20:47:01.646438] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOCL' from 'https://tdm.silogroup.org/data/derivative_storage/SOCL.csv'.
[2025-12-01T20:47:01.658014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOCL'.
[2025-12-01T20:47:01.658507] [INFO ] [FORECASTER] Starting predict_future for SOCL
[2025-12-01T20:47:01.659312] [DEBUG] [LOCAL     ] No optimal features file found for SOCL: ./output/feature-sets/SOCL.txt
[2025-12-01T20:47:01.659362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:01.659421] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:01.659451] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:01.659508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:01.714843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:01.715821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:01.715904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:01.715935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:01.823802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:01.823957] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:01.823993] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:01.824020] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:01.827375] [DEBUG] [FORECASTER] SOCL: Forecast T+1@11:T+2@11: DOWN (p=9.10%)
[2025-12-01T20:47:01.827674] [INFO ] [FORECASTER] Completed predict_future for SOCL
[2025-12-01T20:47:01.827797] [INFO ] [sig       ] SOCL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:01.969585] [INFO ] [LOCAL     ] Saved forecast: SOCL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SOCL.txt
[2025-12-01T20:47:01.969722] [INFO ] [sig       ] [3006/3634] Completed SOCL in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-01T20:47:01.969760] [INFO ] [sig       ] [3007/3634] Forecasting SOFI...
[2025-12-01T20:47:01.969789] [INFO ] [sig       ] Generating forecast for: SOFI
[2025-12-01T20:47:01.969819] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOFI' from 'https://tdm.silogroup.org/data/derivative_storage/SOFI.csv'.
[2025-12-01T20:47:01.981710] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOFI'.
[2025-12-01T20:47:01.982062] [INFO ] [FORECASTER] Starting predict_future for SOFI
[2025-12-01T20:47:01.982832] [DEBUG] [LOCAL     ] No optimal features file found for SOFI: ./output/feature-sets/SOFI.txt
[2025-12-01T20:47:01.982881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:01.982910] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:01.982935] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:01.982988] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:02.040635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:02.041451] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:02.041532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:02.041563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:02.184186] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:02.184337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:02.184376] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:02.184403] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:02.187688] [DEBUG] [FORECASTER] SOFI: Forecast T+1@11:T+2@11: DOWN (p=19.49%)
[2025-12-01T20:47:02.187958] [INFO ] [FORECASTER] Completed predict_future for SOFI
[2025-12-01T20:47:02.188081] [INFO ] [sig       ] SOFI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:02.327126] [INFO ] [LOCAL     ] Saved forecast: SOFI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SOFI.txt
[2025-12-01T20:47:02.327276] [INFO ] [sig       ] [3007/3634] Completed SOFI in 0.4s | 2.99 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-01T20:47:02.327313] [INFO ] [sig       ] [3008/3634] Forecasting SOGP...
[2025-12-01T20:47:02.327341] [INFO ] [sig       ] Generating forecast for: SOGP
[2025-12-01T20:47:02.327369] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOGP' from 'https://tdm.silogroup.org/data/derivative_storage/SOGP.csv'.
[2025-12-01T20:47:02.339125] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOGP'.
[2025-12-01T20:47:02.339470] [INFO ] [FORECASTER] Starting predict_future for SOGP
[2025-12-01T20:47:02.340210] [DEBUG] [LOCAL     ] No optimal features file found for SOGP: ./output/feature-sets/SOGP.txt
[2025-12-01T20:47:02.340259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:02.340291] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:02.340316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:02.340371] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:02.395250] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:02.395998] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:02.396074] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:02.396105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:02.507866] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:02.508011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:02.508048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:02.508092] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:02.511356] [DEBUG] [FORECASTER] SOGP: Forecast T+1@11:T+2@11: DOWN (p=20.76%)
[2025-12-01T20:47:02.511657] [INFO ] [FORECASTER] Completed predict_future for SOGP
[2025-12-01T20:47:02.511777] [INFO ] [sig       ] SOGP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:02.651908] [INFO ] [LOCAL     ] Saved forecast: SOGP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SOGP.txt
[2025-12-01T20:47:02.652060] [INFO ] [sig       ] [3008/3634] Completed SOGP in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-01T20:47:02.652101] [INFO ] [sig       ] [3009/3634] Forecasting SOJC...
[2025-12-01T20:47:02.652133] [INFO ] [sig       ] Generating forecast for: SOJC
[2025-12-01T20:47:02.652165] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJC' from 'https://tdm.silogroup.org/data/derivative_storage/SOJC.csv'.
[2025-12-01T20:47:02.663827] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJC'.
[2025-12-01T20:47:02.664184] [INFO ] [FORECASTER] Starting predict_future for SOJC
[2025-12-01T20:47:02.664958] [DEBUG] [LOCAL     ] No optimal features file found for SOJC: ./output/feature-sets/SOJC.txt
[2025-12-01T20:47:02.665009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:02.665041] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:02.665068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:02.665123] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:02.723493] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:02.724325] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:02.724407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:02.724446] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:02.846950] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:02.847109] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:02.847148] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:02.847218] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:02.853601] [DEBUG] [FORECASTER] SOJC: Forecast T+1@11:T+2@11: UP (p=76.81%)
[2025-12-01T20:47:02.853893] [INFO ] [FORECASTER] Completed predict_future for SOJC
[2025-12-01T20:47:02.854028] [INFO ] [sig       ] SOJC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:02.996907] [INFO ] [LOCAL     ] Saved forecast: SOJC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SOJC.txt
[2025-12-01T20:47:02.997053] [INFO ] [sig       ] [3009/3634] Completed SOJC in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-01T20:47:02.997090] [INFO ] [sig       ] [3010/3634] Forecasting SOJD...
[2025-12-01T20:47:02.997118] [INFO ] [sig       ] Generating forecast for: SOJD
[2025-12-01T20:47:02.997147] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJD' from 'https://tdm.silogroup.org/data/derivative_storage/SOJD.csv'.
[2025-12-01T20:47:03.008704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJD'.
[2025-12-01T20:47:03.009069] [INFO ] [FORECASTER] Starting predict_future for SOJD
[2025-12-01T20:47:03.009869] [DEBUG] [LOCAL     ] No optimal features file found for SOJD: ./output/feature-sets/SOJD.txt
[2025-12-01T20:47:03.009930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:03.009965] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:03.009992] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:03.010049] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:03.068045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:03.068913] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:03.068994] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:03.069045] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:03.194159] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:03.194312] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:03.194352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:03.194382] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:03.197745] [DEBUG] [FORECASTER] SOJD: Forecast T+1@11:T+2@11: UP (p=63.37%)
[2025-12-01T20:47:03.198027] [INFO ] [FORECASTER] Completed predict_future for SOJD
[2025-12-01T20:47:03.198155] [INFO ] [sig       ] SOJD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:03.341936] [INFO ] [LOCAL     ] Saved forecast: SOJD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SOJD.txt
[2025-12-01T20:47:03.342107] [INFO ] [sig       ] [3010/3634] Completed SOJD in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-01T20:47:03.342165] [INFO ] [sig       ] [3011/3634] Forecasting SOJE...
[2025-12-01T20:47:03.342205] [INFO ] [sig       ] Generating forecast for: SOJE
[2025-12-01T20:47:03.342239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOJE' from 'https://tdm.silogroup.org/data/derivative_storage/SOJE.csv'.
[2025-12-01T20:47:03.354653] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOJE'.
[2025-12-01T20:47:03.355003] [INFO ] [FORECASTER] Starting predict_future for SOJE
[2025-12-01T20:47:03.355775] [DEBUG] [LOCAL     ] No optimal features file found for SOJE: ./output/feature-sets/SOJE.txt
[2025-12-01T20:47:03.355827] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:03.355860] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:03.355887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:03.355945] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:03.414948] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:03.415723] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:03.415804] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:03.415838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:03.540410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:03.540625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:03.540684] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:03.540720] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:03.544135] [DEBUG] [FORECASTER] SOJE: Forecast T+1@11:T+2@11: DOWN (p=2.23%)
[2025-12-01T20:47:03.544406] [INFO ] [FORECASTER] Completed predict_future for SOJE
[2025-12-01T20:47:03.544548] [INFO ] [sig       ] SOJE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:03.739772] [INFO ] [LOCAL     ] Saved forecast: SOJE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SOJE.txt
[2025-12-01T20:47:03.739922] [INFO ] [sig       ] [3011/3634] Completed SOJE in 0.4s | 2.99 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-01T20:47:03.739962] [INFO ] [sig       ] [3012/3634] Forecasting SOL...
[2025-12-01T20:47:03.739992] [INFO ] [sig       ] Generating forecast for: SOL
[2025-12-01T20:47:03.740024] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOL' from 'https://tdm.silogroup.org/data/derivative_storage/SOL.csv'.
[2025-12-01T20:47:03.752029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOL'.
[2025-12-01T20:47:03.752343] [INFO ] [FORECASTER] Starting predict_future for SOL
[2025-12-01T20:47:03.753092] [DEBUG] [LOCAL     ] No optimal features file found for SOL: ./output/feature-sets/SOL.txt
[2025-12-01T20:47:03.753141] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:03.753171] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:03.753195] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:03.753262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:03.808343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:03.809178] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:03.809259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:03.809289] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:03.921903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:03.922027] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:03.922062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:03.922089] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:03.925264] [DEBUG] [FORECASTER] SOL: Forecast T+1@11:T+2@11: DOWN (p=38.33%)
[2025-12-01T20:47:03.925518] [INFO ] [FORECASTER] Completed predict_future for SOL
[2025-12-01T20:47:03.925653] [INFO ] [sig       ] SOL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:04.063988] [INFO ] [LOCAL     ] Saved forecast: SOL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SOL.txt
[2025-12-01T20:47:04.064104] [INFO ] [sig       ] [3012/3634] Completed SOL in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-01T20:47:04.064140] [INFO ] [sig       ] [3013/3634] Forecasting SON...
[2025-12-01T20:47:04.064167] [INFO ] [sig       ] Generating forecast for: SON
[2025-12-01T20:47:04.064194] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SON' from 'https://tdm.silogroup.org/data/derivative_storage/SON.csv'.
[2025-12-01T20:47:04.075168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SON'.
[2025-12-01T20:47:04.075438] [INFO ] [FORECASTER] Starting predict_future for SON
[2025-12-01T20:47:04.076178] [DEBUG] [LOCAL     ] No optimal features file found for SON: ./output/feature-sets/SON.txt
[2025-12-01T20:47:04.076226] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:04.076256] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:04.076281] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:04.076335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:04.132063] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:04.132658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:04.132736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:04.132766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:04.251211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:04.251346] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:04.251381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:04.251408] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:04.254654] [DEBUG] [FORECASTER] SON: Forecast T+1@11:T+2@11: UP (p=57.09%)
[2025-12-01T20:47:04.254915] [INFO ] [FORECASTER] Completed predict_future for SON
[2025-12-01T20:47:04.255035] [INFO ] [sig       ] SON: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:04.392078] [INFO ] [LOCAL     ] Saved forecast: SON	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SON.txt
[2025-12-01T20:47:04.392190] [INFO ] [sig       ] [3013/3634] Completed SON in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-01T20:47:04.392225] [INFO ] [sig       ] [3014/3634] Forecasting SONN...
[2025-12-01T20:47:04.392253] [INFO ] [sig       ] Generating forecast for: SONN
[2025-12-01T20:47:04.392281] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONN' from 'https://tdm.silogroup.org/data/derivative_storage/SONN.csv'.
[2025-12-01T20:47:04.403719] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONN'.
[2025-12-01T20:47:04.404036] [INFO ] [FORECASTER] Starting predict_future for SONN
[2025-12-01T20:47:04.404794] [DEBUG] [LOCAL     ] No optimal features file found for SONN: ./output/feature-sets/SONN.txt
[2025-12-01T20:47:04.404855] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:04.404886] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:04.404911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:04.404965] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:04.459909] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:04.460520] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:04.460613] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:04.460646] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:04.574746] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:04.574891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:04.574927] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:04.574953] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:04.578159] [DEBUG] [FORECASTER] SONN: Forecast T+1@11:T+2@11: UP (p=86.01%)
[2025-12-01T20:47:04.578443] [INFO ] [FORECASTER] Completed predict_future for SONN
[2025-12-01T20:47:04.578566] [INFO ] [sig       ] SONN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:04.716321] [INFO ] [LOCAL     ] Saved forecast: SONN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SONN.txt
[2025-12-01T20:47:04.716435] [INFO ] [sig       ] [3014/3634] Completed SONN in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-01T20:47:04.716471] [INFO ] [sig       ] [3015/3634] Forecasting SONO...
[2025-12-01T20:47:04.716499] [INFO ] [sig       ] Generating forecast for: SONO
[2025-12-01T20:47:04.716527] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SONO' from 'https://tdm.silogroup.org/data/derivative_storage/SONO.csv'.
[2025-12-01T20:47:04.727875] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SONO'.
[2025-12-01T20:47:04.728146] [INFO ] [FORECASTER] Starting predict_future for SONO
[2025-12-01T20:47:04.728899] [DEBUG] [LOCAL     ] No optimal features file found for SONO: ./output/feature-sets/SONO.txt
[2025-12-01T20:47:04.728948] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:04.728977] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:04.729003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:04.729056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:04.784910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:04.785510] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:04.785600] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:04.785634] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:04.906188] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:04.906326] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:04.906363] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:04.906390] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:04.909628] [DEBUG] [FORECASTER] SONO: Forecast T+1@11:T+2@11: DOWN (p=38.72%)
[2025-12-01T20:47:04.909885] [INFO ] [FORECASTER] Completed predict_future for SONO
[2025-12-01T20:47:04.910003] [INFO ] [sig       ] SONO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:05.047539] [INFO ] [LOCAL     ] Saved forecast: SONO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SONO.txt
[2025-12-01T20:47:05.047676] [INFO ] [sig       ] [3015/3634] Completed SONO in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.5m
[2025-12-01T20:47:05.047713] [INFO ] [sig       ] [3016/3634] Forecasting SOPA...
[2025-12-01T20:47:05.047741] [INFO ] [sig       ] Generating forecast for: SOPA
[2025-12-01T20:47:05.047769] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPA' from 'https://tdm.silogroup.org/data/derivative_storage/SOPA.csv'.
[2025-12-01T20:47:05.058493] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SOPA'.
[2025-12-01T20:47:05.058801] [INFO ] [FORECASTER] Starting predict_future for SOPA
[2025-12-01T20:47:05.059523] [DEBUG] [LOCAL     ] No optimal features file found for SOPA: ./output/feature-sets/SOPA.txt
[2025-12-01T20:47:05.059608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:05.059648] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:05.059680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:05.059736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:05.115093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:05.115707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:05.115808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:05.115839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:05.230702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:05.230843] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:05.230879] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:05.230907] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:05.234101] [DEBUG] [FORECASTER] SOPA: Forecast T+1@11:T+2@11: UP (p=88.42%)
[2025-12-01T20:47:05.234358] [INFO ] [FORECASTER] Completed predict_future for SOPA
[2025-12-01T20:47:05.234475] [INFO ] [sig       ] SOPA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:05.372268] [INFO ] [LOCAL     ] Saved forecast: SOPA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SOPA.txt
[2025-12-01T20:47:05.372383] [INFO ] [sig       ] [3016/3634] Completed SOPA in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-01T20:47:05.372417] [INFO ] [sig       ] [3017/3634] Forecasting SOPH...
[2025-12-01T20:47:05.372445] [INFO ] [sig       ] Generating forecast for: SOPH
[2025-12-01T20:47:05.372474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOPH' from 'https://tdm.silogroup.org/data/derivative_storage/SOPH.csv'.
[2025-12-01T20:47:05.383626] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SOPH'.
[2025-12-01T20:47:05.383950] [INFO ] [FORECASTER] Starting predict_future for SOPH
[2025-12-01T20:47:05.384725] [DEBUG] [LOCAL     ] No optimal features file found for SOPH: ./output/feature-sets/SOPH.txt
[2025-12-01T20:47:05.384774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:05.384804] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:05.384829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:05.384885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:05.441741] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:05.442407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:05.442484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:05.442520] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:05.560777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:05.560875] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:05.560913] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:05.560941] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:05.564445] [DEBUG] [FORECASTER] SOPH: Forecast T+1@11:T+2@11: DOWN (p=13.45%)
[2025-12-01T20:47:05.564801] [INFO ] [FORECASTER] Completed predict_future for SOPH
[2025-12-01T20:47:05.564937] [INFO ] [sig       ] SOPH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:05.713812] [INFO ] [LOCAL     ] Saved forecast: SOPH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SOPH.txt
[2025-12-01T20:47:05.713955] [INFO ] [sig       ] [3017/3634] Completed SOPH in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-01T20:47:05.713995] [INFO ] [sig       ] [3018/3634] Forecasting SOUN...
[2025-12-01T20:47:05.714024] [INFO ] [sig       ] Generating forecast for: SOUN
[2025-12-01T20:47:05.714052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOUN' from 'https://tdm.silogroup.org/data/derivative_storage/SOUN.csv'.
[2025-12-01T20:47:05.725312] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SOUN'.
[2025-12-01T20:47:05.725655] [INFO ] [FORECASTER] Starting predict_future for SOUN
[2025-12-01T20:47:05.726546] [DEBUG] [LOCAL     ] No optimal features file found for SOUN: ./output/feature-sets/SOUN.txt
[2025-12-01T20:47:05.726618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:05.726649] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:05.726673] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:05.726728] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:05.785348] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:05.786111] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:05.786192] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:05.786225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:05.910460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:05.910624] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:05.910671] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:05.910699] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:05.914075] [DEBUG] [FORECASTER] SOUN: Forecast T+1@11:T+2@11: UP (p=53.06%)
[2025-12-01T20:47:05.914338] [INFO ] [FORECASTER] Completed predict_future for SOUN
[2025-12-01T20:47:05.914460] [INFO ] [sig       ] SOUN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:06.060897] [INFO ] [LOCAL     ] Saved forecast: SOUN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SOUN.txt
[2025-12-01T20:47:06.061035] [INFO ] [sig       ] [3018/3634] Completed SOUN in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-01T20:47:06.061072] [INFO ] [sig       ] [3019/3634] Forecasting SOXQ...
[2025-12-01T20:47:06.061102] [INFO ] [sig       ] Generating forecast for: SOXQ
[2025-12-01T20:47:06.061130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXQ' from 'https://tdm.silogroup.org/data/derivative_storage/SOXQ.csv'.
[2025-12-01T20:47:06.072505] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXQ'.
[2025-12-01T20:47:06.072900] [INFO ] [FORECASTER] Starting predict_future for SOXQ
[2025-12-01T20:47:06.073707] [DEBUG] [LOCAL     ] No optimal features file found for SOXQ: ./output/feature-sets/SOXQ.txt
[2025-12-01T20:47:06.073757] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:06.073790] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:06.073816] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:06.073873] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:06.133538] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:06.134367] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:06.134451] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:06.134483] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:06.264888] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:06.265034] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:06.265075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:06.265104] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:06.268588] [DEBUG] [FORECASTER] SOXQ: Forecast T+1@11:T+2@11: DOWN (p=49.05%)
[2025-12-01T20:47:06.268867] [INFO ] [FORECASTER] Completed predict_future for SOXQ
[2025-12-01T20:47:06.268993] [INFO ] [sig       ] SOXQ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:06.412119] [INFO ] [LOCAL     ] Saved forecast: SOXQ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SOXQ.txt
[2025-12-01T20:47:06.412352] [INFO ] [sig       ] [3019/3634] Completed SOXQ in 0.4s | 2.99 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-01T20:47:06.412406] [INFO ] [sig       ] [3020/3634] Forecasting SOXX...
[2025-12-01T20:47:06.412437] [INFO ] [sig       ] Generating forecast for: SOXX
[2025-12-01T20:47:06.412468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SOXX' from 'https://tdm.silogroup.org/data/derivative_storage/SOXX.csv'.
[2025-12-01T20:47:06.424127] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SOXX'.
[2025-12-01T20:47:06.424473] [INFO ] [FORECASTER] Starting predict_future for SOXX
[2025-12-01T20:47:06.425239] [DEBUG] [LOCAL     ] No optimal features file found for SOXX: ./output/feature-sets/SOXX.txt
[2025-12-01T20:47:06.425289] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:06.425321] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:06.425348] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:06.425403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:06.484045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:06.484923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:06.485012] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:06.485044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:06.609771] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:06.609924] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:06.609967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:06.609994] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:06.613445] [DEBUG] [FORECASTER] SOXX: Forecast T+1@11:T+2@11: UP (p=81.58%)
[2025-12-01T20:47:06.613737] [INFO ] [FORECASTER] Completed predict_future for SOXX
[2025-12-01T20:47:06.613863] [INFO ] [sig       ] SOXX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:06.753633] [INFO ] [LOCAL     ] Saved forecast: SOXX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SOXX.txt
[2025-12-01T20:47:06.753781] [INFO ] [sig       ] [3020/3634] Completed SOXX in 0.3s | 2.99 sym/s | Total: 16.8m | ETA: 3.4m
[2025-12-01T20:47:06.753818] [INFO ] [sig       ] [3021/3634] Forecasting SPAI...
[2025-12-01T20:47:06.753848] [INFO ] [sig       ] Generating forecast for: SPAI
[2025-12-01T20:47:06.753876] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPAI' from 'https://tdm.silogroup.org/data/derivative_storage/SPAI.csv'.
[2025-12-01T20:47:06.764677] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPAI'.
[2025-12-01T20:47:06.764990] [INFO ] [FORECASTER] Starting predict_future for SPAI
[2025-12-01T20:47:06.765762] [DEBUG] [LOCAL     ] No optimal features file found for SPAI: ./output/feature-sets/SPAI.txt
[2025-12-01T20:47:06.765813] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:06.765845] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:06.765874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:06.765940] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:06.822527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:06.823289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:06.823369] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:06.823401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:06.942366] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:06.942528] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:06.942567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:06.942616] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:06.946097] [DEBUG] [FORECASTER] SPAI: Forecast T+1@11:T+2@11: UP (p=79.60%)
[2025-12-01T20:47:06.946364] [INFO ] [FORECASTER] Completed predict_future for SPAI
[2025-12-01T20:47:06.946489] [INFO ] [sig       ] SPAI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:07.088298] [INFO ] [LOCAL     ] Saved forecast: SPAI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SPAI.txt
[2025-12-01T20:47:07.088464] [INFO ] [sig       ] [3021/3634] Completed SPAI in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-01T20:47:07.088503] [INFO ] [sig       ] [3022/3634] Forecasting SPB...
[2025-12-01T20:47:07.088532] [INFO ] [sig       ] Generating forecast for: SPB
[2025-12-01T20:47:07.088561] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPB' from 'https://tdm.silogroup.org/data/derivative_storage/SPB.csv'.
[2025-12-01T20:47:07.099592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPB'.
[2025-12-01T20:47:07.099919] [INFO ] [FORECASTER] Starting predict_future for SPB
[2025-12-01T20:47:07.100678] [DEBUG] [LOCAL     ] No optimal features file found for SPB: ./output/feature-sets/SPB.txt
[2025-12-01T20:47:07.100728] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:07.100760] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:07.100787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:07.100843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:07.159564] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:07.160478] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:07.160558] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:07.160610] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:07.284596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:07.284745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:07.284781] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:07.284810] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:07.288054] [DEBUG] [FORECASTER] SPB: Forecast T+1@11:T+2@11: DOWN (p=3.64%)
[2025-12-01T20:47:07.288308] [INFO ] [FORECASTER] Completed predict_future for SPB
[2025-12-01T20:47:07.288455] [INFO ] [sig       ] SPB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:07.430166] [INFO ] [LOCAL     ] Saved forecast: SPB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SPB.txt
[2025-12-01T20:47:07.430295] [INFO ] [sig       ] [3022/3634] Completed SPB in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-01T20:47:07.430331] [INFO ] [sig       ] [3023/3634] Forecasting SPCB...
[2025-12-01T20:47:07.430360] [INFO ] [sig       ] Generating forecast for: SPCB
[2025-12-01T20:47:07.430388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCB' from 'https://tdm.silogroup.org/data/derivative_storage/SPCB.csv'.
[2025-12-01T20:47:07.442179] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPCB'.
[2025-12-01T20:47:07.442510] [INFO ] [FORECASTER] Starting predict_future for SPCB
[2025-12-01T20:47:07.443291] [DEBUG] [LOCAL     ] No optimal features file found for SPCB: ./output/feature-sets/SPCB.txt
[2025-12-01T20:47:07.443342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:07.443400] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:07.443428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:07.443485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:07.501763] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:07.502596] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:07.502679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:07.502711] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:07.628156] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:07.628332] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:07.628377] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:07.628416] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:07.631981] [DEBUG] [FORECASTER] SPCB: Forecast T+1@11:T+2@11: DOWN (p=26.02%)
[2025-12-01T20:47:07.632257] [INFO ] [FORECASTER] Completed predict_future for SPCB
[2025-12-01T20:47:07.632383] [INFO ] [sig       ] SPCB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:07.782189] [INFO ] [LOCAL     ] Saved forecast: SPCB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SPCB.txt
[2025-12-01T20:47:07.782321] [INFO ] [sig       ] [3023/3634] Completed SPCB in 0.4s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-01T20:47:07.782359] [INFO ] [sig       ] [3024/3634] Forecasting SPCE...
[2025-12-01T20:47:07.782387] [INFO ] [sig       ] Generating forecast for: SPCE
[2025-12-01T20:47:07.782417] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPCE' from 'https://tdm.silogroup.org/data/derivative_storage/SPCE.csv'.
[2025-12-01T20:47:07.793424] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SPCE'.
[2025-12-01T20:47:07.793757] [INFO ] [FORECASTER] Starting predict_future for SPCE
[2025-12-01T20:47:07.794516] [DEBUG] [LOCAL     ] No optimal features file found for SPCE: ./output/feature-sets/SPCE.txt
[2025-12-01T20:47:07.794598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:07.794648] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:07.794680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:07.794736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:07.853902] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:07.854689] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:07.854770] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:07.854802] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:07.979835] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:07.979983] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:07.980021] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:07.980048] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:07.983699] [DEBUG] [FORECASTER] SPCE: Forecast T+1@11:T+2@11: DOWN (p=4.22%)
[2025-12-01T20:47:07.983966] [INFO ] [FORECASTER] Completed predict_future for SPCE
[2025-12-01T20:47:07.984108] [INFO ] [sig       ] SPCE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:08.130401] [INFO ] [LOCAL     ] Saved forecast: SPCE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SPCE.txt
[2025-12-01T20:47:08.130556] [INFO ] [sig       ] [3024/3634] Completed SPCE in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-01T20:47:08.130620] [INFO ] [sig       ] [3025/3634] Forecasting SPE...
[2025-12-01T20:47:08.130652] [INFO ] [sig       ] Generating forecast for: SPE
[2025-12-01T20:47:08.130681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPE' from 'https://tdm.silogroup.org/data/derivative_storage/SPE.csv'.
[2025-12-01T20:47:08.141735] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPE'.
[2025-12-01T20:47:08.142015] [INFO ] [FORECASTER] Starting predict_future for SPE
[2025-12-01T20:47:08.142766] [DEBUG] [LOCAL     ] No optimal features file found for SPE: ./output/feature-sets/SPE.txt
[2025-12-01T20:47:08.142825] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:08.142857] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:08.142882] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:08.142936] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:08.198799] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:08.199498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:08.199593] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:08.199628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:08.318667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:08.318817] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:08.318855] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:08.318882] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:08.322137] [DEBUG] [FORECASTER] SPE: Forecast T+1@11:T+2@11: DOWN (p=5.88%)
[2025-12-01T20:47:08.322395] [INFO ] [FORECASTER] Completed predict_future for SPE
[2025-12-01T20:47:08.322514] [INFO ] [sig       ] SPE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:08.465620] [INFO ] [LOCAL     ] Saved forecast: SPE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SPE.txt
[2025-12-01T20:47:08.465760] [INFO ] [sig       ] [3025/3634] Completed SPE in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-01T20:47:08.465796] [INFO ] [sig       ] [3026/3634] Forecasting SPFI...
[2025-12-01T20:47:08.465824] [INFO ] [sig       ] Generating forecast for: SPFI
[2025-12-01T20:47:08.465854] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPFI' from 'https://tdm.silogroup.org/data/derivative_storage/SPFI.csv'.
[2025-12-01T20:47:08.477009] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPFI'.
[2025-12-01T20:47:08.477352] [INFO ] [FORECASTER] Starting predict_future for SPFI
[2025-12-01T20:47:08.478109] [DEBUG] [LOCAL     ] No optimal features file found for SPFI: ./output/feature-sets/SPFI.txt
[2025-12-01T20:47:08.478158] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:08.478188] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:08.478212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:08.478266] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:08.535399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:08.536302] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:08.536381] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:08.536412] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:08.648143] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:08.648255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:08.648289] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:08.648363] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:08.651474] [DEBUG] [FORECASTER] SPFI: Forecast T+1@11:T+2@11: DOWN (p=6.01%)
[2025-12-01T20:47:08.651759] [INFO ] [FORECASTER] Completed predict_future for SPFI
[2025-12-01T20:47:08.651878] [INFO ] [sig       ] SPFI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:08.787531] [INFO ] [LOCAL     ] Saved forecast: SPFI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SPFI.txt
[2025-12-01T20:47:08.787673] [INFO ] [sig       ] [3026/3634] Completed SPFI in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-01T20:47:08.787711] [INFO ] [sig       ] [3027/3634] Forecasting SPG...
[2025-12-01T20:47:08.787739] [INFO ] [sig       ] Generating forecast for: SPG
[2025-12-01T20:47:08.787768] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPG' from 'https://tdm.silogroup.org/data/derivative_storage/SPG.csv'.
[2025-12-01T20:47:08.799593] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPG'.
[2025-12-01T20:47:08.799915] [INFO ] [FORECASTER] Starting predict_future for SPG
[2025-12-01T20:47:08.800696] [DEBUG] [LOCAL     ] No optimal features file found for SPG: ./output/feature-sets/SPG.txt
[2025-12-01T20:47:08.800746] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:08.800776] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:08.800801] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:08.800855] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:08.855179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:08.856004] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:08.856085] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:08.856116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:08.975442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:08.975620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:08.975661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:08.975688] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:08.979133] [DEBUG] [FORECASTER] SPG: Forecast T+1@11:T+2@11: DOWN (p=18.54%)
[2025-12-01T20:47:08.979443] [INFO ] [FORECASTER] Completed predict_future for SPG
[2025-12-01T20:47:08.979593] [INFO ] [sig       ] SPG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:09.124962] [INFO ] [LOCAL     ] Saved forecast: SPG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SPG.txt
[2025-12-01T20:47:09.125106] [INFO ] [sig       ] [3027/3634] Completed SPG in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-01T20:47:09.125144] [INFO ] [sig       ] [3028/3634] Forecasting SPGI...
[2025-12-01T20:47:09.125175] [INFO ] [sig       ] Generating forecast for: SPGI
[2025-12-01T20:47:09.125203] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPGI' from 'https://tdm.silogroup.org/data/derivative_storage/SPGI.csv'.
[2025-12-01T20:47:09.137337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPGI'.
[2025-12-01T20:47:09.137662] [INFO ] [FORECASTER] Starting predict_future for SPGI
[2025-12-01T20:47:09.138497] [DEBUG] [LOCAL     ] No optimal features file found for SPGI: ./output/feature-sets/SPGI.txt
[2025-12-01T20:47:09.138550] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:09.138602] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:09.138640] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:09.138720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:09.198253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:09.199093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:09.199175] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:09.199208] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:09.327889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:09.328037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:09.328076] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:09.328105] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:09.332082] [DEBUG] [FORECASTER] SPGI: Forecast T+1@11:T+2@11: DOWN (p=45.82%)
[2025-12-01T20:47:09.332371] [INFO ] [FORECASTER] Completed predict_future for SPGI
[2025-12-01T20:47:09.332499] [INFO ] [sig       ] SPGI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:09.475561] [INFO ] [LOCAL     ] Saved forecast: SPGI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SPGI.txt
[2025-12-01T20:47:09.475725] [INFO ] [sig       ] [3028/3634] Completed SPGI in 0.4s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-01T20:47:09.475769] [INFO ] [sig       ] [3029/3634] Forecasting SPH...
[2025-12-01T20:47:09.475799] [INFO ] [sig       ] Generating forecast for: SPH
[2025-12-01T20:47:09.475828] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPH' from 'https://tdm.silogroup.org/data/derivative_storage/SPH.csv'.
[2025-12-01T20:47:09.487768] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SPH'.
[2025-12-01T20:47:09.488132] [INFO ] [FORECASTER] Starting predict_future for SPH
[2025-12-01T20:47:09.488987] [DEBUG] [LOCAL     ] No optimal features file found for SPH: ./output/feature-sets/SPH.txt
[2025-12-01T20:47:09.489038] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:09.489069] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:09.489094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:09.489148] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:09.547413] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:09.548223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:09.548305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:09.548363] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:09.664218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:09.664363] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:09.664399] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:09.664426] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:09.667683] [DEBUG] [FORECASTER] SPH: Forecast T+1@11:T+2@11: DOWN (p=5.88%)
[2025-12-01T20:47:09.667948] [INFO ] [FORECASTER] Completed predict_future for SPH
[2025-12-01T20:47:09.668069] [INFO ] [sig       ] SPH: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:09.805598] [INFO ] [LOCAL     ] Saved forecast: SPH	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SPH.txt
[2025-12-01T20:47:09.805747] [INFO ] [sig       ] [3029/3634] Completed SPH in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-01T20:47:09.805786] [INFO ] [sig       ] [3030/3634] Forecasting SPNS...
[2025-12-01T20:47:09.805815] [INFO ] [sig       ] Generating forecast for: SPNS
[2025-12-01T20:47:09.805843] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPNS' from 'https://tdm.silogroup.org/data/derivative_storage/SPNS.csv'.
[2025-12-01T20:47:09.816887] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SPNS'.
[2025-12-01T20:47:09.817228] [INFO ] [FORECASTER] Starting predict_future for SPNS
[2025-12-01T20:47:09.818167] [DEBUG] [LOCAL     ] No optimal features file found for SPNS: ./output/feature-sets/SPNS.txt
[2025-12-01T20:47:09.818221] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:09.818253] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:09.818279] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:09.818378] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:09.878681] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:09.879406] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:09.879484] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:09.879516] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:10.004860] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:10.005012] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:10.005055] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:10.005098] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:10.008817] [DEBUG] [FORECASTER] SPNS: Forecast T+1@11:T+2@11: DOWN (p=16.70%)
[2025-12-01T20:47:10.009113] [INFO ] [FORECASTER] Completed predict_future for SPNS
[2025-12-01T20:47:10.009261] [INFO ] [sig       ] SPNS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:10.153283] [INFO ] [LOCAL     ] Saved forecast: SPNS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SPNS.txt
[2025-12-01T20:47:10.153453] [INFO ] [sig       ] [3030/3634] Completed SPNS in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-01T20:47:10.153500] [INFO ] [sig       ] [3031/3634] Forecasting SPOK...
[2025-12-01T20:47:10.153601] [INFO ] [sig       ] Generating forecast for: SPOK
[2025-12-01T20:47:10.153651] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPOK' from 'https://tdm.silogroup.org/data/derivative_storage/SPOK.csv'.
[2025-12-01T20:47:10.165736] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPOK'.
[2025-12-01T20:47:10.166046] [INFO ] [FORECASTER] Starting predict_future for SPOK
[2025-12-01T20:47:10.166841] [DEBUG] [LOCAL     ] No optimal features file found for SPOK: ./output/feature-sets/SPOK.txt
[2025-12-01T20:47:10.166892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:10.166923] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:10.166950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:10.167005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:10.223236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:10.223963] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:10.224039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:10.224070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:10.336589] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:10.336730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:10.336765] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:10.336792] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:10.340015] [DEBUG] [FORECASTER] SPOK: Forecast T+1@11:T+2@11: DOWN (p=34.72%)
[2025-12-01T20:47:10.340275] [INFO ] [FORECASTER] Completed predict_future for SPOK
[2025-12-01T20:47:10.340392] [INFO ] [sig       ] SPOK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:10.479725] [INFO ] [LOCAL     ] Saved forecast: SPOK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SPOK.txt
[2025-12-01T20:47:10.479868] [INFO ] [sig       ] [3031/3634] Completed SPOK in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-01T20:47:10.479905] [INFO ] [sig       ] [3032/3634] Forecasting SPRC...
[2025-12-01T20:47:10.479933] [INFO ] [sig       ] Generating forecast for: SPRC
[2025-12-01T20:47:10.479960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRC' from 'https://tdm.silogroup.org/data/derivative_storage/SPRC.csv'.
[2025-12-01T20:47:10.491392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRC'.
[2025-12-01T20:47:10.491749] [INFO ] [FORECASTER] Starting predict_future for SPRC
[2025-12-01T20:47:10.492536] [DEBUG] [LOCAL     ] No optimal features file found for SPRC: ./output/feature-sets/SPRC.txt
[2025-12-01T20:47:10.492607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:10.492643] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:10.492669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:10.492724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:10.548014] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:10.548709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:10.548784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:10.548815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:10.665740] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:10.665884] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:10.665938] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:10.665966] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:10.669219] [DEBUG] [FORECASTER] SPRC: Forecast T+1@11:T+2@11: DOWN (p=7.14%)
[2025-12-01T20:47:10.669474] [INFO ] [FORECASTER] Completed predict_future for SPRC
[2025-12-01T20:47:10.669609] [INFO ] [sig       ] SPRC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:10.806667] [INFO ] [LOCAL     ] Saved forecast: SPRC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SPRC.txt
[2025-12-01T20:47:10.806790] [INFO ] [sig       ] [3032/3634] Completed SPRC in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-01T20:47:10.806826] [INFO ] [sig       ] [3033/3634] Forecasting SPRO...
[2025-12-01T20:47:10.806854] [INFO ] [sig       ] Generating forecast for: SPRO
[2025-12-01T20:47:10.806882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRO' from 'https://tdm.silogroup.org/data/derivative_storage/SPRO.csv'.
[2025-12-01T20:47:10.817891] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRO'.
[2025-12-01T20:47:10.818187] [INFO ] [FORECASTER] Starting predict_future for SPRO
[2025-12-01T20:47:10.818980] [DEBUG] [LOCAL     ] No optimal features file found for SPRO: ./output/feature-sets/SPRO.txt
[2025-12-01T20:47:10.819029] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:10.819060] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:10.819086] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:10.819140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:10.873846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:10.874444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:10.874545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:10.874594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:10.996470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:10.996649] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:10.996688] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:10.996716] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:10.999962] [DEBUG] [FORECASTER] SPRO: Forecast T+1@11:T+2@11: DOWN (p=6.64%)
[2025-12-01T20:47:11.000217] [INFO ] [FORECASTER] Completed predict_future for SPRO
[2025-12-01T20:47:11.000334] [INFO ] [sig       ] SPRO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:11.136988] [INFO ] [LOCAL     ] Saved forecast: SPRO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SPRO.txt
[2025-12-01T20:47:11.137154] [INFO ] [sig       ] [3033/3634] Completed SPRO in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.4m
[2025-12-01T20:47:11.137194] [INFO ] [sig       ] [3034/3634] Forecasting SPRX...
[2025-12-01T20:47:11.137224] [INFO ] [sig       ] Generating forecast for: SPRX
[2025-12-01T20:47:11.137253] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRX' from 'https://tdm.silogroup.org/data/derivative_storage/SPRX.csv'.
[2025-12-01T20:47:11.148777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRX'.
[2025-12-01T20:47:11.149086] [INFO ] [FORECASTER] Starting predict_future for SPRX
[2025-12-01T20:47:11.149867] [DEBUG] [LOCAL     ] No optimal features file found for SPRX: ./output/feature-sets/SPRX.txt
[2025-12-01T20:47:11.149916] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:11.149945] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:11.149970] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:11.150023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:11.205562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:11.206369] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:11.206447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:11.206485] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:11.320434] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:11.320553] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:11.320608] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:11.320636] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:11.323876] [DEBUG] [FORECASTER] SPRX: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-01T20:47:11.324138] [INFO ] [FORECASTER] Completed predict_future for SPRX
[2025-12-01T20:47:11.324258] [INFO ] [sig       ] SPRX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:11.460663] [INFO ] [LOCAL     ] Saved forecast: SPRX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SPRX.txt
[2025-12-01T20:47:11.460789] [INFO ] [sig       ] [3034/3634] Completed SPRX in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-01T20:47:11.460825] [INFO ] [sig       ] [3035/3634] Forecasting SPRY...
[2025-12-01T20:47:11.460853] [INFO ] [sig       ] Generating forecast for: SPRY
[2025-12-01T20:47:11.460881] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPRY' from 'https://tdm.silogroup.org/data/derivative_storage/SPRY.csv'.
[2025-12-01T20:47:11.471980] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPRY'.
[2025-12-01T20:47:11.472254] [INFO ] [FORECASTER] Starting predict_future for SPRY
[2025-12-01T20:47:11.472992] [DEBUG] [LOCAL     ] No optimal features file found for SPRY: ./output/feature-sets/SPRY.txt
[2025-12-01T20:47:11.473041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:11.473071] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:11.473096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:11.473150] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:11.529617] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:11.530214] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:11.530291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:11.530323] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:11.653551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:11.653718] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:11.653754] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:11.653781] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:11.657081] [DEBUG] [FORECASTER] SPRY: Forecast T+1@11:T+2@11: DOWN (p=1.21%)
[2025-12-01T20:47:11.657336] [INFO ] [FORECASTER] Completed predict_future for SPRY
[2025-12-01T20:47:11.657454] [INFO ] [sig       ] SPRY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:11.795663] [INFO ] [LOCAL     ] Saved forecast: SPRY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SPRY.txt
[2025-12-01T20:47:11.795781] [INFO ] [sig       ] [3035/3634] Completed SPRY in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-01T20:47:11.795817] [INFO ] [sig       ] [3036/3634] Forecasting SPSC...
[2025-12-01T20:47:11.795845] [INFO ] [sig       ] Generating forecast for: SPSC
[2025-12-01T20:47:11.795873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPSC' from 'https://tdm.silogroup.org/data/derivative_storage/SPSC.csv'.
[2025-12-01T20:47:11.808255] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPSC'.
[2025-12-01T20:47:11.808616] [INFO ] [FORECASTER] Starting predict_future for SPSC
[2025-12-01T20:47:11.809359] [DEBUG] [LOCAL     ] No optimal features file found for SPSC: ./output/feature-sets/SPSC.txt
[2025-12-01T20:47:11.809408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:11.809452] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:11.809479] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:11.809533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:11.863796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:11.864450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:11.864526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:11.864556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:11.978538] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:11.978710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:11.978753] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:11.978785] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:11.982003] [DEBUG] [FORECASTER] SPSC: Forecast T+1@11:T+2@11: DOWN (p=11.02%)
[2025-12-01T20:47:11.982258] [INFO ] [FORECASTER] Completed predict_future for SPSC
[2025-12-01T20:47:11.982375] [INFO ] [sig       ] SPSC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:12.123535] [INFO ] [LOCAL     ] Saved forecast: SPSC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SPSC.txt
[2025-12-01T20:47:12.123713] [INFO ] [sig       ] [3036/3634] Completed SPSC in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-01T20:47:12.123752] [INFO ] [sig       ] [3037/3634] Forecasting SPWH...
[2025-12-01T20:47:12.123780] [INFO ] [sig       ] Generating forecast for: SPWH
[2025-12-01T20:47:12.123809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPWH' from 'https://tdm.silogroup.org/data/derivative_storage/SPWH.csv'.
[2025-12-01T20:47:12.134795] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPWH'.
[2025-12-01T20:47:12.135096] [INFO ] [FORECASTER] Starting predict_future for SPWH
[2025-12-01T20:47:12.135843] [DEBUG] [LOCAL     ] No optimal features file found for SPWH: ./output/feature-sets/SPWH.txt
[2025-12-01T20:47:12.135892] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:12.135921] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:12.135946] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:12.136000] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:12.193342] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:12.194196] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:12.194276] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:12.194308] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:12.315332] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:12.315464] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:12.315501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:12.315528] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:12.318848] [DEBUG] [FORECASTER] SPWH: Forecast T+1@11:T+2@11: UP (p=97.14%)
[2025-12-01T20:47:12.319110] [INFO ] [FORECASTER] Completed predict_future for SPWH
[2025-12-01T20:47:12.319229] [INFO ] [sig       ] SPWH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:12.462505] [INFO ] [LOCAL     ] Saved forecast: SPWH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SPWH.txt
[2025-12-01T20:47:12.462667] [INFO ] [sig       ] [3037/3634] Completed SPWH in 0.3s | 2.99 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-01T20:47:12.462708] [INFO ] [sig       ] [3038/3634] Forecasting SPXC...
[2025-12-01T20:47:12.462735] [INFO ] [sig       ] Generating forecast for: SPXC
[2025-12-01T20:47:12.462766] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXC' from 'https://tdm.silogroup.org/data/derivative_storage/SPXC.csv'.
[2025-12-01T20:47:12.475225] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SPXC'.
[2025-12-01T20:47:12.475587] [INFO ] [FORECASTER] Starting predict_future for SPXC
[2025-12-01T20:47:12.476364] [DEBUG] [LOCAL     ] No optimal features file found for SPXC: ./output/feature-sets/SPXC.txt
[2025-12-01T20:47:12.476415] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:12.476447] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:12.476474] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:12.476531] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:12.533506] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:12.534177] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:12.534251] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:12.534281] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:12.655887] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:12.656035] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:12.656072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:12.656099] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:12.659475] [DEBUG] [FORECASTER] SPXC: Forecast T+1@11:T+2@11: DOWN (p=34.77%)
[2025-12-01T20:47:12.659758] [INFO ] [FORECASTER] Completed predict_future for SPXC
[2025-12-01T20:47:12.659882] [INFO ] [sig       ] SPXC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:12.813087] [INFO ] [LOCAL     ] Saved forecast: SPXC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SPXC.txt
[2025-12-01T20:47:12.813236] [INFO ] [sig       ] [3038/3634] Completed SPXC in 0.4s | 2.99 sym/s | Total: 16.9m | ETA: 3.3m
[2025-12-01T20:47:12.813276] [INFO ] [sig       ] [3039/3634] Forecasting SPXX...
[2025-12-01T20:47:12.813306] [INFO ] [sig       ] Generating forecast for: SPXX
[2025-12-01T20:47:12.813336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SPXX' from 'https://tdm.silogroup.org/data/derivative_storage/SPXX.csv'.
[2025-12-01T20:47:12.824329] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SPXX'.
[2025-12-01T20:47:12.824644] [INFO ] [FORECASTER] Starting predict_future for SPXX
[2025-12-01T20:47:12.825444] [DEBUG] [LOCAL     ] No optimal features file found for SPXX: ./output/feature-sets/SPXX.txt
[2025-12-01T20:47:12.825506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:12.825538] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:12.825564] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:12.825646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:12.882191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:12.882881] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:12.882958] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:12.882989] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:13.001979] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:13.002119] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:13.002155] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:13.002182] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:13.005376] [DEBUG] [FORECASTER] SPXX: Forecast T+1@11:T+2@11: DOWN (p=11.31%)
[2025-12-01T20:47:13.005650] [INFO ] [FORECASTER] Completed predict_future for SPXX
[2025-12-01T20:47:13.005771] [INFO ] [sig       ] SPXX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:13.142738] [INFO ] [LOCAL     ] Saved forecast: SPXX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SPXX.txt
[2025-12-01T20:47:13.142898] [INFO ] [sig       ] [3039/3634] Completed SPXX in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-01T20:47:13.142945] [INFO ] [sig       ] [3040/3634] Forecasting SQM...
[2025-12-01T20:47:13.142976] [INFO ] [sig       ] Generating forecast for: SQM
[2025-12-01T20:47:13.143005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQM' from 'https://tdm.silogroup.org/data/derivative_storage/SQM.csv'.
[2025-12-01T20:47:13.153916] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQM'.
[2025-12-01T20:47:13.154193] [INFO ] [FORECASTER] Starting predict_future for SQM
[2025-12-01T20:47:13.154930] [DEBUG] [LOCAL     ] No optimal features file found for SQM: ./output/feature-sets/SQM.txt
[2025-12-01T20:47:13.154978] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:13.155034] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:13.155061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:13.155120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:13.209654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:13.210244] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:13.210317] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:13.210347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:13.328761] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:13.328912] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:13.328951] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:13.328978] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:13.332189] [DEBUG] [FORECASTER] SQM: Forecast T+1@11:T+2@11: UP (p=94.31%)
[2025-12-01T20:47:13.332444] [INFO ] [FORECASTER] Completed predict_future for SQM
[2025-12-01T20:47:13.332561] [INFO ] [sig       ] SQM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:13.470393] [INFO ] [LOCAL     ] Saved forecast: SQM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SQM.txt
[2025-12-01T20:47:13.470518] [INFO ] [sig       ] [3040/3634] Completed SQM in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-01T20:47:13.470556] [INFO ] [sig       ] [3041/3634] Forecasting SQNS...
[2025-12-01T20:47:13.470602] [INFO ] [sig       ] Generating forecast for: SQNS
[2025-12-01T20:47:13.470632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQNS' from 'https://tdm.silogroup.org/data/derivative_storage/SQNS.csv'.
[2025-12-01T20:47:13.481960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQNS'.
[2025-12-01T20:47:13.482240] [INFO ] [FORECASTER] Starting predict_future for SQNS
[2025-12-01T20:47:13.482973] [DEBUG] [LOCAL     ] No optimal features file found for SQNS: ./output/feature-sets/SQNS.txt
[2025-12-01T20:47:13.483021] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:13.483051] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:13.483076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:13.483135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:13.537987] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:13.538628] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:13.538702] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:13.538733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:13.653211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:13.653361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:13.653399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:13.653426] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:13.656662] [DEBUG] [FORECASTER] SQNS: Forecast T+1@11:T+2@11: DOWN (p=10.83%)
[2025-12-01T20:47:13.656927] [INFO ] [FORECASTER] Completed predict_future for SQNS
[2025-12-01T20:47:13.657063] [INFO ] [sig       ] SQNS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:13.794862] [INFO ] [LOCAL     ] Saved forecast: SQNS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SQNS.txt
[2025-12-01T20:47:13.795001] [INFO ] [sig       ] [3041/3634] Completed SQNS in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-01T20:47:13.795038] [INFO ] [sig       ] [3042/3634] Forecasting SQQQ...
[2025-12-01T20:47:13.795065] [INFO ] [sig       ] Generating forecast for: SQQQ
[2025-12-01T20:47:13.795092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/SQQQ.csv'.
[2025-12-01T20:47:13.806843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SQQQ'.
[2025-12-01T20:47:13.807127] [INFO ] [FORECASTER] Starting predict_future for SQQQ
[2025-12-01T20:47:13.807870] [DEBUG] [LOCAL     ] No optimal features file found for SQQQ: ./output/feature-sets/SQQQ.txt
[2025-12-01T20:47:13.807919] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:13.807949] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:13.807974] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:13.808029] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:13.862957] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:13.863614] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:13.863690] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:13.863721] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:13.982563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:13.982727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:13.982764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:13.982791] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:13.986032] [DEBUG] [FORECASTER] SQQQ: Forecast T+1@11:T+2@11: UP (p=61.61%)
[2025-12-01T20:47:13.986291] [INFO ] [FORECASTER] Completed predict_future for SQQQ
[2025-12-01T20:47:13.986410] [INFO ] [sig       ] SQQQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:14.123979] [INFO ] [LOCAL     ] Saved forecast: SQQQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SQQQ.txt
[2025-12-01T20:47:14.124104] [INFO ] [sig       ] [3042/3634] Completed SQQQ in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-01T20:47:14.124141] [INFO ] [sig       ] [3043/3634] Forecasting SRAD...
[2025-12-01T20:47:14.124169] [INFO ] [sig       ] Generating forecast for: SRAD
[2025-12-01T20:47:14.124198] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRAD' from 'https://tdm.silogroup.org/data/derivative_storage/SRAD.csv'.
[2025-12-01T20:47:14.135732] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SRAD'.
[2025-12-01T20:47:14.136016] [INFO ] [FORECASTER] Starting predict_future for SRAD
[2025-12-01T20:47:14.136748] [DEBUG] [LOCAL     ] No optimal features file found for SRAD: ./output/feature-sets/SRAD.txt
[2025-12-01T20:47:14.136797] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:14.136827] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:14.136856] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:14.136912] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:14.192050] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:14.192867] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:14.192944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:14.192975] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:14.310582] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:14.310715] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:14.310768] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:14.310828] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:14.314042] [DEBUG] [FORECASTER] SRAD: Forecast T+1@11:T+2@11: UP (p=68.76%)
[2025-12-01T20:47:14.314298] [INFO ] [FORECASTER] Completed predict_future for SRAD
[2025-12-01T20:47:14.314416] [INFO ] [sig       ] SRAD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:14.453554] [INFO ] [LOCAL     ] Saved forecast: SRAD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SRAD.txt
[2025-12-01T20:47:14.453693] [INFO ] [sig       ] [3043/3634] Completed SRAD in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-01T20:47:14.453729] [INFO ] [sig       ] [3044/3634] Forecasting SRBK...
[2025-12-01T20:47:14.453757] [INFO ] [sig       ] Generating forecast for: SRBK
[2025-12-01T20:47:14.453786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRBK' from 'https://tdm.silogroup.org/data/derivative_storage/SRBK.csv'.
[2025-12-01T20:47:14.465836] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRBK'.
[2025-12-01T20:47:14.466139] [INFO ] [FORECASTER] Starting predict_future for SRBK
[2025-12-01T20:47:14.466875] [DEBUG] [LOCAL     ] No optimal features file found for SRBK: ./output/feature-sets/SRBK.txt
[2025-12-01T20:47:14.466924] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:14.466962] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:14.466987] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:14.467042] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:14.523325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:14.524003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:14.524078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:14.524109] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:14.645268] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:14.645418] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:14.645455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:14.645482] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:14.648892] [DEBUG] [FORECASTER] SRBK: Forecast T+1@11:T+2@11: UP (p=74.82%)
[2025-12-01T20:47:14.649153] [INFO ] [FORECASTER] Completed predict_future for SRBK
[2025-12-01T20:47:14.649291] [INFO ] [sig       ] SRBK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:14.792997] [INFO ] [LOCAL     ] Saved forecast: SRBK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SRBK.txt
[2025-12-01T20:47:14.793145] [INFO ] [sig       ] [3044/3634] Completed SRBK in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-01T20:47:14.793183] [INFO ] [sig       ] [3045/3634] Forecasting SRCE...
[2025-12-01T20:47:14.793211] [INFO ] [sig       ] Generating forecast for: SRCE
[2025-12-01T20:47:14.793239] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRCE' from 'https://tdm.silogroup.org/data/derivative_storage/SRCE.csv'.
[2025-12-01T20:47:14.805065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRCE'.
[2025-12-01T20:47:14.805368] [INFO ] [FORECASTER] Starting predict_future for SRCE
[2025-12-01T20:47:14.806104] [DEBUG] [LOCAL     ] No optimal features file found for SRCE: ./output/feature-sets/SRCE.txt
[2025-12-01T20:47:14.806154] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:14.806184] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:14.806209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:14.806264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:14.862827] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:14.863444] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:14.863535] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:14.863584] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:14.980735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:14.980870] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:14.980909] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:14.980938] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:14.984304] [DEBUG] [FORECASTER] SRCE: Forecast T+1@11:T+2@11: UP (p=78.69%)
[2025-12-01T20:47:14.984591] [INFO ] [FORECASTER] Completed predict_future for SRCE
[2025-12-01T20:47:14.984714] [INFO ] [sig       ] SRCE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:15.129669] [INFO ] [LOCAL     ] Saved forecast: SRCE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SRCE.txt
[2025-12-01T20:47:15.129790] [INFO ] [sig       ] [3045/3634] Completed SRCE in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-01T20:47:15.129825] [INFO ] [sig       ] [3046/3634] Forecasting SRE...
[2025-12-01T20:47:15.129853] [INFO ] [sig       ] Generating forecast for: SRE
[2025-12-01T20:47:15.129882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRE' from 'https://tdm.silogroup.org/data/derivative_storage/SRE.csv'.
[2025-12-01T20:47:15.141746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRE'.
[2025-12-01T20:47:15.142033] [INFO ] [FORECASTER] Starting predict_future for SRE
[2025-12-01T20:47:15.142820] [DEBUG] [LOCAL     ] No optimal features file found for SRE: ./output/feature-sets/SRE.txt
[2025-12-01T20:47:15.142882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:15.142918] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:15.142950] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:15.143005] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:15.201435] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:15.202264] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:15.202341] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:15.202374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:15.323729] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:15.323885] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:15.323928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:15.323954] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:15.327153] [DEBUG] [FORECASTER] SRE: Forecast T+1@11:T+2@11: DOWN (p=0.55%)
[2025-12-01T20:47:15.327408] [INFO ] [FORECASTER] Completed predict_future for SRE
[2025-12-01T20:47:15.327533] [INFO ] [sig       ] SRE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:15.473371] [INFO ] [LOCAL     ] Saved forecast: SRE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SRE.txt
[2025-12-01T20:47:15.473488] [INFO ] [sig       ] [3046/3634] Completed SRE in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-01T20:47:15.473524] [INFO ] [sig       ] [3047/3634] Forecasting SREA...
[2025-12-01T20:47:15.473552] [INFO ] [sig       ] Generating forecast for: SREA
[2025-12-01T20:47:15.473597] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SREA' from 'https://tdm.silogroup.org/data/derivative_storage/SREA.csv'.
[2025-12-01T20:47:15.485963] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SREA'.
[2025-12-01T20:47:15.486330] [INFO ] [FORECASTER] Starting predict_future for SREA
[2025-12-01T20:47:15.487155] [DEBUG] [LOCAL     ] No optimal features file found for SREA: ./output/feature-sets/SREA.txt
[2025-12-01T20:47:15.487216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:15.487273] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:15.487311] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:15.487391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:15.545989] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:15.546793] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:15.546876] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:15.546908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:15.668526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:15.668715] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:15.668763] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:15.668797] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:15.672237] [DEBUG] [FORECASTER] SREA: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2025-12-01T20:47:15.672530] [INFO ] [FORECASTER] Completed predict_future for SREA
[2025-12-01T20:47:15.672694] [INFO ] [sig       ] SREA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:15.816911] [INFO ] [LOCAL     ] Saved forecast: SREA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SREA.txt
[2025-12-01T20:47:15.817083] [INFO ] [sig       ] [3047/3634] Completed SREA in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-01T20:47:15.817121] [INFO ] [sig       ] [3048/3634] Forecasting SRFM...
[2025-12-01T20:47:15.817152] [INFO ] [sig       ] Generating forecast for: SRFM
[2025-12-01T20:47:15.817180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRFM' from 'https://tdm.silogroup.org/data/derivative_storage/SRFM.csv'.
[2025-12-01T20:47:15.829054] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SRFM'.
[2025-12-01T20:47:15.829349] [INFO ] [FORECASTER] Starting predict_future for SRFM
[2025-12-01T20:47:15.830107] [DEBUG] [LOCAL     ] No optimal features file found for SRFM: ./output/feature-sets/SRFM.txt
[2025-12-01T20:47:15.830155] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:15.830185] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:15.830209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:15.830262] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:15.884893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:15.885536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:15.885631] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:15.885662] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:16.001305] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:16.001461] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:16.001502] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:16.001529] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:16.004780] [DEBUG] [FORECASTER] SRFM: Forecast T+1@11:T+2@11: UP (p=71.78%)
[2025-12-01T20:47:16.005040] [INFO ] [FORECASTER] Completed predict_future for SRFM
[2025-12-01T20:47:16.005156] [INFO ] [sig       ] SRFM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:16.143608] [INFO ] [LOCAL     ] Saved forecast: SRFM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SRFM.txt
[2025-12-01T20:47:16.143763] [INFO ] [sig       ] [3048/3634] Completed SRFM in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-01T20:47:16.143800] [INFO ] [sig       ] [3049/3634] Forecasting SRG...
[2025-12-01T20:47:16.143828] [INFO ] [sig       ] Generating forecast for: SRG
[2025-12-01T20:47:16.143856] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRG' from 'https://tdm.silogroup.org/data/derivative_storage/SRG.csv'.
[2025-12-01T20:47:16.154498] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRG'.
[2025-12-01T20:47:16.154857] [INFO ] [FORECASTER] Starting predict_future for SRG
[2025-12-01T20:47:16.155612] [DEBUG] [LOCAL     ] No optimal features file found for SRG: ./output/feature-sets/SRG.txt
[2025-12-01T20:47:16.155661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:16.155690] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:16.155716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:16.155770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:16.210543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:16.211283] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:16.211361] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:16.211393] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:16.330141] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:16.330289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:16.330326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:16.330353] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:16.333562] [DEBUG] [FORECASTER] SRG: Forecast T+1@11:T+2@11: DOWN (p=28.69%)
[2025-12-01T20:47:16.333838] [INFO ] [FORECASTER] Completed predict_future for SRG
[2025-12-01T20:47:16.333956] [INFO ] [sig       ] SRG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:16.470429] [INFO ] [LOCAL     ] Saved forecast: SRG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SRG.txt
[2025-12-01T20:47:16.470555] [INFO ] [sig       ] [3049/3634] Completed SRG in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-01T20:47:16.470609] [INFO ] [sig       ] [3050/3634] Forecasting SRI...
[2025-12-01T20:47:16.470638] [INFO ] [sig       ] Generating forecast for: SRI
[2025-12-01T20:47:16.470665] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRI' from 'https://tdm.silogroup.org/data/derivative_storage/SRI.csv'.
[2025-12-01T20:47:16.482274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRI'.
[2025-12-01T20:47:16.482629] [INFO ] [FORECASTER] Starting predict_future for SRI
[2025-12-01T20:47:16.483392] [DEBUG] [LOCAL     ] No optimal features file found for SRI: ./output/feature-sets/SRI.txt
[2025-12-01T20:47:16.483441] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:16.483471] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:16.483496] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:16.483550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:16.540554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:16.541278] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:16.541393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:16.541427] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:16.662691] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:16.662848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:16.662886] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:16.662913] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:16.666282] [DEBUG] [FORECASTER] SRI: Forecast T+1@11:T+2@11: UP (p=79.79%)
[2025-12-01T20:47:16.666542] [INFO ] [FORECASTER] Completed predict_future for SRI
[2025-12-01T20:47:16.666681] [INFO ] [sig       ] SRI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:16.803068] [INFO ] [LOCAL     ] Saved forecast: SRI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SRI.txt
[2025-12-01T20:47:16.803191] [INFO ] [sig       ] [3050/3634] Completed SRI in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-01T20:47:16.803227] [INFO ] [sig       ] [3051/3634] Forecasting SRRK...
[2025-12-01T20:47:16.803262] [INFO ] [sig       ] Generating forecast for: SRRK
[2025-12-01T20:47:16.803292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRRK' from 'https://tdm.silogroup.org/data/derivative_storage/SRRK.csv'.
[2025-12-01T20:47:16.813230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SRRK'.
[2025-12-01T20:47:16.813497] [INFO ] [FORECASTER] Starting predict_future for SRRK
[2025-12-01T20:47:16.814234] [DEBUG] [LOCAL     ] No optimal features file found for SRRK: ./output/feature-sets/SRRK.txt
[2025-12-01T20:47:16.814283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:16.814314] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:16.814340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:16.814395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:16.870194] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:16.870779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:16.870855] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:16.870886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:16.989384] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:16.989519] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:16.989554] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:16.989598] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:16.992796] [DEBUG] [FORECASTER] SRRK: Forecast T+1@11:T+2@11: DOWN (p=4.70%)
[2025-12-01T20:47:16.993055] [INFO ] [FORECASTER] Completed predict_future for SRRK
[2025-12-01T20:47:16.993171] [INFO ] [sig       ] SRRK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:17.134802] [INFO ] [LOCAL     ] Saved forecast: SRRK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SRRK.txt
[2025-12-01T20:47:17.134923] [INFO ] [sig       ] [3051/3634] Completed SRRK in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.3m
[2025-12-01T20:47:17.134960] [INFO ] [sig       ] [3052/3634] Forecasting SRTS...
[2025-12-01T20:47:17.134987] [INFO ] [sig       ] Generating forecast for: SRTS
[2025-12-01T20:47:17.135015] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SRTS' from 'https://tdm.silogroup.org/data/derivative_storage/SRTS.csv'.
[2025-12-01T20:47:17.146844] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SRTS'.
[2025-12-01T20:47:17.147171] [INFO ] [FORECASTER] Starting predict_future for SRTS
[2025-12-01T20:47:17.147931] [DEBUG] [LOCAL     ] No optimal features file found for SRTS: ./output/feature-sets/SRTS.txt
[2025-12-01T20:47:17.147979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:17.148008] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:17.148033] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:17.148086] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:17.203970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:17.204616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:17.204692] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:17.204722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:17.323099] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:17.323248] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:17.323286] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:17.323315] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:17.326677] [DEBUG] [FORECASTER] SRTS: Forecast T+1@11:T+2@11: UP (p=52.60%)
[2025-12-01T20:47:17.327007] [INFO ] [FORECASTER] Completed predict_future for SRTS
[2025-12-01T20:47:17.327141] [INFO ] [sig       ] SRTS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:17.483322] [INFO ] [LOCAL     ] Saved forecast: SRTS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SRTS.txt
[2025-12-01T20:47:17.483460] [INFO ] [sig       ] [3052/3634] Completed SRTS in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-01T20:47:17.483496] [INFO ] [sig       ] [3053/3634] Forecasting SSB...
[2025-12-01T20:47:17.483523] [INFO ] [sig       ] Generating forecast for: SSB
[2025-12-01T20:47:17.483551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSB' from 'https://tdm.silogroup.org/data/derivative_storage/SSB.csv'.
[2025-12-01T20:47:17.494770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSB'.
[2025-12-01T20:47:17.495107] [INFO ] [FORECASTER] Starting predict_future for SSB
[2025-12-01T20:47:17.495874] [DEBUG] [LOCAL     ] No optimal features file found for SSB: ./output/feature-sets/SSB.txt
[2025-12-01T20:47:17.495926] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:17.495957] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:17.495982] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:17.496036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:17.551857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:17.552554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:17.552648] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:17.552679] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:17.672541] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:17.672710] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:17.672747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:17.672775] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:17.676042] [DEBUG] [FORECASTER] SSB: Forecast T+1@11:T+2@11: DOWN (p=8.77%)
[2025-12-01T20:47:17.676296] [INFO ] [FORECASTER] Completed predict_future for SSB
[2025-12-01T20:47:17.676413] [INFO ] [sig       ] SSB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:17.820037] [INFO ] [LOCAL     ] Saved forecast: SSB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SSB.txt
[2025-12-01T20:47:17.820217] [INFO ] [sig       ] [3053/3634] Completed SSB in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-01T20:47:17.820254] [INFO ] [sig       ] [3054/3634] Forecasting SSD...
[2025-12-01T20:47:17.820283] [INFO ] [sig       ] Generating forecast for: SSD
[2025-12-01T20:47:17.820311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSD' from 'https://tdm.silogroup.org/data/derivative_storage/SSD.csv'.
[2025-12-01T20:47:17.830945] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSD'.
[2025-12-01T20:47:17.831268] [INFO ] [FORECASTER] Starting predict_future for SSD
[2025-12-01T20:47:17.832016] [DEBUG] [LOCAL     ] No optimal features file found for SSD: ./output/feature-sets/SSD.txt
[2025-12-01T20:47:17.832065] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:17.832095] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:17.832121] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:17.832175] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:17.888111] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:17.888995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:17.889089] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:17.889128] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:18.009313] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:18.009498] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:18.009551] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:18.009619] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:18.012955] [DEBUG] [FORECASTER] SSD: Forecast T+1@11:T+2@11: DOWN (p=29.44%)
[2025-12-01T20:47:18.013214] [INFO ] [FORECASTER] Completed predict_future for SSD
[2025-12-01T20:47:18.013335] [INFO ] [sig       ] SSD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:18.151452] [INFO ] [LOCAL     ] Saved forecast: SSD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SSD.txt
[2025-12-01T20:47:18.151598] [INFO ] [sig       ] [3054/3634] Completed SSD in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-01T20:47:18.151643] [INFO ] [sig       ] [3055/3634] Forecasting SSL...
[2025-12-01T20:47:18.151673] [INFO ] [sig       ] Generating forecast for: SSL
[2025-12-01T20:47:18.151702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSL' from 'https://tdm.silogroup.org/data/derivative_storage/SSL.csv'.
[2025-12-01T20:47:18.162718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSL'.
[2025-12-01T20:47:18.163004] [INFO ] [FORECASTER] Starting predict_future for SSL
[2025-12-01T20:47:18.163733] [DEBUG] [LOCAL     ] No optimal features file found for SSL: ./output/feature-sets/SSL.txt
[2025-12-01T20:47:18.163781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:18.163811] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:18.163836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:18.163891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:18.218709] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:18.219326] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:18.219402] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:18.219431] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:18.337614] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:18.337727] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:18.337760] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:18.337786] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:18.340886] [DEBUG] [FORECASTER] SSL: Forecast T+1@11:T+2@11: DOWN (p=33.17%)
[2025-12-01T20:47:18.341138] [INFO ] [FORECASTER] Completed predict_future for SSL
[2025-12-01T20:47:18.341254] [INFO ] [sig       ] SSL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:18.478508] [INFO ] [LOCAL     ] Saved forecast: SSL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SSL.txt
[2025-12-01T20:47:18.478622] [INFO ] [sig       ] [3055/3634] Completed SSL in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-01T20:47:18.478660] [INFO ] [sig       ] [3056/3634] Forecasting SSNC...
[2025-12-01T20:47:18.478689] [INFO ] [sig       ] Generating forecast for: SSNC
[2025-12-01T20:47:18.478717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSNC' from 'https://tdm.silogroup.org/data/derivative_storage/SSNC.csv'.
[2025-12-01T20:47:18.489690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSNC'.
[2025-12-01T20:47:18.489950] [INFO ] [FORECASTER] Starting predict_future for SSNC
[2025-12-01T20:47:18.490675] [DEBUG] [LOCAL     ] No optimal features file found for SSNC: ./output/feature-sets/SSNC.txt
[2025-12-01T20:47:18.490723] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:18.490753] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:18.490778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:18.490842] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:18.545641] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:18.546208] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:18.546281] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:18.546312] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:18.671396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:18.671491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:18.671524] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:18.671551] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:18.674620] [DEBUG] [FORECASTER] SSNC: Forecast T+1@11:T+2@11: UP (p=91.60%)
[2025-12-01T20:47:18.674876] [INFO ] [FORECASTER] Completed predict_future for SSNC
[2025-12-01T20:47:18.674992] [INFO ] [sig       ] SSNC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:18.812249] [INFO ] [LOCAL     ] Saved forecast: SSNC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SSNC.txt
[2025-12-01T20:47:18.812357] [INFO ] [sig       ] [3056/3634] Completed SSNC in 0.3s | 2.99 sym/s | Total: 17.0m | ETA: 3.2m
[2025-12-01T20:47:18.812392] [INFO ] [sig       ] [3057/3634] Forecasting SSP...
[2025-12-01T20:47:18.812420] [INFO ] [sig       ] Generating forecast for: SSP
[2025-12-01T20:47:18.812449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSP' from 'https://tdm.silogroup.org/data/derivative_storage/SSP.csv'.
[2025-12-01T20:47:18.826323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSP'.
[2025-12-01T20:47:18.826839] [INFO ] [FORECASTER] Starting predict_future for SSP
[2025-12-01T20:47:18.827803] [DEBUG] [LOCAL     ] No optimal features file found for SSP: ./output/feature-sets/SSP.txt
[2025-12-01T20:47:18.827857] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:18.827932] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:18.827961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:18.828021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:18.886459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:18.887656] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:18.887755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:18.887788] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:19.009229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:19.009494] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:19.009546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:19.009602] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:19.014009] [DEBUG] [FORECASTER] SSP: Forecast T+1@11:T+2@11: UP (p=63.01%)
[2025-12-01T20:47:19.014601] [INFO ] [FORECASTER] Completed predict_future for SSP
[2025-12-01T20:47:19.014785] [INFO ] [sig       ] SSP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:19.164940] [INFO ] [LOCAL     ] Saved forecast: SSP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SSP.txt
[2025-12-01T20:47:19.165187] [INFO ] [sig       ] [3057/3634] Completed SSP in 0.4s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-01T20:47:19.165231] [INFO ] [sig       ] [3058/3634] Forecasting SSRM...
[2025-12-01T20:47:19.165260] [INFO ] [sig       ] Generating forecast for: SSRM
[2025-12-01T20:47:19.165292] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSRM' from 'https://tdm.silogroup.org/data/derivative_storage/SSRM.csv'.
[2025-12-01T20:47:19.179508] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSRM'.
[2025-12-01T20:47:19.180051] [INFO ] [FORECASTER] Starting predict_future for SSRM
[2025-12-01T20:47:19.181038] [DEBUG] [LOCAL     ] No optimal features file found for SSRM: ./output/feature-sets/SSRM.txt
[2025-12-01T20:47:19.181091] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:19.181124] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:19.181150] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:19.181227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:19.239874] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:19.241082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:19.241191] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:19.241225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:19.362808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:19.363055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:19.363100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:19.363127] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:19.367072] [DEBUG] [FORECASTER] SSRM: Forecast T+1@11:T+2@11: UP (p=65.23%)
[2025-12-01T20:47:19.367389] [INFO ] [FORECASTER] Completed predict_future for SSRM
[2025-12-01T20:47:19.367528] [INFO ] [sig       ] SSRM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:19.509189] [INFO ] [LOCAL     ] Saved forecast: SSRM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SSRM.txt
[2025-12-01T20:47:19.509359] [INFO ] [sig       ] [3058/3634] Completed SSRM in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-01T20:47:19.509398] [INFO ] [sig       ] [3059/3634] Forecasting SSSS...
[2025-12-01T20:47:19.509425] [INFO ] [sig       ] Generating forecast for: SSSS
[2025-12-01T20:47:19.509452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSSS' from 'https://tdm.silogroup.org/data/derivative_storage/SSSS.csv'.
[2025-12-01T20:47:19.521380] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SSSS'.
[2025-12-01T20:47:19.521717] [INFO ] [FORECASTER] Starting predict_future for SSSS
[2025-12-01T20:47:19.522510] [DEBUG] [LOCAL     ] No optimal features file found for SSSS: ./output/feature-sets/SSSS.txt
[2025-12-01T20:47:19.522559] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:19.522612] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:19.522639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:19.522694] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:19.577184] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:19.577798] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:19.577875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:19.577905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:19.700585] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:19.700727] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:19.700766] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:19.700795] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:19.704129] [DEBUG] [FORECASTER] SSSS: Forecast T+1@11:T+2@11: DOWN (p=33.48%)
[2025-12-01T20:47:19.704392] [INFO ] [FORECASTER] Completed predict_future for SSSS
[2025-12-01T20:47:19.704514] [INFO ] [sig       ] SSSS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:19.841483] [INFO ] [LOCAL     ] Saved forecast: SSSS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SSSS.txt
[2025-12-01T20:47:19.841634] [INFO ] [sig       ] [3059/3634] Completed SSSS in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-01T20:47:19.841674] [INFO ] [sig       ] [3060/3634] Forecasting SSTI...
[2025-12-01T20:47:19.841703] [INFO ] [sig       ] Generating forecast for: SSTI
[2025-12-01T20:47:19.841739] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTI' from 'https://tdm.silogroup.org/data/derivative_storage/SSTI.csv'.
[2025-12-01T20:47:19.855191] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTI'.
[2025-12-01T20:47:19.855703] [INFO ] [FORECASTER] Starting predict_future for SSTI
[2025-12-01T20:47:19.856600] [DEBUG] [LOCAL     ] No optimal features file found for SSTI: ./output/feature-sets/SSTI.txt
[2025-12-01T20:47:19.856692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:19.856727] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:19.856753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:19.856810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:19.911692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:19.912844] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:19.912942] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:19.912974] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:20.032653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:20.032899] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:20.032942] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:20.033021] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:20.036912] [DEBUG] [FORECASTER] SSTI: Forecast T+1@11:T+2@11: DOWN (p=10.31%)
[2025-12-01T20:47:20.037221] [INFO ] [FORECASTER] Completed predict_future for SSTI
[2025-12-01T20:47:20.037358] [INFO ] [sig       ] SSTI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:20.175498] [INFO ] [LOCAL     ] Saved forecast: SSTI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SSTI.txt
[2025-12-01T20:47:20.175722] [INFO ] [sig       ] [3060/3634] Completed SSTI in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-01T20:47:20.175764] [INFO ] [sig       ] [3061/3634] Forecasting SSTK...
[2025-12-01T20:47:20.175795] [INFO ] [sig       ] Generating forecast for: SSTK
[2025-12-01T20:47:20.175825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSTK' from 'https://tdm.silogroup.org/data/derivative_storage/SSTK.csv'.
[2025-12-01T20:47:20.188841] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SSTK'.
[2025-12-01T20:47:20.189216] [INFO ] [FORECASTER] Starting predict_future for SSTK
[2025-12-01T20:47:20.190053] [DEBUG] [LOCAL     ] No optimal features file found for SSTK: ./output/feature-sets/SSTK.txt
[2025-12-01T20:47:20.190104] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:20.190137] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:20.190162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:20.190217] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:20.245587] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:20.246183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:20.246263] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:20.246294] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:20.360494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:20.360609] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:20.360644] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:20.360669] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:20.363686] [DEBUG] [FORECASTER] SSTK: Forecast T+1@11:T+2@11: DOWN (p=19.97%)
[2025-12-01T20:47:20.363938] [INFO ] [FORECASTER] Completed predict_future for SSTK
[2025-12-01T20:47:20.364062] [INFO ] [sig       ] SSTK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:20.503797] [INFO ] [LOCAL     ] Saved forecast: SSTK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SSTK.txt
[2025-12-01T20:47:20.503916] [INFO ] [sig       ] [3061/3634] Completed SSTK in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-01T20:47:20.503951] [INFO ] [sig       ] [3062/3634] Forecasting SSYS...
[2025-12-01T20:47:20.503979] [INFO ] [sig       ] Generating forecast for: SSYS
[2025-12-01T20:47:20.504007] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SSYS' from 'https://tdm.silogroup.org/data/derivative_storage/SSYS.csv'.
[2025-12-01T20:47:20.515888] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SSYS'.
[2025-12-01T20:47:20.516200] [INFO ] [FORECASTER] Starting predict_future for SSYS
[2025-12-01T20:47:20.517002] [DEBUG] [LOCAL     ] No optimal features file found for SSYS: ./output/feature-sets/SSYS.txt
[2025-12-01T20:47:20.517053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:20.517084] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:20.517110] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:20.517166] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:20.573266] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:20.573863] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:20.573940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:20.573972] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:20.690705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:20.690814] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:20.690850] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:20.690878] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:20.694250] [DEBUG] [FORECASTER] SSYS: Forecast T+1@11:T+2@11: DOWN (p=41.95%)
[2025-12-01T20:47:20.694509] [INFO ] [FORECASTER] Completed predict_future for SSYS
[2025-12-01T20:47:20.694645] [INFO ] [sig       ] SSYS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:20.833092] [INFO ] [LOCAL     ] Saved forecast: SSYS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SSYS.txt
[2025-12-01T20:47:20.833221] [INFO ] [sig       ] [3062/3634] Completed SSYS in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-01T20:47:20.833258] [INFO ] [sig       ] [3063/3634] Forecasting STAA...
[2025-12-01T20:47:20.833284] [INFO ] [sig       ] Generating forecast for: STAA
[2025-12-01T20:47:20.833322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAA' from 'https://tdm.silogroup.org/data/derivative_storage/STAA.csv'.
[2025-12-01T20:47:20.844109] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'STAA'.
[2025-12-01T20:47:20.844374] [INFO ] [FORECASTER] Starting predict_future for STAA
[2025-12-01T20:47:20.845112] [DEBUG] [LOCAL     ] No optimal features file found for STAA: ./output/feature-sets/STAA.txt
[2025-12-01T20:47:20.845160] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:20.845189] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:20.845214] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:20.845268] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:20.900329] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:20.901010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:20.901518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:20.901567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:21.019834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:21.019981] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:21.020017] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:21.020046] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:21.023276] [DEBUG] [FORECASTER] STAA: Forecast T+1@11:T+2@11: UP (p=59.72%)
[2025-12-01T20:47:21.023532] [INFO ] [FORECASTER] Completed predict_future for STAA
[2025-12-01T20:47:21.023671] [INFO ] [sig       ] STAA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:21.162161] [INFO ] [LOCAL     ] Saved forecast: STAA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STAA.txt
[2025-12-01T20:47:21.162294] [INFO ] [sig       ] [3063/3634] Completed STAA in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-01T20:47:21.162331] [INFO ] [sig       ] [3064/3634] Forecasting STAG...
[2025-12-01T20:47:21.162359] [INFO ] [sig       ] Generating forecast for: STAG
[2025-12-01T20:47:21.162387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STAG' from 'https://tdm.silogroup.org/data/derivative_storage/STAG.csv'.
[2025-12-01T20:47:21.173703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STAG'.
[2025-12-01T20:47:21.174005] [INFO ] [FORECASTER] Starting predict_future for STAG
[2025-12-01T20:47:21.174836] [DEBUG] [LOCAL     ] No optimal features file found for STAG: ./output/feature-sets/STAG.txt
[2025-12-01T20:47:21.174886] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:21.174917] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:21.174943] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:21.174999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:21.231055] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:21.231672] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:21.231749] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:21.231781] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:21.351872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:21.351983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:21.352017] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:21.352042] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:21.355120] [DEBUG] [FORECASTER] STAG: Forecast T+1@11:T+2@11: UP (p=78.06%)
[2025-12-01T20:47:21.355370] [INFO ] [FORECASTER] Completed predict_future for STAG
[2025-12-01T20:47:21.355487] [INFO ] [sig       ] STAG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:21.490895] [INFO ] [LOCAL     ] Saved forecast: STAG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/STAG.txt
[2025-12-01T20:47:21.491002] [INFO ] [sig       ] [3064/3634] Completed STAG in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-01T20:47:21.491038] [INFO ] [sig       ] [3065/3634] Forecasting STBA...
[2025-12-01T20:47:21.491065] [INFO ] [sig       ] Generating forecast for: STBA
[2025-12-01T20:47:21.491092] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STBA' from 'https://tdm.silogroup.org/data/derivative_storage/STBA.csv'.
[2025-12-01T20:47:21.502408] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'STBA'.
[2025-12-01T20:47:21.502696] [INFO ] [FORECASTER] Starting predict_future for STBA
[2025-12-01T20:47:21.503418] [DEBUG] [LOCAL     ] No optimal features file found for STBA: ./output/feature-sets/STBA.txt
[2025-12-01T20:47:21.503467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:21.503497] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:21.503523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:21.503599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:21.557448] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:21.558036] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:21.558110] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:21.558140] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:21.670996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:21.671092] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:21.671126] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:21.671152] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:21.674161] [DEBUG] [FORECASTER] STBA: Forecast T+1@11:T+2@11: UP (p=68.61%)
[2025-12-01T20:47:21.674425] [INFO ] [FORECASTER] Completed predict_future for STBA
[2025-12-01T20:47:21.674541] [INFO ] [sig       ] STBA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:21.810836] [INFO ] [LOCAL     ] Saved forecast: STBA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STBA.txt
[2025-12-01T20:47:21.810961] [INFO ] [sig       ] [3065/3634] Completed STBA in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-01T20:47:21.810996] [INFO ] [sig       ] [3066/3634] Forecasting STC...
[2025-12-01T20:47:21.811023] [INFO ] [sig       ] Generating forecast for: STC
[2025-12-01T20:47:21.811052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STC' from 'https://tdm.silogroup.org/data/derivative_storage/STC.csv'.
[2025-12-01T20:47:21.821612] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STC'.
[2025-12-01T20:47:21.821891] [INFO ] [FORECASTER] Starting predict_future for STC
[2025-12-01T20:47:21.822839] [DEBUG] [LOCAL     ] No optimal features file found for STC: ./output/feature-sets/STC.txt
[2025-12-01T20:47:21.822888] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:21.822917] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:21.822942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:21.822995] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:21.878863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:21.879456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:21.879532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:21.879562] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:21.993907] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:21.994037] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:21.994075] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:21.994101] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:21.997217] [DEBUG] [FORECASTER] STC: Forecast T+1@11:T+2@11: UP (p=84.78%)
[2025-12-01T20:47:21.997474] [INFO ] [FORECASTER] Completed predict_future for STC
[2025-12-01T20:47:21.997609] [INFO ] [sig       ] STC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:22.137111] [INFO ] [LOCAL     ] Saved forecast: STC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/STC.txt
[2025-12-01T20:47:22.137222] [INFO ] [sig       ] [3066/3634] Completed STC in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-01T20:47:22.137258] [INFO ] [sig       ] [3067/3634] Forecasting STE...
[2025-12-01T20:47:22.137284] [INFO ] [sig       ] Generating forecast for: STE
[2025-12-01T20:47:22.137313] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STE' from 'https://tdm.silogroup.org/data/derivative_storage/STE.csv'.
[2025-12-01T20:47:22.148296] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'STE'.
[2025-12-01T20:47:22.148637] [INFO ] [FORECASTER] Starting predict_future for STE
[2025-12-01T20:47:22.149361] [DEBUG] [LOCAL     ] No optimal features file found for STE: ./output/feature-sets/STE.txt
[2025-12-01T20:47:22.149410] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:22.149439] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:22.149465] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:22.149519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:22.203752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:22.204331] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:22.204442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:22.204475] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:22.322699] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:22.322827] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:22.322862] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:22.322888] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:22.325975] [DEBUG] [FORECASTER] STE: Forecast T+1@11:T+2@11: UP (p=62.89%)
[2025-12-01T20:47:22.326227] [INFO ] [FORECASTER] Completed predict_future for STE
[2025-12-01T20:47:22.326344] [INFO ] [sig       ] STE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:22.462566] [INFO ] [LOCAL     ] Saved forecast: STE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STE.txt
[2025-12-01T20:47:22.462687] [INFO ] [sig       ] [3067/3634] Completed STE in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-01T20:47:22.462723] [INFO ] [sig       ] [3068/3634] Forecasting STEL...
[2025-12-01T20:47:22.462752] [INFO ] [sig       ] Generating forecast for: STEL
[2025-12-01T20:47:22.462779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEL' from 'https://tdm.silogroup.org/data/derivative_storage/STEL.csv'.
[2025-12-01T20:47:22.473292] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEL'.
[2025-12-01T20:47:22.473562] [INFO ] [FORECASTER] Starting predict_future for STEL
[2025-12-01T20:47:22.474308] [DEBUG] [LOCAL     ] No optimal features file found for STEL: ./output/feature-sets/STEL.txt
[2025-12-01T20:47:22.474356] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:22.474385] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:22.474409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:22.474462] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:22.529173] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:22.529768] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:22.529843] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:22.529873] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:22.646133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:22.646227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:22.646260] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:22.646285] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:22.649324] [DEBUG] [FORECASTER] STEL: Forecast T+1@11:T+2@11: UP (p=79.20%)
[2025-12-01T20:47:22.649597] [INFO ] [FORECASTER] Completed predict_future for STEL
[2025-12-01T20:47:22.649718] [INFO ] [sig       ] STEL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:22.787231] [INFO ] [LOCAL     ] Saved forecast: STEL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/STEL.txt
[2025-12-01T20:47:22.787358] [INFO ] [sig       ] [3068/3634] Completed STEL in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-01T20:47:22.787393] [INFO ] [sig       ] [3069/3634] Forecasting STEM...
[2025-12-01T20:47:22.787422] [INFO ] [sig       ] Generating forecast for: STEM
[2025-12-01T20:47:22.787450] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEM' from 'https://tdm.silogroup.org/data/derivative_storage/STEM.csv'.
[2025-12-01T20:47:22.798341] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEM'.
[2025-12-01T20:47:22.798626] [INFO ] [FORECASTER] Starting predict_future for STEM
[2025-12-01T20:47:22.799344] [DEBUG] [LOCAL     ] No optimal features file found for STEM: ./output/feature-sets/STEM.txt
[2025-12-01T20:47:22.799392] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:22.799422] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:22.799447] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:22.799501] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:22.854072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:22.854670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:22.854743] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:22.854774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:22.969730] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:22.969846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:22.969880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:22.969906] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:22.973000] [DEBUG] [FORECASTER] STEM: Forecast T+1@11:T+2@11: UP (p=91.83%)
[2025-12-01T20:47:22.973255] [INFO ] [FORECASTER] Completed predict_future for STEM
[2025-12-01T20:47:22.973385] [INFO ] [sig       ] STEM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:23.108310] [INFO ] [LOCAL     ] Saved forecast: STEM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/STEM.txt
[2025-12-01T20:47:23.108424] [INFO ] [sig       ] [3069/3634] Completed STEM in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.2m
[2025-12-01T20:47:23.108459] [INFO ] [sig       ] [3070/3634] Forecasting STEP...
[2025-12-01T20:47:23.108486] [INFO ] [sig       ] Generating forecast for: STEP
[2025-12-01T20:47:23.108515] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STEP' from 'https://tdm.silogroup.org/data/derivative_storage/STEP.csv'.
[2025-12-01T20:47:23.119838] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STEP'.
[2025-12-01T20:47:23.120113] [INFO ] [FORECASTER] Starting predict_future for STEP
[2025-12-01T20:47:23.120852] [DEBUG] [LOCAL     ] No optimal features file found for STEP: ./output/feature-sets/STEP.txt
[2025-12-01T20:47:23.120901] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:23.120931] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:23.120957] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:23.121010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:23.179279] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:23.179924] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:23.180003] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:23.180035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:23.294376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:23.294504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:23.294540] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:23.294582] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:23.297791] [DEBUG] [FORECASTER] STEP: Forecast T+1@11:T+2@11: DOWN (p=2.68%)
[2025-12-01T20:47:23.298051] [INFO ] [FORECASTER] Completed predict_future for STEP
[2025-12-01T20:47:23.298167] [INFO ] [sig       ] STEP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:23.434074] [INFO ] [LOCAL     ] Saved forecast: STEP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/STEP.txt
[2025-12-01T20:47:23.434203] [INFO ] [sig       ] [3070/3634] Completed STEP in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-01T20:47:23.434238] [INFO ] [sig       ] [3071/3634] Forecasting STHO...
[2025-12-01T20:47:23.434266] [INFO ] [sig       ] Generating forecast for: STHO
[2025-12-01T20:47:23.434294] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STHO' from 'https://tdm.silogroup.org/data/derivative_storage/STHO.csv'.
[2025-12-01T20:47:23.445027] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STHO'.
[2025-12-01T20:47:23.445335] [INFO ] [FORECASTER] Starting predict_future for STHO
[2025-12-01T20:47:23.446090] [DEBUG] [LOCAL     ] No optimal features file found for STHO: ./output/feature-sets/STHO.txt
[2025-12-01T20:47:23.446140] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:23.446180] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:23.446207] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:23.446261] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:23.500976] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:23.501540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:23.501632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:23.501664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:23.612427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:23.612540] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:23.612593] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:23.612623] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:23.615871] [DEBUG] [FORECASTER] STHO: Forecast T+1@11:T+2@11: DOWN (p=14.44%)
[2025-12-01T20:47:23.616134] [INFO ] [FORECASTER] Completed predict_future for STHO
[2025-12-01T20:47:23.616254] [INFO ] [sig       ] STHO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:23.761546] [INFO ] [LOCAL     ] Saved forecast: STHO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/STHO.txt
[2025-12-01T20:47:23.761684] [INFO ] [sig       ] [3071/3634] Completed STHO in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-01T20:47:23.761722] [INFO ] [sig       ] [3072/3634] Forecasting STI...
[2025-12-01T20:47:23.761750] [INFO ] [sig       ] Generating forecast for: STI
[2025-12-01T20:47:23.761779] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STI' from 'https://tdm.silogroup.org/data/derivative_storage/STI.csv'.
[2025-12-01T20:47:23.773097] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'STI'.
[2025-12-01T20:47:23.773439] [INFO ] [FORECASTER] Starting predict_future for STI
[2025-12-01T20:47:23.774193] [DEBUG] [LOCAL     ] No optimal features file found for STI: ./output/feature-sets/STI.txt
[2025-12-01T20:47:23.774241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:23.774271] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:23.774296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:23.774350] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:23.829897] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:23.830473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:23.830548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:23.830599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:23.945815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:23.945954] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:23.945997] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:23.946030] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:23.949272] [DEBUG] [FORECASTER] STI: Forecast T+1@11:T+2@11: UP (p=96.62%)
[2025-12-01T20:47:23.949527] [INFO ] [FORECASTER] Completed predict_future for STI
[2025-12-01T20:47:23.949662] [INFO ] [sig       ] STI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:24.091235] [INFO ] [LOCAL     ] Saved forecast: STI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STI.txt
[2025-12-01T20:47:24.091356] [INFO ] [sig       ] [3072/3634] Completed STI in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-01T20:47:24.091393] [INFO ] [sig       ] [3073/3634] Forecasting STIM...
[2025-12-01T20:47:24.091421] [INFO ] [sig       ] Generating forecast for: STIM
[2025-12-01T20:47:24.091449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STIM' from 'https://tdm.silogroup.org/data/derivative_storage/STIM.csv'.
[2025-12-01T20:47:24.102459] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'STIM'.
[2025-12-01T20:47:24.102751] [INFO ] [FORECASTER] Starting predict_future for STIM
[2025-12-01T20:47:24.103469] [DEBUG] [LOCAL     ] No optimal features file found for STIM: ./output/feature-sets/STIM.txt
[2025-12-01T20:47:24.103517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:24.103548] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:24.103590] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:24.103646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:24.159477] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:24.160118] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:24.160194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:24.160405] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:24.278005] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:24.278116] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:24.278149] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:24.278175] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:24.281256] [DEBUG] [FORECASTER] STIM: Forecast T+1@11:T+2@11: UP (p=88.73%)
[2025-12-01T20:47:24.281504] [INFO ] [FORECASTER] Completed predict_future for STIM
[2025-12-01T20:47:24.281638] [INFO ] [sig       ] STIM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:24.423654] [INFO ] [LOCAL     ] Saved forecast: STIM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STIM.txt
[2025-12-01T20:47:24.423764] [INFO ] [sig       ] [3073/3634] Completed STIM in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-01T20:47:24.423799] [INFO ] [sig       ] [3074/3634] Forecasting STK...
[2025-12-01T20:47:24.423827] [INFO ] [sig       ] Generating forecast for: STK
[2025-12-01T20:47:24.423855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STK' from 'https://tdm.silogroup.org/data/derivative_storage/STK.csv'.
[2025-12-01T20:47:24.434556] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STK'.
[2025-12-01T20:47:24.434837] [INFO ] [FORECASTER] Starting predict_future for STK
[2025-12-01T20:47:24.435550] [DEBUG] [LOCAL     ] No optimal features file found for STK: ./output/feature-sets/STK.txt
[2025-12-01T20:47:24.435618] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:24.435678] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:24.435705] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:24.435760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:24.490875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:24.491452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:24.491523] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:24.491554] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:24.611683] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:24.611801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:24.611835] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:24.611861] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:24.615001] [DEBUG] [FORECASTER] STK: Forecast T+1@11:T+2@11: UP (p=52.64%)
[2025-12-01T20:47:24.615253] [INFO ] [FORECASTER] Completed predict_future for STK
[2025-12-01T20:47:24.615369] [INFO ] [sig       ] STK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:24.752654] [INFO ] [LOCAL     ] Saved forecast: STK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/STK.txt
[2025-12-01T20:47:24.752757] [INFO ] [sig       ] [3074/3634] Completed STK in 0.3s | 2.99 sym/s | Total: 17.1m | ETA: 3.1m
[2025-12-01T20:47:24.752799] [INFO ] [sig       ] [3075/3634] Forecasting STKH...
[2025-12-01T20:47:24.752827] [INFO ] [sig       ] Generating forecast for: STKH
[2025-12-01T20:47:24.752855] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKH' from 'https://tdm.silogroup.org/data/derivative_storage/STKH.csv'.
[2025-12-01T20:47:24.767065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKH'.
[2025-12-01T20:47:24.767378] [INFO ] [FORECASTER] Starting predict_future for STKH
[2025-12-01T20:47:24.768158] [DEBUG] [LOCAL     ] No optimal features file found for STKH: ./output/feature-sets/STKH.txt
[2025-12-01T20:47:24.768208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:24.768237] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:24.768262] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:24.768335] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:24.826015] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:24.826708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:24.826784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:24.826816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:24.934438] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:24.934583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:24.934622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:24.934648] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:24.937803] [DEBUG] [FORECASTER] STKH: Forecast T+1@11:T+2@11: UP (p=56.21%)
[2025-12-01T20:47:24.938061] [INFO ] [FORECASTER] Completed predict_future for STKH
[2025-12-01T20:47:24.938177] [INFO ] [sig       ] STKH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:25.076017] [INFO ] [LOCAL     ] Saved forecast: STKH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/STKH.txt
[2025-12-01T20:47:25.076170] [INFO ] [sig       ] [3075/3634] Completed STKH in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-01T20:47:25.076208] [INFO ] [sig       ] [3076/3634] Forecasting STKL...
[2025-12-01T20:47:25.076237] [INFO ] [sig       ] Generating forecast for: STKL
[2025-12-01T20:47:25.076265] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKL' from 'https://tdm.silogroup.org/data/derivative_storage/STKL.csv'.
[2025-12-01T20:47:25.087205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKL'.
[2025-12-01T20:47:25.087592] [INFO ] [FORECASTER] Starting predict_future for STKL
[2025-12-01T20:47:25.088421] [DEBUG] [LOCAL     ] No optimal features file found for STKL: ./output/feature-sets/STKL.txt
[2025-12-01T20:47:25.088470] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:25.088500] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:25.088524] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:25.088597] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:25.144269] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:25.145100] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:25.145180] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:25.145211] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:25.270415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:25.270565] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:25.270623] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:25.270653] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:25.273998] [DEBUG] [FORECASTER] STKL: Forecast T+1@11:T+2@11: UP (p=50.82%)
[2025-12-01T20:47:25.274265] [INFO ] [FORECASTER] Completed predict_future for STKL
[2025-12-01T20:47:25.274403] [INFO ] [sig       ] STKL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:25.411765] [INFO ] [LOCAL     ] Saved forecast: STKL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/STKL.txt
[2025-12-01T20:47:25.411873] [INFO ] [sig       ] [3076/3634] Completed STKL in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-01T20:47:25.411910] [INFO ] [sig       ] [3077/3634] Forecasting STKS...
[2025-12-01T20:47:25.411939] [INFO ] [sig       ] Generating forecast for: STKS
[2025-12-01T20:47:25.411971] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STKS' from 'https://tdm.silogroup.org/data/derivative_storage/STKS.csv'.
[2025-12-01T20:47:25.422951] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STKS'.
[2025-12-01T20:47:25.423219] [INFO ] [FORECASTER] Starting predict_future for STKS
[2025-12-01T20:47:25.423982] [DEBUG] [LOCAL     ] No optimal features file found for STKS: ./output/feature-sets/STKS.txt
[2025-12-01T20:47:25.424034] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:25.424067] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:25.424096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:25.424152] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:25.479094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:25.479668] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:25.479744] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:25.479774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:25.598226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:25.598337] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:25.598371] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:25.598434] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:25.601668] [DEBUG] [FORECASTER] STKS: Forecast T+1@11:T+2@11: UP (p=68.34%)
[2025-12-01T20:47:25.601924] [INFO ] [FORECASTER] Completed predict_future for STKS
[2025-12-01T20:47:25.602039] [INFO ] [sig       ] STKS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:25.739568] [INFO ] [LOCAL     ] Saved forecast: STKS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/STKS.txt
[2025-12-01T20:47:25.739687] [INFO ] [sig       ] [3077/3634] Completed STKS in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-01T20:47:25.739721] [INFO ] [sig       ] [3078/3634] Forecasting STLA...
[2025-12-01T20:47:25.739747] [INFO ] [sig       ] Generating forecast for: STLA
[2025-12-01T20:47:25.739774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLA' from 'https://tdm.silogroup.org/data/derivative_storage/STLA.csv'.
[2025-12-01T20:47:25.750594] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STLA'.
[2025-12-01T20:47:25.750854] [INFO ] [FORECASTER] Starting predict_future for STLA
[2025-12-01T20:47:25.751560] [DEBUG] [LOCAL     ] No optimal features file found for STLA: ./output/feature-sets/STLA.txt
[2025-12-01T20:47:25.751625] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:25.751655] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:25.751680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:25.751734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:25.807687] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:25.808305] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:25.808410] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:25.808442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:25.927308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:25.927466] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:25.927519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:25.927547] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:25.930915] [DEBUG] [FORECASTER] STLA: Forecast T+1@11:T+2@11: UP (p=98.28%)
[2025-12-01T20:47:25.931202] [INFO ] [FORECASTER] Completed predict_future for STLA
[2025-12-01T20:47:25.931320] [INFO ] [sig       ] STLA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:26.068589] [INFO ] [LOCAL     ] Saved forecast: STLA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/STLA.txt
[2025-12-01T20:47:26.068693] [INFO ] [sig       ] [3078/3634] Completed STLA in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-01T20:47:26.068728] [INFO ] [sig       ] [3079/3634] Forecasting STLD...
[2025-12-01T20:47:26.068756] [INFO ] [sig       ] Generating forecast for: STLD
[2025-12-01T20:47:26.068782] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STLD' from 'https://tdm.silogroup.org/data/derivative_storage/STLD.csv'.
[2025-12-01T20:47:26.079614] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'STLD'.
[2025-12-01T20:47:26.079884] [INFO ] [FORECASTER] Starting predict_future for STLD
[2025-12-01T20:47:26.080614] [DEBUG] [LOCAL     ] No optimal features file found for STLD: ./output/feature-sets/STLD.txt
[2025-12-01T20:47:26.080670] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:26.080700] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:26.080725] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:26.080781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:26.136444] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:26.137037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:26.137113] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:26.137143] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:26.253137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:26.253245] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:26.253278] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:26.253305] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:26.256406] [DEBUG] [FORECASTER] STLD: Forecast T+1@11:T+2@11: DOWN (p=9.41%)
[2025-12-01T20:47:26.256677] [INFO ] [FORECASTER] Completed predict_future for STLD
[2025-12-01T20:47:26.256793] [INFO ] [sig       ] STLD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:26.395756] [INFO ] [LOCAL     ] Saved forecast: STLD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STLD.txt
[2025-12-01T20:47:26.395866] [INFO ] [sig       ] [3079/3634] Completed STLD in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-01T20:47:26.395910] [INFO ] [sig       ] [3080/3634] Forecasting STM...
[2025-12-01T20:47:26.395941] [INFO ] [sig       ] Generating forecast for: STM
[2025-12-01T20:47:26.395970] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STM' from 'https://tdm.silogroup.org/data/derivative_storage/STM.csv'.
[2025-12-01T20:47:26.406400] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STM'.
[2025-12-01T20:47:26.406702] [INFO ] [FORECASTER] Starting predict_future for STM
[2025-12-01T20:47:26.407460] [DEBUG] [LOCAL     ] No optimal features file found for STM: ./output/feature-sets/STM.txt
[2025-12-01T20:47:26.407511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:26.407542] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:26.407596] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:26.407662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:26.464229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:26.464831] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:26.464918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:26.464951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:26.588510] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:26.588682] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:26.588720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:26.588746] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:26.592044] [DEBUG] [FORECASTER] STM: Forecast T+1@11:T+2@11: DOWN (p=2.76%)
[2025-12-01T20:47:26.592311] [INFO ] [FORECASTER] Completed predict_future for STM
[2025-12-01T20:47:26.592428] [INFO ] [sig       ] STM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:26.730904] [INFO ] [LOCAL     ] Saved forecast: STM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/STM.txt
[2025-12-01T20:47:26.731052] [INFO ] [sig       ] [3080/3634] Completed STM in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-01T20:47:26.731089] [INFO ] [sig       ] [3081/3634] Forecasting STN...
[2025-12-01T20:47:26.731117] [INFO ] [sig       ] Generating forecast for: STN
[2025-12-01T20:47:26.731146] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STN' from 'https://tdm.silogroup.org/data/derivative_storage/STN.csv'.
[2025-12-01T20:47:26.742493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STN'.
[2025-12-01T20:47:26.742846] [INFO ] [FORECASTER] Starting predict_future for STN
[2025-12-01T20:47:26.743643] [DEBUG] [LOCAL     ] No optimal features file found for STN: ./output/feature-sets/STN.txt
[2025-12-01T20:47:26.743694] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:26.743726] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:26.743754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:26.743810] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:26.799478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:26.800346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:26.800430] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:26.800462] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:26.917083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:26.917234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:26.917272] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:26.917299] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:26.920881] [DEBUG] [FORECASTER] STN: Forecast T+1@11:T+2@11: UP (p=59.25%)
[2025-12-01T20:47:26.921213] [INFO ] [FORECASTER] Completed predict_future for STN
[2025-12-01T20:47:26.921347] [INFO ] [sig       ] STN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:27.061068] [INFO ] [LOCAL     ] Saved forecast: STN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/STN.txt
[2025-12-01T20:47:27.061222] [INFO ] [sig       ] [3081/3634] Completed STN in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-01T20:47:27.061289] [INFO ] [sig       ] [3082/3634] Forecasting STNE...
[2025-12-01T20:47:27.061328] [INFO ] [sig       ] Generating forecast for: STNE
[2025-12-01T20:47:27.061364] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STNE' from 'https://tdm.silogroup.org/data/derivative_storage/STNE.csv'.
[2025-12-01T20:47:27.072870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STNE'.
[2025-12-01T20:47:27.073233] [INFO ] [FORECASTER] Starting predict_future for STNE
[2025-12-01T20:47:27.074035] [DEBUG] [LOCAL     ] No optimal features file found for STNE: ./output/feature-sets/STNE.txt
[2025-12-01T20:47:27.074092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:27.074135] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:27.074162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:27.074216] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:27.132370] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:27.133257] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:27.133340] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:27.133375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:27.258107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:27.258260] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:27.258297] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:27.258346] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:27.261656] [DEBUG] [FORECASTER] STNE: Forecast T+1@11:T+2@11: UP (p=72.59%)
[2025-12-01T20:47:27.261918] [INFO ] [FORECASTER] Completed predict_future for STNE
[2025-12-01T20:47:27.262047] [INFO ] [sig       ] STNE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:27.402776] [INFO ] [LOCAL     ] Saved forecast: STNE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/STNE.txt
[2025-12-01T20:47:27.402920] [INFO ] [sig       ] [3082/3634] Completed STNE in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-01T20:47:27.402957] [INFO ] [sig       ] [3083/3634] Forecasting STOK...
[2025-12-01T20:47:27.402986] [INFO ] [sig       ] Generating forecast for: STOK
[2025-12-01T20:47:27.403014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STOK' from 'https://tdm.silogroup.org/data/derivative_storage/STOK.csv'.
[2025-12-01T20:47:27.414822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STOK'.
[2025-12-01T20:47:27.415162] [INFO ] [FORECASTER] Starting predict_future for STOK
[2025-12-01T20:47:27.415952] [DEBUG] [LOCAL     ] No optimal features file found for STOK: ./output/feature-sets/STOK.txt
[2025-12-01T20:47:27.416003] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:27.416036] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:27.416062] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:27.416120] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:27.475601] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:27.476441] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:27.476521] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:27.476553] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:27.607603] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:27.607768] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:27.607808] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:27.607836] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:27.611275] [DEBUG] [FORECASTER] STOK: Forecast T+1@11:T+2@11: DOWN (p=6.19%)
[2025-12-01T20:47:27.611548] [INFO ] [FORECASTER] Completed predict_future for STOK
[2025-12-01T20:47:27.611692] [INFO ] [sig       ] STOK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:27.750936] [INFO ] [LOCAL     ] Saved forecast: STOK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/STOK.txt
[2025-12-01T20:47:27.751090] [INFO ] [sig       ] [3083/3634] Completed STOK in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-01T20:47:27.751127] [INFO ] [sig       ] [3084/3634] Forecasting STRA...
[2025-12-01T20:47:27.751157] [INFO ] [sig       ] Generating forecast for: STRA
[2025-12-01T20:47:27.751185] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRA' from 'https://tdm.silogroup.org/data/derivative_storage/STRA.csv'.
[2025-12-01T20:47:27.762525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRA'.
[2025-12-01T20:47:27.762867] [INFO ] [FORECASTER] Starting predict_future for STRA
[2025-12-01T20:47:27.763608] [DEBUG] [LOCAL     ] No optimal features file found for STRA: ./output/feature-sets/STRA.txt
[2025-12-01T20:47:27.763656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:27.763686] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:27.763712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:27.763767] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:27.821460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:27.822389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:27.822505] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:27.822538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:27.943146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:27.943289] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:27.943326] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:27.943353] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:27.946557] [DEBUG] [FORECASTER] STRA: Forecast T+1@11:T+2@11: DOWN (p=6.03%)
[2025-12-01T20:47:27.946832] [INFO ] [FORECASTER] Completed predict_future for STRA
[2025-12-01T20:47:27.946950] [INFO ] [sig       ] STRA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:28.083630] [INFO ] [LOCAL     ] Saved forecast: STRA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/STRA.txt
[2025-12-01T20:47:28.083780] [INFO ] [sig       ] [3084/3634] Completed STRA in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-01T20:47:28.083834] [INFO ] [sig       ] [3085/3634] Forecasting STRL...
[2025-12-01T20:47:28.083865] [INFO ] [sig       ] Generating forecast for: STRL
[2025-12-01T20:47:28.083894] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRL' from 'https://tdm.silogroup.org/data/derivative_storage/STRL.csv'.
[2025-12-01T20:47:28.095534] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRL'.
[2025-12-01T20:47:28.095900] [INFO ] [FORECASTER] Starting predict_future for STRL
[2025-12-01T20:47:28.096654] [DEBUG] [LOCAL     ] No optimal features file found for STRL: ./output/feature-sets/STRL.txt
[2025-12-01T20:47:28.096704] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:28.096734] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:28.096763] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:28.096820] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:28.151925] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:28.152648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:28.152733] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:28.152764] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:28.273551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:28.273725] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:28.273762] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:28.273789] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:28.277009] [DEBUG] [FORECASTER] STRL: Forecast T+1@11:T+2@11: UP (p=80.38%)
[2025-12-01T20:47:28.277279] [INFO ] [FORECASTER] Completed predict_future for STRL
[2025-12-01T20:47:28.277399] [INFO ] [sig       ] STRL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:28.413346] [INFO ] [LOCAL     ] Saved forecast: STRL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/STRL.txt
[2025-12-01T20:47:28.413476] [INFO ] [sig       ] [3085/3634] Completed STRL in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-01T20:47:28.413513] [INFO ] [sig       ] [3086/3634] Forecasting STRS...
[2025-12-01T20:47:28.413548] [INFO ] [sig       ] Generating forecast for: STRS
[2025-12-01T20:47:28.413596] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STRS' from 'https://tdm.silogroup.org/data/derivative_storage/STRS.csv'.
[2025-12-01T20:47:28.424015] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STRS'.
[2025-12-01T20:47:28.424283] [INFO ] [FORECASTER] Starting predict_future for STRS
[2025-12-01T20:47:28.425039] [DEBUG] [LOCAL     ] No optimal features file found for STRS: ./output/feature-sets/STRS.txt
[2025-12-01T20:47:28.425087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:28.425119] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:28.425148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:28.425202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:28.479841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:28.480395] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:28.480470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:28.480500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:28.569900] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:28.570021] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:28.570060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:28.570093] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:28.573309] [DEBUG] [FORECASTER] STRS: Forecast T+1@11:T+2@11: DOWN (p=40.72%)
[2025-12-01T20:47:28.573560] [INFO ] [FORECASTER] Completed predict_future for STRS
[2025-12-01T20:47:28.573696] [INFO ] [sig       ] STRS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:28.711593] [INFO ] [LOCAL     ] Saved forecast: STRS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/STRS.txt
[2025-12-01T20:47:28.711716] [INFO ] [sig       ] [3086/3634] Completed STRS in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-01T20:47:28.711759] [INFO ] [sig       ] [3087/3634] Forecasting STSS...
[2025-12-01T20:47:28.711789] [INFO ] [sig       ] Generating forecast for: STSS
[2025-12-01T20:47:28.711817] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STSS' from 'https://tdm.silogroup.org/data/derivative_storage/STSS.csv'.
[2025-12-01T20:47:28.723205] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'STSS'.
[2025-12-01T20:47:28.723535] [INFO ] [FORECASTER] Starting predict_future for STSS
[2025-12-01T20:47:28.724292] [DEBUG] [LOCAL     ] No optimal features file found for STSS: ./output/feature-sets/STSS.txt
[2025-12-01T20:47:28.724339] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:28.724370] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:28.724396] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:28.724449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:28.780317] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:28.781092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:28.781171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:28.781202] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:28.895555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:28.895724] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:28.895761] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:28.895789] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:28.899101] [DEBUG] [FORECASTER] STSS: Forecast T+1@11:T+2@11: DOWN (p=44.72%)
[2025-12-01T20:47:28.899369] [INFO ] [FORECASTER] Completed predict_future for STSS
[2025-12-01T20:47:28.899493] [INFO ] [sig       ] STSS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:29.035974] [INFO ] [LOCAL     ] Saved forecast: STSS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/STSS.txt
[2025-12-01T20:47:29.036126] [INFO ] [sig       ] [3087/3634] Completed STSS in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.1m
[2025-12-01T20:47:29.036164] [INFO ] [sig       ] [3088/3634] Forecasting STTK...
[2025-12-01T20:47:29.036193] [INFO ] [sig       ] Generating forecast for: STTK
[2025-12-01T20:47:29.036221] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STTK' from 'https://tdm.silogroup.org/data/derivative_storage/STTK.csv'.
[2025-12-01T20:47:29.047048] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'STTK'.
[2025-12-01T20:47:29.047385] [INFO ] [FORECASTER] Starting predict_future for STTK
[2025-12-01T20:47:29.048143] [DEBUG] [LOCAL     ] No optimal features file found for STTK: ./output/feature-sets/STTK.txt
[2025-12-01T20:47:29.048192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:29.048222] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:29.048247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:29.048301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:29.103195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:29.104029] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:29.104109] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:29.104144] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:29.222319] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:29.222470] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:29.222507] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:29.222535] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:29.225778] [DEBUG] [FORECASTER] STTK: Forecast T+1@11:T+2@11: UP (p=87.14%)
[2025-12-01T20:47:29.226047] [INFO ] [FORECASTER] Completed predict_future for STTK
[2025-12-01T20:47:29.226167] [INFO ] [sig       ] STTK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:29.367052] [INFO ] [LOCAL     ] Saved forecast: STTK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STTK.txt
[2025-12-01T20:47:29.367211] [INFO ] [sig       ] [3088/3634] Completed STTK in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-01T20:47:29.367249] [INFO ] [sig       ] [3089/3634] Forecasting STVN...
[2025-12-01T20:47:29.367276] [INFO ] [sig       ] Generating forecast for: STVN
[2025-12-01T20:47:29.367304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STVN' from 'https://tdm.silogroup.org/data/derivative_storage/STVN.csv'.
[2025-12-01T20:47:29.377785] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'STVN'.
[2025-12-01T20:47:29.378083] [INFO ] [FORECASTER] Starting predict_future for STVN
[2025-12-01T20:47:29.378853] [DEBUG] [LOCAL     ] No optimal features file found for STVN: ./output/feature-sets/STVN.txt
[2025-12-01T20:47:29.378902] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:29.378931] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:29.378955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:29.379008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:29.433109] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:29.433764] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:29.433838] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:29.433869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:29.547739] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:29.547885] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:29.547921] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:29.547964] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:29.551347] [DEBUG] [FORECASTER] STVN: Forecast T+1@11:T+2@11: UP (p=83.98%)
[2025-12-01T20:47:29.551635] [INFO ] [FORECASTER] Completed predict_future for STVN
[2025-12-01T20:47:29.551758] [INFO ] [sig       ] STVN: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:29.689889] [INFO ] [LOCAL     ] Saved forecast: STVN	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/STVN.txt
[2025-12-01T20:47:29.690035] [INFO ] [sig       ] [3089/3634] Completed STVN in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-01T20:47:29.690071] [INFO ] [sig       ] [3090/3634] Forecasting STWD...
[2025-12-01T20:47:29.690099] [INFO ] [sig       ] Generating forecast for: STWD
[2025-12-01T20:47:29.690129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STWD' from 'https://tdm.silogroup.org/data/derivative_storage/STWD.csv'.
[2025-12-01T20:47:29.701469] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STWD'.
[2025-12-01T20:47:29.701784] [INFO ] [FORECASTER] Starting predict_future for STWD
[2025-12-01T20:47:29.702534] [DEBUG] [LOCAL     ] No optimal features file found for STWD: ./output/feature-sets/STWD.txt
[2025-12-01T20:47:29.702602] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:29.702634] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:29.702660] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:29.702714] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:29.758982] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:29.759657] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:29.759732] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:29.759763] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:29.876867] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:29.877014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:29.877053] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:29.877081] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:29.880379] [DEBUG] [FORECASTER] STWD: Forecast T+1@11:T+2@11: DOWN (p=46.23%)
[2025-12-01T20:47:29.880670] [INFO ] [FORECASTER] Completed predict_future for STWD
[2025-12-01T20:47:29.880791] [INFO ] [sig       ] STWD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:30.024190] [INFO ] [LOCAL     ] Saved forecast: STWD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/STWD.txt
[2025-12-01T20:47:30.024343] [INFO ] [sig       ] [3090/3634] Completed STWD in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-01T20:47:30.024389] [INFO ] [sig       ] [3091/3634] Forecasting STX...
[2025-12-01T20:47:30.024419] [INFO ] [sig       ] Generating forecast for: STX
[2025-12-01T20:47:30.024449] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STX' from 'https://tdm.silogroup.org/data/derivative_storage/STX.csv'.
[2025-12-01T20:47:30.036205] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STX'.
[2025-12-01T20:47:30.036533] [INFO ] [FORECASTER] Starting predict_future for STX
[2025-12-01T20:47:30.037312] [DEBUG] [LOCAL     ] No optimal features file found for STX: ./output/feature-sets/STX.txt
[2025-12-01T20:47:30.037372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:30.037434] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:30.037463] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:30.037536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:30.093146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:30.093893] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:30.093969] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:30.094014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:30.217498] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:30.217670] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:30.217711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:30.217738] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:30.221103] [DEBUG] [FORECASTER] STX: Forecast T+1@11:T+2@11: UP (p=85.84%)
[2025-12-01T20:47:30.221403] [INFO ] [FORECASTER] Completed predict_future for STX
[2025-12-01T20:47:30.221526] [INFO ] [sig       ] STX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:30.357204] [INFO ] [LOCAL     ] Saved forecast: STX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/STX.txt
[2025-12-01T20:47:30.357331] [INFO ] [sig       ] [3091/3634] Completed STX in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-01T20:47:30.357367] [INFO ] [sig       ] [3092/3634] Forecasting STXE...
[2025-12-01T20:47:30.357394] [INFO ] [sig       ] Generating forecast for: STXE
[2025-12-01T20:47:30.357423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXE' from 'https://tdm.silogroup.org/data/derivative_storage/STXE.csv'.
[2025-12-01T20:47:30.368937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXE'.
[2025-12-01T20:47:30.369303] [INFO ] [FORECASTER] Starting predict_future for STXE
[2025-12-01T20:47:30.370112] [DEBUG] [LOCAL     ] No optimal features file found for STXE: ./output/feature-sets/STXE.txt
[2025-12-01T20:47:30.370172] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:30.370209] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:30.370239] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:30.370294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:30.424833] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:30.425463] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:30.425540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:30.425587] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:30.534987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:30.535140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:30.535177] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:30.535203] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:30.538549] [DEBUG] [FORECASTER] STXE: Forecast T+1@11:T+2@11: DOWN (p=48.41%)
[2025-12-01T20:47:30.538830] [INFO ] [FORECASTER] Completed predict_future for STXE
[2025-12-01T20:47:30.538950] [INFO ] [sig       ] STXE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:30.676247] [INFO ] [LOCAL     ] Saved forecast: STXE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/STXE.txt
[2025-12-01T20:47:30.676376] [INFO ] [sig       ] [3092/3634] Completed STXE in 0.3s | 2.99 sym/s | Total: 17.2m | ETA: 3.0m
[2025-12-01T20:47:30.676412] [INFO ] [sig       ] [3093/3634] Forecasting STXG...
[2025-12-01T20:47:30.676439] [INFO ] [sig       ] Generating forecast for: STXG
[2025-12-01T20:47:30.676468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STXG' from 'https://tdm.silogroup.org/data/derivative_storage/STXG.csv'.
[2025-12-01T20:47:30.687592] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STXG'.
[2025-12-01T20:47:30.687903] [INFO ] [FORECASTER] Starting predict_future for STXG
[2025-12-01T20:47:30.688666] [DEBUG] [LOCAL     ] No optimal features file found for STXG: ./output/feature-sets/STXG.txt
[2025-12-01T20:47:30.688713] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:30.688743] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:30.688780] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:30.688835] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:30.743678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:30.744315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:30.744389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:30.744419] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:30.852447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:30.852608] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:30.852647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:30.852673] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:30.855894] [DEBUG] [FORECASTER] STXG: Forecast T+1@11:T+2@11: UP (p=75.78%)
[2025-12-01T20:47:30.856172] [INFO ] [FORECASTER] Completed predict_future for STXG
[2025-12-01T20:47:30.856311] [INFO ] [sig       ] STXG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:30.993045] [INFO ] [LOCAL     ] Saved forecast: STXG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/STXG.txt
[2025-12-01T20:47:30.993164] [INFO ] [sig       ] [3093/3634] Completed STXG in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-01T20:47:30.993200] [INFO ] [sig       ] [3094/3634] Forecasting STZ...
[2025-12-01T20:47:30.993228] [INFO ] [sig       ] Generating forecast for: STZ
[2025-12-01T20:47:30.993257] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'STZ' from 'https://tdm.silogroup.org/data/derivative_storage/STZ.csv'.
[2025-12-01T20:47:31.004878] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'STZ'.
[2025-12-01T20:47:31.005250] [INFO ] [FORECASTER] Starting predict_future for STZ
[2025-12-01T20:47:31.006021] [DEBUG] [LOCAL     ] No optimal features file found for STZ: ./output/feature-sets/STZ.txt
[2025-12-01T20:47:31.006070] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:31.006100] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:31.006124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:31.006177] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:31.061892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:31.062790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:31.062875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:31.062908] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:31.180445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:31.180623] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:31.180662] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:31.180725] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:31.184007] [DEBUG] [FORECASTER] STZ: Forecast T+1@11:T+2@11: DOWN (p=48.71%)
[2025-12-01T20:47:31.184281] [INFO ] [FORECASTER] Completed predict_future for STZ
[2025-12-01T20:47:31.184405] [INFO ] [sig       ] STZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:31.323927] [INFO ] [LOCAL     ] Saved forecast: STZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/STZ.txt
[2025-12-01T20:47:31.324054] [INFO ] [sig       ] [3094/3634] Completed STZ in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-01T20:47:31.324089] [INFO ] [sig       ] [3095/3634] Forecasting SUI...
[2025-12-01T20:47:31.324118] [INFO ] [sig       ] Generating forecast for: SUI
[2025-12-01T20:47:31.324145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUI' from 'https://tdm.silogroup.org/data/derivative_storage/SUI.csv'.
[2025-12-01T20:47:31.336134] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUI'.
[2025-12-01T20:47:31.336509] [INFO ] [FORECASTER] Starting predict_future for SUI
[2025-12-01T20:47:31.337304] [DEBUG] [LOCAL     ] No optimal features file found for SUI: ./output/feature-sets/SUI.txt
[2025-12-01T20:47:31.337354] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:31.337383] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:31.337407] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:31.337461] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:31.394977] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:31.395891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:31.395979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:31.396011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:31.513666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:31.513809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:31.513846] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:31.513872] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:31.517106] [DEBUG] [FORECASTER] SUI: Forecast T+1@11:T+2@11: UP (p=62.54%)
[2025-12-01T20:47:31.517390] [INFO ] [FORECASTER] Completed predict_future for SUI
[2025-12-01T20:47:31.517512] [INFO ] [sig       ] SUI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:31.655174] [INFO ] [LOCAL     ] Saved forecast: SUI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SUI.txt
[2025-12-01T20:47:31.655319] [INFO ] [sig       ] [3095/3634] Completed SUI in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-01T20:47:31.655356] [INFO ] [sig       ] [3096/3634] Forecasting SUN...
[2025-12-01T20:47:31.655384] [INFO ] [sig       ] Generating forecast for: SUN
[2025-12-01T20:47:31.655412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUN.csv'.
[2025-12-01T20:47:31.666045] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SUN'.
[2025-12-01T20:47:31.666338] [INFO ] [FORECASTER] Starting predict_future for SUN
[2025-12-01T20:47:31.667079] [DEBUG] [LOCAL     ] No optimal features file found for SUN: ./output/feature-sets/SUN.txt
[2025-12-01T20:47:31.667128] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:31.667161] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:31.667186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:31.667241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:31.721858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:31.722477] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:31.722551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:31.722599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:31.840265] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:31.840415] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:31.840452] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:31.840481] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:31.843734] [DEBUG] [FORECASTER] SUN: Forecast T+1@11:T+2@11: DOWN (p=4.10%)
[2025-12-01T20:47:31.843997] [INFO ] [FORECASTER] Completed predict_future for SUN
[2025-12-01T20:47:31.844124] [INFO ] [sig       ] SUN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:31.981066] [INFO ] [LOCAL     ] Saved forecast: SUN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SUN.txt
[2025-12-01T20:47:31.981218] [INFO ] [sig       ] [3096/3634] Completed SUN in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-01T20:47:31.981255] [INFO ] [sig       ] [3097/3634] Forecasting SUNS...
[2025-12-01T20:47:31.981283] [INFO ] [sig       ] Generating forecast for: SUNS
[2025-12-01T20:47:31.981326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUNS' from 'https://tdm.silogroup.org/data/derivative_storage/SUNS.csv'.
[2025-12-01T20:47:31.992389] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SUNS'.
[2025-12-01T20:47:31.992713] [INFO ] [FORECASTER] Starting predict_future for SUNS
[2025-12-01T20:47:31.993462] [DEBUG] [LOCAL     ] No optimal features file found for SUNS: ./output/feature-sets/SUNS.txt
[2025-12-01T20:47:31.993512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:31.993542] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:31.993588] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:31.993653] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:32.049969] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:32.050707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:32.050786] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:32.050819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:32.171218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:32.171398] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:32.171442] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:32.171470] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:32.174777] [DEBUG] [FORECASTER] SUNS: Forecast T+1@11:T+2@11: DOWN (p=9.00%)
[2025-12-01T20:47:32.175040] [INFO ] [FORECASTER] Completed predict_future for SUNS
[2025-12-01T20:47:32.175156] [INFO ] [sig       ] SUNS: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:32.310845] [INFO ] [LOCAL     ] Saved forecast: SUNS	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/SUNS.txt
[2025-12-01T20:47:32.310977] [INFO ] [sig       ] [3097/3634] Completed SUNS in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-01T20:47:32.311016] [INFO ] [sig       ] [3098/3634] Forecasting SUPN...
[2025-12-01T20:47:32.311044] [INFO ] [sig       ] Generating forecast for: SUPN
[2025-12-01T20:47:32.311073] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUPN' from 'https://tdm.silogroup.org/data/derivative_storage/SUPN.csv'.
[2025-12-01T20:47:32.323681] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUPN'.
[2025-12-01T20:47:32.324016] [INFO ] [FORECASTER] Starting predict_future for SUPN
[2025-12-01T20:47:32.324832] [DEBUG] [LOCAL     ] No optimal features file found for SUPN: ./output/feature-sets/SUPN.txt
[2025-12-01T20:47:32.324883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:32.324914] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:32.324941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:32.324996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:32.380302] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:32.381103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:32.381183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:32.381217] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:32.500112] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:32.500274] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:32.500317] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:32.500345] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:32.503531] [DEBUG] [FORECASTER] SUPN: Forecast T+1@11:T+2@11: UP (p=51.41%)
[2025-12-01T20:47:32.503834] [INFO ] [FORECASTER] Completed predict_future for SUPN
[2025-12-01T20:47:32.503954] [INFO ] [sig       ] SUPN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:32.642518] [INFO ] [LOCAL     ] Saved forecast: SUPN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SUPN.txt
[2025-12-01T20:47:32.642669] [INFO ] [sig       ] [3098/3634] Completed SUPN in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-01T20:47:32.642707] [INFO ] [sig       ] [3099/3634] Forecasting SURG...
[2025-12-01T20:47:32.642736] [INFO ] [sig       ] Generating forecast for: SURG
[2025-12-01T20:47:32.642764] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SURG' from 'https://tdm.silogroup.org/data/derivative_storage/SURG.csv'.
[2025-12-01T20:47:32.653446] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SURG'.
[2025-12-01T20:47:32.653763] [INFO ] [FORECASTER] Starting predict_future for SURG
[2025-12-01T20:47:32.654540] [DEBUG] [LOCAL     ] No optimal features file found for SURG: ./output/feature-sets/SURG.txt
[2025-12-01T20:47:32.654614] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:32.654650] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:32.654679] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:32.654737] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:32.711551] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:32.712226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:32.712303] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:32.712333] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:32.828297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:32.828461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:32.828501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:32.828529] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:32.831926] [DEBUG] [FORECASTER] SURG: Forecast T+1@11:T+2@11: DOWN (p=37.33%)
[2025-12-01T20:47:32.832206] [INFO ] [FORECASTER] Completed predict_future for SURG
[2025-12-01T20:47:32.832329] [INFO ] [sig       ] SURG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:32.970142] [INFO ] [LOCAL     ] Saved forecast: SURG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SURG.txt
[2025-12-01T20:47:32.970281] [INFO ] [sig       ] [3099/3634] Completed SURG in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-01T20:47:32.970325] [INFO ] [sig       ] [3100/3634] Forecasting SUSB...
[2025-12-01T20:47:32.970353] [INFO ] [sig       ] Generating forecast for: SUSB
[2025-12-01T20:47:32.970381] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSB' from 'https://tdm.silogroup.org/data/derivative_storage/SUSB.csv'.
[2025-12-01T20:47:32.981364] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSB'.
[2025-12-01T20:47:32.981670] [INFO ] [FORECASTER] Starting predict_future for SUSB
[2025-12-01T20:47:32.982425] [DEBUG] [LOCAL     ] No optimal features file found for SUSB: ./output/feature-sets/SUSB.txt
[2025-12-01T20:47:32.982476] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:32.982508] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:32.982535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:32.982614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:33.037316] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:33.037972] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:33.038050] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:33.038084] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:33.154815] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:33.154955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:33.154991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:33.155018] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:33.158210] [DEBUG] [FORECASTER] SUSB: Forecast T+1@11:T+2@11: UP (p=72.98%)
[2025-12-01T20:47:33.158498] [INFO ] [FORECASTER] Completed predict_future for SUSB
[2025-12-01T20:47:33.158638] [INFO ] [sig       ] SUSB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:33.296208] [INFO ] [LOCAL     ] Saved forecast: SUSB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SUSB.txt
[2025-12-01T20:47:33.296343] [INFO ] [sig       ] [3100/3634] Completed SUSB in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-01T20:47:33.296381] [INFO ] [sig       ] [3101/3634] Forecasting SUSC...
[2025-12-01T20:47:33.296409] [INFO ] [sig       ] Generating forecast for: SUSC
[2025-12-01T20:47:33.296437] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSC' from 'https://tdm.silogroup.org/data/derivative_storage/SUSC.csv'.
[2025-12-01T20:47:33.307785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSC'.
[2025-12-01T20:47:33.308084] [INFO ] [FORECASTER] Starting predict_future for SUSC
[2025-12-01T20:47:33.308886] [DEBUG] [LOCAL     ] No optimal features file found for SUSC: ./output/feature-sets/SUSC.txt
[2025-12-01T20:47:33.308937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:33.308968] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:33.308995] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:33.309050] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:33.364935] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:33.365591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:33.365709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:33.365744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:33.482266] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:33.482407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:33.482444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:33.482472] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:33.485718] [DEBUG] [FORECASTER] SUSC: Forecast T+1@11:T+2@11: UP (p=71.07%)
[2025-12-01T20:47:33.485978] [INFO ] [FORECASTER] Completed predict_future for SUSC
[2025-12-01T20:47:33.486094] [INFO ] [sig       ] SUSC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:33.623546] [INFO ] [LOCAL     ] Saved forecast: SUSC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SUSC.txt
[2025-12-01T20:47:33.623713] [INFO ] [sig       ] [3101/3634] Completed SUSC in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-01T20:47:33.623752] [INFO ] [sig       ] [3102/3634] Forecasting SUSL...
[2025-12-01T20:47:33.623781] [INFO ] [sig       ] Generating forecast for: SUSL
[2025-12-01T20:47:33.623809] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUSL' from 'https://tdm.silogroup.org/data/derivative_storage/SUSL.csv'.
[2025-12-01T20:47:33.635252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUSL'.
[2025-12-01T20:47:33.635625] [INFO ] [FORECASTER] Starting predict_future for SUSL
[2025-12-01T20:47:33.636381] [DEBUG] [LOCAL     ] No optimal features file found for SUSL: ./output/feature-sets/SUSL.txt
[2025-12-01T20:47:33.636431] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:33.636462] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:33.636490] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:33.636546] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:33.690726] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:33.691344] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:33.691420] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:33.691450] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:33.803743] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:33.803877] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:33.803914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:33.803941] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:33.807170] [DEBUG] [FORECASTER] SUSL: Forecast T+1@11:T+2@11: UP (p=77.52%)
[2025-12-01T20:47:33.807427] [INFO ] [FORECASTER] Completed predict_future for SUSL
[2025-12-01T20:47:33.807543] [INFO ] [sig       ] SUSL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:33.944323] [INFO ] [LOCAL     ] Saved forecast: SUSL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SUSL.txt
[2025-12-01T20:47:33.944451] [INFO ] [sig       ] [3102/3634] Completed SUSL in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-01T20:47:33.944488] [INFO ] [sig       ] [3103/3634] Forecasting SUUN...
[2025-12-01T20:47:33.944517] [INFO ] [sig       ] Generating forecast for: SUUN
[2025-12-01T20:47:33.944544] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUUN' from 'https://tdm.silogroup.org/data/derivative_storage/SUUN.csv'.
[2025-12-01T20:47:33.955717] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUUN'.
[2025-12-01T20:47:33.956024] [INFO ] [FORECASTER] Starting predict_future for SUUN
[2025-12-01T20:47:33.956806] [DEBUG] [LOCAL     ] No optimal features file found for SUUN: ./output/feature-sets/SUUN.txt
[2025-12-01T20:47:33.956856] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:33.956885] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:33.956911] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:33.956966] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:34.013670] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:34.014348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:34.014428] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:34.014459] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:34.141024] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:34.141198] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:34.141237] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:34.141265] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:34.144595] [DEBUG] [FORECASTER] SUUN: Forecast T+1@11:T+2@11: UP (p=56.42%)
[2025-12-01T20:47:34.144870] [INFO ] [FORECASTER] Completed predict_future for SUUN
[2025-12-01T20:47:34.144989] [INFO ] [sig       ] SUUN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:34.284143] [INFO ] [LOCAL     ] Saved forecast: SUUN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SUUN.txt
[2025-12-01T20:47:34.284284] [INFO ] [sig       ] [3103/3634] Completed SUUN in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-01T20:47:34.284321] [INFO ] [sig       ] [3104/3634] Forecasting SUZ...
[2025-12-01T20:47:34.284348] [INFO ] [sig       ] Generating forecast for: SUZ
[2025-12-01T20:47:34.284378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SUZ' from 'https://tdm.silogroup.org/data/derivative_storage/SUZ.csv'.
[2025-12-01T20:47:34.295893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SUZ'.
[2025-12-01T20:47:34.296156] [INFO ] [FORECASTER] Starting predict_future for SUZ
[2025-12-01T20:47:34.296889] [DEBUG] [LOCAL     ] No optimal features file found for SUZ: ./output/feature-sets/SUZ.txt
[2025-12-01T20:47:34.296937] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:34.296967] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:34.296993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:34.297047] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:34.352927] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:34.353632] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:34.353709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:34.353740] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:34.476987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:34.477130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:34.477168] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:34.477196] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:34.480556] [DEBUG] [FORECASTER] SUZ: Forecast T+1@11:T+2@11: DOWN (p=17.49%)
[2025-12-01T20:47:34.480835] [INFO ] [FORECASTER] Completed predict_future for SUZ
[2025-12-01T20:47:34.480954] [INFO ] [sig       ] SUZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:34.622179] [INFO ] [LOCAL     ] Saved forecast: SUZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SUZ.txt
[2025-12-01T20:47:34.622373] [INFO ] [sig       ] [3104/3634] Completed SUZ in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-01T20:47:34.622418] [INFO ] [sig       ] [3105/3634] Forecasting SVC...
[2025-12-01T20:47:34.622447] [INFO ] [sig       ] Generating forecast for: SVC
[2025-12-01T20:47:34.622476] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVC' from 'https://tdm.silogroup.org/data/derivative_storage/SVC.csv'.
[2025-12-01T20:47:34.634638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVC'.
[2025-12-01T20:47:34.634958] [INFO ] [FORECASTER] Starting predict_future for SVC
[2025-12-01T20:47:34.635697] [DEBUG] [LOCAL     ] No optimal features file found for SVC: ./output/feature-sets/SVC.txt
[2025-12-01T20:47:34.635745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:34.635775] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:34.635800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:34.635854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:34.691468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:34.692356] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:34.692460] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:34.692491] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:34.809566] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:34.809752] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:34.809805] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:34.809840] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:34.813146] [DEBUG] [FORECASTER] SVC: Forecast T+1@11:T+2@11: UP (p=99.04%)
[2025-12-01T20:47:34.813413] [INFO ] [FORECASTER] Completed predict_future for SVC
[2025-12-01T20:47:34.813534] [INFO ] [sig       ] SVC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:34.953257] [INFO ] [LOCAL     ] Saved forecast: SVC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SVC.txt
[2025-12-01T20:47:34.953384] [INFO ] [sig       ] [3105/3634] Completed SVC in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 3.0m
[2025-12-01T20:47:34.953421] [INFO ] [sig       ] [3106/3634] Forecasting SVCO...
[2025-12-01T20:47:34.953448] [INFO ] [sig       ] Generating forecast for: SVCO
[2025-12-01T20:47:34.953477] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVCO' from 'https://tdm.silogroup.org/data/derivative_storage/SVCO.csv'.
[2025-12-01T20:47:34.965616] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVCO'.
[2025-12-01T20:47:34.966031] [INFO ] [FORECASTER] Starting predict_future for SVCO
[2025-12-01T20:47:34.966853] [DEBUG] [LOCAL     ] No optimal features file found for SVCO: ./output/feature-sets/SVCO.txt
[2025-12-01T20:47:34.966923] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:34.966955] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:34.966981] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:34.967052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:35.024951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:35.025813] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:35.025902] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:35.025948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:35.149403] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:35.149556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:35.149622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:35.149651] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:35.153038] [DEBUG] [FORECASTER] SVCO: Forecast T+1@11:T+2@11: UP (p=96.67%)
[2025-12-01T20:47:35.153318] [INFO ] [FORECASTER] Completed predict_future for SVCO
[2025-12-01T20:47:35.153443] [INFO ] [sig       ] SVCO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:35.293447] [INFO ] [LOCAL     ] Saved forecast: SVCO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SVCO.txt
[2025-12-01T20:47:35.293616] [INFO ] [sig       ] [3106/3634] Completed SVCO in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-01T20:47:35.293656] [INFO ] [sig       ] [3107/3634] Forecasting SVRA...
[2025-12-01T20:47:35.293685] [INFO ] [sig       ] Generating forecast for: SVRA
[2025-12-01T20:47:35.293713] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SVRA' from 'https://tdm.silogroup.org/data/derivative_storage/SVRA.csv'.
[2025-12-01T20:47:35.307074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SVRA'.
[2025-12-01T20:47:35.307652] [INFO ] [FORECASTER] Starting predict_future for SVRA
[2025-12-01T20:47:35.308636] [DEBUG] [LOCAL     ] No optimal features file found for SVRA: ./output/feature-sets/SVRA.txt
[2025-12-01T20:47:35.308691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:35.308725] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:35.308750] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:35.308809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:35.367971] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:35.369199] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:35.369312] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:35.369345] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:35.489080] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:35.489310] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:35.489350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:35.489378] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:35.493120] [DEBUG] [FORECASTER] SVRA: Forecast T+1@11:T+2@11: DOWN (p=27.41%)
[2025-12-01T20:47:35.493419] [INFO ] [FORECASTER] Completed predict_future for SVRA
[2025-12-01T20:47:35.493550] [INFO ] [sig       ] SVRA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:35.638253] [INFO ] [LOCAL     ] Saved forecast: SVRA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SVRA.txt
[2025-12-01T20:47:35.638476] [INFO ] [sig       ] [3107/3634] Completed SVRA in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-01T20:47:35.638517] [INFO ] [sig       ] [3108/3634] Forecasting SWBI...
[2025-12-01T20:47:35.638546] [INFO ] [sig       ] Generating forecast for: SWBI
[2025-12-01T20:47:35.638593] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWBI' from 'https://tdm.silogroup.org/data/derivative_storage/SWBI.csv'.
[2025-12-01T20:47:35.651796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWBI'.
[2025-12-01T20:47:35.652390] [INFO ] [FORECASTER] Starting predict_future for SWBI
[2025-12-01T20:47:35.653316] [DEBUG] [LOCAL     ] No optimal features file found for SWBI: ./output/feature-sets/SWBI.txt
[2025-12-01T20:47:35.653376] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:35.653449] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:35.653488] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:35.653592] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:35.710924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:35.712123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:35.712222] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:35.712253] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:35.832424] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:35.832673] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:35.832716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:35.832743] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:35.836481] [DEBUG] [FORECASTER] SWBI: Forecast T+1@11:T+2@11: UP (p=79.30%)
[2025-12-01T20:47:35.836797] [INFO ] [FORECASTER] Completed predict_future for SWBI
[2025-12-01T20:47:35.836928] [INFO ] [sig       ] SWBI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:35.977771] [INFO ] [LOCAL     ] Saved forecast: SWBI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SWBI.txt
[2025-12-01T20:47:35.977981] [INFO ] [sig       ] [3108/3634] Completed SWBI in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-01T20:47:35.978025] [INFO ] [sig       ] [3109/3634] Forecasting SWIM...
[2025-12-01T20:47:35.978056] [INFO ] [sig       ] Generating forecast for: SWIM
[2025-12-01T20:47:35.978087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWIM' from 'https://tdm.silogroup.org/data/derivative_storage/SWIM.csv'.
[2025-12-01T20:47:35.990721] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWIM'.
[2025-12-01T20:47:35.991153] [INFO ] [FORECASTER] Starting predict_future for SWIM
[2025-12-01T20:47:35.992013] [DEBUG] [LOCAL     ] No optimal features file found for SWIM: ./output/feature-sets/SWIM.txt
[2025-12-01T20:47:35.992061] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:35.992092] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:35.992117] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:35.992173] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:36.047354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:36.048711] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:36.048817] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:36.048850] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:36.169365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:36.169620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:36.169664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:36.169692] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:36.173473] [DEBUG] [FORECASTER] SWIM: Forecast T+1@11:T+2@11: DOWN (p=29.38%)
[2025-12-01T20:47:36.173806] [INFO ] [FORECASTER] Completed predict_future for SWIM
[2025-12-01T20:47:36.173944] [INFO ] [sig       ] SWIM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:36.315381] [INFO ] [LOCAL     ] Saved forecast: SWIM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SWIM.txt
[2025-12-01T20:47:36.315587] [INFO ] [sig       ] [3109/3634] Completed SWIM in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-01T20:47:36.315638] [INFO ] [sig       ] [3110/3634] Forecasting SWK...
[2025-12-01T20:47:36.315668] [INFO ] [sig       ] Generating forecast for: SWK
[2025-12-01T20:47:36.315698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWK' from 'https://tdm.silogroup.org/data/derivative_storage/SWK.csv'.
[2025-12-01T20:47:36.331761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWK'.
[2025-12-01T20:47:36.332240] [INFO ] [FORECASTER] Starting predict_future for SWK
[2025-12-01T20:47:36.333168] [DEBUG] [LOCAL     ] No optimal features file found for SWK: ./output/feature-sets/SWK.txt
[2025-12-01T20:47:36.333232] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:36.333280] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:36.333318] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:36.333406] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:36.396742] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:36.397751] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:36.397833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:36.397865] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:36.514834] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:36.514945] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:36.514979] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:36.515005] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:36.518134] [DEBUG] [FORECASTER] SWK: Forecast T+1@11:T+2@11: UP (p=87.44%)
[2025-12-01T20:47:36.518436] [INFO ] [FORECASTER] Completed predict_future for SWK
[2025-12-01T20:47:36.518566] [INFO ] [sig       ] SWK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:36.653891] [INFO ] [LOCAL     ] Saved forecast: SWK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SWK.txt
[2025-12-01T20:47:36.654005] [INFO ] [sig       ] [3110/3634] Completed SWK in 0.3s | 2.99 sym/s | Total: 17.3m | ETA: 2.9m
[2025-12-01T20:47:36.654041] [INFO ] [sig       ] [3111/3634] Forecasting SWKS...
[2025-12-01T20:47:36.654068] [INFO ] [sig       ] Generating forecast for: SWKS
[2025-12-01T20:47:36.654097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWKS' from 'https://tdm.silogroup.org/data/derivative_storage/SWKS.csv'.
[2025-12-01T20:47:36.667232] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWKS'.
[2025-12-01T20:47:36.667827] [INFO ] [FORECASTER] Starting predict_future for SWKS
[2025-12-01T20:47:36.668793] [DEBUG] [LOCAL     ] No optimal features file found for SWKS: ./output/feature-sets/SWKS.txt
[2025-12-01T20:47:36.668844] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:36.668875] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:36.668900] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:36.668955] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:36.724716] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:36.725883] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:36.725987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:36.726024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:36.849264] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:36.849504] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:36.849546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:36.849644] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:36.853655] [DEBUG] [FORECASTER] SWKS: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-12-01T20:47:36.854010] [INFO ] [FORECASTER] Completed predict_future for SWKS
[2025-12-01T20:47:36.854160] [INFO ] [sig       ] SWKS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:36.995162] [INFO ] [LOCAL     ] Saved forecast: SWKS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SWKS.txt
[2025-12-01T20:47:36.995380] [INFO ] [sig       ] [3111/3634] Completed SWKS in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-01T20:47:36.995421] [INFO ] [sig       ] [3112/3634] Forecasting SWX...
[2025-12-01T20:47:36.995450] [INFO ] [sig       ] Generating forecast for: SWX
[2025-12-01T20:47:36.995480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWX' from 'https://tdm.silogroup.org/data/derivative_storage/SWX.csv'.
[2025-12-01T20:47:37.007615] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SWX'.
[2025-12-01T20:47:37.007935] [INFO ] [FORECASTER] Starting predict_future for SWX
[2025-12-01T20:47:37.008775] [DEBUG] [LOCAL     ] No optimal features file found for SWX: ./output/feature-sets/SWX.txt
[2025-12-01T20:47:37.008824] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:37.008854] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:37.008879] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:37.008933] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:37.064560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:37.065192] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:37.065271] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:37.065302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:37.180767] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:37.180871] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:37.180905] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:37.180932] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:37.183955] [DEBUG] [FORECASTER] SWX: Forecast T+1@11:T+2@11: DOWN (p=10.47%)
[2025-12-01T20:47:37.184213] [INFO ] [FORECASTER] Completed predict_future for SWX
[2025-12-01T20:47:37.184336] [INFO ] [sig       ] SWX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:37.320876] [INFO ] [LOCAL     ] Saved forecast: SWX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SWX.txt
[2025-12-01T20:47:37.320987] [INFO ] [sig       ] [3112/3634] Completed SWX in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-01T20:47:37.321022] [INFO ] [sig       ] [3113/3634] Forecasting SWZ...
[2025-12-01T20:47:37.321049] [INFO ] [sig       ] Generating forecast for: SWZ
[2025-12-01T20:47:37.321077] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SWZ' from 'https://tdm.silogroup.org/data/derivative_storage/SWZ.csv'.
[2025-12-01T20:47:37.336489] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SWZ'.
[2025-12-01T20:47:37.337023] [INFO ] [FORECASTER] Starting predict_future for SWZ
[2025-12-01T20:47:37.338115] [DEBUG] [LOCAL     ] No optimal features file found for SWZ: ./output/feature-sets/SWZ.txt
[2025-12-01T20:47:37.338179] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:37.338225] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:37.338266] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:37.338370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:37.400320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:37.401375] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:37.401473] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:37.401505] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:37.513535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:37.513741] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:37.513804] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:37.513834] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:37.517686] [DEBUG] [FORECASTER] SWZ: Forecast T+1@11:T+2@11: UP (p=94.91%)
[2025-12-01T20:47:37.517990] [INFO ] [FORECASTER] Completed predict_future for SWZ
[2025-12-01T20:47:37.518124] [INFO ] [sig       ] SWZ: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:37.663014] [INFO ] [LOCAL     ] Saved forecast: SWZ	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SWZ.txt
[2025-12-01T20:47:37.663274] [INFO ] [sig       ] [3113/3634] Completed SWZ in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-01T20:47:37.663332] [INFO ] [sig       ] [3114/3634] Forecasting SXC...
[2025-12-01T20:47:37.663387] [INFO ] [sig       ] Generating forecast for: SXC
[2025-12-01T20:47:37.663430] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXC' from 'https://tdm.silogroup.org/data/derivative_storage/SXC.csv'.
[2025-12-01T20:47:37.675106] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SXC'.
[2025-12-01T20:47:37.675462] [INFO ] [FORECASTER] Starting predict_future for SXC
[2025-12-01T20:47:37.676261] [DEBUG] [LOCAL     ] No optimal features file found for SXC: ./output/feature-sets/SXC.txt
[2025-12-01T20:47:37.676310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:37.676339] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:37.676364] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:37.676418] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:37.730868] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:37.731853] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:37.731944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:37.731977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:37.854077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:37.854254] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:37.854300] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:37.854333] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:37.857817] [DEBUG] [FORECASTER] SXC: Forecast T+1@11:T+2@11: UP (p=59.19%)
[2025-12-01T20:47:37.858089] [INFO ] [FORECASTER] Completed predict_future for SXC
[2025-12-01T20:47:37.858209] [INFO ] [sig       ] SXC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:37.996953] [INFO ] [LOCAL     ] Saved forecast: SXC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SXC.txt
[2025-12-01T20:47:37.997085] [INFO ] [sig       ] [3114/3634] Completed SXC in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-01T20:47:37.997122] [INFO ] [sig       ] [3115/3634] Forecasting SXI...
[2025-12-01T20:47:37.997149] [INFO ] [sig       ] Generating forecast for: SXI
[2025-12-01T20:47:37.997176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXI' from 'https://tdm.silogroup.org/data/derivative_storage/SXI.csv'.
[2025-12-01T20:47:38.008354] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXI'.
[2025-12-01T20:47:38.008697] [INFO ] [FORECASTER] Starting predict_future for SXI
[2025-12-01T20:47:38.009438] [DEBUG] [LOCAL     ] No optimal features file found for SXI: ./output/feature-sets/SXI.txt
[2025-12-01T20:47:38.009487] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:38.009516] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:38.009542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:38.009615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:38.064121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:38.064748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:38.064840] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:38.064871] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:38.181889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:38.182038] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:38.182077] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:38.182110] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:38.185428] [DEBUG] [FORECASTER] SXI: Forecast T+1@11:T+2@11: UP (p=76.19%)
[2025-12-01T20:47:38.185712] [INFO ] [FORECASTER] Completed predict_future for SXI
[2025-12-01T20:47:38.185832] [INFO ] [sig       ] SXI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:38.324168] [INFO ] [LOCAL     ] Saved forecast: SXI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SXI.txt
[2025-12-01T20:47:38.324284] [INFO ] [sig       ] [3115/3634] Completed SXI in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-01T20:47:38.324327] [INFO ] [sig       ] [3116/3634] Forecasting SXTC...
[2025-12-01T20:47:38.324360] [INFO ] [sig       ] Generating forecast for: SXTC
[2025-12-01T20:47:38.324393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SXTC' from 'https://tdm.silogroup.org/data/derivative_storage/SXTC.csv'.
[2025-12-01T20:47:38.335949] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SXTC'.
[2025-12-01T20:47:38.336238] [INFO ] [FORECASTER] Starting predict_future for SXTC
[2025-12-01T20:47:38.337031] [DEBUG] [LOCAL     ] No optimal features file found for SXTC: ./output/feature-sets/SXTC.txt
[2025-12-01T20:47:38.337080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:38.337109] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:38.337134] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:38.337188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:38.394087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:38.394708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:38.394784] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:38.394815] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:38.514144] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:38.514287] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:38.514325] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:38.514351] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:38.517564] [DEBUG] [FORECASTER] SXTC: Forecast T+1@11:T+2@11: DOWN (p=7.19%)
[2025-12-01T20:47:38.517839] [INFO ] [FORECASTER] Completed predict_future for SXTC
[2025-12-01T20:47:38.517960] [INFO ] [sig       ] SXTC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:38.660308] [INFO ] [LOCAL     ] Saved forecast: SXTC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SXTC.txt
[2025-12-01T20:47:38.660445] [INFO ] [sig       ] [3116/3634] Completed SXTC in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-01T20:47:38.660483] [INFO ] [sig       ] [3117/3634] Forecasting SY...
[2025-12-01T20:47:38.660510] [INFO ] [sig       ] Generating forecast for: SY
[2025-12-01T20:47:38.660537] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SY' from 'https://tdm.silogroup.org/data/derivative_storage/SY.csv'.
[2025-12-01T20:47:38.672034] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'SY'.
[2025-12-01T20:47:38.672379] [INFO ] [FORECASTER] Starting predict_future for SY
[2025-12-01T20:47:38.673140] [DEBUG] [LOCAL     ] No optimal features file found for SY: ./output/feature-sets/SY.txt
[2025-12-01T20:47:38.673188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:38.673228] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:38.673254] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:38.673308] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:38.728972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:38.729648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:38.729727] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:38.729759] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:38.845467] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:38.845610] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:38.845648] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:38.845675] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:38.849149] [DEBUG] [FORECASTER] SY: Forecast T+1@11:T+2@11: UP (p=99.23%)
[2025-12-01T20:47:38.849415] [INFO ] [FORECASTER] Completed predict_future for SY
[2025-12-01T20:47:38.849533] [INFO ] [sig       ] SY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:38.987060] [INFO ] [LOCAL     ] Saved forecast: SY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/SY.txt
[2025-12-01T20:47:38.987188] [INFO ] [sig       ] [3117/3634] Completed SY in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-01T20:47:38.987224] [INFO ] [sig       ] [3118/3634] Forecasting SYF...
[2025-12-01T20:47:38.987253] [INFO ] [sig       ] Generating forecast for: SYF
[2025-12-01T20:47:38.987307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYF' from 'https://tdm.silogroup.org/data/derivative_storage/SYF.csv'.
[2025-12-01T20:47:38.998243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYF'.
[2025-12-01T20:47:38.998538] [INFO ] [FORECASTER] Starting predict_future for SYF
[2025-12-01T20:47:38.999287] [DEBUG] [LOCAL     ] No optimal features file found for SYF: ./output/feature-sets/SYF.txt
[2025-12-01T20:47:38.999337] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:38.999366] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:38.999392] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:38.999446] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:39.056004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:39.056622] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:39.056698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:39.056756] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:39.182827] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:39.182974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:39.183012] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:39.183040] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:39.186463] [DEBUG] [FORECASTER] SYF: Forecast T+1@11:T+2@11: UP (p=79.74%)
[2025-12-01T20:47:39.186747] [INFO ] [FORECASTER] Completed predict_future for SYF
[2025-12-01T20:47:39.186872] [INFO ] [sig       ] SYF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:39.331710] [INFO ] [LOCAL     ] Saved forecast: SYF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SYF.txt
[2025-12-01T20:47:39.331840] [INFO ] [sig       ] [3118/3634] Completed SYF in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-01T20:47:39.331876] [INFO ] [sig       ] [3119/3634] Forecasting SYK...
[2025-12-01T20:47:39.331903] [INFO ] [sig       ] Generating forecast for: SYK
[2025-12-01T20:47:39.331932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYK' from 'https://tdm.silogroup.org/data/derivative_storage/SYK.csv'.
[2025-12-01T20:47:39.342702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYK'.
[2025-12-01T20:47:39.342981] [INFO ] [FORECASTER] Starting predict_future for SYK
[2025-12-01T20:47:39.343727] [DEBUG] [LOCAL     ] No optimal features file found for SYK: ./output/feature-sets/SYK.txt
[2025-12-01T20:47:39.343776] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:39.343806] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:39.343832] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:39.343885] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:39.398701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:39.399407] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:39.399486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:39.399517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:39.515830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:39.515989] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:39.516026] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:39.516054] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:39.519347] [DEBUG] [FORECASTER] SYK: Forecast T+1@11:T+2@11: UP (p=68.49%)
[2025-12-01T20:47:39.519647] [INFO ] [FORECASTER] Completed predict_future for SYK
[2025-12-01T20:47:39.519764] [INFO ] [sig       ] SYK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:39.656963] [INFO ] [LOCAL     ] Saved forecast: SYK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SYK.txt
[2025-12-01T20:47:39.657107] [INFO ] [sig       ] [3119/3634] Completed SYK in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-01T20:47:39.657144] [INFO ] [sig       ] [3120/3634] Forecasting SYM...
[2025-12-01T20:47:39.657173] [INFO ] [sig       ] Generating forecast for: SYM
[2025-12-01T20:47:39.657201] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYM' from 'https://tdm.silogroup.org/data/derivative_storage/SYM.csv'.
[2025-12-01T20:47:39.668047] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYM'.
[2025-12-01T20:47:39.668361] [INFO ] [FORECASTER] Starting predict_future for SYM
[2025-12-01T20:47:39.669146] [DEBUG] [LOCAL     ] No optimal features file found for SYM: ./output/feature-sets/SYM.txt
[2025-12-01T20:47:39.669196] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:39.669226] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:39.669252] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:39.669307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:39.726811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:39.727468] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:39.727547] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:39.727599] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:39.862040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:39.862193] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:39.862230] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:39.862257] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:39.865511] [DEBUG] [FORECASTER] SYM: Forecast T+1@11:T+2@11: UP (p=82.42%)
[2025-12-01T20:47:39.865795] [INFO ] [FORECASTER] Completed predict_future for SYM
[2025-12-01T20:47:39.865918] [INFO ] [sig       ] SYM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:40.005968] [INFO ] [LOCAL     ] Saved forecast: SYM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SYM.txt
[2025-12-01T20:47:40.006122] [INFO ] [sig       ] [3120/3634] Completed SYM in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-01T20:47:40.006161] [INFO ] [sig       ] [3121/3634] Forecasting SYNA...
[2025-12-01T20:47:40.006190] [INFO ] [sig       ] Generating forecast for: SYNA
[2025-12-01T20:47:40.006225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYNA' from 'https://tdm.silogroup.org/data/derivative_storage/SYNA.csv'.
[2025-12-01T20:47:40.017273] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYNA'.
[2025-12-01T20:47:40.017604] [INFO ] [FORECASTER] Starting predict_future for SYNA
[2025-12-01T20:47:40.018375] [DEBUG] [LOCAL     ] No optimal features file found for SYNA: ./output/feature-sets/SYNA.txt
[2025-12-01T20:47:40.018435] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:40.018473] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:40.018504] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:40.018559] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:40.076662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:40.077470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:40.077551] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:40.077601] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:40.197230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:40.197379] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:40.197415] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:40.197443] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:40.200736] [DEBUG] [FORECASTER] SYNA: Forecast T+1@11:T+2@11: DOWN (p=35.63%)
[2025-12-01T20:47:40.200992] [INFO ] [FORECASTER] Completed predict_future for SYNA
[2025-12-01T20:47:40.201108] [INFO ] [sig       ] SYNA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:40.338645] [INFO ] [LOCAL     ] Saved forecast: SYNA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SYNA.txt
[2025-12-01T20:47:40.338817] [INFO ] [sig       ] [3121/3634] Completed SYNA in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-01T20:47:40.338857] [INFO ] [sig       ] [3122/3634] Forecasting SYRE...
[2025-12-01T20:47:40.338886] [INFO ] [sig       ] Generating forecast for: SYRE
[2025-12-01T20:47:40.338914] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYRE' from 'https://tdm.silogroup.org/data/derivative_storage/SYRE.csv'.
[2025-12-01T20:47:40.350843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYRE'.
[2025-12-01T20:47:40.351177] [INFO ] [FORECASTER] Starting predict_future for SYRE
[2025-12-01T20:47:40.351935] [DEBUG] [LOCAL     ] No optimal features file found for SYRE: ./output/feature-sets/SYRE.txt
[2025-12-01T20:47:40.351984] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:40.352014] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:40.352039] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:40.352093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:40.407884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:40.408782] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:40.408864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:40.408895] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:40.531450] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:40.531620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:40.531659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:40.531687] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:40.534905] [DEBUG] [FORECASTER] SYRE: Forecast T+1@11:T+2@11: UP (p=86.22%)
[2025-12-01T20:47:40.535161] [INFO ] [FORECASTER] Completed predict_future for SYRE
[2025-12-01T20:47:40.535281] [INFO ] [sig       ] SYRE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:40.673611] [INFO ] [LOCAL     ] Saved forecast: SYRE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/SYRE.txt
[2025-12-01T20:47:40.673730] [INFO ] [sig       ] [3122/3634] Completed SYRE in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.9m
[2025-12-01T20:47:40.673766] [INFO ] [sig       ] [3123/3634] Forecasting SYY...
[2025-12-01T20:47:40.673794] [INFO ] [sig       ] Generating forecast for: SYY
[2025-12-01T20:47:40.673821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'SYY' from 'https://tdm.silogroup.org/data/derivative_storage/SYY.csv'.
[2025-12-01T20:47:40.684963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'SYY'.
[2025-12-01T20:47:40.685235] [INFO ] [FORECASTER] Starting predict_future for SYY
[2025-12-01T20:47:40.685991] [DEBUG] [LOCAL     ] No optimal features file found for SYY: ./output/feature-sets/SYY.txt
[2025-12-01T20:47:40.686042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:40.686074] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:40.686101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:40.686157] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:40.744861] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:40.745465] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:40.745540] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:40.745589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:40.865528] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:40.865700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:40.865740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:40.865767] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:40.869158] [DEBUG] [FORECASTER] SYY: Forecast T+1@11:T+2@11: DOWN (p=11.80%)
[2025-12-01T20:47:40.869443] [INFO ] [FORECASTER] Completed predict_future for SYY
[2025-12-01T20:47:40.869564] [INFO ] [sig       ] SYY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:41.007999] [INFO ] [LOCAL     ] Saved forecast: SYY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/SYY.txt
[2025-12-01T20:47:41.008160] [INFO ] [sig       ] [3123/3634] Completed SYY in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-01T20:47:41.008199] [INFO ] [sig       ] [3124/3634] Forecasting TAC...
[2025-12-01T20:47:41.008229] [INFO ] [sig       ] Generating forecast for: TAC
[2025-12-01T20:47:41.008258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAC' from 'https://tdm.silogroup.org/data/derivative_storage/TAC.csv'.
[2025-12-01T20:47:41.019848] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAC'.
[2025-12-01T20:47:41.020160] [INFO ] [FORECASTER] Starting predict_future for TAC
[2025-12-01T20:47:41.020968] [DEBUG] [LOCAL     ] No optimal features file found for TAC: ./output/feature-sets/TAC.txt
[2025-12-01T20:47:41.021018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:41.021050] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:41.021076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:41.021132] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:41.077182] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:41.077815] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:41.077890] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:41.077922] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:41.194812] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:41.194961] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:41.195000] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:41.195028] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:41.198351] [DEBUG] [FORECASTER] TAC: Forecast T+1@11:T+2@11: DOWN (p=47.36%)
[2025-12-01T20:47:41.198636] [INFO ] [FORECASTER] Completed predict_future for TAC
[2025-12-01T20:47:41.198757] [INFO ] [sig       ] TAC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:41.339704] [INFO ] [LOCAL     ] Saved forecast: TAC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TAC.txt
[2025-12-01T20:47:41.339836] [INFO ] [sig       ] [3124/3634] Completed TAC in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-01T20:47:41.339873] [INFO ] [sig       ] [3125/3634] Forecasting TAK...
[2025-12-01T20:47:41.339901] [INFO ] [sig       ] Generating forecast for: TAK
[2025-12-01T20:47:41.339929] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAK' from 'https://tdm.silogroup.org/data/derivative_storage/TAK.csv'.
[2025-12-01T20:47:41.351348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAK'.
[2025-12-01T20:47:41.351670] [INFO ] [FORECASTER] Starting predict_future for TAK
[2025-12-01T20:47:41.352415] [DEBUG] [LOCAL     ] No optimal features file found for TAK: ./output/feature-sets/TAK.txt
[2025-12-01T20:47:41.352464] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:41.352520] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:41.352547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:41.352620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:41.406978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:41.407795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:41.407875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:41.407905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:41.522078] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:41.522226] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:41.522262] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:41.522288] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:41.525540] [DEBUG] [FORECASTER] TAK: Forecast T+1@11:T+2@11: UP (p=86.66%)
[2025-12-01T20:47:41.525820] [INFO ] [FORECASTER] Completed predict_future for TAK
[2025-12-01T20:47:41.525940] [INFO ] [sig       ] TAK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:41.662921] [INFO ] [LOCAL     ] Saved forecast: TAK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TAK.txt
[2025-12-01T20:47:41.663052] [INFO ] [sig       ] [3125/3634] Completed TAK in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-01T20:47:41.663088] [INFO ] [sig       ] [3126/3634] Forecasting TAL...
[2025-12-01T20:47:41.663117] [INFO ] [sig       ] Generating forecast for: TAL
[2025-12-01T20:47:41.663144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAL' from 'https://tdm.silogroup.org/data/derivative_storage/TAL.csv'.
[2025-12-01T20:47:41.675048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAL'.
[2025-12-01T20:47:41.675366] [INFO ] [FORECASTER] Starting predict_future for TAL
[2025-12-01T20:47:41.676121] [DEBUG] [LOCAL     ] No optimal features file found for TAL: ./output/feature-sets/TAL.txt
[2025-12-01T20:47:41.676169] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:41.676199] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:41.676224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:41.676281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:41.733070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:41.733795] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:41.733875] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:41.733911] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:41.850280] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:41.850437] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:41.850483] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:41.850516] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:41.853924] [DEBUG] [FORECASTER] TAL: Forecast T+1@11:T+2@11: DOWN (p=5.46%)
[2025-12-01T20:47:41.854195] [INFO ] [FORECASTER] Completed predict_future for TAL
[2025-12-01T20:47:41.854318] [INFO ] [sig       ] TAL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:42.012529] [INFO ] [LOCAL     ] Saved forecast: TAL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TAL.txt
[2025-12-01T20:47:42.012703] [INFO ] [sig       ] [3126/3634] Completed TAL in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-01T20:47:42.012742] [INFO ] [sig       ] [3127/3634] Forecasting TALK...
[2025-12-01T20:47:42.012771] [INFO ] [sig       ] Generating forecast for: TALK
[2025-12-01T20:47:42.012800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALK' from 'https://tdm.silogroup.org/data/derivative_storage/TALK.csv'.
[2025-12-01T20:47:42.024492] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALK'.
[2025-12-01T20:47:42.024899] [INFO ] [FORECASTER] Starting predict_future for TALK
[2025-12-01T20:47:42.025727] [DEBUG] [LOCAL     ] No optimal features file found for TALK: ./output/feature-sets/TALK.txt
[2025-12-01T20:47:42.025778] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:42.025810] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:42.025836] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:42.025891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:42.081301] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:42.082168] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:42.082269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:42.082313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:42.202227] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:42.202382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:42.202419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:42.202446] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:42.205772] [DEBUG] [FORECASTER] TALK: Forecast T+1@11:T+2@11: DOWN (p=41.60%)
[2025-12-01T20:47:42.206049] [INFO ] [FORECASTER] Completed predict_future for TALK
[2025-12-01T20:47:42.206173] [INFO ] [sig       ] TALK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:42.344863] [INFO ] [LOCAL     ] Saved forecast: TALK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TALK.txt
[2025-12-01T20:47:42.345017] [INFO ] [sig       ] [3127/3634] Completed TALK in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-01T20:47:42.345054] [INFO ] [sig       ] [3128/3634] Forecasting TALO...
[2025-12-01T20:47:42.345082] [INFO ] [sig       ] Generating forecast for: TALO
[2025-12-01T20:47:42.345111] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TALO' from 'https://tdm.silogroup.org/data/derivative_storage/TALO.csv'.
[2025-12-01T20:47:42.355922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TALO'.
[2025-12-01T20:47:42.356301] [INFO ] [FORECASTER] Starting predict_future for TALO
[2025-12-01T20:47:42.357142] [DEBUG] [LOCAL     ] No optimal features file found for TALO: ./output/feature-sets/TALO.txt
[2025-12-01T20:47:42.357191] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:42.357221] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:42.357244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:42.357313] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:42.412414] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:42.413255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:42.413336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:42.413367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:42.536307] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:42.536452] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:42.536487] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:42.536565] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:42.539890] [DEBUG] [FORECASTER] TALO: Forecast T+1@11:T+2@11: DOWN (p=8.31%)
[2025-12-01T20:47:42.540147] [INFO ] [FORECASTER] Completed predict_future for TALO
[2025-12-01T20:47:42.540265] [INFO ] [sig       ] TALO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:42.677187] [INFO ] [LOCAL     ] Saved forecast: TALO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TALO.txt
[2025-12-01T20:47:42.677298] [INFO ] [sig       ] [3128/3634] Completed TALO in 0.3s | 2.99 sym/s | Total: 17.4m | ETA: 2.8m
[2025-12-01T20:47:42.677335] [INFO ] [sig       ] [3129/3634] Forecasting TAOP...
[2025-12-01T20:47:42.677363] [INFO ] [sig       ] Generating forecast for: TAOP
[2025-12-01T20:47:42.677391] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAOP' from 'https://tdm.silogroup.org/data/derivative_storage/TAOP.csv'.
[2025-12-01T20:47:42.688963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAOP'.
[2025-12-01T20:47:42.689315] [INFO ] [FORECASTER] Starting predict_future for TAOP
[2025-12-01T20:47:42.690111] [DEBUG] [LOCAL     ] No optimal features file found for TAOP: ./output/feature-sets/TAOP.txt
[2025-12-01T20:47:42.690159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:42.690188] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:42.690213] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:42.690267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:42.748754] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:42.749660] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:42.749742] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:42.749775] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:42.867758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:42.867907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:42.867944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:42.867970] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:42.871225] [DEBUG] [FORECASTER] TAOP: Forecast T+1@11:T+2@11: DOWN (p=24.44%)
[2025-12-01T20:47:42.871478] [INFO ] [FORECASTER] Completed predict_future for TAOP
[2025-12-01T20:47:42.871628] [INFO ] [sig       ] TAOP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:43.030954] [INFO ] [LOCAL     ] Saved forecast: TAOP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TAOP.txt
[2025-12-01T20:47:43.031115] [INFO ] [sig       ] [3129/3634] Completed TAOP in 0.4s | 2.99 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-01T20:47:43.031155] [INFO ] [sig       ] [3130/3634] Forecasting TAP...
[2025-12-01T20:47:43.031184] [INFO ] [sig       ] Generating forecast for: TAP
[2025-12-01T20:47:43.031213] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAP' from 'https://tdm.silogroup.org/data/derivative_storage/TAP.csv'.
[2025-12-01T20:47:43.043021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TAP'.
[2025-12-01T20:47:43.043390] [INFO ] [FORECASTER] Starting predict_future for TAP
[2025-12-01T20:47:43.044162] [DEBUG] [LOCAL     ] No optimal features file found for TAP: ./output/feature-sets/TAP.txt
[2025-12-01T20:47:43.044227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:43.044259] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:43.044286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:43.044341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:43.098991] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:43.099609] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:43.099686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:43.099716] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:43.217459] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:43.217563] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:43.217614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:43.217643] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:43.220700] [DEBUG] [FORECASTER] TAP: Forecast T+1@11:T+2@11: DOWN (p=23.14%)
[2025-12-01T20:47:43.220952] [INFO ] [FORECASTER] Completed predict_future for TAP
[2025-12-01T20:47:43.221068] [INFO ] [sig       ] TAP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:43.356104] [INFO ] [LOCAL     ] Saved forecast: TAP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TAP.txt
[2025-12-01T20:47:43.356235] [INFO ] [sig       ] [3130/3634] Completed TAP in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-01T20:47:43.356272] [INFO ] [sig       ] [3131/3634] Forecasting TARA...
[2025-12-01T20:47:43.356300] [INFO ] [sig       ] Generating forecast for: TARA
[2025-12-01T20:47:43.356330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARA' from 'https://tdm.silogroup.org/data/derivative_storage/TARA.csv'.
[2025-12-01T20:47:43.368091] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TARA'.
[2025-12-01T20:47:43.368429] [INFO ] [FORECASTER] Starting predict_future for TARA
[2025-12-01T20:47:43.369188] [DEBUG] [LOCAL     ] No optimal features file found for TARA: ./output/feature-sets/TARA.txt
[2025-12-01T20:47:43.369238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:43.369267] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:43.369293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:43.369346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:43.423411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:43.424007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:43.424082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:43.424113] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:43.541735] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:43.541840] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:43.541876] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:43.541902] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:43.544989] [DEBUG] [FORECASTER] TARA: Forecast T+1@11:T+2@11: UP (p=64.17%)
[2025-12-01T20:47:43.545243] [INFO ] [FORECASTER] Completed predict_future for TARA
[2025-12-01T20:47:43.545367] [INFO ] [sig       ] TARA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:43.682003] [INFO ] [LOCAL     ] Saved forecast: TARA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TARA.txt
[2025-12-01T20:47:43.682116] [INFO ] [sig       ] [3131/3634] Completed TARA in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-01T20:47:43.682151] [INFO ] [sig       ] [3132/3634] Forecasting TARK...
[2025-12-01T20:47:43.682179] [INFO ] [sig       ] Generating forecast for: TARK
[2025-12-01T20:47:43.682206] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARK' from 'https://tdm.silogroup.org/data/derivative_storage/TARK.csv'.
[2025-12-01T20:47:43.693340] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARK'.
[2025-12-01T20:47:43.693662] [INFO ] [FORECASTER] Starting predict_future for TARK
[2025-12-01T20:47:43.694447] [DEBUG] [LOCAL     ] No optimal features file found for TARK: ./output/feature-sets/TARK.txt
[2025-12-01T20:47:43.694498] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:43.694530] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:43.694556] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:43.694632] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:43.751175] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:43.751788] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:43.751867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:43.751898] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:43.879050] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:43.879208] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:43.879247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:43.879274] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:43.882697] [DEBUG] [FORECASTER] TARK: Forecast T+1@11:T+2@11: UP (p=93.53%)
[2025-12-01T20:47:43.882967] [INFO ] [FORECASTER] Completed predict_future for TARK
[2025-12-01T20:47:43.883091] [INFO ] [sig       ] TARK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:44.030526] [INFO ] [LOCAL     ] Saved forecast: TARK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TARK.txt
[2025-12-01T20:47:44.030684] [INFO ] [sig       ] [3132/3634] Completed TARK in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-01T20:47:44.030725] [INFO ] [sig       ] [3133/3634] Forecasting TARS...
[2025-12-01T20:47:44.030755] [INFO ] [sig       ] Generating forecast for: TARS
[2025-12-01T20:47:44.030783] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TARS' from 'https://tdm.silogroup.org/data/derivative_storage/TARS.csv'.
[2025-12-01T20:47:44.042107] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TARS'.
[2025-12-01T20:47:44.042426] [INFO ] [FORECASTER] Starting predict_future for TARS
[2025-12-01T20:47:44.043184] [DEBUG] [LOCAL     ] No optimal features file found for TARS: ./output/feature-sets/TARS.txt
[2025-12-01T20:47:44.043233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:44.043262] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:44.043288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:44.043341] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:44.098001] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:44.098618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:44.098693] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:44.098723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:44.219794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:44.219933] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:44.219968] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:44.219994] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:44.223189] [DEBUG] [FORECASTER] TARS: Forecast T+1@11:T+2@11: DOWN (p=8.82%)
[2025-12-01T20:47:44.223453] [INFO ] [FORECASTER] Completed predict_future for TARS
[2025-12-01T20:47:44.223599] [INFO ] [sig       ] TARS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:44.359986] [INFO ] [LOCAL     ] Saved forecast: TARS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TARS.txt
[2025-12-01T20:47:44.360101] [INFO ] [sig       ] [3133/3634] Completed TARS in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-01T20:47:44.360137] [INFO ] [sig       ] [3134/3634] Forecasting TASK...
[2025-12-01T20:47:44.360165] [INFO ] [sig       ] Generating forecast for: TASK
[2025-12-01T20:47:44.360193] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TASK' from 'https://tdm.silogroup.org/data/derivative_storage/TASK.csv'.
[2025-12-01T20:47:44.372444] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TASK'.
[2025-12-01T20:47:44.372798] [INFO ] [FORECASTER] Starting predict_future for TASK
[2025-12-01T20:47:44.373616] [DEBUG] [LOCAL     ] No optimal features file found for TASK: ./output/feature-sets/TASK.txt
[2025-12-01T20:47:44.373667] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:44.373698] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:44.373722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:44.373777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:44.428459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:44.429121] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:44.429199] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:44.429229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:44.548189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:44.548367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:44.548406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:44.548433] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:44.551800] [DEBUG] [FORECASTER] TASK: Forecast T+1@11:T+2@11: UP (p=57.21%)
[2025-12-01T20:47:44.552068] [INFO ] [FORECASTER] Completed predict_future for TASK
[2025-12-01T20:47:44.552188] [INFO ] [sig       ] TASK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:44.692587] [INFO ] [LOCAL     ] Saved forecast: TASK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TASK.txt
[2025-12-01T20:47:44.692797] [INFO ] [sig       ] [3134/3634] Completed TASK in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-01T20:47:44.692847] [INFO ] [sig       ] [3135/3634] Forecasting TAYD...
[2025-12-01T20:47:44.692876] [INFO ] [sig       ] Generating forecast for: TAYD
[2025-12-01T20:47:44.692904] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TAYD' from 'https://tdm.silogroup.org/data/derivative_storage/TAYD.csv'.
[2025-12-01T20:47:44.707006] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TAYD'.
[2025-12-01T20:47:44.707659] [INFO ] [FORECASTER] Starting predict_future for TAYD
[2025-12-01T20:47:44.711470] [DEBUG] [LOCAL     ] No optimal features file found for TAYD: ./output/feature-sets/TAYD.txt
[2025-12-01T20:47:44.711532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:44.711565] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:44.711613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:44.711671] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:44.768906] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:44.769955] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:44.770083] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:44.770117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:44.875427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:44.875592] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:44.875631] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:44.875662] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:44.878972] [DEBUG] [FORECASTER] TAYD: Forecast T+1@11:T+2@11: DOWN (p=5.28%)
[2025-12-01T20:47:44.879274] [INFO ] [FORECASTER] Completed predict_future for TAYD
[2025-12-01T20:47:44.879400] [INFO ] [sig       ] TAYD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:45.015926] [INFO ] [LOCAL     ] Saved forecast: TAYD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TAYD.txt
[2025-12-01T20:47:45.016071] [INFO ] [sig       ] [3135/3634] Completed TAYD in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-01T20:47:45.016112] [INFO ] [sig       ] [3136/3634] Forecasting TBB...
[2025-12-01T20:47:45.016146] [INFO ] [sig       ] Generating forecast for: TBB
[2025-12-01T20:47:45.016175] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBB' from 'https://tdm.silogroup.org/data/derivative_storage/TBB.csv'.
[2025-12-01T20:47:45.028109] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBB'.
[2025-12-01T20:47:45.028430] [INFO ] [FORECASTER] Starting predict_future for TBB
[2025-12-01T20:47:45.029407] [DEBUG] [LOCAL     ] No optimal features file found for TBB: ./output/feature-sets/TBB.txt
[2025-12-01T20:47:45.029738] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:45.029781] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:45.029813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:45.029934] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:45.086095] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:45.087373] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:45.087478] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:45.087513] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:45.203376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:45.203642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:45.203692] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:45.203725] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:45.207547] [DEBUG] [FORECASTER] TBB: Forecast T+1@11:T+2@11: UP (p=85.71%)
[2025-12-01T20:47:45.207873] [INFO ] [FORECASTER] Completed predict_future for TBB
[2025-12-01T20:47:45.208010] [INFO ] [sig       ] TBB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:45.352105] [INFO ] [LOCAL     ] Saved forecast: TBB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TBB.txt
[2025-12-01T20:47:45.352284] [INFO ] [sig       ] [3136/3634] Completed TBB in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-01T20:47:45.352325] [INFO ] [sig       ] [3137/3634] Forecasting TBBK...
[2025-12-01T20:47:45.352357] [INFO ] [sig       ] Generating forecast for: TBBK
[2025-12-01T20:47:45.352386] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBBK' from 'https://tdm.silogroup.org/data/derivative_storage/TBBK.csv'.
[2025-12-01T20:47:45.363767] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBBK'.
[2025-12-01T20:47:45.364089] [INFO ] [FORECASTER] Starting predict_future for TBBK
[2025-12-01T20:47:45.364950] [DEBUG] [LOCAL     ] No optimal features file found for TBBK: ./output/feature-sets/TBBK.txt
[2025-12-01T20:47:45.365001] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:45.365032] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:45.365058] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:45.365113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:45.423117] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:45.424137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:45.424239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:45.424279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:45.545795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:45.545985] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:45.546022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:45.546049] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:45.549321] [DEBUG] [FORECASTER] TBBK: Forecast T+1@11:T+2@11: DOWN (p=34.35%)
[2025-12-01T20:47:45.549609] [INFO ] [FORECASTER] Completed predict_future for TBBK
[2025-12-01T20:47:45.549732] [INFO ] [sig       ] TBBK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:45.685492] [INFO ] [LOCAL     ] Saved forecast: TBBK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TBBK.txt
[2025-12-01T20:47:45.685650] [INFO ] [sig       ] [3137/3634] Completed TBBK in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-01T20:47:45.685690] [INFO ] [sig       ] [3138/3634] Forecasting TBI...
[2025-12-01T20:47:45.685719] [INFO ] [sig       ] Generating forecast for: TBI
[2025-12-01T20:47:45.685747] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBI' from 'https://tdm.silogroup.org/data/derivative_storage/TBI.csv'.
[2025-12-01T20:47:45.697179] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TBI'.
[2025-12-01T20:47:45.697471] [INFO ] [FORECASTER] Starting predict_future for TBI
[2025-12-01T20:47:45.698221] [DEBUG] [LOCAL     ] No optimal features file found for TBI: ./output/feature-sets/TBI.txt
[2025-12-01T20:47:45.698270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:45.698300] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:45.698356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:45.698412] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:45.754796] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:45.755565] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:45.755665] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:45.755697] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:45.874396] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:45.874560] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:45.874617] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:45.874647] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:45.878013] [DEBUG] [FORECASTER] TBI: Forecast T+1@11:T+2@11: UP (p=88.95%)
[2025-12-01T20:47:45.878277] [INFO ] [FORECASTER] Completed predict_future for TBI
[2025-12-01T20:47:45.878454] [INFO ] [sig       ] TBI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:46.020068] [INFO ] [LOCAL     ] Saved forecast: TBI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TBI.txt
[2025-12-01T20:47:46.020247] [INFO ] [sig       ] [3138/3634] Completed TBI in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-01T20:47:46.020286] [INFO ] [sig       ] [3139/3634] Forecasting TBIL...
[2025-12-01T20:47:46.020315] [INFO ] [sig       ] Generating forecast for: TBIL
[2025-12-01T20:47:46.020344] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBIL' from 'https://tdm.silogroup.org/data/derivative_storage/TBIL.csv'.
[2025-12-01T20:47:46.031833] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBIL'.
[2025-12-01T20:47:46.032143] [INFO ] [FORECASTER] Starting predict_future for TBIL
[2025-12-01T20:47:46.032925] [DEBUG] [LOCAL     ] No optimal features file found for TBIL: ./output/feature-sets/TBIL.txt
[2025-12-01T20:47:46.032974] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:46.033003] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:46.033029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:46.033083] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:46.087287] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:46.087981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:46.088058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:46.088089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:46.146825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:46.146971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:46.147008] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:46.147035] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:46.150256] [DEBUG] [FORECASTER] TBIL: Forecast T+1@11:T+2@11: UP (p=99.95%)
[2025-12-01T20:47:46.150531] [INFO ] [FORECASTER] Completed predict_future for TBIL
[2025-12-01T20:47:46.150686] [INFO ] [sig       ] TBIL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:46.286222] [INFO ] [LOCAL     ] Saved forecast: TBIL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TBIL.txt
[2025-12-01T20:47:46.286352] [INFO ] [sig       ] [3139/3634] Completed TBIL in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-01T20:47:46.286388] [INFO ] [sig       ] [3140/3634] Forecasting TBLA...
[2025-12-01T20:47:46.286416] [INFO ] [sig       ] Generating forecast for: TBLA
[2025-12-01T20:47:46.286444] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLA' from 'https://tdm.silogroup.org/data/derivative_storage/TBLA.csv'.
[2025-12-01T20:47:46.297761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLA'.
[2025-12-01T20:47:46.298081] [INFO ] [FORECASTER] Starting predict_future for TBLA
[2025-12-01T20:47:46.298880] [DEBUG] [LOCAL     ] No optimal features file found for TBLA: ./output/feature-sets/TBLA.txt
[2025-12-01T20:47:46.298930] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:46.298960] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:46.298986] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:46.299040] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:46.356168] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:46.356807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:46.356883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:46.356916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:46.477996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:46.478134] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:46.478169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:46.478195] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:46.481529] [DEBUG] [FORECASTER] TBLA: Forecast T+1@11:T+2@11: DOWN (p=13.93%)
[2025-12-01T20:47:46.481803] [INFO ] [FORECASTER] Completed predict_future for TBLA
[2025-12-01T20:47:46.481922] [INFO ] [sig       ] TBLA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:46.625693] [INFO ] [LOCAL     ] Saved forecast: TBLA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TBLA.txt
[2025-12-01T20:47:46.625859] [INFO ] [sig       ] [3140/3634] Completed TBLA in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.8m
[2025-12-01T20:47:46.625898] [INFO ] [sig       ] [3141/3634] Forecasting TBLD...
[2025-12-01T20:47:46.625926] [INFO ] [sig       ] Generating forecast for: TBLD
[2025-12-01T20:47:46.625954] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBLD' from 'https://tdm.silogroup.org/data/derivative_storage/TBLD.csv'.
[2025-12-01T20:47:46.637622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBLD'.
[2025-12-01T20:47:46.637895] [INFO ] [FORECASTER] Starting predict_future for TBLD
[2025-12-01T20:47:46.638674] [DEBUG] [LOCAL     ] No optimal features file found for TBLD: ./output/feature-sets/TBLD.txt
[2025-12-01T20:47:46.638722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:46.638764] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:46.638790] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:46.638843] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:46.694491] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:46.695159] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:46.695236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:46.695268] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:46.811324] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:46.811485] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:46.811523] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:46.811551] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:46.814880] [DEBUG] [FORECASTER] TBLD: Forecast T+1@11:T+2@11: DOWN (p=3.72%)
[2025-12-01T20:47:46.815147] [INFO ] [FORECASTER] Completed predict_future for TBLD
[2025-12-01T20:47:46.815266] [INFO ] [sig       ] TBLD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:46.954247] [INFO ] [LOCAL     ] Saved forecast: TBLD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TBLD.txt
[2025-12-01T20:47:46.954433] [INFO ] [sig       ] [3141/3634] Completed TBLD in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-01T20:47:46.954501] [INFO ] [sig       ] [3142/3634] Forecasting TBPH...
[2025-12-01T20:47:46.954549] [INFO ] [sig       ] Generating forecast for: TBPH
[2025-12-01T20:47:46.954617] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBPH' from 'https://tdm.silogroup.org/data/derivative_storage/TBPH.csv'.
[2025-12-01T20:47:46.966264] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TBPH'.
[2025-12-01T20:47:46.966593] [INFO ] [FORECASTER] Starting predict_future for TBPH
[2025-12-01T20:47:46.967332] [DEBUG] [LOCAL     ] No optimal features file found for TBPH: ./output/feature-sets/TBPH.txt
[2025-12-01T20:47:46.967383] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:46.967443] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:46.967472] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:46.967529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:47.023135] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:47.023877] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:47.023957] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:47.023990] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:47.147686] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:47.147853] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:47.147894] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:47.147923] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:47.151334] [DEBUG] [FORECASTER] TBPH: Forecast T+1@11:T+2@11: UP (p=85.40%)
[2025-12-01T20:47:47.151639] [INFO ] [FORECASTER] Completed predict_future for TBPH
[2025-12-01T20:47:47.151771] [INFO ] [sig       ] TBPH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:47.335939] [INFO ] [LOCAL     ] Saved forecast: TBPH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TBPH.txt
[2025-12-01T20:47:47.336072] [INFO ] [sig       ] [3142/3634] Completed TBPH in 0.4s | 2.99 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-01T20:47:47.336110] [INFO ] [sig       ] [3143/3634] Forecasting TBRG...
[2025-12-01T20:47:47.336140] [INFO ] [sig       ] Generating forecast for: TBRG
[2025-12-01T20:47:47.336168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TBRG' from 'https://tdm.silogroup.org/data/derivative_storage/TBRG.csv'.
[2025-12-01T20:47:47.347951] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TBRG'.
[2025-12-01T20:47:47.348286] [INFO ] [FORECASTER] Starting predict_future for TBRG
[2025-12-01T20:47:47.349089] [DEBUG] [LOCAL     ] No optimal features file found for TBRG: ./output/feature-sets/TBRG.txt
[2025-12-01T20:47:47.349139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:47.349173] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:47.349200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:47.349257] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:47.404881] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:47.405620] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:47.405699] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:47.405730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:47.521754] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:47.521905] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:47.521943] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:47.521970] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:47.525158] [DEBUG] [FORECASTER] TBRG: Forecast T+1@11:T+2@11: DOWN (p=3.79%)
[2025-12-01T20:47:47.525415] [INFO ] [FORECASTER] Completed predict_future for TBRG
[2025-12-01T20:47:47.525536] [INFO ] [sig       ] TBRG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:47.662312] [INFO ] [LOCAL     ] Saved forecast: TBRG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TBRG.txt
[2025-12-01T20:47:47.662454] [INFO ] [sig       ] [3143/3634] Completed TBRG in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-01T20:47:47.662491] [INFO ] [sig       ] [3144/3634] Forecasting TCBI...
[2025-12-01T20:47:47.662519] [INFO ] [sig       ] Generating forecast for: TCBI
[2025-12-01T20:47:47.662547] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBI' from 'https://tdm.silogroup.org/data/derivative_storage/TCBI.csv'.
[2025-12-01T20:47:47.673229] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBI'.
[2025-12-01T20:47:47.673505] [INFO ] [FORECASTER] Starting predict_future for TCBI
[2025-12-01T20:47:47.674235] [DEBUG] [LOCAL     ] No optimal features file found for TCBI: ./output/feature-sets/TCBI.txt
[2025-12-01T20:47:47.674283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:47.674313] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:47.674338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:47.674391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:47.728809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:47.729515] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:47.729628] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:47.729669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:47.846544] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:47.846709] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:47.846747] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:47.846774] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:47.850042] [DEBUG] [FORECASTER] TCBI: Forecast T+1@11:T+2@11: DOWN (p=24.20%)
[2025-12-01T20:47:47.850299] [INFO ] [FORECASTER] Completed predict_future for TCBI
[2025-12-01T20:47:47.850417] [INFO ] [sig       ] TCBI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:47.986078] [INFO ] [LOCAL     ] Saved forecast: TCBI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TCBI.txt
[2025-12-01T20:47:47.986225] [INFO ] [sig       ] [3144/3634] Completed TCBI in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-01T20:47:47.986269] [INFO ] [sig       ] [3145/3634] Forecasting TCBIO...
[2025-12-01T20:47:47.986298] [INFO ] [sig       ] Generating forecast for: TCBIO
[2025-12-01T20:47:47.986328] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBIO' from 'https://tdm.silogroup.org/data/derivative_storage/TCBIO.csv'.
[2025-12-01T20:47:47.998278] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBIO'.
[2025-12-01T20:47:47.998638] [INFO ] [FORECASTER] Starting predict_future for TCBIO
[2025-12-01T20:47:47.999372] [DEBUG] [LOCAL     ] No optimal features file found for TCBIO: ./output/feature-sets/TCBIO.txt
[2025-12-01T20:47:47.999420] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:47.999450] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:47.999475] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:47.999529] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:48.054694] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:48.055328] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:48.055403] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:48.055433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:48.161302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:48.161458] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:48.161495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:48.161562] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:48.164816] [DEBUG] [FORECASTER] TCBIO: Forecast T+1@11:T+2@11: DOWN (p=47.04%)
[2025-12-01T20:47:48.165080] [INFO ] [FORECASTER] Completed predict_future for TCBIO
[2025-12-01T20:47:48.165201] [INFO ] [sig       ] TCBIO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:48.302260] [INFO ] [LOCAL     ] Saved forecast: TCBIO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TCBIO.txt
[2025-12-01T20:47:48.302383] [INFO ] [sig       ] [3145/3634] Completed TCBIO in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-01T20:47:48.302420] [INFO ] [sig       ] [3146/3634] Forecasting TCBK...
[2025-12-01T20:47:48.302447] [INFO ] [sig       ] Generating forecast for: TCBK
[2025-12-01T20:47:48.302475] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBK' from 'https://tdm.silogroup.org/data/derivative_storage/TCBK.csv'.
[2025-12-01T20:47:48.313061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBK'.
[2025-12-01T20:47:48.313325] [INFO ] [FORECASTER] Starting predict_future for TCBK
[2025-12-01T20:47:48.314064] [DEBUG] [LOCAL     ] No optimal features file found for TCBK: ./output/feature-sets/TCBK.txt
[2025-12-01T20:47:48.314113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:48.314144] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:48.314170] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:48.314224] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:48.370771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:48.371527] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:48.371622] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:48.371655] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:48.490442] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:48.490598] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:48.490647] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:48.490680] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:48.493828] [DEBUG] [FORECASTER] TCBK: Forecast T+1@11:T+2@11: DOWN (p=7.64%)
[2025-12-01T20:47:48.494083] [INFO ] [FORECASTER] Completed predict_future for TCBK
[2025-12-01T20:47:48.494217] [INFO ] [sig       ] TCBK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:48.633050] [INFO ] [LOCAL     ] Saved forecast: TCBK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TCBK.txt
[2025-12-01T20:47:48.633195] [INFO ] [sig       ] [3146/3634] Completed TCBK in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-01T20:47:48.633231] [INFO ] [sig       ] [3147/3634] Forecasting TCBX...
[2025-12-01T20:47:48.633260] [INFO ] [sig       ] Generating forecast for: TCBX
[2025-12-01T20:47:48.633288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCBX' from 'https://tdm.silogroup.org/data/derivative_storage/TCBX.csv'.
[2025-12-01T20:47:48.644252] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCBX'.
[2025-12-01T20:47:48.644547] [INFO ] [FORECASTER] Starting predict_future for TCBX
[2025-12-01T20:47:48.645279] [DEBUG] [LOCAL     ] No optimal features file found for TCBX: ./output/feature-sets/TCBX.txt
[2025-12-01T20:47:48.645328] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:48.645358] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:48.645383] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:48.645437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:48.700739] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:48.701566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:48.701666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:48.701698] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:48.822236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:48.822382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:48.822419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:48.822447] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:48.825669] [DEBUG] [FORECASTER] TCBX: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-01T20:47:48.825927] [INFO ] [FORECASTER] Completed predict_future for TCBX
[2025-12-01T20:47:48.826047] [INFO ] [sig       ] TCBX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:48.964476] [INFO ] [LOCAL     ] Saved forecast: TCBX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TCBX.txt
[2025-12-01T20:47:48.964638] [INFO ] [sig       ] [3147/3634] Completed TCBX in 0.3s | 2.99 sym/s | Total: 17.5m | ETA: 2.7m
[2025-12-01T20:47:48.964678] [INFO ] [sig       ] [3148/3634] Forecasting TCMD...
[2025-12-01T20:47:48.964707] [INFO ] [sig       ] Generating forecast for: TCMD
[2025-12-01T20:47:48.964737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCMD' from 'https://tdm.silogroup.org/data/derivative_storage/TCMD.csv'.
[2025-12-01T20:47:48.975542] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TCMD'.
[2025-12-01T20:47:48.975819] [INFO ] [FORECASTER] Starting predict_future for TCMD
[2025-12-01T20:47:48.976527] [DEBUG] [LOCAL     ] No optimal features file found for TCMD: ./output/feature-sets/TCMD.txt
[2025-12-01T20:47:48.976598] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:48.976631] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:48.976656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:48.976711] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:49.031334] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:49.031926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:49.031998] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:49.032029] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:49.157388] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:49.157534] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:49.157611] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:49.157643] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:49.160867] [DEBUG] [FORECASTER] TCMD: Forecast T+1@11:T+2@11: UP (p=59.52%)
[2025-12-01T20:47:49.161121] [INFO ] [FORECASTER] Completed predict_future for TCMD
[2025-12-01T20:47:49.161240] [INFO ] [sig       ] TCMD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:49.296976] [INFO ] [LOCAL     ] Saved forecast: TCMD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TCMD.txt
[2025-12-01T20:47:49.297080] [INFO ] [sig       ] [3148/3634] Completed TCMD in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-01T20:47:49.297115] [INFO ] [sig       ] [3149/3634] Forecasting TCOM...
[2025-12-01T20:47:49.297143] [INFO ] [sig       ] Generating forecast for: TCOM
[2025-12-01T20:47:49.297171] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCOM' from 'https://tdm.silogroup.org/data/derivative_storage/TCOM.csv'.
[2025-12-01T20:47:49.309258] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCOM'.
[2025-12-01T20:47:49.309664] [INFO ] [FORECASTER] Starting predict_future for TCOM
[2025-12-01T20:47:49.310435] [DEBUG] [LOCAL     ] No optimal features file found for TCOM: ./output/feature-sets/TCOM.txt
[2025-12-01T20:47:49.310484] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:49.310515] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:49.310541] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:49.310614] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:49.367012] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:49.367950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:49.368036] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:49.368068] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:49.489021] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:49.489187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:49.489228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:49.489255] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:49.492655] [DEBUG] [FORECASTER] TCOM: Forecast T+1@11:T+2@11: UP (p=96.53%)
[2025-12-01T20:47:49.492923] [INFO ] [FORECASTER] Completed predict_future for TCOM
[2025-12-01T20:47:49.493048] [INFO ] [sig       ] TCOM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:49.630294] [INFO ] [LOCAL     ] Saved forecast: TCOM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TCOM.txt
[2025-12-01T20:47:49.630424] [INFO ] [sig       ] [3149/3634] Completed TCOM in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-01T20:47:49.630461] [INFO ] [sig       ] [3150/3634] Forecasting TCPC...
[2025-12-01T20:47:49.630489] [INFO ] [sig       ] Generating forecast for: TCPC
[2025-12-01T20:47:49.630516] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCPC' from 'https://tdm.silogroup.org/data/derivative_storage/TCPC.csv'.
[2025-12-01T20:47:49.644393] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCPC'.
[2025-12-01T20:47:49.644894] [INFO ] [FORECASTER] Starting predict_future for TCPC
[2025-12-01T20:47:49.645769] [DEBUG] [LOCAL     ] No optimal features file found for TCPC: ./output/feature-sets/TCPC.txt
[2025-12-01T20:47:49.645820] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:49.645850] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:49.645875] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:49.645930] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:49.700840] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:49.701917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:49.702010] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:49.702041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:49.821553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:49.821756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:49.821793] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:49.821820] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:49.825250] [DEBUG] [FORECASTER] TCPC: Forecast T+1@11:T+2@11: DOWN (p=19.69%)
[2025-12-01T20:47:49.825527] [INFO ] [FORECASTER] Completed predict_future for TCPC
[2025-12-01T20:47:49.825692] [INFO ] [sig       ] TCPC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:49.968465] [INFO ] [LOCAL     ] Saved forecast: TCPC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TCPC.txt
[2025-12-01T20:47:49.968663] [INFO ] [sig       ] [3150/3634] Completed TCPC in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-01T20:47:49.968706] [INFO ] [sig       ] [3151/3634] Forecasting TCX...
[2025-12-01T20:47:49.968734] [INFO ] [sig       ] Generating forecast for: TCX
[2025-12-01T20:47:49.968762] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TCX' from 'https://tdm.silogroup.org/data/derivative_storage/TCX.csv'.
[2025-12-01T20:47:49.980690] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TCX'.
[2025-12-01T20:47:49.981017] [INFO ] [FORECASTER] Starting predict_future for TCX
[2025-12-01T20:47:49.981789] [DEBUG] [LOCAL     ] No optimal features file found for TCX: ./output/feature-sets/TCX.txt
[2025-12-01T20:47:49.981838] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:49.981868] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:49.981892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:49.981946] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:50.036244] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:50.037183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:50.037275] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:50.037307] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:50.151175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:50.151345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:50.151383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:50.151411] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:50.154902] [DEBUG] [FORECASTER] TCX: Forecast T+1@11:T+2@11: DOWN (p=0.99%)
[2025-12-01T20:47:50.155180] [INFO ] [FORECASTER] Completed predict_future for TCX
[2025-12-01T20:47:50.155307] [INFO ] [sig       ] TCX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:50.292219] [INFO ] [LOCAL     ] Saved forecast: TCX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TCX.txt
[2025-12-01T20:47:50.292346] [INFO ] [sig       ] [3151/3634] Completed TCX in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-01T20:47:50.292384] [INFO ] [sig       ] [3152/3634] Forecasting TD...
[2025-12-01T20:47:50.292411] [INFO ] [sig       ] Generating forecast for: TD
[2025-12-01T20:47:50.292439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TD' from 'https://tdm.silogroup.org/data/derivative_storage/TD.csv'.
[2025-12-01T20:47:50.303822] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TD'.
[2025-12-01T20:47:50.304123] [INFO ] [FORECASTER] Starting predict_future for TD
[2025-12-01T20:47:50.304880] [DEBUG] [LOCAL     ] No optimal features file found for TD: ./output/feature-sets/TD.txt
[2025-12-01T20:47:50.304929] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:50.304970] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:50.304997] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:50.305051] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:50.362077] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:50.362790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:50.362903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:50.362936] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:50.485356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:50.485511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:50.485550] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:50.485595] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:50.488951] [DEBUG] [FORECASTER] TD: Forecast T+1@11:T+2@11: DOWN (p=46.46%)
[2025-12-01T20:47:50.489216] [INFO ] [FORECASTER] Completed predict_future for TD
[2025-12-01T20:47:50.489337] [INFO ] [sig       ] TD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:50.628653] [INFO ] [LOCAL     ] Saved forecast: TD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TD.txt
[2025-12-01T20:47:50.628790] [INFO ] [sig       ] [3152/3634] Completed TD in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-01T20:47:50.628827] [INFO ] [sig       ] [3153/3634] Forecasting TDC...
[2025-12-01T20:47:50.628855] [INFO ] [sig       ] Generating forecast for: TDC
[2025-12-01T20:47:50.628882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDC' from 'https://tdm.silogroup.org/data/derivative_storage/TDC.csv'.
[2025-12-01T20:47:50.639319] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDC'.
[2025-12-01T20:47:50.639648] [INFO ] [FORECASTER] Starting predict_future for TDC
[2025-12-01T20:47:50.640405] [DEBUG] [LOCAL     ] No optimal features file found for TDC: ./output/feature-sets/TDC.txt
[2025-12-01T20:47:50.640454] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:50.640485] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:50.640510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:50.640565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:50.695483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:50.696141] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:50.696216] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:50.696247] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:50.815989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:50.816150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:50.816187] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:50.816215] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:50.820414] [DEBUG] [FORECASTER] TDC: Forecast T+1@11:T+2@11: UP (p=94.33%)
[2025-12-01T20:47:50.820884] [INFO ] [FORECASTER] Completed predict_future for TDC
[2025-12-01T20:47:50.821056] [INFO ] [sig       ] TDC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:50.961076] [INFO ] [LOCAL     ] Saved forecast: TDC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TDC.txt
[2025-12-01T20:47:50.961240] [INFO ] [sig       ] [3153/3634] Completed TDC in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-01T20:47:50.961279] [INFO ] [sig       ] [3154/3634] Forecasting TDF...
[2025-12-01T20:47:50.961307] [INFO ] [sig       ] Generating forecast for: TDF
[2025-12-01T20:47:50.961335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDF' from 'https://tdm.silogroup.org/data/derivative_storage/TDF.csv'.
[2025-12-01T20:47:50.973019] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDF'.
[2025-12-01T20:47:50.973422] [INFO ] [FORECASTER] Starting predict_future for TDF
[2025-12-01T20:47:50.974200] [DEBUG] [LOCAL     ] No optimal features file found for TDF: ./output/feature-sets/TDF.txt
[2025-12-01T20:47:50.974250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:50.974279] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:50.974305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:50.974358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:51.029561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:51.030452] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:51.030534] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:51.030566] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:51.144031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:51.144182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:51.144218] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:51.144245] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:51.147512] [DEBUG] [FORECASTER] TDF: Forecast T+1@11:T+2@11: UP (p=83.21%)
[2025-12-01T20:47:51.147816] [INFO ] [FORECASTER] Completed predict_future for TDF
[2025-12-01T20:47:51.147941] [INFO ] [sig       ] TDF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:51.286340] [INFO ] [LOCAL     ] Saved forecast: TDF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TDF.txt
[2025-12-01T20:47:51.286476] [INFO ] [sig       ] [3154/3634] Completed TDF in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-01T20:47:51.286513] [INFO ] [sig       ] [3155/3634] Forecasting TDG...
[2025-12-01T20:47:51.286542] [INFO ] [sig       ] Generating forecast for: TDG
[2025-12-01T20:47:51.286587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDG' from 'https://tdm.silogroup.org/data/derivative_storage/TDG.csv'.
[2025-12-01T20:47:51.298977] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TDG'.
[2025-12-01T20:47:51.299391] [INFO ] [FORECASTER] Starting predict_future for TDG
[2025-12-01T20:47:51.300178] [DEBUG] [LOCAL     ] No optimal features file found for TDG: ./output/feature-sets/TDG.txt
[2025-12-01T20:47:51.300227] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:51.300259] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:51.300284] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:51.300337] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:51.354825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:51.355641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:51.355721] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:51.355753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:51.472111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:51.472268] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:51.472305] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:51.472333] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:51.475554] [DEBUG] [FORECASTER] TDG: Forecast T+1@11:T+2@11: DOWN (p=26.94%)
[2025-12-01T20:47:51.475836] [INFO ] [FORECASTER] Completed predict_future for TDG
[2025-12-01T20:47:51.475955] [INFO ] [sig       ] TDG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:51.613497] [INFO ] [LOCAL     ] Saved forecast: TDG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TDG.txt
[2025-12-01T20:47:51.613675] [INFO ] [sig       ] [3155/3634] Completed TDG in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-01T20:47:51.613715] [INFO ] [sig       ] [3156/3634] Forecasting TDOC...
[2025-12-01T20:47:51.613754] [INFO ] [sig       ] Generating forecast for: TDOC
[2025-12-01T20:47:51.613791] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDOC' from 'https://tdm.silogroup.org/data/derivative_storage/TDOC.csv'.
[2025-12-01T20:47:51.625425] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDOC'.
[2025-12-01T20:47:51.625777] [INFO ] [FORECASTER] Starting predict_future for TDOC
[2025-12-01T20:47:51.626548] [DEBUG] [LOCAL     ] No optimal features file found for TDOC: ./output/feature-sets/TDOC.txt
[2025-12-01T20:47:51.626622] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:51.626655] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:51.626680] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:51.626734] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:51.685759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:51.686495] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:51.686596] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:51.686631] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:51.809039] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:51.809204] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:51.809245] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:51.809273] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:51.813087] [DEBUG] [FORECASTER] TDOC: Forecast T+1@11:T+2@11: DOWN (p=2.29%)
[2025-12-01T20:47:51.813358] [INFO ] [FORECASTER] Completed predict_future for TDOC
[2025-12-01T20:47:51.813485] [INFO ] [sig       ] TDOC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:51.958744] [INFO ] [LOCAL     ] Saved forecast: TDOC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TDOC.txt
[2025-12-01T20:47:51.958896] [INFO ] [sig       ] [3156/3634] Completed TDOC in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-01T20:47:51.958935] [INFO ] [sig       ] [3157/3634] Forecasting TDS...
[2025-12-01T20:47:51.958963] [INFO ] [sig       ] Generating forecast for: TDS
[2025-12-01T20:47:51.958992] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDS' from 'https://tdm.silogroup.org/data/derivative_storage/TDS.csv'.
[2025-12-01T20:47:51.970797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDS'.
[2025-12-01T20:47:51.971113] [INFO ] [FORECASTER] Starting predict_future for TDS
[2025-12-01T20:47:51.971869] [DEBUG] [LOCAL     ] No optimal features file found for TDS: ./output/feature-sets/TDS.txt
[2025-12-01T20:47:51.971917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:51.971947] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:51.971973] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:51.972027] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:52.027960] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:52.028697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:52.028782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:52.028816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:52.144989] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:52.145139] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:52.145176] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:52.145203] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:52.148417] [DEBUG] [FORECASTER] TDS: Forecast T+1@11:T+2@11: DOWN (p=2.54%)
[2025-12-01T20:47:52.148703] [INFO ] [FORECASTER] Completed predict_future for TDS
[2025-12-01T20:47:52.148826] [INFO ] [sig       ] TDS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:52.286459] [INFO ] [LOCAL     ] Saved forecast: TDS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TDS.txt
[2025-12-01T20:47:52.286600] [INFO ] [sig       ] [3157/3634] Completed TDS in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-01T20:47:52.286638] [INFO ] [sig       ] [3158/3634] Forecasting TDSC...
[2025-12-01T20:47:52.286667] [INFO ] [sig       ] Generating forecast for: TDSC
[2025-12-01T20:47:52.286695] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDSC' from 'https://tdm.silogroup.org/data/derivative_storage/TDSC.csv'.
[2025-12-01T20:47:52.298202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDSC'.
[2025-12-01T20:47:52.298538] [INFO ] [FORECASTER] Starting predict_future for TDSC
[2025-12-01T20:47:52.299273] [DEBUG] [LOCAL     ] No optimal features file found for TDSC: ./output/feature-sets/TDSC.txt
[2025-12-01T20:47:52.299321] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:52.299351] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:52.299376] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:52.299430] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:52.355156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:52.355808] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:52.355883] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:52.355915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:52.463014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:52.463158] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:52.463197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:52.463226] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:52.466568] [DEBUG] [FORECASTER] TDSC: Forecast T+1@11:T+2@11: DOWN (p=34.16%)
[2025-12-01T20:47:52.466882] [INFO ] [FORECASTER] Completed predict_future for TDSC
[2025-12-01T20:47:52.467005] [INFO ] [sig       ] TDSC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:52.605467] [INFO ] [LOCAL     ] Saved forecast: TDSC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TDSC.txt
[2025-12-01T20:47:52.605605] [INFO ] [sig       ] [3158/3634] Completed TDSC in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.7m
[2025-12-01T20:47:52.605643] [INFO ] [sig       ] [3159/3634] Forecasting TDUP...
[2025-12-01T20:47:52.605671] [INFO ] [sig       ] Generating forecast for: TDUP
[2025-12-01T20:47:52.605699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDUP' from 'https://tdm.silogroup.org/data/derivative_storage/TDUP.csv'.
[2025-12-01T20:47:52.617069] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TDUP'.
[2025-12-01T20:47:52.617343] [INFO ] [FORECASTER] Starting predict_future for TDUP
[2025-12-01T20:47:52.618072] [DEBUG] [LOCAL     ] No optimal features file found for TDUP: ./output/feature-sets/TDUP.txt
[2025-12-01T20:47:52.618119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:52.618177] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:52.618204] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:52.618259] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:52.675069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:52.675769] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:52.675844] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:52.675876] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:52.796420] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:52.796590] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:52.796639] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:52.796689] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:52.800106] [DEBUG] [FORECASTER] TDUP: Forecast T+1@11:T+2@11: DOWN (p=3.23%)
[2025-12-01T20:47:52.800419] [INFO ] [FORECASTER] Completed predict_future for TDUP
[2025-12-01T20:47:52.800549] [INFO ] [sig       ] TDUP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:52.940238] [INFO ] [LOCAL     ] Saved forecast: TDUP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TDUP.txt
[2025-12-01T20:47:52.940377] [INFO ] [sig       ] [3159/3634] Completed TDUP in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-01T20:47:52.940419] [INFO ] [sig       ] [3160/3634] Forecasting TDY...
[2025-12-01T20:47:52.940459] [INFO ] [sig       ] Generating forecast for: TDY
[2025-12-01T20:47:52.940495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TDY' from 'https://tdm.silogroup.org/data/derivative_storage/TDY.csv'.
[2025-12-01T20:47:52.952998] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TDY'.
[2025-12-01T20:47:52.953295] [INFO ] [FORECASTER] Starting predict_future for TDY
[2025-12-01T20:47:52.954047] [DEBUG] [LOCAL     ] No optimal features file found for TDY: ./output/feature-sets/TDY.txt
[2025-12-01T20:47:52.954097] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:52.954127] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:52.954153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:52.954207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:53.010732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:53.011419] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:53.011497] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:53.011529] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:53.131128] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:53.131282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:53.131320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:53.131349] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:53.134645] [DEBUG] [FORECASTER] TDY: Forecast T+1@11:T+2@11: UP (p=74.95%)
[2025-12-01T20:47:53.134903] [INFO ] [FORECASTER] Completed predict_future for TDY
[2025-12-01T20:47:53.135020] [INFO ] [sig       ] TDY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:53.272464] [INFO ] [LOCAL     ] Saved forecast: TDY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TDY.txt
[2025-12-01T20:47:53.272600] [INFO ] [sig       ] [3160/3634] Completed TDY in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-01T20:47:53.272638] [INFO ] [sig       ] [3161/3634] Forecasting TEAM...
[2025-12-01T20:47:53.272665] [INFO ] [sig       ] Generating forecast for: TEAM
[2025-12-01T20:47:53.272694] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEAM' from 'https://tdm.silogroup.org/data/derivative_storage/TEAM.csv'.
[2025-12-01T20:47:53.284588] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEAM'.
[2025-12-01T20:47:53.284883] [INFO ] [FORECASTER] Starting predict_future for TEAM
[2025-12-01T20:47:53.285644] [DEBUG] [LOCAL     ] No optimal features file found for TEAM: ./output/feature-sets/TEAM.txt
[2025-12-01T20:47:53.285692] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:53.285723] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:53.285749] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:53.285802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:53.341205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:53.341830] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:53.341903] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:53.341948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:53.461894] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:53.462045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:53.462087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:53.462115] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:53.465357] [DEBUG] [FORECASTER] TEAM: Forecast T+1@11:T+2@11: UP (p=77.40%)
[2025-12-01T20:47:53.465628] [INFO ] [FORECASTER] Completed predict_future for TEAM
[2025-12-01T20:47:53.465751] [INFO ] [sig       ] TEAM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:53.603285] [INFO ] [LOCAL     ] Saved forecast: TEAM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TEAM.txt
[2025-12-01T20:47:53.603412] [INFO ] [sig       ] [3161/3634] Completed TEAM in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-01T20:47:53.603450] [INFO ] [sig       ] [3162/3634] Forecasting TECH...
[2025-12-01T20:47:53.603478] [INFO ] [sig       ] Generating forecast for: TECH
[2025-12-01T20:47:53.603506] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECH' from 'https://tdm.silogroup.org/data/derivative_storage/TECH.csv'.
[2025-12-01T20:47:53.615709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TECH'.
[2025-12-01T20:47:53.616036] [INFO ] [FORECASTER] Starting predict_future for TECH
[2025-12-01T20:47:53.616805] [DEBUG] [LOCAL     ] No optimal features file found for TECH: ./output/feature-sets/TECH.txt
[2025-12-01T20:47:53.616854] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:53.616884] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:53.616909] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:53.616962] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:53.673433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:53.674412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:53.674501] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:53.674533] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:53.796137] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:53.796307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:53.796345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:53.796412] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:53.799892] [DEBUG] [FORECASTER] TECH: Forecast T+1@11:T+2@11: UP (p=86.31%)
[2025-12-01T20:47:53.800174] [INFO ] [FORECASTER] Completed predict_future for TECH
[2025-12-01T20:47:53.800303] [INFO ] [sig       ] TECH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:53.947001] [INFO ] [LOCAL     ] Saved forecast: TECH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TECH.txt
[2025-12-01T20:47:53.947123] [INFO ] [sig       ] [3162/3634] Completed TECH in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-01T20:47:53.947159] [INFO ] [sig       ] [3163/3634] Forecasting TECK...
[2025-12-01T20:47:53.947188] [INFO ] [sig       ] Generating forecast for: TECK
[2025-12-01T20:47:53.947216] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECK' from 'https://tdm.silogroup.org/data/derivative_storage/TECK.csv'.
[2025-12-01T20:47:53.958826] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TECK'.
[2025-12-01T20:47:53.959130] [INFO ] [FORECASTER] Starting predict_future for TECK
[2025-12-01T20:47:53.959893] [DEBUG] [LOCAL     ] No optimal features file found for TECK: ./output/feature-sets/TECK.txt
[2025-12-01T20:47:53.959942] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:53.959973] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:53.959998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:53.960074] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:54.016181] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:54.016807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:54.016884] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:54.016915] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:54.139650] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:54.139780] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:54.139815] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:54.139843] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:54.143008] [DEBUG] [FORECASTER] TECK: Forecast T+1@11:T+2@11: DOWN (p=42.00%)
[2025-12-01T20:47:54.143263] [INFO ] [FORECASTER] Completed predict_future for TECK
[2025-12-01T20:47:54.143383] [INFO ] [sig       ] TECK: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:47:54.280997] [INFO ] [LOCAL     ] Saved forecast: TECK	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TECK.txt
[2025-12-01T20:47:54.281115] [INFO ] [sig       ] [3163/3634] Completed TECK in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-01T20:47:54.281150] [INFO ] [sig       ] [3164/3634] Forecasting TECX...
[2025-12-01T20:47:54.281178] [INFO ] [sig       ] Generating forecast for: TECX
[2025-12-01T20:47:54.281208] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TECX' from 'https://tdm.silogroup.org/data/derivative_storage/TECX.csv'.
[2025-12-01T20:47:54.293218] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TECX'.
[2025-12-01T20:47:54.293587] [INFO ] [FORECASTER] Starting predict_future for TECX
[2025-12-01T20:47:54.294359] [DEBUG] [LOCAL     ] No optimal features file found for TECX: ./output/feature-sets/TECX.txt
[2025-12-01T20:47:54.294408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:54.294438] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:54.294464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:54.294519] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:54.349771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:54.350648] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:54.350738] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:54.350769] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:54.465948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:54.466115] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:47:54.466153] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:54.466180] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:54.469512] [DEBUG] [FORECASTER] TECX: Forecast T+1@11:T+2@11: UP (p=76.97%)
[2025-12-01T20:47:54.469798] [INFO ] [FORECASTER] Completed predict_future for TECX
[2025-12-01T20:47:54.469920] [INFO ] [sig       ] TECX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:47:54.610115] [INFO ] [LOCAL     ] Saved forecast: TECX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TECX.txt
[2025-12-01T20:47:54.610276] [INFO ] [sig       ] [3164/3634] Completed TECX in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-01T20:47:54.610313] [INFO ] [sig       ] [3165/3634] Forecasting TEF...
[2025-12-01T20:47:54.610342] [INFO ] [sig       ] Generating forecast for: TEF
[2025-12-01T20:47:54.610370] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEF' from 'https://tdm.silogroup.org/data/derivative_storage/TEF.csv'.
[2025-12-01T20:47:54.621387] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEF'.
[2025-12-01T20:47:54.621679] [INFO ] [FORECASTER] Starting predict_future for TEF
[2025-12-01T20:47:54.622421] [DEBUG] [LOCAL     ] No optimal features file found for TEF: ./output/feature-sets/TEF.txt
[2025-12-01T20:47:54.622481] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:54.622513] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:54.622539] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:54.622616] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:54.678051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:54.678712] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:54.678801] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:54.678838] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:54.796955] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:54.797107] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:54.797144] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:54.797172] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:54.800498] [DEBUG] [FORECASTER] TEF: Forecast T+1@11:T+2@11: UP (p=62.12%)
[2025-12-01T20:47:54.800803] [INFO ] [FORECASTER] Completed predict_future for TEF
[2025-12-01T20:47:54.800932] [INFO ] [sig       ] TEF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:54.940373] [INFO ] [LOCAL     ] Saved forecast: TEF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TEF.txt
[2025-12-01T20:47:54.940508] [INFO ] [sig       ] [3165/3634] Completed TEF in 0.3s | 2.99 sym/s | Total: 17.6m | ETA: 2.6m
[2025-12-01T20:47:54.940546] [INFO ] [sig       ] [3166/3634] Forecasting TEI...
[2025-12-01T20:47:54.940592] [INFO ] [sig       ] Generating forecast for: TEI
[2025-12-01T20:47:54.940624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEI' from 'https://tdm.silogroup.org/data/derivative_storage/TEI.csv'.
[2025-12-01T20:47:54.951816] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEI'.
[2025-12-01T20:47:54.952081] [INFO ] [FORECASTER] Starting predict_future for TEI
[2025-12-01T20:47:54.952836] [DEBUG] [LOCAL     ] No optimal features file found for TEI: ./output/feature-sets/TEI.txt
[2025-12-01T20:47:54.952884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:54.952914] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:54.952940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:54.952994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:55.008382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:55.009151] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:55.009230] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:55.009261] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:55.123687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:55.123843] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:55.123880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:55.123908] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:55.127168] [DEBUG] [FORECASTER] TEI: Forecast T+1@11:T+2@11: UP (p=55.26%)
[2025-12-01T20:47:55.127426] [INFO ] [FORECASTER] Completed predict_future for TEI
[2025-12-01T20:47:55.127548] [INFO ] [sig       ] TEI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:55.266375] [INFO ] [LOCAL     ] Saved forecast: TEI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TEI.txt
[2025-12-01T20:47:55.266523] [INFO ] [sig       ] [3166/3634] Completed TEI in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-01T20:47:55.266566] [INFO ] [sig       ] [3167/3634] Forecasting TEL...
[2025-12-01T20:47:55.266613] [INFO ] [sig       ] Generating forecast for: TEL
[2025-12-01T20:47:55.266642] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEL' from 'https://tdm.silogroup.org/data/derivative_storage/TEL.csv'.
[2025-12-01T20:47:55.277778] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEL'.
[2025-12-01T20:47:55.278116] [INFO ] [FORECASTER] Starting predict_future for TEL
[2025-12-01T20:47:55.278936] [DEBUG] [LOCAL     ] No optimal features file found for TEL: ./output/feature-sets/TEL.txt
[2025-12-01T20:47:55.278986] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:55.279015] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:55.279040] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:55.279093] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:55.334405] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:55.335170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:55.335247] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:55.335278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:55.453167] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:55.453318] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:55.453354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:55.453382] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:55.456675] [DEBUG] [FORECASTER] TEL: Forecast T+1@11:T+2@11: UP (p=75.35%)
[2025-12-01T20:47:55.456963] [INFO ] [FORECASTER] Completed predict_future for TEL
[2025-12-01T20:47:55.457080] [INFO ] [sig       ] TEL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:55.594080] [INFO ] [LOCAL     ] Saved forecast: TEL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TEL.txt
[2025-12-01T20:47:55.594231] [INFO ] [sig       ] [3167/3634] Completed TEL in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-01T20:47:55.594269] [INFO ] [sig       ] [3168/3634] Forecasting TELO...
[2025-12-01T20:47:55.594298] [INFO ] [sig       ] Generating forecast for: TELO
[2025-12-01T20:47:55.594326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TELO' from 'https://tdm.silogroup.org/data/derivative_storage/TELO.csv'.
[2025-12-01T20:47:55.605740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TELO'.
[2025-12-01T20:47:55.606020] [INFO ] [FORECASTER] Starting predict_future for TELO
[2025-12-01T20:47:55.606786] [DEBUG] [LOCAL     ] No optimal features file found for TELO: ./output/feature-sets/TELO.txt
[2025-12-01T20:47:55.606835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:55.606867] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:55.606893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:55.606948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:55.667350] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:55.668077] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:55.668156] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:55.668188] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:55.785213] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:55.785345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:55.785381] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:55.785409] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:55.788742] [DEBUG] [FORECASTER] TELO: Forecast T+1@11:T+2@11: UP (p=98.44%)
[2025-12-01T20:47:55.789031] [INFO ] [FORECASTER] Completed predict_future for TELO
[2025-12-01T20:47:55.789152] [INFO ] [sig       ] TELO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:55.936416] [INFO ] [LOCAL     ] Saved forecast: TELO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TELO.txt
[2025-12-01T20:47:55.936556] [INFO ] [sig       ] [3168/3634] Completed TELO in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-01T20:47:55.936611] [INFO ] [sig       ] [3169/3634] Forecasting TEM...
[2025-12-01T20:47:55.936639] [INFO ] [sig       ] Generating forecast for: TEM
[2025-12-01T20:47:55.936668] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEM' from 'https://tdm.silogroup.org/data/derivative_storage/TEM.csv'.
[2025-12-01T20:47:55.947663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEM'.
[2025-12-01T20:47:55.947917] [INFO ] [FORECASTER] Starting predict_future for TEM
[2025-12-01T20:47:55.948693] [DEBUG] [LOCAL     ] No optimal features file found for TEM: ./output/feature-sets/TEM.txt
[2025-12-01T20:47:55.948745] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:55.948774] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:55.948800] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:55.948854] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:56.003251] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:56.003922] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:56.004023] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:56.004055] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:56.126220] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:56.126360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:56.126397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:56.126424] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:56.129688] [DEBUG] [FORECASTER] TEM: Forecast T+1@11:T+2@11: UP (p=83.78%)
[2025-12-01T20:47:56.129949] [INFO ] [FORECASTER] Completed predict_future for TEM
[2025-12-01T20:47:56.130066] [INFO ] [sig       ] TEM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:56.265612] [INFO ] [LOCAL     ] Saved forecast: TEM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TEM.txt
[2025-12-01T20:47:56.265728] [INFO ] [sig       ] [3169/3634] Completed TEM in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-01T20:47:56.265764] [INFO ] [sig       ] [3170/3634] Forecasting TENB...
[2025-12-01T20:47:56.265792] [INFO ] [sig       ] Generating forecast for: TENB
[2025-12-01T20:47:56.265820] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENB' from 'https://tdm.silogroup.org/data/derivative_storage/TENB.csv'.
[2025-12-01T20:47:56.276906] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENB'.
[2025-12-01T20:47:56.277169] [INFO ] [FORECASTER] Starting predict_future for TENB
[2025-12-01T20:47:56.277902] [DEBUG] [LOCAL     ] No optimal features file found for TENB: ./output/feature-sets/TENB.txt
[2025-12-01T20:47:56.277950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:56.277980] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:56.278006] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:56.278060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:56.332783] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:56.333349] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:56.333422] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:56.333453] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:56.450258] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:56.450401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:56.450437] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:56.450463] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:56.453689] [DEBUG] [FORECASTER] TENB: Forecast T+1@11:T+2@11: DOWN (p=1.62%)
[2025-12-01T20:47:56.453964] [INFO ] [FORECASTER] Completed predict_future for TENB
[2025-12-01T20:47:56.454081] [INFO ] [sig       ] TENB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:56.591342] [INFO ] [LOCAL     ] Saved forecast: TENB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TENB.txt
[2025-12-01T20:47:56.591460] [INFO ] [sig       ] [3170/3634] Completed TENB in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-01T20:47:56.591496] [INFO ] [sig       ] [3171/3634] Forecasting TENX...
[2025-12-01T20:47:56.591524] [INFO ] [sig       ] Generating forecast for: TENX
[2025-12-01T20:47:56.591551] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TENX' from 'https://tdm.silogroup.org/data/derivative_storage/TENX.csv'.
[2025-12-01T20:47:56.602595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TENX'.
[2025-12-01T20:47:56.602919] [INFO ] [FORECASTER] Starting predict_future for TENX
[2025-12-01T20:47:56.603661] [DEBUG] [LOCAL     ] No optimal features file found for TENX: ./output/feature-sets/TENX.txt
[2025-12-01T20:47:56.603710] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:56.603744] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:56.603770] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:56.603824] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:56.658072] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:56.658926] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:56.659005] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:56.659035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:56.769358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:56.769503] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:56.769539] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:56.769566] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:56.772802] [DEBUG] [FORECASTER] TENX: Forecast T+1@11:T+2@11: UP (p=59.66%)
[2025-12-01T20:47:56.773061] [INFO ] [FORECASTER] Completed predict_future for TENX
[2025-12-01T20:47:56.773181] [INFO ] [sig       ] TENX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:56.914615] [INFO ] [LOCAL     ] Saved forecast: TENX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TENX.txt
[2025-12-01T20:47:56.914764] [INFO ] [sig       ] [3171/3634] Completed TENX in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-01T20:47:56.914803] [INFO ] [sig       ] [3172/3634] Forecasting TEO...
[2025-12-01T20:47:56.914831] [INFO ] [sig       ] Generating forecast for: TEO
[2025-12-01T20:47:56.914859] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEO' from 'https://tdm.silogroup.org/data/derivative_storage/TEO.csv'.
[2025-12-01T20:47:56.925158] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEO'.
[2025-12-01T20:47:56.925434] [INFO ] [FORECASTER] Starting predict_future for TEO
[2025-12-01T20:47:56.926184] [DEBUG] [LOCAL     ] No optimal features file found for TEO: ./output/feature-sets/TEO.txt
[2025-12-01T20:47:56.926233] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:56.926263] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:56.926289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:56.926343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:56.980993] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:56.981638] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:56.981720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:56.981752] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:57.097926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:57.098095] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:57.098132] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:57.098160] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:57.101429] [DEBUG] [FORECASTER] TEO: Forecast T+1@11:T+2@11: UP (p=53.54%)
[2025-12-01T20:47:57.101711] [INFO ] [FORECASTER] Completed predict_future for TEO
[2025-12-01T20:47:57.101844] [INFO ] [sig       ] TEO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:57.238373] [INFO ] [LOCAL     ] Saved forecast: TEO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TEO.txt
[2025-12-01T20:47:57.238521] [INFO ] [sig       ] [3172/3634] Completed TEO in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-01T20:47:57.238559] [INFO ] [sig       ] [3173/3634] Forecasting TERN...
[2025-12-01T20:47:57.238605] [INFO ] [sig       ] Generating forecast for: TERN
[2025-12-01T20:47:57.238634] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TERN' from 'https://tdm.silogroup.org/data/derivative_storage/TERN.csv'.
[2025-12-01T20:47:57.249238] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TERN'.
[2025-12-01T20:47:57.249507] [INFO ] [FORECASTER] Starting predict_future for TERN
[2025-12-01T20:47:57.250273] [DEBUG] [LOCAL     ] No optimal features file found for TERN: ./output/feature-sets/TERN.txt
[2025-12-01T20:47:57.250322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:57.250353] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:57.250379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:57.250433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:57.305793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:57.306397] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:57.306470] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:57.306501] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:57.426903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:57.427045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:57.427081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:57.427109] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:57.430327] [DEBUG] [FORECASTER] TERN: Forecast T+1@11:T+2@11: UP (p=93.43%)
[2025-12-01T20:47:57.430606] [INFO ] [FORECASTER] Completed predict_future for TERN
[2025-12-01T20:47:57.430725] [INFO ] [sig       ] TERN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:57.568375] [INFO ] [LOCAL     ] Saved forecast: TERN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TERN.txt
[2025-12-01T20:47:57.568499] [INFO ] [sig       ] [3173/3634] Completed TERN in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-01T20:47:57.568534] [INFO ] [sig       ] [3174/3634] Forecasting TEVA...
[2025-12-01T20:47:57.568563] [INFO ] [sig       ] Generating forecast for: TEVA
[2025-12-01T20:47:57.568609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEVA' from 'https://tdm.silogroup.org/data/derivative_storage/TEVA.csv'.
[2025-12-01T20:47:57.584459] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEVA'.
[2025-12-01T20:47:57.584763] [INFO ] [FORECASTER] Starting predict_future for TEVA
[2025-12-01T20:47:57.585488] [DEBUG] [LOCAL     ] No optimal features file found for TEVA: ./output/feature-sets/TEVA.txt
[2025-12-01T20:47:57.585537] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:57.585567] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:57.585613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:57.585667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:57.640898] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:57.641720] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:57.641802] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:57.641834] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:57.761206] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:57.761357] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:57.761397] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:57.761425] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:57.764746] [DEBUG] [FORECASTER] TEVA: Forecast T+1@11:T+2@11: UP (p=57.97%)
[2025-12-01T20:47:57.765030] [INFO ] [FORECASTER] Completed predict_future for TEVA
[2025-12-01T20:47:57.765147] [INFO ] [sig       ] TEVA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:57.902408] [INFO ] [LOCAL     ] Saved forecast: TEVA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TEVA.txt
[2025-12-01T20:47:57.902533] [INFO ] [sig       ] [3174/3634] Completed TEVA in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-01T20:47:57.902586] [INFO ] [sig       ] [3175/3634] Forecasting TEX...
[2025-12-01T20:47:57.902617] [INFO ] [sig       ] Generating forecast for: TEX
[2025-12-01T20:47:57.902645] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TEX' from 'https://tdm.silogroup.org/data/derivative_storage/TEX.csv'.
[2025-12-01T20:47:57.913697] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TEX'.
[2025-12-01T20:47:57.913953] [INFO ] [FORECASTER] Starting predict_future for TEX
[2025-12-01T20:47:57.914688] [DEBUG] [LOCAL     ] No optimal features file found for TEX: ./output/feature-sets/TEX.txt
[2025-12-01T20:47:57.914735] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:57.914769] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:57.914794] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:57.914847] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:57.969592] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:57.970220] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:57.970294] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:57.970327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:58.090825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:58.090968] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:58.091003] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:58.091031] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:58.094232] [DEBUG] [FORECASTER] TEX: Forecast T+1@11:T+2@11: DOWN (p=9.62%)
[2025-12-01T20:47:58.094487] [INFO ] [FORECASTER] Completed predict_future for TEX
[2025-12-01T20:47:58.094623] [INFO ] [sig       ] TEX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:58.234029] [INFO ] [LOCAL     ] Saved forecast: TEX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TEX.txt
[2025-12-01T20:47:58.234156] [INFO ] [sig       ] [3175/3634] Completed TEX in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-01T20:47:58.234192] [INFO ] [sig       ] [3176/3634] Forecasting TFC...
[2025-12-01T20:47:58.234219] [INFO ] [sig       ] Generating forecast for: TFC
[2025-12-01T20:47:58.234247] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFC' from 'https://tdm.silogroup.org/data/derivative_storage/TFC.csv'.
[2025-12-01T20:47:58.245035] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFC'.
[2025-12-01T20:47:58.245298] [INFO ] [FORECASTER] Starting predict_future for TFC
[2025-12-01T20:47:58.246038] [DEBUG] [LOCAL     ] No optimal features file found for TFC: ./output/feature-sets/TFC.txt
[2025-12-01T20:47:58.246093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:58.246174] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:58.246203] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:58.246260] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:58.302281] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:58.303081] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:58.303160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:58.303191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:58.426254] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:58.426407] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:58.426444] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:58.426471] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:58.429813] [DEBUG] [FORECASTER] TFC: Forecast T+1@11:T+2@11: DOWN (p=20.15%)
[2025-12-01T20:47:58.430074] [INFO ] [FORECASTER] Completed predict_future for TFC
[2025-12-01T20:47:58.430193] [INFO ] [sig       ] TFC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:58.569060] [INFO ] [LOCAL     ] Saved forecast: TFC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TFC.txt
[2025-12-01T20:47:58.569202] [INFO ] [sig       ] [3176/3634] Completed TFC in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.6m
[2025-12-01T20:47:58.569239] [INFO ] [sig       ] [3177/3634] Forecasting TFII...
[2025-12-01T20:47:58.569269] [INFO ] [sig       ] Generating forecast for: TFII
[2025-12-01T20:47:58.569298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFII' from 'https://tdm.silogroup.org/data/derivative_storage/TFII.csv'.
[2025-12-01T20:47:58.580199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFII'.
[2025-12-01T20:47:58.580471] [INFO ] [FORECASTER] Starting predict_future for TFII
[2025-12-01T20:47:58.581210] [DEBUG] [LOCAL     ] No optimal features file found for TFII: ./output/feature-sets/TFII.txt
[2025-12-01T20:47:58.581259] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:58.581288] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:58.581313] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:58.581366] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:58.635759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:58.636348] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:58.636424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:58.636454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:58.750630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:58.750788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:58.750833] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:58.750866] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:58.754233] [DEBUG] [FORECASTER] TFII: Forecast T+1@11:T+2@11: DOWN (p=28.12%)
[2025-12-01T20:47:58.754541] [INFO ] [FORECASTER] Completed predict_future for TFII
[2025-12-01T20:47:58.754692] [INFO ] [sig       ] TFII: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:58.893353] [INFO ] [LOCAL     ] Saved forecast: TFII	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TFII.txt
[2025-12-01T20:47:58.893482] [INFO ] [sig       ] [3177/3634] Completed TFII in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-01T20:47:58.893519] [INFO ] [sig       ] [3178/3634] Forecasting TFIN...
[2025-12-01T20:47:58.893547] [INFO ] [sig       ] Generating forecast for: TFIN
[2025-12-01T20:47:58.893592] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFIN' from 'https://tdm.silogroup.org/data/derivative_storage/TFIN.csv'.
[2025-12-01T20:47:58.904357] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFIN'.
[2025-12-01T20:47:58.904644] [INFO ] [FORECASTER] Starting predict_future for TFIN
[2025-12-01T20:47:58.905370] [DEBUG] [LOCAL     ] No optimal features file found for TFIN: ./output/feature-sets/TFIN.txt
[2025-12-01T20:47:58.905424] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:58.905454] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:58.905480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:58.905533] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:58.963399] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:58.964106] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:58.964179] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:58.964210] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:59.075032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:59.075190] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:59.075227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:59.075254] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:59.078538] [DEBUG] [FORECASTER] TFIN: Forecast T+1@11:T+2@11: DOWN (p=18.23%)
[2025-12-01T20:47:59.078817] [INFO ] [FORECASTER] Completed predict_future for TFIN
[2025-12-01T20:47:59.078935] [INFO ] [sig       ] TFIN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:47:59.215087] [INFO ] [LOCAL     ] Saved forecast: TFIN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TFIN.txt
[2025-12-01T20:47:59.215212] [INFO ] [sig       ] [3178/3634] Completed TFIN in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-01T20:47:59.215248] [INFO ] [sig       ] [3179/3634] Forecasting TFPM...
[2025-12-01T20:47:59.215275] [INFO ] [sig       ] Generating forecast for: TFPM
[2025-12-01T20:47:59.215304] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFPM' from 'https://tdm.silogroup.org/data/derivative_storage/TFPM.csv'.
[2025-12-01T20:47:59.227502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFPM'.
[2025-12-01T20:47:59.227846] [INFO ] [FORECASTER] Starting predict_future for TFPM
[2025-12-01T20:47:59.228662] [DEBUG] [LOCAL     ] No optimal features file found for TFPM: ./output/feature-sets/TFPM.txt
[2025-12-01T20:47:59.228717] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:59.228749] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:59.228775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:59.228829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:59.286624] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:59.287411] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:59.287494] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:59.287526] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:59.407654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:59.407767] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:59.407801] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:59.407859] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:59.410968] [DEBUG] [FORECASTER] TFPM: Forecast T+1@11:T+2@11: UP (p=63.94%)
[2025-12-01T20:47:59.411228] [INFO ] [FORECASTER] Completed predict_future for TFPM
[2025-12-01T20:47:59.411348] [INFO ] [sig       ] TFPM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:59.547676] [INFO ] [LOCAL     ] Saved forecast: TFPM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TFPM.txt
[2025-12-01T20:47:59.547789] [INFO ] [sig       ] [3179/3634] Completed TFPM in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-01T20:47:59.547831] [INFO ] [sig       ] [3180/3634] Forecasting TFSL...
[2025-12-01T20:47:59.547859] [INFO ] [sig       ] Generating forecast for: TFSL
[2025-12-01T20:47:59.547887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TFSL' from 'https://tdm.silogroup.org/data/derivative_storage/TFSL.csv'.
[2025-12-01T20:47:59.558745] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TFSL'.
[2025-12-01T20:47:59.559023] [INFO ] [FORECASTER] Starting predict_future for TFSL
[2025-12-01T20:47:59.559769] [DEBUG] [LOCAL     ] No optimal features file found for TFSL: ./output/feature-sets/TFSL.txt
[2025-12-01T20:47:59.559817] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:59.559846] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:59.559871] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:59.559925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:59.616216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:59.616847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:59.616923] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:59.616955] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:47:59.734742] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:47:59.734847] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:47:59.734880] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:47:59.734906] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:47:59.737982] [DEBUG] [FORECASTER] TFSL: Forecast T+1@11:T+2@11: UP (p=79.81%)
[2025-12-01T20:47:59.738233] [INFO ] [FORECASTER] Completed predict_future for TFSL
[2025-12-01T20:47:59.738368] [INFO ] [sig       ] TFSL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:47:59.883408] [INFO ] [LOCAL     ] Saved forecast: TFSL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TFSL.txt
[2025-12-01T20:47:59.883552] [INFO ] [sig       ] [3180/3634] Completed TFSL in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-01T20:47:59.883609] [INFO ] [sig       ] [3181/3634] Forecasting TG...
[2025-12-01T20:47:59.883639] [INFO ] [sig       ] Generating forecast for: TG
[2025-12-01T20:47:59.883666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TG' from 'https://tdm.silogroup.org/data/derivative_storage/TG.csv'.
[2025-12-01T20:47:59.896005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TG'.
[2025-12-01T20:47:59.896337] [INFO ] [FORECASTER] Starting predict_future for TG
[2025-12-01T20:47:59.897096] [DEBUG] [LOCAL     ] No optimal features file found for TG: ./output/feature-sets/TG.txt
[2025-12-01T20:47:59.897145] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:47:59.897175] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:47:59.897200] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:47:59.897254] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:47:59.952841] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:47:59.953619] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:47:59.953700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:47:59.953732] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:00.071931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:00.072078] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:00.072115] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:00.072144] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:00.075437] [DEBUG] [FORECASTER] TG: Forecast T+1@11:T+2@11: DOWN (p=36.12%)
[2025-12-01T20:48:00.075719] [INFO ] [FORECASTER] Completed predict_future for TG
[2025-12-01T20:48:00.075858] [INFO ] [sig       ] TG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:00.212444] [INFO ] [LOCAL     ] Saved forecast: TG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TG.txt
[2025-12-01T20:48:00.212567] [INFO ] [sig       ] [3181/3634] Completed TG in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-01T20:48:00.212623] [INFO ] [sig       ] [3182/3634] Forecasting TGLS...
[2025-12-01T20:48:00.212650] [INFO ] [sig       ] Generating forecast for: TGLS
[2025-12-01T20:48:00.212678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGLS' from 'https://tdm.silogroup.org/data/derivative_storage/TGLS.csv'.
[2025-12-01T20:48:00.223967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGLS'.
[2025-12-01T20:48:00.224237] [INFO ] [FORECASTER] Starting predict_future for TGLS
[2025-12-01T20:48:00.224967] [DEBUG] [LOCAL     ] No optimal features file found for TGLS: ./output/feature-sets/TGLS.txt
[2025-12-01T20:48:00.225016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:00.225046] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:00.225071] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:00.225125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:00.279069] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:00.279707] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:00.279782] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:00.279813] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:00.397807] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:00.397922] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:00.397958] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:00.397986] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:00.401304] [DEBUG] [FORECASTER] TGLS: Forecast T+1@11:T+2@11: UP (p=64.24%)
[2025-12-01T20:48:00.401589] [INFO ] [FORECASTER] Completed predict_future for TGLS
[2025-12-01T20:48:00.401717] [INFO ] [sig       ] TGLS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:00.540963] [INFO ] [LOCAL     ] Saved forecast: TGLS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TGLS.txt
[2025-12-01T20:48:00.541082] [INFO ] [sig       ] [3182/3634] Completed TGLS in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-01T20:48:00.541118] [INFO ] [sig       ] [3183/3634] Forecasting TGNA...
[2025-12-01T20:48:00.541146] [INFO ] [sig       ] Generating forecast for: TGNA
[2025-12-01T20:48:00.541174] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGNA' from 'https://tdm.silogroup.org/data/derivative_storage/TGNA.csv'.
[2025-12-01T20:48:00.552323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGNA'.
[2025-12-01T20:48:00.552655] [INFO ] [FORECASTER] Starting predict_future for TGNA
[2025-12-01T20:48:00.553407] [DEBUG] [LOCAL     ] No optimal features file found for TGNA: ./output/feature-sets/TGNA.txt
[2025-12-01T20:48:00.553458] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:00.553491] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:00.553519] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:00.553599] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:00.609606] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:00.610194] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:00.610272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:00.610304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:00.729698] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:00.729866] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:00.729916] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:00.729966] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:00.733379] [DEBUG] [FORECASTER] TGNA: Forecast T+1@11:T+2@11: UP (p=72.04%)
[2025-12-01T20:48:00.733667] [INFO ] [FORECASTER] Completed predict_future for TGNA
[2025-12-01T20:48:00.733802] [INFO ] [sig       ] TGNA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:00.872298] [INFO ] [LOCAL     ] Saved forecast: TGNA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TGNA.txt
[2025-12-01T20:48:00.872417] [INFO ] [sig       ] [3183/3634] Completed TGNA in 0.3s | 2.99 sym/s | Total: 17.7m | ETA: 2.5m
[2025-12-01T20:48:00.872453] [INFO ] [sig       ] [3184/3634] Forecasting TGS...
[2025-12-01T20:48:00.872481] [INFO ] [sig       ] Generating forecast for: TGS
[2025-12-01T20:48:00.872510] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGS' from 'https://tdm.silogroup.org/data/derivative_storage/TGS.csv'.
[2025-12-01T20:48:00.883526] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGS'.
[2025-12-01T20:48:00.883830] [INFO ] [FORECASTER] Starting predict_future for TGS
[2025-12-01T20:48:00.884610] [DEBUG] [LOCAL     ] No optimal features file found for TGS: ./output/feature-sets/TGS.txt
[2025-12-01T20:48:00.884662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:00.884694] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:00.884723] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:00.884781] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:00.940661] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:00.941296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:00.941377] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:00.941410] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:01.056484] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:01.056641] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:01.056681] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:01.056711] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:01.060355] [DEBUG] [FORECASTER] TGS: Forecast T+1@11:T+2@11: UP (p=83.55%)
[2025-12-01T20:48:01.060646] [INFO ] [FORECASTER] Completed predict_future for TGS
[2025-12-01T20:48:01.060773] [INFO ] [sig       ] TGS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:01.200705] [INFO ] [LOCAL     ] Saved forecast: TGS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TGS.txt
[2025-12-01T20:48:01.200838] [INFO ] [sig       ] [3184/3634] Completed TGS in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-01T20:48:01.200876] [INFO ] [sig       ] [3185/3634] Forecasting TGTX...
[2025-12-01T20:48:01.200904] [INFO ] [sig       ] Generating forecast for: TGTX
[2025-12-01T20:48:01.200932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TGTX' from 'https://tdm.silogroup.org/data/derivative_storage/TGTX.csv'.
[2025-12-01T20:48:01.211753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TGTX'.
[2025-12-01T20:48:01.212009] [INFO ] [FORECASTER] Starting predict_future for TGTX
[2025-12-01T20:48:01.212735] [DEBUG] [LOCAL     ] No optimal features file found for TGTX: ./output/feature-sets/TGTX.txt
[2025-12-01T20:48:01.212783] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:01.212813] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:01.212838] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:01.212891] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:01.269091] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:01.269855] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:01.269948] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:01.269983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:01.390806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:01.390962] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:01.390998] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:01.391024] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:01.394208] [DEBUG] [FORECASTER] TGTX: Forecast T+1@11:T+2@11: UP (p=67.89%)
[2025-12-01T20:48:01.394465] [INFO ] [FORECASTER] Completed predict_future for TGTX
[2025-12-01T20:48:01.394600] [INFO ] [sig       ] TGTX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:01.536852] [INFO ] [LOCAL     ] Saved forecast: TGTX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TGTX.txt
[2025-12-01T20:48:01.536993] [INFO ] [sig       ] [3185/3634] Completed TGTX in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-01T20:48:01.537030] [INFO ] [sig       ] [3186/3634] Forecasting TH...
[2025-12-01T20:48:01.537057] [INFO ] [sig       ] Generating forecast for: TH
[2025-12-01T20:48:01.537085] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TH' from 'https://tdm.silogroup.org/data/derivative_storage/TH.csv'.
[2025-12-01T20:48:01.548147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TH'.
[2025-12-01T20:48:01.548445] [INFO ] [FORECASTER] Starting predict_future for TH
[2025-12-01T20:48:01.549238] [DEBUG] [LOCAL     ] No optimal features file found for TH: ./output/feature-sets/TH.txt
[2025-12-01T20:48:01.549286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:01.549315] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:01.549341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:01.549394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:01.605526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:01.606193] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:01.606299] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:01.606334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:01.729545] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:01.729707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:01.729748] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:01.729778] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:01.733109] [DEBUG] [FORECASTER] TH: Forecast T+1@11:T+2@11: UP (p=60.20%)
[2025-12-01T20:48:01.733396] [INFO ] [FORECASTER] Completed predict_future for TH
[2025-12-01T20:48:01.733522] [INFO ] [sig       ] TH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:01.874703] [INFO ] [LOCAL     ] Saved forecast: TH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TH.txt
[2025-12-01T20:48:01.874819] [INFO ] [sig       ] [3186/3634] Completed TH in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-01T20:48:01.874856] [INFO ] [sig       ] [3187/3634] Forecasting THC...
[2025-12-01T20:48:01.874887] [INFO ] [sig       ] Generating forecast for: THC
[2025-12-01T20:48:01.874916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THC' from 'https://tdm.silogroup.org/data/derivative_storage/THC.csv'.
[2025-12-01T20:48:01.886540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THC'.
[2025-12-01T20:48:01.886864] [INFO ] [FORECASTER] Starting predict_future for THC
[2025-12-01T20:48:01.887630] [DEBUG] [LOCAL     ] No optimal features file found for THC: ./output/feature-sets/THC.txt
[2025-12-01T20:48:01.887679] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:01.887710] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:01.887746] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:01.887802] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:01.943745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:01.944653] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:01.944736] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:01.944768] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:02.066958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:02.067124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:02.067162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:02.067188] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:02.070624] [DEBUG] [FORECASTER] THC: Forecast T+1@11:T+2@11: UP (p=91.15%)
[2025-12-01T20:48:02.070944] [INFO ] [FORECASTER] Completed predict_future for THC
[2025-12-01T20:48:02.071077] [INFO ] [sig       ] THC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:02.214633] [INFO ] [LOCAL     ] Saved forecast: THC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/THC.txt
[2025-12-01T20:48:02.214794] [INFO ] [sig       ] [3187/3634] Completed THC in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-01T20:48:02.214831] [INFO ] [sig       ] [3188/3634] Forecasting THFF...
[2025-12-01T20:48:02.214859] [INFO ] [sig       ] Generating forecast for: THFF
[2025-12-01T20:48:02.214887] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THFF' from 'https://tdm.silogroup.org/data/derivative_storage/THFF.csv'.
[2025-12-01T20:48:02.226519] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THFF'.
[2025-12-01T20:48:02.226883] [INFO ] [FORECASTER] Starting predict_future for THFF
[2025-12-01T20:48:02.227687] [DEBUG] [LOCAL     ] No optimal features file found for THFF: ./output/feature-sets/THFF.txt
[2025-12-01T20:48:02.227739] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:02.227771] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:02.227797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:02.227853] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:02.283331] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:02.283978] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:02.284055] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:02.284089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:02.404131] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:02.404293] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:02.404329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:02.404355] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:02.407590] [DEBUG] [FORECASTER] THFF: Forecast T+1@11:T+2@11: DOWN (p=6.29%)
[2025-12-01T20:48:02.407847] [INFO ] [FORECASTER] Completed predict_future for THFF
[2025-12-01T20:48:02.407965] [INFO ] [sig       ] THFF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:02.550830] [INFO ] [LOCAL     ] Saved forecast: THFF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/THFF.txt
[2025-12-01T20:48:02.550993] [INFO ] [sig       ] [3188/3634] Completed THFF in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-01T20:48:02.551033] [INFO ] [sig       ] [3189/3634] Forecasting THG...
[2025-12-01T20:48:02.551063] [INFO ] [sig       ] Generating forecast for: THG
[2025-12-01T20:48:02.551093] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THG' from 'https://tdm.silogroup.org/data/derivative_storage/THG.csv'.
[2025-12-01T20:48:02.562262] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THG'.
[2025-12-01T20:48:02.562536] [INFO ] [FORECASTER] Starting predict_future for THG
[2025-12-01T20:48:02.563319] [DEBUG] [LOCAL     ] No optimal features file found for THG: ./output/feature-sets/THG.txt
[2025-12-01T20:48:02.563367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:02.563398] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:02.563423] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:02.563477] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:02.619006] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:02.619706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:02.619799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:02.619840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:02.737347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:02.737491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:02.737528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:02.737555] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:02.740836] [DEBUG] [FORECASTER] THG: Forecast T+1@11:T+2@11: DOWN (p=49.38%)
[2025-12-01T20:48:02.741111] [INFO ] [FORECASTER] Completed predict_future for THG
[2025-12-01T20:48:02.741237] [INFO ] [sig       ] THG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:02.879307] [INFO ] [LOCAL     ] Saved forecast: THG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/THG.txt
[2025-12-01T20:48:02.879463] [INFO ] [sig       ] [3189/3634] Completed THG in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-01T20:48:02.879506] [INFO ] [sig       ] [3190/3634] Forecasting THO...
[2025-12-01T20:48:02.879540] [INFO ] [sig       ] Generating forecast for: THO
[2025-12-01T20:48:02.879594] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THO' from 'https://tdm.silogroup.org/data/derivative_storage/THO.csv'.
[2025-12-01T20:48:02.890802] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THO'.
[2025-12-01T20:48:02.891096] [INFO ] [FORECASTER] Starting predict_future for THO
[2025-12-01T20:48:02.891868] [DEBUG] [LOCAL     ] No optimal features file found for THO: ./output/feature-sets/THO.txt
[2025-12-01T20:48:02.891918] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:02.891951] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:02.891980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:02.892036] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:02.947904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:02.948671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:02.948754] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:02.948786] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:03.066644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:03.066789] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:03.066826] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:03.066853] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:03.070086] [DEBUG] [FORECASTER] THO: Forecast T+1@11:T+2@11: UP (p=90.00%)
[2025-12-01T20:48:03.070341] [INFO ] [FORECASTER] Completed predict_future for THO
[2025-12-01T20:48:03.070457] [INFO ] [sig       ] THO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:03.223565] [INFO ] [LOCAL     ] Saved forecast: THO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/THO.txt
[2025-12-01T20:48:03.223788] [INFO ] [sig       ] [3190/3634] Completed THO in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-01T20:48:03.223839] [INFO ] [sig       ] [3191/3634] Forecasting THQ...
[2025-12-01T20:48:03.223880] [INFO ] [sig       ] Generating forecast for: THQ
[2025-12-01T20:48:03.223932] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THQ' from 'https://tdm.silogroup.org/data/derivative_storage/THQ.csv'.
[2025-12-01T20:48:03.236703] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THQ'.
[2025-12-01T20:48:03.237084] [INFO ] [FORECASTER] Starting predict_future for THQ
[2025-12-01T20:48:03.237845] [DEBUG] [LOCAL     ] No optimal features file found for THQ: ./output/feature-sets/THQ.txt
[2025-12-01T20:48:03.237897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:03.237929] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:03.237955] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:03.238008] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:03.297243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:03.298222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:03.298306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:03.298361] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:03.417862] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:03.418016] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:03.418054] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:03.418082] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:03.421472] [DEBUG] [FORECASTER] THQ: Forecast T+1@11:T+2@11: DOWN (p=49.65%)
[2025-12-01T20:48:03.421762] [INFO ] [FORECASTER] Completed predict_future for THQ
[2025-12-01T20:48:03.421885] [INFO ] [sig       ] THQ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:03.562003] [INFO ] [LOCAL     ] Saved forecast: THQ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/THQ.txt
[2025-12-01T20:48:03.562155] [INFO ] [sig       ] [3191/3634] Completed THQ in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-01T20:48:03.562202] [INFO ] [sig       ] [3192/3634] Forecasting THRM...
[2025-12-01T20:48:03.562232] [INFO ] [sig       ] Generating forecast for: THRM
[2025-12-01T20:48:03.562261] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRM' from 'https://tdm.silogroup.org/data/derivative_storage/THRM.csv'.
[2025-12-01T20:48:03.574272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRM'.
[2025-12-01T20:48:03.574623] [INFO ] [FORECASTER] Starting predict_future for THRM
[2025-12-01T20:48:03.575347] [DEBUG] [LOCAL     ] No optimal features file found for THRM: ./output/feature-sets/THRM.txt
[2025-12-01T20:48:03.575396] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:03.575425] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:03.575450] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:03.575503] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:03.630122] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:03.630701] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:03.630777] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:03.630808] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:03.750031] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:03.750167] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:03.750202] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:03.750229] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:03.753426] [DEBUG] [FORECASTER] THRM: Forecast T+1@11:T+2@11: DOWN (p=2.14%)
[2025-12-01T20:48:03.753699] [INFO ] [FORECASTER] Completed predict_future for THRM
[2025-12-01T20:48:03.753816] [INFO ] [sig       ] THRM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:03.893108] [INFO ] [LOCAL     ] Saved forecast: THRM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/THRM.txt
[2025-12-01T20:48:03.893236] [INFO ] [sig       ] [3192/3634] Completed THRM in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-01T20:48:03.893273] [INFO ] [sig       ] [3193/3634] Forecasting THRY...
[2025-12-01T20:48:03.893301] [INFO ] [sig       ] Generating forecast for: THRY
[2025-12-01T20:48:03.893330] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THRY' from 'https://tdm.silogroup.org/data/derivative_storage/THRY.csv'.
[2025-12-01T20:48:03.905595] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THRY'.
[2025-12-01T20:48:03.905913] [INFO ] [FORECASTER] Starting predict_future for THRY
[2025-12-01T20:48:03.906678] [DEBUG] [LOCAL     ] No optimal features file found for THRY: ./output/feature-sets/THRY.txt
[2025-12-01T20:48:03.906727] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:03.906785] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:03.906811] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:03.906865] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:03.965292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:03.966432] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:03.966532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:03.966589] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:04.093681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:04.093838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:04.093878] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:04.093906] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:04.097305] [DEBUG] [FORECASTER] THRY: Forecast T+1@11:T+2@11: UP (p=81.19%)
[2025-12-01T20:48:04.097596] [INFO ] [FORECASTER] Completed predict_future for THRY
[2025-12-01T20:48:04.097723] [INFO ] [sig       ] THRY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:04.235748] [INFO ] [LOCAL     ] Saved forecast: THRY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/THRY.txt
[2025-12-01T20:48:04.235874] [INFO ] [sig       ] [3193/3634] Completed THRY in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-01T20:48:04.235914] [INFO ] [sig       ] [3194/3634] Forecasting THS...
[2025-12-01T20:48:04.235944] [INFO ] [sig       ] Generating forecast for: THS
[2025-12-01T20:48:04.235972] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'THS' from 'https://tdm.silogroup.org/data/derivative_storage/THS.csv'.
[2025-12-01T20:48:04.247124] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'THS'.
[2025-12-01T20:48:04.247398] [INFO ] [FORECASTER] Starting predict_future for THS
[2025-12-01T20:48:04.248136] [DEBUG] [LOCAL     ] No optimal features file found for THS: ./output/feature-sets/THS.txt
[2025-12-01T20:48:04.248185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:04.248215] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:04.248240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:04.248294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:04.307160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:04.308071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:04.308160] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:04.308194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:04.430829] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:04.430983] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:04.431022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:04.431051] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:04.434430] [DEBUG] [FORECASTER] THS: Forecast T+1@11:T+2@11: UP (p=62.80%)
[2025-12-01T20:48:04.434733] [INFO ] [FORECASTER] Completed predict_future for THS
[2025-12-01T20:48:04.434860] [INFO ] [sig       ] THS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:04.575852] [INFO ] [LOCAL     ] Saved forecast: THS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/THS.txt
[2025-12-01T20:48:04.576018] [INFO ] [sig       ] [3194/3634] Completed THS in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.5m
[2025-12-01T20:48:04.576058] [INFO ] [sig       ] [3195/3634] Forecasting TIGO...
[2025-12-01T20:48:04.576087] [INFO ] [sig       ] Generating forecast for: TIGO
[2025-12-01T20:48:04.576115] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIGO' from 'https://tdm.silogroup.org/data/derivative_storage/TIGO.csv'.
[2025-12-01T20:48:04.588311] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIGO'.
[2025-12-01T20:48:04.588755] [INFO ] [FORECASTER] Starting predict_future for TIGO
[2025-12-01T20:48:04.589565] [DEBUG] [LOCAL     ] No optimal features file found for TIGO: ./output/feature-sets/TIGO.txt
[2025-12-01T20:48:04.589637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:04.589667] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:04.589693] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:04.589748] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:04.646647] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:04.647534] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:04.647643] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:04.647676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:04.770269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:04.770424] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:04.770466] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:04.770494] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:04.774598] [DEBUG] [FORECASTER] TIGO: Forecast T+1@11:T+2@11: DOWN (p=7.31%)
[2025-12-01T20:48:04.774892] [INFO ] [FORECASTER] Completed predict_future for TIGO
[2025-12-01T20:48:04.775021] [INFO ] [sig       ] TIGO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:04.917670] [INFO ] [LOCAL     ] Saved forecast: TIGO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TIGO.txt
[2025-12-01T20:48:04.917838] [INFO ] [sig       ] [3195/3634] Completed TIGO in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-01T20:48:04.917888] [INFO ] [sig       ] [3196/3634] Forecasting TIL...
[2025-12-01T20:48:04.917926] [INFO ] [sig       ] Generating forecast for: TIL
[2025-12-01T20:48:04.917956] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIL' from 'https://tdm.silogroup.org/data/derivative_storage/TIL.csv'.
[2025-12-01T20:48:04.930022] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TIL'.
[2025-12-01T20:48:04.930425] [INFO ] [FORECASTER] Starting predict_future for TIL
[2025-12-01T20:48:04.931367] [DEBUG] [LOCAL     ] No optimal features file found for TIL: ./output/feature-sets/TIL.txt
[2025-12-01T20:48:04.931430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:04.931461] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:04.931486] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:04.931540] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:04.996039] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:04.997035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:04.997124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:04.997157] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:05.125491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:05.125691] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:05.125732] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:05.125793] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:05.129326] [DEBUG] [FORECASTER] TIL: Forecast T+1@11:T+2@11: UP (p=66.03%)
[2025-12-01T20:48:05.129719] [INFO ] [FORECASTER] Completed predict_future for TIL
[2025-12-01T20:48:05.129865] [INFO ] [sig       ] TIL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:48:05.276635] [INFO ] [LOCAL     ] Saved forecast: TIL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TIL.txt
[2025-12-01T20:48:05.276799] [INFO ] [sig       ] [3196/3634] Completed TIL in 0.4s | 2.99 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-01T20:48:05.276839] [INFO ] [sig       ] [3197/3634] Forecasting TILE...
[2025-12-01T20:48:05.276868] [INFO ] [sig       ] Generating forecast for: TILE
[2025-12-01T20:48:05.276933] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TILE' from 'https://tdm.silogroup.org/data/derivative_storage/TILE.csv'.
[2025-12-01T20:48:05.289294] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TILE'.
[2025-12-01T20:48:05.289685] [INFO ] [FORECASTER] Starting predict_future for TILE
[2025-12-01T20:48:05.290440] [DEBUG] [LOCAL     ] No optimal features file found for TILE: ./output/feature-sets/TILE.txt
[2025-12-01T20:48:05.290490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:05.290523] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:05.290547] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:05.290627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:05.347759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:05.348747] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:05.348835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:05.348872] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:05.472416] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:05.472596] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:05.472636] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:05.472663] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:05.476143] [DEBUG] [FORECASTER] TILE: Forecast T+1@11:T+2@11: DOWN (p=29.02%)
[2025-12-01T20:48:05.476499] [INFO ] [FORECASTER] Completed predict_future for TILE
[2025-12-01T20:48:05.476668] [INFO ] [sig       ] TILE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:05.657782] [INFO ] [LOCAL     ] Saved forecast: TILE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TILE.txt
[2025-12-01T20:48:05.657945] [INFO ] [sig       ] [3197/3634] Completed TILE in 0.4s | 2.99 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-01T20:48:05.657983] [INFO ] [sig       ] [3198/3634] Forecasting TIMB...
[2025-12-01T20:48:05.658011] [INFO ] [sig       ] Generating forecast for: TIMB
[2025-12-01T20:48:05.658040] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TIMB' from 'https://tdm.silogroup.org/data/derivative_storage/TIMB.csv'.
[2025-12-01T20:48:05.669872] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TIMB'.
[2025-12-01T20:48:05.670215] [INFO ] [FORECASTER] Starting predict_future for TIMB
[2025-12-01T20:48:05.671003] [DEBUG] [LOCAL     ] No optimal features file found for TIMB: ./output/feature-sets/TIMB.txt
[2025-12-01T20:48:05.671054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:05.671084] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:05.671108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:05.671162] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:05.726944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:05.727875] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:05.727965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:05.727997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:05.851458] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:05.851637] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:05.851676] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:05.851705] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:05.855336] [DEBUG] [FORECASTER] TIMB: Forecast T+1@11:T+2@11: UP (p=71.28%)
[2025-12-01T20:48:05.855678] [INFO ] [FORECASTER] Completed predict_future for TIMB
[2025-12-01T20:48:05.855835] [INFO ] [sig       ] TIMB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:06.007556] [INFO ] [LOCAL     ] Saved forecast: TIMB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TIMB.txt
[2025-12-01T20:48:06.007728] [INFO ] [sig       ] [3198/3634] Completed TIMB in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-01T20:48:06.007767] [INFO ] [sig       ] [3199/3634] Forecasting TITN...
[2025-12-01T20:48:06.007795] [INFO ] [sig       ] Generating forecast for: TITN
[2025-12-01T20:48:06.007825] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TITN' from 'https://tdm.silogroup.org/data/derivative_storage/TITN.csv'.
[2025-12-01T20:48:06.022995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TITN'.
[2025-12-01T20:48:06.023419] [INFO ] [FORECASTER] Starting predict_future for TITN
[2025-12-01T20:48:06.024495] [DEBUG] [LOCAL     ] No optimal features file found for TITN: ./output/feature-sets/TITN.txt
[2025-12-01T20:48:06.024546] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:06.024596] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:06.024624] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:06.024678] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:06.080686] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:06.081560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:06.081660] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:06.081692] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:06.197781] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:06.197923] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:06.197961] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:06.197987] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:06.201279] [DEBUG] [FORECASTER] TITN: Forecast T+1@11:T+2@11: DOWN (p=38.54%)
[2025-12-01T20:48:06.201541] [INFO ] [FORECASTER] Completed predict_future for TITN
[2025-12-01T20:48:06.201677] [INFO ] [sig       ] TITN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:06.338227] [INFO ] [LOCAL     ] Saved forecast: TITN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TITN.txt
[2025-12-01T20:48:06.338381] [INFO ] [sig       ] [3199/3634] Completed TITN in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-01T20:48:06.338426] [INFO ] [sig       ] [3200/3634] Forecasting TJX...
[2025-12-01T20:48:06.338454] [INFO ] [sig       ] Generating forecast for: TJX
[2025-12-01T20:48:06.338482] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TJX' from 'https://tdm.silogroup.org/data/derivative_storage/TJX.csv'.
[2025-12-01T20:48:06.349184] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TJX'.
[2025-12-01T20:48:06.349436] [INFO ] [FORECASTER] Starting predict_future for TJX
[2025-12-01T20:48:06.350171] [DEBUG] [LOCAL     ] No optimal features file found for TJX: ./output/feature-sets/TJX.txt
[2025-12-01T20:48:06.350231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:06.350262] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:06.350288] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:06.350343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:06.405087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:06.405961] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:06.406041] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:06.406072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:06.528003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:06.528155] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:06.528193] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:06.528220] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:06.531489] [DEBUG] [FORECASTER] TJX: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-12-01T20:48:06.531769] [INFO ] [FORECASTER] Completed predict_future for TJX
[2025-12-01T20:48:06.531891] [INFO ] [sig       ] TJX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:48:06.670210] [INFO ] [LOCAL     ] Saved forecast: TJX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TJX.txt
[2025-12-01T20:48:06.670333] [INFO ] [sig       ] [3200/3634] Completed TJX in 0.3s | 2.99 sym/s | Total: 17.8m | ETA: 2.4m
[2025-12-01T20:48:06.670370] [INFO ] [sig       ] [3201/3634] Forecasting TK...
[2025-12-01T20:48:06.670402] [INFO ] [sig       ] Generating forecast for: TK
[2025-12-01T20:48:06.670439] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TK' from 'https://tdm.silogroup.org/data/derivative_storage/TK.csv'.
[2025-12-01T20:48:06.681044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TK'.
[2025-12-01T20:48:06.681301] [INFO ] [FORECASTER] Starting predict_future for TK
[2025-12-01T20:48:06.682032] [DEBUG] [LOCAL     ] No optimal features file found for TK: ./output/feature-sets/TK.txt
[2025-12-01T20:48:06.682080] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:06.682110] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:06.682136] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:06.682190] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:06.740759] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:06.741453] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:06.741529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:06.741561] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:06.859806] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:06.859956] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:06.859999] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:06.860026] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:06.863209] [DEBUG] [FORECASTER] TK: Forecast T+1@11:T+2@11: DOWN (p=20.03%)
[2025-12-01T20:48:06.863465] [INFO ] [FORECASTER] Completed predict_future for TK
[2025-12-01T20:48:06.863599] [INFO ] [sig       ] TK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:07.000552] [INFO ] [LOCAL     ] Saved forecast: TK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TK.txt
[2025-12-01T20:48:07.000721] [INFO ] [sig       ] [3201/3634] Completed TK in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-01T20:48:07.000759] [INFO ] [sig       ] [3202/3634] Forecasting TKC...
[2025-12-01T20:48:07.000786] [INFO ] [sig       ] Generating forecast for: TKC
[2025-12-01T20:48:07.000815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKC' from 'https://tdm.silogroup.org/data/derivative_storage/TKC.csv'.
[2025-12-01T20:48:07.012348] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TKC'.
[2025-12-01T20:48:07.012684] [INFO ] [FORECASTER] Starting predict_future for TKC
[2025-12-01T20:48:07.013420] [DEBUG] [LOCAL     ] No optimal features file found for TKC: ./output/feature-sets/TKC.txt
[2025-12-01T20:48:07.013468] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:07.013497] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:07.013521] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:07.013591] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:07.067768] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:07.068439] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:07.068518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:07.068548] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:07.188446] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:07.188614] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:07.188653] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:07.188679] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:07.191899] [DEBUG] [FORECASTER] TKC: Forecast T+1@11:T+2@11: UP (p=75.09%)
[2025-12-01T20:48:07.192157] [INFO ] [FORECASTER] Completed predict_future for TKC
[2025-12-01T20:48:07.192274] [INFO ] [sig       ] TKC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:48:07.328053] [INFO ] [LOCAL     ] Saved forecast: TKC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TKC.txt
[2025-12-01T20:48:07.328176] [INFO ] [sig       ] [3202/3634] Completed TKC in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-01T20:48:07.328213] [INFO ] [sig       ] [3203/3634] Forecasting TKNO...
[2025-12-01T20:48:07.328240] [INFO ] [sig       ] Generating forecast for: TKNO
[2025-12-01T20:48:07.328268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKNO' from 'https://tdm.silogroup.org/data/derivative_storage/TKNO.csv'.
[2025-12-01T20:48:07.339598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TKNO'.
[2025-12-01T20:48:07.339943] [INFO ] [FORECASTER] Starting predict_future for TKNO
[2025-12-01T20:48:07.340731] [DEBUG] [LOCAL     ] No optimal features file found for TKNO: ./output/feature-sets/TKNO.txt
[2025-12-01T20:48:07.340779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:07.340809] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:07.340835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:07.340889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:07.396242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:07.397130] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:07.397213] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:07.397283] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:07.513455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:07.513628] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:07.513667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:07.513694] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:07.516910] [DEBUG] [FORECASTER] TKNO: Forecast T+1@11:T+2@11: DOWN (p=14.50%)
[2025-12-01T20:48:07.517168] [INFO ] [FORECASTER] Completed predict_future for TKNO
[2025-12-01T20:48:07.517286] [INFO ] [sig       ] TKNO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:07.667989] [INFO ] [LOCAL     ] Saved forecast: TKNO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TKNO.txt
[2025-12-01T20:48:07.668146] [INFO ] [sig       ] [3203/3634] Completed TKNO in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-01T20:48:07.668192] [INFO ] [sig       ] [3204/3634] Forecasting TKO...
[2025-12-01T20:48:07.668221] [INFO ] [sig       ] Generating forecast for: TKO
[2025-12-01T20:48:07.668251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TKO' from 'https://tdm.silogroup.org/data/derivative_storage/TKO.csv'.
[2025-12-01T20:48:07.679328] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TKO'.
[2025-12-01T20:48:07.679690] [INFO ] [FORECASTER] Starting predict_future for TKO
[2025-12-01T20:48:07.680481] [DEBUG] [LOCAL     ] No optimal features file found for TKO: ./output/feature-sets/TKO.txt
[2025-12-01T20:48:07.680531] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:07.680563] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:07.680612] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:07.680669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:07.737972] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:07.738879] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:07.738977] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:07.739011] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:07.858146] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:07.858292] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:07.858341] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:07.858370] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:07.861695] [DEBUG] [FORECASTER] TKO: Forecast T+1@11:T+2@11: DOWN (p=14.46%)
[2025-12-01T20:48:07.861956] [INFO ] [FORECASTER] Completed predict_future for TKO
[2025-12-01T20:48:07.862079] [INFO ] [sig       ] TKO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:48:08.000806] [INFO ] [LOCAL     ] Saved forecast: TKO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TKO.txt
[2025-12-01T20:48:08.000931] [INFO ] [sig       ] [3204/3634] Completed TKO in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-01T20:48:08.000967] [INFO ] [sig       ] [3205/3634] Forecasting TLK...
[2025-12-01T20:48:08.000997] [INFO ] [sig       ] Generating forecast for: TLK
[2025-12-01T20:48:08.001027] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLK' from 'https://tdm.silogroup.org/data/derivative_storage/TLK.csv'.
[2025-12-01T20:48:08.013367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLK'.
[2025-12-01T20:48:08.013734] [INFO ] [FORECASTER] Starting predict_future for TLK
[2025-12-01T20:48:08.014540] [DEBUG] [LOCAL     ] No optimal features file found for TLK: ./output/feature-sets/TLK.txt
[2025-12-01T20:48:08.014607] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:08.014640] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:08.014665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:08.014720] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:08.072547] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:08.073316] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:08.073396] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:08.073429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:08.195665] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:08.195822] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:08.195859] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:08.195887] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:08.199256] [DEBUG] [FORECASTER] TLK: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-12-01T20:48:08.199546] [INFO ] [FORECASTER] Completed predict_future for TLK
[2025-12-01T20:48:08.199710] [INFO ] [sig       ] TLK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:08.340322] [INFO ] [LOCAL     ] Saved forecast: TLK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TLK.txt
[2025-12-01T20:48:08.340472] [INFO ] [sig       ] [3205/3634] Completed TLK in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-01T20:48:08.340510] [INFO ] [sig       ] [3206/3634] Forecasting TLN...
[2025-12-01T20:48:08.340540] [INFO ] [sig       ] Generating forecast for: TLN
[2025-12-01T20:48:08.340588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLN' from 'https://tdm.silogroup.org/data/derivative_storage/TLN.csv'.
[2025-12-01T20:48:08.352179] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TLN'.
[2025-12-01T20:48:08.352522] [INFO ] [FORECASTER] Starting predict_future for TLN
[2025-12-01T20:48:08.353261] [DEBUG] [LOCAL     ] No optimal features file found for TLN: ./output/feature-sets/TLN.txt
[2025-12-01T20:48:08.353310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:08.353340] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:08.353366] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:08.353421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:08.409144] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:08.409934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:08.410015] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:08.410048] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:08.527596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:08.527749] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:08.527786] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:08.527813] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:08.531184] [DEBUG] [FORECASTER] TLN: Forecast T+1@11:T+2@11: DOWN (p=30.27%)
[2025-12-01T20:48:08.531451] [INFO ] [FORECASTER] Completed predict_future for TLN
[2025-12-01T20:48:08.531601] [INFO ] [sig       ] TLN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:48:08.674045] [INFO ] [LOCAL     ] Saved forecast: TLN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TLN.txt
[2025-12-01T20:48:08.674206] [INFO ] [sig       ] [3206/3634] Completed TLN in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-01T20:48:08.674244] [INFO ] [sig       ] [3207/3634] Forecasting TLS...
[2025-12-01T20:48:08.674273] [INFO ] [sig       ] Generating forecast for: TLS
[2025-12-01T20:48:08.674301] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLS' from 'https://tdm.silogroup.org/data/derivative_storage/TLS.csv'.
[2025-12-01T20:48:08.685522] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLS'.
[2025-12-01T20:48:08.685841] [INFO ] [FORECASTER] Starting predict_future for TLS
[2025-12-01T20:48:08.686558] [DEBUG] [LOCAL     ] No optimal features file found for TLS: ./output/feature-sets/TLS.txt
[2025-12-01T20:48:08.686627] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:08.686658] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:08.686683] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:08.686736] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:08.741046] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:08.741756] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:08.741833] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:08.741864] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:08.861033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:08.861201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:08.861240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:08.861284] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:08.864601] [DEBUG] [FORECASTER] TLS: Forecast T+1@11:T+2@11: UP (p=89.42%)
[2025-12-01T20:48:08.864879] [INFO ] [FORECASTER] Completed predict_future for TLS
[2025-12-01T20:48:08.864999] [INFO ] [sig       ] TLS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:09.001434] [INFO ] [LOCAL     ] Saved forecast: TLS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TLS.txt
[2025-12-01T20:48:09.001594] [INFO ] [sig       ] [3207/3634] Completed TLS in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-01T20:48:09.001645] [INFO ] [sig       ] [3208/3634] Forecasting TLSA...
[2025-12-01T20:48:09.001677] [INFO ] [sig       ] Generating forecast for: TLSA
[2025-12-01T20:48:09.001706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSA' from 'https://tdm.silogroup.org/data/derivative_storage/TLSA.csv'.
[2025-12-01T20:48:09.012963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSA'.
[2025-12-01T20:48:09.013297] [INFO ] [FORECASTER] Starting predict_future for TLSA
[2025-12-01T20:48:09.014112] [DEBUG] [LOCAL     ] No optimal features file found for TLSA: ./output/feature-sets/TLSA.txt
[2025-12-01T20:48:09.014161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:09.014191] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:09.014221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:09.014294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:09.073075] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:09.073980] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:09.074061] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:09.074093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:09.194504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:09.194659] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:09.194697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:09.194724] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:09.197961] [DEBUG] [FORECASTER] TLSA: Forecast T+1@11:T+2@11: UP (p=61.73%)
[2025-12-01T20:48:09.198229] [INFO ] [FORECASTER] Completed predict_future for TLSA
[2025-12-01T20:48:09.198373] [INFO ] [sig       ] TLSA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:09.335735] [INFO ] [LOCAL     ] Saved forecast: TLSA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TLSA.txt
[2025-12-01T20:48:09.335853] [INFO ] [sig       ] [3208/3634] Completed TLSA in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-01T20:48:09.335891] [INFO ] [sig       ] [3209/3634] Forecasting TLSI...
[2025-12-01T20:48:09.335919] [INFO ] [sig       ] Generating forecast for: TLSI
[2025-12-01T20:48:09.335947] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLSI' from 'https://tdm.silogroup.org/data/derivative_storage/TLSI.csv'.
[2025-12-01T20:48:09.346942] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLSI'.
[2025-12-01T20:48:09.347249] [INFO ] [FORECASTER] Starting predict_future for TLSI
[2025-12-01T20:48:09.347992] [DEBUG] [LOCAL     ] No optimal features file found for TLSI: ./output/feature-sets/TLSI.txt
[2025-12-01T20:48:09.348041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:09.348071] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:09.348096] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:09.348149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:09.403204] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:09.403839] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:09.403928] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:09.403959] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:09.519795] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:09.519960] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:09.519997] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:09.520027] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:09.523321] [DEBUG] [FORECASTER] TLSI: Forecast T+1@11:T+2@11: UP (p=71.24%)
[2025-12-01T20:48:09.523600] [INFO ] [FORECASTER] Completed predict_future for TLSI
[2025-12-01T20:48:09.523719] [INFO ] [sig       ] TLSI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:09.661627] [INFO ] [LOCAL     ] Saved forecast: TLSI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TLSI.txt
[2025-12-01T20:48:09.661769] [INFO ] [sig       ] [3209/3634] Completed TLSI in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-01T20:48:09.661808] [INFO ] [sig       ] [3210/3634] Forecasting TLYS...
[2025-12-01T20:48:09.661835] [INFO ] [sig       ] Generating forecast for: TLYS
[2025-12-01T20:48:09.661863] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TLYS' from 'https://tdm.silogroup.org/data/derivative_storage/TLYS.csv'.
[2025-12-01T20:48:09.673666] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TLYS'.
[2025-12-01T20:48:09.674018] [INFO ] [FORECASTER] Starting predict_future for TLYS
[2025-12-01T20:48:09.674783] [DEBUG] [LOCAL     ] No optimal features file found for TLYS: ./output/feature-sets/TLYS.txt
[2025-12-01T20:48:09.674834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:09.674893] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:09.674920] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:09.674976] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:09.735004] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:09.735851] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:09.735933] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:09.735967] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:09.856113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:09.856257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:09.856293] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:09.856320] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:09.859521] [DEBUG] [FORECASTER] TLYS: Forecast T+1@11:T+2@11: DOWN (p=15.84%)
[2025-12-01T20:48:09.859792] [INFO ] [FORECASTER] Completed predict_future for TLYS
[2025-12-01T20:48:09.859908] [INFO ] [sig       ] TLYS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:10.000904] [INFO ] [LOCAL     ] Saved forecast: TLYS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TLYS.txt
[2025-12-01T20:48:10.001061] [INFO ] [sig       ] [3210/3634] Completed TLYS in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-01T20:48:10.001101] [INFO ] [sig       ] [3211/3634] Forecasting TM...
[2025-12-01T20:48:10.001134] [INFO ] [sig       ] Generating forecast for: TM
[2025-12-01T20:48:10.001176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TM' from 'https://tdm.silogroup.org/data/derivative_storage/TM.csv'.
[2025-12-01T20:48:10.013665] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TM'.
[2025-12-01T20:48:10.014012] [INFO ] [FORECASTER] Starting predict_future for TM
[2025-12-01T20:48:10.014768] [DEBUG] [LOCAL     ] No optimal features file found for TM: ./output/feature-sets/TM.txt
[2025-12-01T20:48:10.014818] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:10.014861] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:10.014888] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:10.014944] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:10.075284] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:10.076103] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:10.076183] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:10.076215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:10.196517] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:10.196679] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:10.196716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:10.196744] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:10.199976] [DEBUG] [FORECASTER] TM: Forecast T+1@11:T+2@11: UP (p=99.08%)
[2025-12-01T20:48:10.200238] [INFO ] [FORECASTER] Completed predict_future for TM
[2025-12-01T20:48:10.200373] [INFO ] [sig       ] TM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:10.336416] [INFO ] [LOCAL     ] Saved forecast: TM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TM.txt
[2025-12-01T20:48:10.336531] [INFO ] [sig       ] [3211/3634] Completed TM in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-01T20:48:10.336567] [INFO ] [sig       ] [3212/3634] Forecasting TMC...
[2025-12-01T20:48:10.336615] [INFO ] [sig       ] Generating forecast for: TMC
[2025-12-01T20:48:10.336643] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMC' from 'https://tdm.silogroup.org/data/derivative_storage/TMC.csv'.
[2025-12-01T20:48:10.347457] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMC'.
[2025-12-01T20:48:10.347727] [INFO ] [FORECASTER] Starting predict_future for TMC
[2025-12-01T20:48:10.348474] [DEBUG] [LOCAL     ] No optimal features file found for TMC: ./output/feature-sets/TMC.txt
[2025-12-01T20:48:10.348523] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:10.348554] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:10.348603] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:10.348660] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:10.404240] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:10.404876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:10.404954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:10.404985] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:10.525707] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:10.525868] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:10.525914] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:10.525943] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:10.529626] [DEBUG] [FORECASTER] TMC: Forecast T+1@11:T+2@11: DOWN (p=7.88%)
[2025-12-01T20:48:10.529922] [INFO ] [FORECASTER] Completed predict_future for TMC
[2025-12-01T20:48:10.530069] [INFO ] [sig       ] TMC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:10.670413] [INFO ] [LOCAL     ] Saved forecast: TMC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TMC.txt
[2025-12-01T20:48:10.670538] [INFO ] [sig       ] [3212/3634] Completed TMC in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.4m
[2025-12-01T20:48:10.670590] [INFO ] [sig       ] [3213/3634] Forecasting TMCI...
[2025-12-01T20:48:10.670621] [INFO ] [sig       ] Generating forecast for: TMCI
[2025-12-01T20:48:10.670650] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMCI' from 'https://tdm.silogroup.org/data/derivative_storage/TMCI.csv'.
[2025-12-01T20:48:10.682221] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TMCI'.
[2025-12-01T20:48:10.682473] [INFO ] [FORECASTER] Starting predict_future for TMCI
[2025-12-01T20:48:10.683206] [DEBUG] [LOCAL     ] No optimal features file found for TMCI: ./output/feature-sets/TMCI.txt
[2025-12-01T20:48:10.683254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:10.683284] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:10.683309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:10.683363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:10.738819] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:10.739433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:10.739508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:10.739539] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:10.859410] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:10.859549] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:10.859601] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:10.859630] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:10.862863] [DEBUG] [FORECASTER] TMCI: Forecast T+1@11:T+2@11: DOWN (p=37.84%)
[2025-12-01T20:48:10.863118] [INFO ] [FORECASTER] Completed predict_future for TMCI
[2025-12-01T20:48:10.863240] [INFO ] [sig       ] TMCI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:48:11.001182] [INFO ] [LOCAL     ] Saved forecast: TMCI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TMCI.txt
[2025-12-01T20:48:11.001340] [INFO ] [sig       ] [3213/3634] Completed TMCI in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-01T20:48:11.001379] [INFO ] [sig       ] [3214/3634] Forecasting TMDX...
[2025-12-01T20:48:11.001407] [INFO ] [sig       ] Generating forecast for: TMDX
[2025-12-01T20:48:11.001435] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMDX' from 'https://tdm.silogroup.org/data/derivative_storage/TMDX.csv'.
[2025-12-01T20:48:11.013873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMDX'.
[2025-12-01T20:48:11.014287] [INFO ] [FORECASTER] Starting predict_future for TMDX
[2025-12-01T20:48:11.015075] [DEBUG] [LOCAL     ] No optimal features file found for TMDX: ./output/feature-sets/TMDX.txt
[2025-12-01T20:48:11.015124] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:11.015154] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:11.015178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:11.015232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:11.070383] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:11.071045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:11.071123] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:11.071153] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:11.185783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:11.185930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:11.185966] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:11.185994] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:11.189197] [DEBUG] [FORECASTER] TMDX: Forecast T+1@11:T+2@11: DOWN (p=41.38%)
[2025-12-01T20:48:11.189461] [INFO ] [FORECASTER] Completed predict_future for TMDX
[2025-12-01T20:48:11.189606] [INFO ] [sig       ] TMDX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:11.325782] [INFO ] [LOCAL     ] Saved forecast: TMDX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TMDX.txt
[2025-12-01T20:48:11.325889] [INFO ] [sig       ] [3214/3634] Completed TMDX in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-01T20:48:11.325925] [INFO ] [sig       ] [3215/3634] Forecasting TME...
[2025-12-01T20:48:11.325953] [INFO ] [sig       ] Generating forecast for: TME
[2025-12-01T20:48:11.325987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TME' from 'https://tdm.silogroup.org/data/derivative_storage/TME.csv'.
[2025-12-01T20:48:11.337242] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TME'.
[2025-12-01T20:48:11.337505] [INFO ] [FORECASTER] Starting predict_future for TME
[2025-12-01T20:48:11.338231] [DEBUG] [LOCAL     ] No optimal features file found for TME: ./output/feature-sets/TME.txt
[2025-12-01T20:48:11.338279] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:11.338309] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:11.338359] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:11.338415] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:11.392678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:11.393236] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:11.393314] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:11.393344] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:11.511721] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:11.511873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:11.511910] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:11.511937] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:11.515222] [DEBUG] [FORECASTER] TME: Forecast T+1@11:T+2@11: DOWN (p=7.83%)
[2025-12-01T20:48:11.515476] [INFO ] [FORECASTER] Completed predict_future for TME
[2025-12-01T20:48:11.515610] [INFO ] [sig       ] TME: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:11.653355] [INFO ] [LOCAL     ] Saved forecast: TME	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TME.txt
[2025-12-01T20:48:11.653489] [INFO ] [sig       ] [3215/3634] Completed TME in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-01T20:48:11.653527] [INFO ] [sig       ] [3216/3634] Forecasting TMHC...
[2025-12-01T20:48:11.653555] [INFO ] [sig       ] Generating forecast for: TMHC
[2025-12-01T20:48:11.653603] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMHC' from 'https://tdm.silogroup.org/data/derivative_storage/TMHC.csv'.
[2025-12-01T20:48:11.664660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMHC'.
[2025-12-01T20:48:11.664896] [INFO ] [FORECASTER] Starting predict_future for TMHC
[2025-12-01T20:48:11.665633] [DEBUG] [LOCAL     ] No optimal features file found for TMHC: ./output/feature-sets/TMHC.txt
[2025-12-01T20:48:11.665681] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:11.665711] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:11.665736] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:11.665789] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:11.720271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:11.720842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:11.720913] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:11.720944] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:11.835014] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:11.835156] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:11.835193] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:11.835223] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:11.838426] [DEBUG] [FORECASTER] TMHC: Forecast T+1@11:T+2@11: UP (p=76.07%)
[2025-12-01T20:48:11.838700] [INFO ] [FORECASTER] Completed predict_future for TMHC
[2025-12-01T20:48:11.838818] [INFO ] [sig       ] TMHC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:11.976034] [INFO ] [LOCAL     ] Saved forecast: TMHC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TMHC.txt
[2025-12-01T20:48:11.976159] [INFO ] [sig       ] [3216/3634] Completed TMHC in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-01T20:48:11.976196] [INFO ] [sig       ] [3217/3634] Forecasting TMUS...
[2025-12-01T20:48:11.976224] [INFO ] [sig       ] Generating forecast for: TMUS
[2025-12-01T20:48:11.976251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TMUS' from 'https://tdm.silogroup.org/data/derivative_storage/TMUS.csv'.
[2025-12-01T20:48:11.987048] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TMUS'.
[2025-12-01T20:48:11.987302] [INFO ] [FORECASTER] Starting predict_future for TMUS
[2025-12-01T20:48:11.988037] [DEBUG] [LOCAL     ] No optimal features file found for TMUS: ./output/feature-sets/TMUS.txt
[2025-12-01T20:48:11.988086] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:11.988115] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:11.988141] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:11.988195] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:12.043658] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:12.044211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:12.044282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:12.044313] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:12.166423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:12.166554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:12.166607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:12.166635] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:12.169826] [DEBUG] [FORECASTER] TMUS: Forecast T+1@11:T+2@11: UP (p=98.84%)
[2025-12-01T20:48:12.170089] [INFO ] [FORECASTER] Completed predict_future for TMUS
[2025-12-01T20:48:12.170209] [INFO ] [sig       ] TMUS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:12.307894] [INFO ] [LOCAL     ] Saved forecast: TMUS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TMUS.txt
[2025-12-01T20:48:12.307998] [INFO ] [sig       ] [3217/3634] Completed TMUS in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-01T20:48:12.308033] [INFO ] [sig       ] [3218/3634] Forecasting TNC...
[2025-12-01T20:48:12.308060] [INFO ] [sig       ] Generating forecast for: TNC
[2025-12-01T20:48:12.308088] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNC' from 'https://tdm.silogroup.org/data/derivative_storage/TNC.csv'.
[2025-12-01T20:48:12.318738] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNC'.
[2025-12-01T20:48:12.318989] [INFO ] [FORECASTER] Starting predict_future for TNC
[2025-12-01T20:48:12.319731] [DEBUG] [LOCAL     ] No optimal features file found for TNC: ./output/feature-sets/TNC.txt
[2025-12-01T20:48:12.319781] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:12.319812] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:12.319837] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:12.319893] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:12.376096] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:12.376688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:12.376763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:12.376794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:12.491736] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:12.491849] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:12.491882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:12.491925] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:12.495038] [DEBUG] [FORECASTER] TNC: Forecast T+1@11:T+2@11: DOWN (p=6.42%)
[2025-12-01T20:48:12.495289] [INFO ] [FORECASTER] Completed predict_future for TNC
[2025-12-01T20:48:12.495405] [INFO ] [sig       ] TNC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:12.632731] [INFO ] [LOCAL     ] Saved forecast: TNC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TNC.txt
[2025-12-01T20:48:12.632835] [INFO ] [sig       ] [3218/3634] Completed TNC in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-01T20:48:12.632870] [INFO ] [sig       ] [3219/3634] Forecasting TNDM...
[2025-12-01T20:48:12.632897] [INFO ] [sig       ] Generating forecast for: TNDM
[2025-12-01T20:48:12.632925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNDM' from 'https://tdm.silogroup.org/data/derivative_storage/TNDM.csv'.
[2025-12-01T20:48:12.644881] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNDM'.
[2025-12-01T20:48:12.645200] [INFO ] [FORECASTER] Starting predict_future for TNDM
[2025-12-01T20:48:12.645992] [DEBUG] [LOCAL     ] No optimal features file found for TNDM: ./output/feature-sets/TNDM.txt
[2025-12-01T20:48:12.646042] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:12.646073] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:12.646101] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:12.646172] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:12.702520] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:12.703191] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:12.703272] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:12.703302] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:12.827886] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:12.828043] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:12.828082] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:12.828109] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:12.831512] [DEBUG] [FORECASTER] TNDM: Forecast T+1@11:T+2@11: DOWN (p=42.95%)
[2025-12-01T20:48:12.831803] [INFO ] [FORECASTER] Completed predict_future for TNDM
[2025-12-01T20:48:12.831926] [INFO ] [sig       ] TNDM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:12.972936] [INFO ] [LOCAL     ] Saved forecast: TNDM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TNDM.txt
[2025-12-01T20:48:12.973100] [INFO ] [sig       ] [3219/3634] Completed TNDM in 0.3s | 2.99 sym/s | Total: 17.9m | ETA: 2.3m
[2025-12-01T20:48:12.973148] [INFO ] [sig       ] [3220/3634] Forecasting TNGX...
[2025-12-01T20:48:12.973181] [INFO ] [sig       ] Generating forecast for: TNGX
[2025-12-01T20:48:12.973214] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNGX' from 'https://tdm.silogroup.org/data/derivative_storage/TNGX.csv'.
[2025-12-01T20:48:12.984673] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNGX'.
[2025-12-01T20:48:12.984988] [INFO ] [FORECASTER] Starting predict_future for TNGX
[2025-12-01T20:48:12.985784] [DEBUG] [LOCAL     ] No optimal features file found for TNGX: ./output/feature-sets/TNGX.txt
[2025-12-01T20:48:12.985835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:12.985865] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:12.985892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:12.985948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:13.042863] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:13.043557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:13.043687] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:13.043737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:13.162184] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:13.162329] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:13.162367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:13.162395] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:13.166043] [DEBUG] [FORECASTER] TNGX: Forecast T+1@11:T+2@11: UP (p=91.53%)
[2025-12-01T20:48:13.166320] [INFO ] [FORECASTER] Completed predict_future for TNGX
[2025-12-01T20:48:13.166442] [INFO ] [sig       ] TNGX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:13.303089] [INFO ] [LOCAL     ] Saved forecast: TNGX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TNGX.txt
[2025-12-01T20:48:13.303213] [INFO ] [sig       ] [3220/3634] Completed TNGX in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-01T20:48:13.303256] [INFO ] [sig       ] [3221/3634] Forecasting TNK...
[2025-12-01T20:48:13.303294] [INFO ] [sig       ] Generating forecast for: TNK
[2025-12-01T20:48:13.303326] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNK' from 'https://tdm.silogroup.org/data/derivative_storage/TNK.csv'.
[2025-12-01T20:48:13.314606] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNK'.
[2025-12-01T20:48:13.314863] [INFO ] [FORECASTER] Starting predict_future for TNK
[2025-12-01T20:48:13.315594] [DEBUG] [LOCAL     ] No optimal features file found for TNK: ./output/feature-sets/TNK.txt
[2025-12-01T20:48:13.315644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:13.315674] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:13.315699] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:13.315757] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:13.370945] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:13.371540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:13.371632] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:13.371664] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:13.493009] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:13.493143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:13.493181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:13.493209] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:13.496505] [DEBUG] [FORECASTER] TNK: Forecast T+1@11:T+2@11: UP (p=73.62%)
[2025-12-01T20:48:13.496787] [INFO ] [FORECASTER] Completed predict_future for TNK
[2025-12-01T20:48:13.496917] [INFO ] [sig       ] TNK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:13.638762] [INFO ] [LOCAL     ] Saved forecast: TNK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TNK.txt
[2025-12-01T20:48:13.638892] [INFO ] [sig       ] [3221/3634] Completed TNK in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-01T20:48:13.638935] [INFO ] [sig       ] [3222/3634] Forecasting TNL...
[2025-12-01T20:48:13.638966] [INFO ] [sig       ] Generating forecast for: TNL
[2025-12-01T20:48:13.638995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNL' from 'https://tdm.silogroup.org/data/derivative_storage/TNL.csv'.
[2025-12-01T20:48:13.650859] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNL'.
[2025-12-01T20:48:13.651168] [INFO ] [FORECASTER] Starting predict_future for TNL
[2025-12-01T20:48:13.651924] [DEBUG] [LOCAL     ] No optimal features file found for TNL: ./output/feature-sets/TNL.txt
[2025-12-01T20:48:13.651973] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:13.652002] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:13.652026] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:13.652103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:13.707321] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:13.707910] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:13.707984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:13.708014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:13.832495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:13.832663] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:13.832704] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:13.832732] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:13.836180] [DEBUG] [FORECASTER] TNL: Forecast T+1@11:T+2@11: DOWN (p=29.38%)
[2025-12-01T20:48:13.836457] [INFO ] [FORECASTER] Completed predict_future for TNL
[2025-12-01T20:48:13.836598] [INFO ] [sig       ] TNL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:13.978028] [INFO ] [LOCAL     ] Saved forecast: TNL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TNL.txt
[2025-12-01T20:48:13.978174] [INFO ] [sig       ] [3222/3634] Completed TNL in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-01T20:48:13.978210] [INFO ] [sig       ] [3223/3634] Forecasting TNON...
[2025-12-01T20:48:13.978239] [INFO ] [sig       ] Generating forecast for: TNON
[2025-12-01T20:48:13.978269] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNON' from 'https://tdm.silogroup.org/data/derivative_storage/TNON.csv'.
[2025-12-01T20:48:13.989302] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNON'.
[2025-12-01T20:48:13.989541] [INFO ] [FORECASTER] Starting predict_future for TNON
[2025-12-01T20:48:13.990269] [DEBUG] [LOCAL     ] No optimal features file found for TNON: ./output/feature-sets/TNON.txt
[2025-12-01T20:48:13.990316] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:13.990346] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:13.990371] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:13.990425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:14.046283] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:14.047045] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:14.047127] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:14.047160] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:14.168463] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:14.168633] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:14.168672] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:14.168699] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:14.171921] [DEBUG] [FORECASTER] TNON: Forecast T+1@11:T+2@11: UP (p=92.07%)
[2025-12-01T20:48:14.172180] [INFO ] [FORECASTER] Completed predict_future for TNON
[2025-12-01T20:48:14.172298] [INFO ] [sig       ] TNON: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:14.309635] [INFO ] [LOCAL     ] Saved forecast: TNON	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TNON.txt
[2025-12-01T20:48:14.309787] [INFO ] [sig       ] [3223/3634] Completed TNON in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-01T20:48:14.309824] [INFO ] [sig       ] [3224/3634] Forecasting TNXP...
[2025-12-01T20:48:14.309852] [INFO ] [sig       ] Generating forecast for: TNXP
[2025-12-01T20:48:14.309880] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNXP' from 'https://tdm.silogroup.org/data/derivative_storage/TNXP.csv'.
[2025-12-01T20:48:14.322329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNXP'.
[2025-12-01T20:48:14.322708] [INFO ] [FORECASTER] Starting predict_future for TNXP
[2025-12-01T20:48:14.323549] [DEBUG] [LOCAL     ] No optimal features file found for TNXP: ./output/feature-sets/TNXP.txt
[2025-12-01T20:48:14.323653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:14.323691] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:14.323718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:14.323775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:14.378558] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:14.379226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:14.379319] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:14.379349] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:14.499016] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:14.499181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:14.499228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:14.499262] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:14.502637] [DEBUG] [FORECASTER] TNXP: Forecast T+1@11:T+2@11: DOWN (p=47.40%)
[2025-12-01T20:48:14.502906] [INFO ] [FORECASTER] Completed predict_future for TNXP
[2025-12-01T20:48:14.503032] [INFO ] [sig       ] TNXP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:14.641111] [INFO ] [LOCAL     ] Saved forecast: TNXP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TNXP.txt
[2025-12-01T20:48:14.641250] [INFO ] [sig       ] [3224/3634] Completed TNXP in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-01T20:48:14.641288] [INFO ] [sig       ] [3225/3634] Forecasting TNYA...
[2025-12-01T20:48:14.641316] [INFO ] [sig       ] Generating forecast for: TNYA
[2025-12-01T20:48:14.641343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TNYA' from 'https://tdm.silogroup.org/data/derivative_storage/TNYA.csv'.
[2025-12-01T20:48:14.652290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TNYA'.
[2025-12-01T20:48:14.652588] [INFO ] [FORECASTER] Starting predict_future for TNYA
[2025-12-01T20:48:14.653323] [DEBUG] [LOCAL     ] No optimal features file found for TNYA: ./output/feature-sets/TNYA.txt
[2025-12-01T20:48:14.653372] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:14.653401] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:14.653427] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:14.653481] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:14.708674] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:14.709291] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:14.709367] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:14.709401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:14.834221] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:14.834360] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:14.834396] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:14.834422] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:14.837681] [DEBUG] [FORECASTER] TNYA: Forecast T+1@11:T+2@11: DOWN (p=14.40%)
[2025-12-01T20:48:14.837939] [INFO ] [FORECASTER] Completed predict_future for TNYA
[2025-12-01T20:48:14.838056] [INFO ] [sig       ] TNYA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:14.973932] [INFO ] [LOCAL     ] Saved forecast: TNYA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TNYA.txt
[2025-12-01T20:48:14.974056] [INFO ] [sig       ] [3225/3634] Completed TNYA in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-01T20:48:14.974093] [INFO ] [sig       ] [3226/3634] Forecasting TOI...
[2025-12-01T20:48:14.974121] [INFO ] [sig       ] Generating forecast for: TOI
[2025-12-01T20:48:14.974148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOI' from 'https://tdm.silogroup.org/data/derivative_storage/TOI.csv'.
[2025-12-01T20:48:14.985077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOI'.
[2025-12-01T20:48:14.985348] [INFO ] [FORECASTER] Starting predict_future for TOI
[2025-12-01T20:48:14.986090] [DEBUG] [LOCAL     ] No optimal features file found for TOI: ./output/feature-sets/TOI.txt
[2025-12-01T20:48:14.986139] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:14.986168] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:14.986194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:14.986248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:15.046762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:15.047567] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:15.047674] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:15.047707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:15.169681] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:15.169840] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:15.169879] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:15.169907] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:15.173211] [DEBUG] [FORECASTER] TOI: Forecast T+1@11:T+2@11: DOWN (p=12.78%)
[2025-12-01T20:48:15.173475] [INFO ] [FORECASTER] Completed predict_future for TOI
[2025-12-01T20:48:15.173615] [INFO ] [sig       ] TOI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:15.312089] [INFO ] [LOCAL     ] Saved forecast: TOI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TOI.txt
[2025-12-01T20:48:15.312227] [INFO ] [sig       ] [3226/3634] Completed TOI in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-01T20:48:15.312265] [INFO ] [sig       ] [3227/3634] Forecasting TOL...
[2025-12-01T20:48:15.312294] [INFO ] [sig       ] Generating forecast for: TOL
[2025-12-01T20:48:15.312322] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOL' from 'https://tdm.silogroup.org/data/derivative_storage/TOL.csv'.
[2025-12-01T20:48:15.324528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOL'.
[2025-12-01T20:48:15.324868] [INFO ] [FORECASTER] Starting predict_future for TOL
[2025-12-01T20:48:15.325637] [DEBUG] [LOCAL     ] No optimal features file found for TOL: ./output/feature-sets/TOL.txt
[2025-12-01T20:48:15.325686] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:15.325744] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:15.325771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:15.325825] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:15.381190] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:15.381820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:15.381897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:15.381927] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:15.500356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:15.500491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:15.500527] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:15.500554] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:15.503800] [DEBUG] [FORECASTER] TOL: Forecast T+1@11:T+2@11: UP (p=99.79%)
[2025-12-01T20:48:15.504055] [INFO ] [FORECASTER] Completed predict_future for TOL
[2025-12-01T20:48:15.504172] [INFO ] [sig       ] TOL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:15.644186] [INFO ] [LOCAL     ] Saved forecast: TOL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TOL.txt
[2025-12-01T20:48:15.644336] [INFO ] [sig       ] [3227/3634] Completed TOL in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-01T20:48:15.644375] [INFO ] [sig       ] [3228/3634] Forecasting TORO...
[2025-12-01T20:48:15.644403] [INFO ] [sig       ] Generating forecast for: TORO
[2025-12-01T20:48:15.644432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TORO' from 'https://tdm.silogroup.org/data/derivative_storage/TORO.csv'.
[2025-12-01T20:48:15.655487] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TORO'.
[2025-12-01T20:48:15.655817] [INFO ] [FORECASTER] Starting predict_future for TORO
[2025-12-01T20:48:15.656567] [DEBUG] [LOCAL     ] No optimal features file found for TORO: ./output/feature-sets/TORO.txt
[2025-12-01T20:48:15.656633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:15.656663] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:15.656687] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:15.656740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:15.711980] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:15.712601] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:15.712677] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:15.712707] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:15.828495] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:15.828665] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:15.828704] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:15.828732] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:15.832468] [DEBUG] [FORECASTER] TORO: Forecast T+1@11:T+2@11: UP (p=87.09%)
[2025-12-01T20:48:15.832782] [INFO ] [FORECASTER] Completed predict_future for TORO
[2025-12-01T20:48:15.832911] [INFO ] [sig       ] TORO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:48:15.972499] [INFO ] [LOCAL     ] Saved forecast: TORO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TORO.txt
[2025-12-01T20:48:15.972638] [INFO ] [sig       ] [3228/3634] Completed TORO in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-01T20:48:15.972677] [INFO ] [sig       ] [3229/3634] Forecasting TOWN...
[2025-12-01T20:48:15.972705] [INFO ] [sig       ] Generating forecast for: TOWN
[2025-12-01T20:48:15.972734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOWN' from 'https://tdm.silogroup.org/data/derivative_storage/TOWN.csv'.
[2025-12-01T20:48:15.983877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOWN'.
[2025-12-01T20:48:15.984131] [INFO ] [FORECASTER] Starting predict_future for TOWN
[2025-12-01T20:48:15.984857] [DEBUG] [LOCAL     ] No optimal features file found for TOWN: ./output/feature-sets/TOWN.txt
[2025-12-01T20:48:15.984905] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:15.984935] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:15.984961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:15.985015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:16.039499] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:16.040092] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:16.040166] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:16.040196] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:16.159871] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:16.160018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:16.160056] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:16.160083] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:16.163303] [DEBUG] [FORECASTER] TOWN: Forecast T+1@11:T+2@11: UP (p=58.55%)
[2025-12-01T20:48:16.163591] [INFO ] [FORECASTER] Completed predict_future for TOWN
[2025-12-01T20:48:16.163709] [INFO ] [sig       ] TOWN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:16.300289] [INFO ] [LOCAL     ] Saved forecast: TOWN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TOWN.txt
[2025-12-01T20:48:16.300413] [INFO ] [sig       ] [3229/3634] Completed TOWN in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-01T20:48:16.300450] [INFO ] [sig       ] [3230/3634] Forecasting TOYO...
[2025-12-01T20:48:16.300479] [INFO ] [sig       ] Generating forecast for: TOYO
[2025-12-01T20:48:16.300508] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TOYO' from 'https://tdm.silogroup.org/data/derivative_storage/TOYO.csv'.
[2025-12-01T20:48:16.311525] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TOYO'.
[2025-12-01T20:48:16.311847] [INFO ] [FORECASTER] Starting predict_future for TOYO
[2025-12-01T20:48:16.312599] [DEBUG] [LOCAL     ] No optimal features file found for TOYO: ./output/feature-sets/TOYO.txt
[2025-12-01T20:48:16.312650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:16.312682] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:16.312709] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:16.312764] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:16.368517] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:16.369149] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:16.369235] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:16.369272] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:16.477522] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:16.477675] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:16.477711] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:16.477770] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:16.480971] [DEBUG] [FORECASTER] TOYO: Forecast T+1@11:T+2@11: DOWN (p=13.50%)
[2025-12-01T20:48:16.481226] [INFO ] [FORECASTER] Completed predict_future for TOYO
[2025-12-01T20:48:16.481343] [INFO ] [sig       ] TOYO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:16.619115] [INFO ] [LOCAL     ] Saved forecast: TOYO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TOYO.txt
[2025-12-01T20:48:16.619226] [INFO ] [sig       ] [3230/3634] Completed TOYO in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.3m
[2025-12-01T20:48:16.619263] [INFO ] [sig       ] [3231/3634] Forecasting TPB...
[2025-12-01T20:48:16.619290] [INFO ] [sig       ] Generating forecast for: TPB
[2025-12-01T20:48:16.619317] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPB' from 'https://tdm.silogroup.org/data/derivative_storage/TPB.csv'.
[2025-12-01T20:48:16.630566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPB'.
[2025-12-01T20:48:16.630866] [INFO ] [FORECASTER] Starting predict_future for TPB
[2025-12-01T20:48:16.631598] [DEBUG] [LOCAL     ] No optimal features file found for TPB: ./output/feature-sets/TPB.txt
[2025-12-01T20:48:16.631650] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:16.631690] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:16.631722] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:16.631777] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:16.686291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:16.687007] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:16.687082] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:16.687112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:16.805209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:16.805378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:16.805416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:16.805444] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:16.808680] [DEBUG] [FORECASTER] TPB: Forecast T+1@11:T+2@11: DOWN (p=6.26%)
[2025-12-01T20:48:16.808940] [INFO ] [FORECASTER] Completed predict_future for TPB
[2025-12-01T20:48:16.809061] [INFO ] [sig       ] TPB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:16.950559] [INFO ] [LOCAL     ] Saved forecast: TPB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TPB.txt
[2025-12-01T20:48:16.950705] [INFO ] [sig       ] [3231/3634] Completed TPB in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-01T20:48:16.950744] [INFO ] [sig       ] [3232/3634] Forecasting TPC...
[2025-12-01T20:48:16.950776] [INFO ] [sig       ] Generating forecast for: TPC
[2025-12-01T20:48:16.950818] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPC' from 'https://tdm.silogroup.org/data/derivative_storage/TPC.csv'.
[2025-12-01T20:48:16.962862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPC'.
[2025-12-01T20:48:16.963218] [INFO ] [FORECASTER] Starting predict_future for TPC
[2025-12-01T20:48:16.963988] [DEBUG] [LOCAL     ] No optimal features file found for TPC: ./output/feature-sets/TPC.txt
[2025-12-01T20:48:16.964036] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:16.964066] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:16.964091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:16.964145] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:17.019441] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:17.020276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:17.020370] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:17.020404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:17.138706] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:17.138863] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:17.138900] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:17.138928] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:17.142193] [DEBUG] [FORECASTER] TPC: Forecast T+1@11:T+2@11: DOWN (p=4.54%)
[2025-12-01T20:48:17.142461] [INFO ] [FORECASTER] Completed predict_future for TPC
[2025-12-01T20:48:17.142601] [INFO ] [sig       ] TPC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:17.282334] [INFO ] [LOCAL     ] Saved forecast: TPC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TPC.txt
[2025-12-01T20:48:17.282467] [INFO ] [sig       ] [3232/3634] Completed TPC in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-01T20:48:17.282506] [INFO ] [sig       ] [3233/3634] Forecasting TPCS...
[2025-12-01T20:48:17.282535] [INFO ] [sig       ] Generating forecast for: TPCS
[2025-12-01T20:48:17.282564] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPCS' from 'https://tdm.silogroup.org/data/derivative_storage/TPCS.csv'.
[2025-12-01T20:48:17.294813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPCS'.
[2025-12-01T20:48:17.295229] [INFO ] [FORECASTER] Starting predict_future for TPCS
[2025-12-01T20:48:17.296063] [DEBUG] [LOCAL     ] No optimal features file found for TPCS: ./output/feature-sets/TPCS.txt
[2025-12-01T20:48:17.296114] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:17.296146] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:17.296172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:17.296232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:17.353886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:17.354810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:17.354894] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:17.354926] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:17.463369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:17.463511] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:17.463547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:17.463591] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:17.466805] [DEBUG] [FORECASTER] TPCS: Forecast T+1@11:T+2@11: UP (p=70.83%)
[2025-12-01T20:48:17.467061] [INFO ] [FORECASTER] Completed predict_future for TPCS
[2025-12-01T20:48:17.467178] [INFO ] [sig       ] TPCS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:17.606822] [INFO ] [LOCAL     ] Saved forecast: TPCS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TPCS.txt
[2025-12-01T20:48:17.606980] [INFO ] [sig       ] [3233/3634] Completed TPCS in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-01T20:48:17.607021] [INFO ] [sig       ] [3234/3634] Forecasting TPG...
[2025-12-01T20:48:17.607051] [INFO ] [sig       ] Generating forecast for: TPG
[2025-12-01T20:48:17.607081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPG' from 'https://tdm.silogroup.org/data/derivative_storage/TPG.csv'.
[2025-12-01T20:48:17.618803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPG'.
[2025-12-01T20:48:17.619172] [INFO ] [FORECASTER] Starting predict_future for TPG
[2025-12-01T20:48:17.619957] [DEBUG] [LOCAL     ] No optimal features file found for TPG: ./output/feature-sets/TPG.txt
[2025-12-01T20:48:17.620009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:17.620041] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:17.620069] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:17.620125] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:17.677025] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:17.677951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:17.678038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:17.678072] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:17.803553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:17.803737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:17.803777] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:17.803806] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:17.807385] [DEBUG] [FORECASTER] TPG: Forecast T+1@11:T+2@11: UP (p=96.51%)
[2025-12-01T20:48:17.807713] [INFO ] [FORECASTER] Completed predict_future for TPG
[2025-12-01T20:48:17.807847] [INFO ] [sig       ] TPG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:17.947677] [INFO ] [LOCAL     ] Saved forecast: TPG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TPG.txt
[2025-12-01T20:48:17.947817] [INFO ] [sig       ] [3234/3634] Completed TPG in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-01T20:48:17.947857] [INFO ] [sig       ] [3235/3634] Forecasting TPGXL...
[2025-12-01T20:48:17.947886] [INFO ] [sig       ] Generating forecast for: TPGXL
[2025-12-01T20:48:17.947916] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPGXL' from 'https://tdm.silogroup.org/data/derivative_storage/TPGXL.csv'.
[2025-12-01T20:48:17.960622] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPGXL'.
[2025-12-01T20:48:17.961063] [INFO ] [FORECASTER] Starting predict_future for TPGXL
[2025-12-01T20:48:17.962069] [DEBUG] [LOCAL     ] No optimal features file found for TPGXL: ./output/feature-sets/TPGXL.txt
[2025-12-01T20:48:17.962133] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:17.962190] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:17.962231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:17.962307] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:18.035780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:18.036631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:18.036712] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:18.036744] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:18.146974] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:18.147116] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:18.147152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:18.147179] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:18.150447] [DEBUG] [FORECASTER] TPGXL: Forecast T+1@11:T+2@11: UP (p=55.93%)
[2025-12-01T20:48:18.150734] [INFO ] [FORECASTER] Completed predict_future for TPGXL
[2025-12-01T20:48:18.150854] [INFO ] [sig       ] TPGXL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:18.295050] [INFO ] [LOCAL     ] Saved forecast: TPGXL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TPGXL.txt
[2025-12-01T20:48:18.295203] [INFO ] [sig       ] [3235/3634] Completed TPGXL in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-01T20:48:18.295244] [INFO ] [sig       ] [3236/3634] Forecasting TPH...
[2025-12-01T20:48:18.295271] [INFO ] [sig       ] Generating forecast for: TPH
[2025-12-01T20:48:18.295298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPH' from 'https://tdm.silogroup.org/data/derivative_storage/TPH.csv'.
[2025-12-01T20:48:18.307446] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TPH'.
[2025-12-01T20:48:18.307842] [INFO ] [FORECASTER] Starting predict_future for TPH
[2025-12-01T20:48:18.308686] [DEBUG] [LOCAL     ] No optimal features file found for TPH: ./output/feature-sets/TPH.txt
[2025-12-01T20:48:18.308736] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:18.308766] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:18.308791] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:18.308845] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:18.364877] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:18.365708] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:18.365792] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:18.365824] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:18.481032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:18.481185] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:18.481225] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:18.481259] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:18.484591] [DEBUG] [FORECASTER] TPH: Forecast T+1@11:T+2@11: UP (p=63.08%)
[2025-12-01T20:48:18.484863] [INFO ] [FORECASTER] Completed predict_future for TPH
[2025-12-01T20:48:18.484984] [INFO ] [sig       ] TPH: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:48:18.625892] [INFO ] [LOCAL     ] Saved forecast: TPH	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TPH.txt
[2025-12-01T20:48:18.626046] [INFO ] [sig       ] [3236/3634] Completed TPH in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-01T20:48:18.626116] [INFO ] [sig       ] [3237/3634] Forecasting TPL...
[2025-12-01T20:48:18.626145] [INFO ] [sig       ] Generating forecast for: TPL
[2025-12-01T20:48:18.626173] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPL' from 'https://tdm.silogroup.org/data/derivative_storage/TPL.csv'.
[2025-12-01T20:48:18.637803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPL'.
[2025-12-01T20:48:18.638110] [INFO ] [FORECASTER] Starting predict_future for TPL
[2025-12-01T20:48:18.638901] [DEBUG] [LOCAL     ] No optimal features file found for TPL: ./output/feature-sets/TPL.txt
[2025-12-01T20:48:18.638952] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:18.638982] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:18.639009] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:18.639064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:18.695910] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:18.696746] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:18.696858] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:18.696892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:18.815276] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:18.815431] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:18.815468] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:18.815495] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:18.818755] [DEBUG] [FORECASTER] TPL: Forecast T+1@11:T+2@11: DOWN (p=8.91%)
[2025-12-01T20:48:18.819022] [INFO ] [FORECASTER] Completed predict_future for TPL
[2025-12-01T20:48:18.819146] [INFO ] [sig       ] TPL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:18.958703] [INFO ] [LOCAL     ] Saved forecast: TPL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TPL.txt
[2025-12-01T20:48:18.958858] [INFO ] [sig       ] [3237/3634] Completed TPL in 0.3s | 2.99 sym/s | Total: 18.0m | ETA: 2.2m
[2025-12-01T20:48:18.958897] [INFO ] [sig       ] [3238/3634] Forecasting TPVG...
[2025-12-01T20:48:18.958925] [INFO ] [sig       ] Generating forecast for: TPVG
[2025-12-01T20:48:18.958953] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPVG' from 'https://tdm.silogroup.org/data/derivative_storage/TPVG.csv'.
[2025-12-01T20:48:18.970715] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPVG'.
[2025-12-01T20:48:18.971029] [INFO ] [FORECASTER] Starting predict_future for TPVG
[2025-12-01T20:48:18.971832] [DEBUG] [LOCAL     ] No optimal features file found for TPVG: ./output/feature-sets/TPVG.txt
[2025-12-01T20:48:18.971885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:18.971916] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:18.971942] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:18.971998] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:19.030347] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:19.031408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:19.031510] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:19.031558] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:19.168187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:19.168378] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:19.168418] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:19.168444] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:19.171749] [DEBUG] [FORECASTER] TPVG: Forecast T+1@11:T+2@11: UP (p=59.77%)
[2025-12-01T20:48:19.172012] [INFO ] [FORECASTER] Completed predict_future for TPVG
[2025-12-01T20:48:19.172131] [INFO ] [sig       ] TPVG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:19.314074] [INFO ] [LOCAL     ] Saved forecast: TPVG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TPVG.txt
[2025-12-01T20:48:19.314224] [INFO ] [sig       ] [3238/3634] Completed TPVG in 0.4s | 2.99 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-01T20:48:19.314269] [INFO ] [sig       ] [3239/3634] Forecasting TPYP...
[2025-12-01T20:48:19.314298] [INFO ] [sig       ] Generating forecast for: TPYP
[2025-12-01T20:48:19.314325] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPYP' from 'https://tdm.silogroup.org/data/derivative_storage/TPYP.csv'.
[2025-12-01T20:48:19.325621] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPYP'.
[2025-12-01T20:48:19.325966] [INFO ] [FORECASTER] Starting predict_future for TPYP
[2025-12-01T20:48:19.326715] [DEBUG] [LOCAL     ] No optimal features file found for TPYP: ./output/feature-sets/TPYP.txt
[2025-12-01T20:48:19.326765] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:19.326795] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:19.326820] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:19.326874] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:19.381905] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:19.382537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:19.382629] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:19.382661] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:19.494670] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:19.494814] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:19.494851] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:19.494878] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:19.498079] [DEBUG] [FORECASTER] TPYP: Forecast T+1@11:T+2@11: DOWN (p=24.84%)
[2025-12-01T20:48:19.498351] [INFO ] [FORECASTER] Completed predict_future for TPYP
[2025-12-01T20:48:19.498470] [INFO ] [sig       ] TPYP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:19.636278] [INFO ] [LOCAL     ] Saved forecast: TPYP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TPYP.txt
[2025-12-01T20:48:19.636429] [INFO ] [sig       ] [3239/3634] Completed TPYP in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-01T20:48:19.636468] [INFO ] [sig       ] [3240/3634] Forecasting TPZ...
[2025-12-01T20:48:19.636496] [INFO ] [sig       ] Generating forecast for: TPZ
[2025-12-01T20:48:19.636524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TPZ' from 'https://tdm.silogroup.org/data/derivative_storage/TPZ.csv'.
[2025-12-01T20:48:19.647567] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TPZ'.
[2025-12-01T20:48:19.647873] [INFO ] [FORECASTER] Starting predict_future for TPZ
[2025-12-01T20:48:19.648638] [DEBUG] [LOCAL     ] No optimal features file found for TPZ: ./output/feature-sets/TPZ.txt
[2025-12-01T20:48:19.648687] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:19.648717] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:19.648742] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:19.648796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:19.703753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:19.704435] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:19.704509] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:19.704540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:19.814359] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:19.814520] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:19.814559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:19.814607] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:19.817967] [DEBUG] [FORECASTER] TPZ: Forecast T+1@11:T+2@11: DOWN (p=23.13%)
[2025-12-01T20:48:19.818240] [INFO ] [FORECASTER] Completed predict_future for TPZ
[2025-12-01T20:48:19.818419] [INFO ] [sig       ] TPZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:19.957080] [INFO ] [LOCAL     ] Saved forecast: TPZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TPZ.txt
[2025-12-01T20:48:19.957238] [INFO ] [sig       ] [3240/3634] Completed TPZ in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-01T20:48:19.957277] [INFO ] [sig       ] [3241/3634] Forecasting TQQQ...
[2025-12-01T20:48:19.957306] [INFO ] [sig       ] Generating forecast for: TQQQ
[2025-12-01T20:48:19.957333] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/TQQQ.csv'.
[2025-12-01T20:48:19.968183] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TQQQ'.
[2025-12-01T20:48:19.968480] [INFO ] [FORECASTER] Starting predict_future for TQQQ
[2025-12-01T20:48:19.969237] [DEBUG] [LOCAL     ] No optimal features file found for TQQQ: ./output/feature-sets/TQQQ.txt
[2025-12-01T20:48:19.969296] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:19.969334] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:19.969365] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:19.969431] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:20.025715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:20.026557] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:20.026655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:20.026688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:20.146926] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:20.147067] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:20.147104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:20.147131] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:20.150439] [DEBUG] [FORECASTER] TQQQ: Forecast T+1@11:T+2@11: DOWN (p=4.44%)
[2025-12-01T20:48:20.150730] [INFO ] [FORECASTER] Completed predict_future for TQQQ
[2025-12-01T20:48:20.150857] [INFO ] [sig       ] TQQQ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:20.287356] [INFO ] [LOCAL     ] Saved forecast: TQQQ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TQQQ.txt
[2025-12-01T20:48:20.287504] [INFO ] [sig       ] [3241/3634] Completed TQQQ in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-01T20:48:20.287542] [INFO ] [sig       ] [3242/3634] Forecasting TRC...
[2025-12-01T20:48:20.287590] [INFO ] [sig       ] Generating forecast for: TRC
[2025-12-01T20:48:20.287622] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRC' from 'https://tdm.silogroup.org/data/derivative_storage/TRC.csv'.
[2025-12-01T20:48:20.299451] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRC'.
[2025-12-01T20:48:20.299755] [INFO ] [FORECASTER] Starting predict_future for TRC
[2025-12-01T20:48:20.300504] [DEBUG] [LOCAL     ] No optimal features file found for TRC: ./output/feature-sets/TRC.txt
[2025-12-01T20:48:20.300552] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:20.300600] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:20.300627] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:20.300682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:20.355531] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:20.356207] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:20.356284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:20.356319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:20.471351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:20.471502] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:20.471541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:20.471607] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:20.474949] [DEBUG] [FORECASTER] TRC: Forecast T+1@11:T+2@11: DOWN (p=2.52%)
[2025-12-01T20:48:20.475211] [INFO ] [FORECASTER] Completed predict_future for TRC
[2025-12-01T20:48:20.475333] [INFO ] [sig       ] TRC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:20.620294] [INFO ] [LOCAL     ] Saved forecast: TRC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TRC.txt
[2025-12-01T20:48:20.620431] [INFO ] [sig       ] [3242/3634] Completed TRC in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-01T20:48:20.620473] [INFO ] [sig       ] [3243/3634] Forecasting TRDA...
[2025-12-01T20:48:20.620504] [INFO ] [sig       ] Generating forecast for: TRDA
[2025-12-01T20:48:20.620533] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRDA' from 'https://tdm.silogroup.org/data/derivative_storage/TRDA.csv'.
[2025-12-01T20:48:20.631963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRDA'.
[2025-12-01T20:48:20.632271] [INFO ] [FORECASTER] Starting predict_future for TRDA
[2025-12-01T20:48:20.633044] [DEBUG] [LOCAL     ] No optimal features file found for TRDA: ./output/feature-sets/TRDA.txt
[2025-12-01T20:48:20.633095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:20.633128] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:20.633156] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:20.633211] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:20.693047] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:20.693774] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:20.693853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:20.693886] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:20.812666] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:20.812811] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:20.812847] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:20.812874] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:20.816079] [DEBUG] [FORECASTER] TRDA: Forecast T+1@11:T+2@11: DOWN (p=21.21%)
[2025-12-01T20:48:20.816346] [INFO ] [FORECASTER] Completed predict_future for TRDA
[2025-12-01T20:48:20.816465] [INFO ] [sig       ] TRDA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:20.954087] [INFO ] [LOCAL     ] Saved forecast: TRDA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TRDA.txt
[2025-12-01T20:48:20.955078] [INFO ] [sig       ] [3243/3634] Completed TRDA in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-01T20:48:20.955124] [INFO ] [sig       ] [3244/3634] Forecasting TREE...
[2025-12-01T20:48:20.955154] [INFO ] [sig       ] Generating forecast for: TREE
[2025-12-01T20:48:20.955183] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREE' from 'https://tdm.silogroup.org/data/derivative_storage/TREE.csv'.
[2025-12-01T20:48:20.965877] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREE'.
[2025-12-01T20:48:20.966190] [INFO ] [FORECASTER] Starting predict_future for TREE
[2025-12-01T20:48:20.966967] [DEBUG] [LOCAL     ] No optimal features file found for TREE: ./output/feature-sets/TREE.txt
[2025-12-01T20:48:20.967015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:20.967071] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:20.967098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:20.967153] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:21.022172] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:21.022887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:21.022979] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:21.023010] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:21.143356] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:21.143510] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:21.143548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:21.143613] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:21.146889] [DEBUG] [FORECASTER] TREE: Forecast T+1@11:T+2@11: DOWN (p=2.98%)
[2025-12-01T20:48:21.147160] [INFO ] [FORECASTER] Completed predict_future for TREE
[2025-12-01T20:48:21.147282] [INFO ] [sig       ] TREE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:21.285335] [INFO ] [LOCAL     ] Saved forecast: TREE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TREE.txt
[2025-12-01T20:48:21.285467] [INFO ] [sig       ] [3244/3634] Completed TREE in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-01T20:48:21.285505] [INFO ] [sig       ] [3245/3634] Forecasting TREX...
[2025-12-01T20:48:21.285533] [INFO ] [sig       ] Generating forecast for: TREX
[2025-12-01T20:48:21.285560] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TREX' from 'https://tdm.silogroup.org/data/derivative_storage/TREX.csv'.
[2025-12-01T20:48:21.296696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TREX'.
[2025-12-01T20:48:21.297051] [INFO ] [FORECASTER] Starting predict_future for TREX
[2025-12-01T20:48:21.297832] [DEBUG] [LOCAL     ] No optimal features file found for TREX: ./output/feature-sets/TREX.txt
[2025-12-01T20:48:21.297887] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:21.297930] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:21.297968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:21.298026] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:21.356959] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:21.357765] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:21.357846] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:21.357883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:21.486719] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:21.486874] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:21.486912] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:21.486941] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:21.490470] [DEBUG] [FORECASTER] TREX: Forecast T+1@11:T+2@11: DOWN (p=16.44%)
[2025-12-01T20:48:21.490790] [INFO ] [FORECASTER] Completed predict_future for TREX
[2025-12-01T20:48:21.490937] [INFO ] [sig       ] TREX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:21.633655] [INFO ] [LOCAL     ] Saved forecast: TREX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TREX.txt
[2025-12-01T20:48:21.633791] [INFO ] [sig       ] [3245/3634] Completed TREX in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-01T20:48:21.633831] [INFO ] [sig       ] [3246/3634] Forecasting TRGP...
[2025-12-01T20:48:21.633860] [INFO ] [sig       ] Generating forecast for: TRGP
[2025-12-01T20:48:21.633898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRGP' from 'https://tdm.silogroup.org/data/derivative_storage/TRGP.csv'.
[2025-12-01T20:48:21.645513] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRGP'.
[2025-12-01T20:48:21.645833] [INFO ] [FORECASTER] Starting predict_future for TRGP
[2025-12-01T20:48:21.646559] [DEBUG] [LOCAL     ] No optimal features file found for TRGP: ./output/feature-sets/TRGP.txt
[2025-12-01T20:48:21.646624] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:21.646667] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:21.646695] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:21.646749] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:21.703527] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:21.704267] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:21.704344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:21.704375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:21.823197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:21.823356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:21.823394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:21.823422] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:21.826785] [DEBUG] [FORECASTER] TRGP: Forecast T+1@11:T+2@11: UP (p=95.16%)
[2025-12-01T20:48:21.827053] [INFO ] [FORECASTER] Completed predict_future for TRGP
[2025-12-01T20:48:21.827176] [INFO ] [sig       ] TRGP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:21.965871] [INFO ] [LOCAL     ] Saved forecast: TRGP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TRGP.txt
[2025-12-01T20:48:21.966007] [INFO ] [sig       ] [3246/3634] Completed TRGP in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-01T20:48:21.966045] [INFO ] [sig       ] [3247/3634] Forecasting TRI...
[2025-12-01T20:48:21.966073] [INFO ] [sig       ] Generating forecast for: TRI
[2025-12-01T20:48:21.966102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRI' from 'https://tdm.silogroup.org/data/derivative_storage/TRI.csv'.
[2025-12-01T20:48:21.977598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRI'.
[2025-12-01T20:48:21.977902] [INFO ] [FORECASTER] Starting predict_future for TRI
[2025-12-01T20:48:21.978671] [DEBUG] [LOCAL     ] No optimal features file found for TRI: ./output/feature-sets/TRI.txt
[2025-12-01T20:48:21.978720] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:21.978749] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:21.978774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:21.978827] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:22.033795] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:22.034521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:22.034615] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:22.034648] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:22.153809] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:22.153958] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:22.153994] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:22.154053] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:22.157283] [DEBUG] [FORECASTER] TRI: Forecast T+1@11:T+2@11: DOWN (p=10.37%)
[2025-12-01T20:48:22.157560] [INFO ] [FORECASTER] Completed predict_future for TRI
[2025-12-01T20:48:22.157701] [INFO ] [sig       ] TRI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:22.297133] [INFO ] [LOCAL     ] Saved forecast: TRI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TRI.txt
[2025-12-01T20:48:22.297263] [INFO ] [sig       ] [3247/3634] Completed TRI in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-01T20:48:22.297300] [INFO ] [sig       ] [3248/3634] Forecasting TRIN...
[2025-12-01T20:48:22.297327] [INFO ] [sig       ] Generating forecast for: TRIN
[2025-12-01T20:48:22.297359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIN' from 'https://tdm.silogroup.org/data/derivative_storage/TRIN.csv'.
[2025-12-01T20:48:22.308813] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIN'.
[2025-12-01T20:48:22.309114] [INFO ] [FORECASTER] Starting predict_future for TRIN
[2025-12-01T20:48:22.309894] [DEBUG] [LOCAL     ] No optimal features file found for TRIN: ./output/feature-sets/TRIN.txt
[2025-12-01T20:48:22.309943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:22.309973] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:22.309999] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:22.310053] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:22.365533] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:22.366243] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:22.366322] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:22.366360] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:22.484432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:22.484605] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:22.484643] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:22.484669] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:22.487900] [DEBUG] [FORECASTER] TRIN: Forecast T+1@11:T+2@11: DOWN (p=24.61%)
[2025-12-01T20:48:22.488158] [INFO ] [FORECASTER] Completed predict_future for TRIN
[2025-12-01T20:48:22.488276] [INFO ] [sig       ] TRIN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:22.626473] [INFO ] [LOCAL     ] Saved forecast: TRIN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TRIN.txt
[2025-12-01T20:48:22.626639] [INFO ] [sig       ] [3248/3634] Completed TRIN in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.2m
[2025-12-01T20:48:22.626679] [INFO ] [sig       ] [3249/3634] Forecasting TRIP...
[2025-12-01T20:48:22.626708] [INFO ] [sig       ] Generating forecast for: TRIP
[2025-12-01T20:48:22.626736] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRIP' from 'https://tdm.silogroup.org/data/derivative_storage/TRIP.csv'.
[2025-12-01T20:48:22.638018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRIP'.
[2025-12-01T20:48:22.638301] [INFO ] [FORECASTER] Starting predict_future for TRIP
[2025-12-01T20:48:22.639057] [DEBUG] [LOCAL     ] No optimal features file found for TRIP: ./output/feature-sets/TRIP.txt
[2025-12-01T20:48:22.639106] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:22.639135] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:22.639159] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:22.639215] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:22.695469] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:22.696227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:22.696306] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:22.696338] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:22.814824] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:22.814974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:22.815009] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:22.815036] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:22.818228] [DEBUG] [FORECASTER] TRIP: Forecast T+1@11:T+2@11: UP (p=94.85%)
[2025-12-01T20:48:22.818511] [INFO ] [FORECASTER] Completed predict_future for TRIP
[2025-12-01T20:48:22.818645] [INFO ] [sig       ] TRIP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:22.957063] [INFO ] [LOCAL     ] Saved forecast: TRIP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TRIP.txt
[2025-12-01T20:48:22.957203] [INFO ] [sig       ] [3249/3634] Completed TRIP in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-01T20:48:22.957241] [INFO ] [sig       ] [3250/3634] Forecasting TRMB...
[2025-12-01T20:48:22.957276] [INFO ] [sig       ] Generating forecast for: TRMB
[2025-12-01T20:48:22.957306] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMB' from 'https://tdm.silogroup.org/data/derivative_storage/TRMB.csv'.
[2025-12-01T20:48:22.968992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMB'.
[2025-12-01T20:48:22.969363] [INFO ] [FORECASTER] Starting predict_future for TRMB
[2025-12-01T20:48:22.970189] [DEBUG] [LOCAL     ] No optimal features file found for TRMB: ./output/feature-sets/TRMB.txt
[2025-12-01T20:48:22.970241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:22.970271] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:22.970296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:22.970357] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:23.028146] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:23.029035] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:23.029116] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:23.029147] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:23.149553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:23.149724] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:23.149761] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:23.149788] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:23.153024] [DEBUG] [FORECASTER] TRMB: Forecast T+1@11:T+2@11: UP (p=90.19%)
[2025-12-01T20:48:23.153280] [INFO ] [FORECASTER] Completed predict_future for TRMB
[2025-12-01T20:48:23.153403] [INFO ] [sig       ] TRMB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:23.290559] [INFO ] [LOCAL     ] Saved forecast: TRMB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TRMB.txt
[2025-12-01T20:48:23.290705] [INFO ] [sig       ] [3250/3634] Completed TRMB in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-01T20:48:23.290742] [INFO ] [sig       ] [3251/3634] Forecasting TRMD...
[2025-12-01T20:48:23.290771] [INFO ] [sig       ] Generating forecast for: TRMD
[2025-12-01T20:48:23.290799] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMD' from 'https://tdm.silogroup.org/data/derivative_storage/TRMD.csv'.
[2025-12-01T20:48:23.301421] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TRMD'.
[2025-12-01T20:48:23.301744] [INFO ] [FORECASTER] Starting predict_future for TRMD
[2025-12-01T20:48:23.302465] [DEBUG] [LOCAL     ] No optimal features file found for TRMD: ./output/feature-sets/TRMD.txt
[2025-12-01T20:48:23.302514] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:23.302543] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:23.302586] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:23.302644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:23.358693] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:23.359289] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:23.359363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:23.359395] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:23.474499] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:23.474663] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:23.474700] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:23.474727] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:23.477936] [DEBUG] [FORECASTER] TRMD: Forecast T+1@11:T+2@11: DOWN (p=29.84%)
[2025-12-01T20:48:23.478200] [INFO ] [FORECASTER] Completed predict_future for TRMD
[2025-12-01T20:48:23.478339] [INFO ] [sig       ] TRMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:48:23.617163] [INFO ] [LOCAL     ] Saved forecast: TRMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TRMD.txt
[2025-12-01T20:48:23.617290] [INFO ] [sig       ] [3251/3634] Completed TRMD in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-01T20:48:23.617327] [INFO ] [sig       ] [3252/3634] Forecasting TRMK...
[2025-12-01T20:48:23.617355] [INFO ] [sig       ] Generating forecast for: TRMK
[2025-12-01T20:48:23.617382] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRMK' from 'https://tdm.silogroup.org/data/derivative_storage/TRMK.csv'.
[2025-12-01T20:48:23.629268] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRMK'.
[2025-12-01T20:48:23.629692] [INFO ] [FORECASTER] Starting predict_future for TRMK
[2025-12-01T20:48:23.630482] [DEBUG] [LOCAL     ] No optimal features file found for TRMK: ./output/feature-sets/TRMK.txt
[2025-12-01T20:48:23.630535] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:23.630565] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:23.630611] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:23.630667] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:23.688811] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:23.689605] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:23.689686] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:23.689717] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:23.805460] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:23.805627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:23.805665] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:23.805692] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:23.808937] [DEBUG] [FORECASTER] TRMK: Forecast T+1@11:T+2@11: DOWN (p=43.68%)
[2025-12-01T20:48:23.809196] [INFO ] [FORECASTER] Completed predict_future for TRMK
[2025-12-01T20:48:23.809317] [INFO ] [sig       ] TRMK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:23.947928] [INFO ] [LOCAL     ] Saved forecast: TRMK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TRMK.txt
[2025-12-01T20:48:23.948060] [INFO ] [sig       ] [3252/3634] Completed TRMK in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-01T20:48:23.948097] [INFO ] [sig       ] [3253/3634] Forecasting TRN...
[2025-12-01T20:48:23.948125] [INFO ] [sig       ] Generating forecast for: TRN
[2025-12-01T20:48:23.948154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRN' from 'https://tdm.silogroup.org/data/derivative_storage/TRN.csv'.
[2025-12-01T20:48:23.959990] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRN'.
[2025-12-01T20:48:23.960319] [INFO ] [FORECASTER] Starting predict_future for TRN
[2025-12-01T20:48:23.961126] [DEBUG] [LOCAL     ] No optimal features file found for TRN: ./output/feature-sets/TRN.txt
[2025-12-01T20:48:23.961175] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:23.961206] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:23.961231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:23.961284] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:24.018781] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:24.019561] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:24.019659] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:24.019690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:24.136790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:24.136941] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:24.136977] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:24.137022] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:24.140310] [DEBUG] [FORECASTER] TRN: Forecast T+1@11:T+2@11: UP (p=87.93%)
[2025-12-01T20:48:24.140612] [INFO ] [FORECASTER] Completed predict_future for TRN
[2025-12-01T20:48:24.140729] [INFO ] [sig       ] TRN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:24.279826] [INFO ] [LOCAL     ] Saved forecast: TRN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TRN.txt
[2025-12-01T20:48:24.279983] [INFO ] [sig       ] [3253/3634] Completed TRN in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-01T20:48:24.280022] [INFO ] [sig       ] [3254/3634] Forecasting TRNO...
[2025-12-01T20:48:24.280051] [INFO ] [sig       ] Generating forecast for: TRNO
[2025-12-01T20:48:24.280080] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNO' from 'https://tdm.silogroup.org/data/derivative_storage/TRNO.csv'.
[2025-12-01T20:48:24.292304] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TRNO'.
[2025-12-01T20:48:24.292730] [INFO ] [FORECASTER] Starting predict_future for TRNO
[2025-12-01T20:48:24.293480] [DEBUG] [LOCAL     ] No optimal features file found for TRNO: ./output/feature-sets/TRNO.txt
[2025-12-01T20:48:24.293529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:24.293559] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:24.293607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:24.293663] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:24.350246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:24.351107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:24.351244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:24.351293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:24.471043] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:24.471196] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:24.471235] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:24.471265] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:24.474739] [DEBUG] [FORECASTER] TRNO: Forecast T+1@11:T+2@11: UP (p=57.77%)
[2025-12-01T20:48:24.475004] [INFO ] [FORECASTER] Completed predict_future for TRNO
[2025-12-01T20:48:24.475125] [INFO ] [sig       ] TRNO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:48:24.612505] [INFO ] [LOCAL     ] Saved forecast: TRNO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TRNO.txt
[2025-12-01T20:48:24.612649] [INFO ] [sig       ] [3254/3634] Completed TRNO in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-01T20:48:24.612688] [INFO ] [sig       ] [3255/3634] Forecasting TRNS...
[2025-12-01T20:48:24.612716] [INFO ] [sig       ] Generating forecast for: TRNS
[2025-12-01T20:48:24.612745] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRNS' from 'https://tdm.silogroup.org/data/derivative_storage/TRNS.csv'.
[2025-12-01T20:48:24.624175] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TRNS'.
[2025-12-01T20:48:24.624549] [INFO ] [FORECASTER] Starting predict_future for TRNS
[2025-12-01T20:48:24.625311] [DEBUG] [LOCAL     ] No optimal features file found for TRNS: ./output/feature-sets/TRNS.txt
[2025-12-01T20:48:24.625360] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:24.625390] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:24.625414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:24.625468] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:24.680522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:24.681404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:24.681489] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:24.681537] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:24.806352] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:24.806526] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:24.806590] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:24.806622] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:24.810218] [DEBUG] [FORECASTER] TRNS: Forecast T+1@11:T+2@11: UP (p=55.09%)
[2025-12-01T20:48:24.810535] [INFO ] [FORECASTER] Completed predict_future for TRNS
[2025-12-01T20:48:24.810691] [INFO ] [sig       ] TRNS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:48:24.949123] [INFO ] [LOCAL     ] Saved forecast: TRNS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TRNS.txt
[2025-12-01T20:48:24.949258] [INFO ] [sig       ] [3255/3634] Completed TRNS in 0.3s | 2.99 sym/s | Total: 18.1m | ETA: 2.1m
[2025-12-01T20:48:24.949296] [INFO ] [sig       ] [3256/3634] Forecasting TROX...
[2025-12-01T20:48:24.949324] [INFO ] [sig       ] Generating forecast for: TROX
[2025-12-01T20:48:24.949351] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TROX' from 'https://tdm.silogroup.org/data/derivative_storage/TROX.csv'.
[2025-12-01T20:48:24.960171] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TROX'.
[2025-12-01T20:48:24.960499] [INFO ] [FORECASTER] Starting predict_future for TROX
[2025-12-01T20:48:24.961263] [DEBUG] [LOCAL     ] No optimal features file found for TROX: ./output/feature-sets/TROX.txt
[2025-12-01T20:48:24.961313] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:24.961344] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:24.961369] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:24.961425] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:25.016231] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:25.016919] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:25.016999] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:25.017030] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:25.134445] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:25.134625] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:25.134664] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:25.134692] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:25.138012] [DEBUG] [FORECASTER] TROX: Forecast T+1@11:T+2@11: DOWN (p=5.35%)
[2025-12-01T20:48:25.138284] [INFO ] [FORECASTER] Completed predict_future for TROX
[2025-12-01T20:48:25.138434] [INFO ] [sig       ] TROX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:25.280047] [INFO ] [LOCAL     ] Saved forecast: TROX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TROX.txt
[2025-12-01T20:48:25.280202] [INFO ] [sig       ] [3256/3634] Completed TROX in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-01T20:48:25.280249] [INFO ] [sig       ] [3257/3634] Forecasting TRP...
[2025-12-01T20:48:25.280279] [INFO ] [sig       ] Generating forecast for: TRP
[2025-12-01T20:48:25.280307] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRP' from 'https://tdm.silogroup.org/data/derivative_storage/TRP.csv'.
[2025-12-01T20:48:25.291946] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRP'.
[2025-12-01T20:48:25.292251] [INFO ] [FORECASTER] Starting predict_future for TRP
[2025-12-01T20:48:25.293012] [DEBUG] [LOCAL     ] No optimal features file found for TRP: ./output/feature-sets/TRP.txt
[2025-12-01T20:48:25.293062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:25.293093] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:25.293118] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:25.293188] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:25.350944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:25.351703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:25.351787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:25.351819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:25.472033] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:25.472185] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:25.472223] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:25.472252] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:25.475671] [DEBUG] [FORECASTER] TRP: Forecast T+1@11:T+2@11: DOWN (p=2.96%)
[2025-12-01T20:48:25.475940] [INFO ] [FORECASTER] Completed predict_future for TRP
[2025-12-01T20:48:25.476064] [INFO ] [sig       ] TRP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:25.618207] [INFO ] [LOCAL     ] Saved forecast: TRP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TRP.txt
[2025-12-01T20:48:25.618386] [INFO ] [sig       ] [3257/3634] Completed TRP in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-01T20:48:25.618430] [INFO ] [sig       ] [3258/3634] Forecasting TRS...
[2025-12-01T20:48:25.618460] [INFO ] [sig       ] Generating forecast for: TRS
[2025-12-01T20:48:25.618489] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRS' from 'https://tdm.silogroup.org/data/derivative_storage/TRS.csv'.
[2025-12-01T20:48:25.629796] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRS'.
[2025-12-01T20:48:25.630131] [INFO ] [FORECASTER] Starting predict_future for TRS
[2025-12-01T20:48:25.630913] [DEBUG] [LOCAL     ] No optimal features file found for TRS: ./output/feature-sets/TRS.txt
[2025-12-01T20:48:25.630963] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:25.630994] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:25.631020] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:25.631075] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:25.687983] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:25.688770] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:25.688849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:25.688880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:25.812365] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:25.812515] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:25.812553] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:25.812600] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:25.815900] [DEBUG] [FORECASTER] TRS: Forecast T+1@11:T+2@11: UP (p=67.79%)
[2025-12-01T20:48:25.816159] [INFO ] [FORECASTER] Completed predict_future for TRS
[2025-12-01T20:48:25.816282] [INFO ] [sig       ] TRS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:25.960789] [INFO ] [LOCAL     ] Saved forecast: TRS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TRS.txt
[2025-12-01T20:48:25.960923] [INFO ] [sig       ] [3258/3634] Completed TRS in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-01T20:48:25.960963] [INFO ] [sig       ] [3259/3634] Forecasting TRTX...
[2025-12-01T20:48:25.960993] [INFO ] [sig       ] Generating forecast for: TRTX
[2025-12-01T20:48:25.961023] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRTX' from 'https://tdm.silogroup.org/data/derivative_storage/TRTX.csv'.
[2025-12-01T20:48:25.972359] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRTX'.
[2025-12-01T20:48:25.972690] [INFO ] [FORECASTER] Starting predict_future for TRTX
[2025-12-01T20:48:25.973419] [DEBUG] [LOCAL     ] No optimal features file found for TRTX: ./output/feature-sets/TRTX.txt
[2025-12-01T20:48:25.973479] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:25.973509] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:25.973534] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:25.973604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:26.028474] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:26.029094] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:26.029171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:26.029201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:26.149162] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:26.149320] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:26.149356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:26.149387] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:26.152683] [DEBUG] [FORECASTER] TRTX: Forecast T+1@11:T+2@11: UP (p=63.08%)
[2025-12-01T20:48:26.152939] [INFO ] [FORECASTER] Completed predict_future for TRTX
[2025-12-01T20:48:26.153058] [INFO ] [sig       ] TRTX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:26.293907] [INFO ] [LOCAL     ] Saved forecast: TRTX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TRTX.txt
[2025-12-01T20:48:26.294056] [INFO ] [sig       ] [3259/3634] Completed TRTX in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-01T20:48:26.294094] [INFO ] [sig       ] [3260/3634] Forecasting TRUE...
[2025-12-01T20:48:26.294122] [INFO ] [sig       ] Generating forecast for: TRUE
[2025-12-01T20:48:26.294150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUE' from 'https://tdm.silogroup.org/data/derivative_storage/TRUE.csv'.
[2025-12-01T20:48:26.305378] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TRUE'.
[2025-12-01T20:48:26.305744] [INFO ] [FORECASTER] Starting predict_future for TRUE
[2025-12-01T20:48:26.306481] [DEBUG] [LOCAL     ] No optimal features file found for TRUE: ./output/feature-sets/TRUE.txt
[2025-12-01T20:48:26.306530] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:26.306561] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:26.306607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:26.306666] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:26.362116] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:26.362909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:26.362984] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:26.363015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:26.481557] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:26.481707] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:26.481744] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:26.481772] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:26.484918] [DEBUG] [FORECASTER] TRUE: Forecast T+1@11:T+2@11: DOWN (p=36.04%)
[2025-12-01T20:48:26.485171] [INFO ] [FORECASTER] Completed predict_future for TRUE
[2025-12-01T20:48:26.485295] [INFO ] [sig       ] TRUE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:48:26.631779] [INFO ] [LOCAL     ] Saved forecast: TRUE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TRUE.txt
[2025-12-01T20:48:26.631940] [INFO ] [sig       ] [3260/3634] Completed TRUE in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-01T20:48:26.631982] [INFO ] [sig       ] [3261/3634] Forecasting TRUP...
[2025-12-01T20:48:26.632012] [INFO ] [sig       ] Generating forecast for: TRUP
[2025-12-01T20:48:26.632046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRUP' from 'https://tdm.silogroup.org/data/derivative_storage/TRUP.csv'.
[2025-12-01T20:48:26.643024] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TRUP'.
[2025-12-01T20:48:26.643309] [INFO ] [FORECASTER] Starting predict_future for TRUP
[2025-12-01T20:48:26.644065] [DEBUG] [LOCAL     ] No optimal features file found for TRUP: ./output/feature-sets/TRUP.txt
[2025-12-01T20:48:26.644113] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:26.644168] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:26.644196] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:26.644250] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:26.700522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:26.701245] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:26.701321] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:26.701353] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:26.823003] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:26.823151] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:26.823188] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:26.823214] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:26.826409] [DEBUG] [FORECASTER] TRUP: Forecast T+1@11:T+2@11: DOWN (p=35.69%)
[2025-12-01T20:48:26.826685] [INFO ] [FORECASTER] Completed predict_future for TRUP
[2025-12-01T20:48:26.826803] [INFO ] [sig       ] TRUP: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:48:26.967034] [INFO ] [LOCAL     ] Saved forecast: TRUP	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TRUP.txt
[2025-12-01T20:48:26.967198] [INFO ] [sig       ] [3261/3634] Completed TRUP in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-01T20:48:26.967244] [INFO ] [sig       ] [3262/3634] Forecasting TRVG...
[2025-12-01T20:48:26.967272] [INFO ] [sig       ] Generating forecast for: TRVG
[2025-12-01T20:48:26.967305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TRVG' from 'https://tdm.silogroup.org/data/derivative_storage/TRVG.csv'.
[2025-12-01T20:48:26.978456] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TRVG'.
[2025-12-01T20:48:26.978821] [INFO ] [FORECASTER] Starting predict_future for TRVG
[2025-12-01T20:48:26.979567] [DEBUG] [LOCAL     ] No optimal features file found for TRVG: ./output/feature-sets/TRVG.txt
[2025-12-01T20:48:26.979636] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:26.979672] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:26.979698] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:26.979753] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:27.036169] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:27.036821] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:27.036897] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:27.036930] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:27.153387] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:27.153545] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:27.153607] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:27.153636] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:27.156904] [DEBUG] [FORECASTER] TRVG: Forecast T+1@11:T+2@11: UP (p=81.65%)
[2025-12-01T20:48:27.157164] [INFO ] [FORECASTER] Completed predict_future for TRVG
[2025-12-01T20:48:27.157282] [INFO ] [sig       ] TRVG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:27.302895] [INFO ] [LOCAL     ] Saved forecast: TRVG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TRVG.txt
[2025-12-01T20:48:27.303029] [INFO ] [sig       ] [3262/3634] Completed TRVG in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-01T20:48:27.303068] [INFO ] [sig       ] [3263/3634] Forecasting TS...
[2025-12-01T20:48:27.303097] [INFO ] [sig       ] Generating forecast for: TS
[2025-12-01T20:48:27.303125] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TS' from 'https://tdm.silogroup.org/data/derivative_storage/TS.csv'.
[2025-12-01T20:48:27.314044] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TS'.
[2025-12-01T20:48:27.314326] [INFO ] [FORECASTER] Starting predict_future for TS
[2025-12-01T20:48:27.315125] [DEBUG] [LOCAL     ] No optimal features file found for TS: ./output/feature-sets/TS.txt
[2025-12-01T20:48:27.315174] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:27.315208] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:27.315235] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:27.315291] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:27.372136] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:27.372810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:27.372888] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:27.372920] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:27.490195] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:27.490343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:27.490379] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:27.490409] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:27.493662] [DEBUG] [FORECASTER] TS: Forecast T+1@11:T+2@11: UP (p=96.17%)
[2025-12-01T20:48:27.493919] [INFO ] [FORECASTER] Completed predict_future for TS
[2025-12-01T20:48:27.494037] [INFO ] [sig       ] TS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:27.630695] [INFO ] [LOCAL     ] Saved forecast: TS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TS.txt
[2025-12-01T20:48:27.630825] [INFO ] [sig       ] [3263/3634] Completed TS in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-01T20:48:27.630862] [INFO ] [sig       ] [3264/3634] Forecasting TSBK...
[2025-12-01T20:48:27.630890] [INFO ] [sig       ] Generating forecast for: TSBK
[2025-12-01T20:48:27.630918] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSBK' from 'https://tdm.silogroup.org/data/derivative_storage/TSBK.csv'.
[2025-12-01T20:48:27.641866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSBK'.
[2025-12-01T20:48:27.642204] [INFO ] [FORECASTER] Starting predict_future for TSBK
[2025-12-01T20:48:27.642955] [DEBUG] [LOCAL     ] No optimal features file found for TSBK: ./output/feature-sets/TSBK.txt
[2025-12-01T20:48:27.643004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:27.643034] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:27.643059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:27.643112] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:27.700203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:27.700928] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:27.701018] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:27.701056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:27.799261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:27.799417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:27.799462] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:27.799539] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:27.802998] [DEBUG] [FORECASTER] TSBK: Forecast T+1@11:T+2@11: UP (p=50.63%)
[2025-12-01T20:48:27.803269] [INFO ] [FORECASTER] Completed predict_future for TSBK
[2025-12-01T20:48:27.803389] [INFO ] [sig       ] TSBK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:27.941650] [INFO ] [LOCAL     ] Saved forecast: TSBK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TSBK.txt
[2025-12-01T20:48:27.941774] [INFO ] [sig       ] [3264/3634] Completed TSBK in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-01T20:48:27.941812] [INFO ] [sig       ] [3265/3634] Forecasting TSCO...
[2025-12-01T20:48:27.941841] [INFO ] [sig       ] Generating forecast for: TSCO
[2025-12-01T20:48:27.941870] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSCO' from 'https://tdm.silogroup.org/data/derivative_storage/TSCO.csv'.
[2025-12-01T20:48:27.952430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSCO'.
[2025-12-01T20:48:27.952776] [INFO ] [FORECASTER] Starting predict_future for TSCO
[2025-12-01T20:48:27.953505] [DEBUG] [LOCAL     ] No optimal features file found for TSCO: ./output/feature-sets/TSCO.txt
[2025-12-01T20:48:27.953553] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:27.953603] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:27.953630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:27.953684] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:28.008766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:28.009456] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:28.009532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:28.009563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:28.125525] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:28.125660] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:28.125697] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:28.125723] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:28.128888] [DEBUG] [FORECASTER] TSCO: Forecast T+1@11:T+2@11: DOWN (p=47.21%)
[2025-12-01T20:48:28.129144] [INFO ] [FORECASTER] Completed predict_future for TSCO
[2025-12-01T20:48:28.129261] [INFO ] [sig       ] TSCO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:28.266992] [INFO ] [LOCAL     ] Saved forecast: TSCO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TSCO.txt
[2025-12-01T20:48:28.267112] [INFO ] [sig       ] [3265/3634] Completed TSCO in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-01T20:48:28.267148] [INFO ] [sig       ] [3266/3634] Forecasting TSDD...
[2025-12-01T20:48:28.267176] [INFO ] [sig       ] Generating forecast for: TSDD
[2025-12-01T20:48:28.267204] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSDD' from 'https://tdm.silogroup.org/data/derivative_storage/TSDD.csv'.
[2025-12-01T20:48:28.277893] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSDD'.
[2025-12-01T20:48:28.278171] [INFO ] [FORECASTER] Starting predict_future for TSDD
[2025-12-01T20:48:28.278940] [DEBUG] [LOCAL     ] No optimal features file found for TSDD: ./output/feature-sets/TSDD.txt
[2025-12-01T20:48:28.278988] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:28.279017] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:28.279042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:28.279095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:28.337452] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:28.338089] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:28.338163] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:28.338193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:28.454598] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:28.454747] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:28.454785] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:28.454813] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:28.458007] [DEBUG] [FORECASTER] TSDD: Forecast T+1@11:T+2@11: UP (p=85.90%)
[2025-12-01T20:48:28.458260] [INFO ] [FORECASTER] Completed predict_future for TSDD
[2025-12-01T20:48:28.458405] [INFO ] [sig       ] TSDD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:28.594907] [INFO ] [LOCAL     ] Saved forecast: TSDD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TSDD.txt
[2025-12-01T20:48:28.595023] [INFO ] [sig       ] [3266/3634] Completed TSDD in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.1m
[2025-12-01T20:48:28.595060] [INFO ] [sig       ] [3267/3634] Forecasting TSEM...
[2025-12-01T20:48:28.595088] [INFO ] [sig       ] Generating forecast for: TSEM
[2025-12-01T20:48:28.595116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSEM' from 'https://tdm.silogroup.org/data/derivative_storage/TSEM.csv'.
[2025-12-01T20:48:28.605834] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TSEM'.
[2025-12-01T20:48:28.606104] [INFO ] [FORECASTER] Starting predict_future for TSEM
[2025-12-01T20:48:28.606840] [DEBUG] [LOCAL     ] No optimal features file found for TSEM: ./output/feature-sets/TSEM.txt
[2025-12-01T20:48:28.606890] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:28.606920] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:28.606945] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:28.606999] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:28.661858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:28.662454] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:28.662532] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:28.662564] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:28.779278] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:28.779413] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:28.779449] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:28.779482] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:28.782745] [DEBUG] [FORECASTER] TSEM: Forecast T+1@11:T+2@11: UP (p=85.05%)
[2025-12-01T20:48:28.783000] [INFO ] [FORECASTER] Completed predict_future for TSEM
[2025-12-01T20:48:28.783115] [INFO ] [sig       ] TSEM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:48:28.920991] [INFO ] [LOCAL     ] Saved forecast: TSEM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TSEM.txt
[2025-12-01T20:48:28.921137] [INFO ] [sig       ] [3267/3634] Completed TSEM in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-01T20:48:28.921173] [INFO ] [sig       ] [3268/3634] Forecasting TSHA...
[2025-12-01T20:48:28.921202] [INFO ] [sig       ] Generating forecast for: TSHA
[2025-12-01T20:48:28.921231] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSHA' from 'https://tdm.silogroup.org/data/derivative_storage/TSHA.csv'.
[2025-12-01T20:48:28.932871] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSHA'.
[2025-12-01T20:48:28.933198] [INFO ] [FORECASTER] Starting predict_future for TSHA
[2025-12-01T20:48:28.933944] [DEBUG] [LOCAL     ] No optimal features file found for TSHA: ./output/feature-sets/TSHA.txt
[2025-12-01T20:48:28.933993] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:28.934023] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:28.934049] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:28.934103] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:28.991086] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:28.991909] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:28.991988] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:28.992021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:29.112917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:29.113065] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:29.113103] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:29.113132] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:29.116525] [DEBUG] [FORECASTER] TSHA: Forecast T+1@11:T+2@11: UP (p=88.61%)
[2025-12-01T20:48:29.116826] [INFO ] [FORECASTER] Completed predict_future for TSHA
[2025-12-01T20:48:29.116954] [INFO ] [sig       ] TSHA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:29.263067] [INFO ] [LOCAL     ] Saved forecast: TSHA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TSHA.txt
[2025-12-01T20:48:29.263204] [INFO ] [sig       ] [3268/3634] Completed TSHA in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-01T20:48:29.263240] [INFO ] [sig       ] [3269/3634] Forecasting TSI...
[2025-12-01T20:48:29.263269] [INFO ] [sig       ] Generating forecast for: TSI
[2025-12-01T20:48:29.263298] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSI' from 'https://tdm.silogroup.org/data/derivative_storage/TSI.csv'.
[2025-12-01T20:48:29.274568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSI'.
[2025-12-01T20:48:29.274898] [INFO ] [FORECASTER] Starting predict_future for TSI
[2025-12-01T20:48:29.275681] [DEBUG] [LOCAL     ] No optimal features file found for TSI: ./output/feature-sets/TSI.txt
[2025-12-01T20:48:29.275729] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:29.275759] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:29.275785] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:29.275839] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:29.331337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:29.332060] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:29.332138] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:29.332172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:29.447455] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:29.447620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:29.447660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:29.447687] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:29.451028] [DEBUG] [FORECASTER] TSI: Forecast T+1@11:T+2@11: DOWN (p=35.96%)
[2025-12-01T20:48:29.451289] [INFO ] [FORECASTER] Completed predict_future for TSI
[2025-12-01T20:48:29.451407] [INFO ] [sig       ] TSI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:29.587754] [INFO ] [LOCAL     ] Saved forecast: TSI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TSI.txt
[2025-12-01T20:48:29.587874] [INFO ] [sig       ] [3269/3634] Completed TSI in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-01T20:48:29.587931] [INFO ] [sig       ] [3270/3634] Forecasting TSL...
[2025-12-01T20:48:29.587981] [INFO ] [sig       ] Generating forecast for: TSL
[2025-12-01T20:48:29.588013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSL' from 'https://tdm.silogroup.org/data/derivative_storage/TSL.csv'.
[2025-12-01T20:48:29.599418] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSL'.
[2025-12-01T20:48:29.599719] [INFO ] [FORECASTER] Starting predict_future for TSL
[2025-12-01T20:48:29.600446] [DEBUG] [LOCAL     ] No optimal features file found for TSL: ./output/feature-sets/TSL.txt
[2025-12-01T20:48:29.600507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:29.600556] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:29.600614] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:29.600676] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:29.657382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:29.658012] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:29.658086] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:29.658117] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:29.778902] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:29.779069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:29.779106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:29.779133] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:29.782492] [DEBUG] [FORECASTER] TSL: Forecast T+1@11:T+2@11: UP (p=83.91%)
[2025-12-01T20:48:29.782798] [INFO ] [FORECASTER] Completed predict_future for TSL
[2025-12-01T20:48:29.782932] [INFO ] [sig       ] TSL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:29.920223] [INFO ] [LOCAL     ] Saved forecast: TSL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TSL.txt
[2025-12-01T20:48:29.920352] [INFO ] [sig       ] [3270/3634] Completed TSL in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-01T20:48:29.920390] [INFO ] [sig       ] [3271/3634] Forecasting TSLA...
[2025-12-01T20:48:29.920418] [INFO ] [sig       ] Generating forecast for: TSLA
[2025-12-01T20:48:29.920447] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLA' from 'https://tdm.silogroup.org/data/derivative_storage/TSLA.csv'.
[2025-12-01T20:48:29.930656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLA'.
[2025-12-01T20:48:29.930950] [INFO ] [FORECASTER] Starting predict_future for TSLA
[2025-12-01T20:48:29.931693] [DEBUG] [LOCAL     ] No optimal features file found for TSLA: ./output/feature-sets/TSLA.txt
[2025-12-01T20:48:29.931742] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:29.931771] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:29.931797] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:29.931851] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:29.986468] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:29.987101] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:29.987219] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:29.987251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:30.107897] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:30.108045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:30.108081] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:30.108109] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:30.111399] [DEBUG] [FORECASTER] TSLA: Forecast T+1@11:T+2@11: UP (p=52.54%)
[2025-12-01T20:48:30.111674] [INFO ] [FORECASTER] Completed predict_future for TSLA
[2025-12-01T20:48:30.111793] [INFO ] [sig       ] TSLA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:30.251712] [INFO ] [LOCAL     ] Saved forecast: TSLA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TSLA.txt
[2025-12-01T20:48:30.251846] [INFO ] [sig       ] [3271/3634] Completed TSLA in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-01T20:48:30.251882] [INFO ] [sig       ] [3272/3634] Forecasting TSLL...
[2025-12-01T20:48:30.251911] [INFO ] [sig       ] Generating forecast for: TSLL
[2025-12-01T20:48:30.251939] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLL' from 'https://tdm.silogroup.org/data/derivative_storage/TSLL.csv'.
[2025-12-01T20:48:30.261784] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLL'.
[2025-12-01T20:48:30.262147] [INFO ] [FORECASTER] Starting predict_future for TSLL
[2025-12-01T20:48:30.262966] [DEBUG] [LOCAL     ] No optimal features file found for TSLL: ./output/feature-sets/TSLL.txt
[2025-12-01T20:48:30.263018] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:30.263050] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:30.263076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:30.263133] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:30.320272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:30.321165] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:30.321252] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:30.321287] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:30.441940] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:30.442092] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:30.442129] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:30.442156] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:30.445398] [DEBUG] [FORECASTER] TSLL: Forecast T+1@11:T+2@11: DOWN (p=8.61%)
[2025-12-01T20:48:30.445685] [INFO ] [FORECASTER] Completed predict_future for TSLL
[2025-12-01T20:48:30.445808] [INFO ] [sig       ] TSLL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:30.586288] [INFO ] [LOCAL     ] Saved forecast: TSLL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TSLL.txt
[2025-12-01T20:48:30.586431] [INFO ] [sig       ] [3272/3634] Completed TSLL in 0.3s | 2.99 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-01T20:48:30.586468] [INFO ] [sig       ] [3273/3634] Forecasting TSLQ...
[2025-12-01T20:48:30.586496] [INFO ] [sig       ] Generating forecast for: TSLQ
[2025-12-01T20:48:30.586528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSLQ.csv'.
[2025-12-01T20:48:30.600043] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLQ'.
[2025-12-01T20:48:30.600450] [INFO ] [FORECASTER] Starting predict_future for TSLQ
[2025-12-01T20:48:30.601268] [DEBUG] [LOCAL     ] No optimal features file found for TSLQ: ./output/feature-sets/TSLQ.txt
[2025-12-01T20:48:30.601320] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:30.601353] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:30.601381] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:30.601441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:30.662291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:30.663125] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:30.663206] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:30.663238] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:30.779802] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:30.779959] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:30.779995] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:30.780022] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:30.783254] [DEBUG] [FORECASTER] TSLQ: Forecast T+1@11:T+2@11: UP (p=81.07%)
[2025-12-01T20:48:30.783512] [INFO ] [FORECASTER] Completed predict_future for TSLQ
[2025-12-01T20:48:30.783648] [INFO ] [sig       ] TSLQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:30.967766] [INFO ] [LOCAL     ] Saved forecast: TSLQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TSLQ.txt
[2025-12-01T20:48:30.967910] [INFO ] [sig       ] [3273/3634] Completed TSLQ in 0.4s | 2.99 sym/s | Total: 18.2m | ETA: 2.0m
[2025-12-01T20:48:30.967954] [INFO ] [sig       ] [3274/3634] Forecasting TSLS...
[2025-12-01T20:48:30.967984] [INFO ] [sig       ] Generating forecast for: TSLS
[2025-12-01T20:48:30.968013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLS' from 'https://tdm.silogroup.org/data/derivative_storage/TSLS.csv'.
[2025-12-01T20:48:30.978230] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLS'.
[2025-12-01T20:48:30.978534] [INFO ] [FORECASTER] Starting predict_future for TSLS
[2025-12-01T20:48:30.979284] [DEBUG] [LOCAL     ] No optimal features file found for TSLS: ./output/feature-sets/TSLS.txt
[2025-12-01T20:48:30.979333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:30.979364] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:30.979389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:30.979442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:31.036217] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:31.037093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:31.037176] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:31.037209] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:31.155104] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:31.155246] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:31.155283] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:31.155311] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:31.158533] [DEBUG] [FORECASTER] TSLS: Forecast T+1@11:T+2@11: UP (p=97.91%)
[2025-12-01T20:48:31.158808] [INFO ] [FORECASTER] Completed predict_future for TSLS
[2025-12-01T20:48:31.158928] [INFO ] [sig       ] TSLS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:31.296736] [INFO ] [LOCAL     ] Saved forecast: TSLS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TSLS.txt
[2025-12-01T20:48:31.296909] [INFO ] [sig       ] [3274/3634] Completed TSLS in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-01T20:48:31.296947] [INFO ] [sig       ] [3275/3634] Forecasting TSLX...
[2025-12-01T20:48:31.296976] [INFO ] [sig       ] Generating forecast for: TSLX
[2025-12-01T20:48:31.297004] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSLX' from 'https://tdm.silogroup.org/data/derivative_storage/TSLX.csv'.
[2025-12-01T20:48:31.307080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSLX'.
[2025-12-01T20:48:31.307434] [INFO ] [FORECASTER] Starting predict_future for TSLX
[2025-12-01T20:48:31.308191] [DEBUG] [LOCAL     ] No optimal features file found for TSLX: ./output/feature-sets/TSLX.txt
[2025-12-01T20:48:31.308240] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:31.308270] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:31.308296] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:31.308375] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:31.364673] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:31.365498] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:31.365601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:31.365638] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:31.480872] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:31.481022] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:31.481060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:31.481088] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:31.484309] [DEBUG] [FORECASTER] TSLX: Forecast T+1@11:T+2@11: UP (p=75.63%)
[2025-12-01T20:48:31.484566] [INFO ] [FORECASTER] Completed predict_future for TSLX
[2025-12-01T20:48:31.484722] [INFO ] [sig       ] TSLX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:31.633015] [INFO ] [LOCAL     ] Saved forecast: TSLX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TSLX.txt
[2025-12-01T20:48:31.633199] [INFO ] [sig       ] [3275/3634] Completed TSLX in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-01T20:48:31.633254] [INFO ] [sig       ] [3276/3634] Forecasting TSM...
[2025-12-01T20:48:31.633297] [INFO ] [sig       ] Generating forecast for: TSM
[2025-12-01T20:48:31.633340] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSM' from 'https://tdm.silogroup.org/data/derivative_storage/TSM.csv'.
[2025-12-01T20:48:31.647018] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSM'.
[2025-12-01T20:48:31.647470] [INFO ] [FORECASTER] Starting predict_future for TSM
[2025-12-01T20:48:31.648564] [DEBUG] [LOCAL     ] No optimal features file found for TSM: ./output/feature-sets/TSM.txt
[2025-12-01T20:48:31.648696] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:31.648745] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:31.648787] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:31.648867] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:31.716505] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:31.717386] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:31.717474] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:31.717508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:31.839542] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:31.839707] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:31.839745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:31.839772] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:31.842986] [DEBUG] [FORECASTER] TSM: Forecast T+1@11:T+2@11: DOWN (p=27.78%)
[2025-12-01T20:48:31.843245] [INFO ] [FORECASTER] Completed predict_future for TSM
[2025-12-01T20:48:31.843365] [INFO ] [sig       ] TSM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:31.983021] [INFO ] [LOCAL     ] Saved forecast: TSM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TSM.txt
[2025-12-01T20:48:31.983144] [INFO ] [sig       ] [3276/3634] Completed TSM in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-01T20:48:31.983181] [INFO ] [sig       ] [3277/3634] Forecasting TSN...
[2025-12-01T20:48:31.983209] [INFO ] [sig       ] Generating forecast for: TSN
[2025-12-01T20:48:31.983238] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSN' from 'https://tdm.silogroup.org/data/derivative_storage/TSN.csv'.
[2025-12-01T20:48:31.993493] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TSN'.
[2025-12-01T20:48:31.993805] [INFO ] [FORECASTER] Starting predict_future for TSN
[2025-12-01T20:48:31.994622] [DEBUG] [LOCAL     ] No optimal features file found for TSN: ./output/feature-sets/TSN.txt
[2025-12-01T20:48:31.994673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:31.994705] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:31.994731] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:31.994788] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:32.052179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:32.052841] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:32.052919] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:32.052951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:32.171364] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:32.171510] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:32.171564] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:32.171615] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:32.174834] [DEBUG] [FORECASTER] TSN: Forecast T+1@11:T+2@11: DOWN (p=18.32%)
[2025-12-01T20:48:32.175097] [INFO ] [FORECASTER] Completed predict_future for TSN
[2025-12-01T20:48:32.175217] [INFO ] [sig       ] TSN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:48:32.314472] [INFO ] [LOCAL     ] Saved forecast: TSN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TSN.txt
[2025-12-01T20:48:32.314635] [INFO ] [sig       ] [3277/3634] Completed TSN in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-01T20:48:32.314674] [INFO ] [sig       ] [3278/3634] Forecasting TSQ...
[2025-12-01T20:48:32.314703] [INFO ] [sig       ] Generating forecast for: TSQ
[2025-12-01T20:48:32.314732] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TSQ' from 'https://tdm.silogroup.org/data/derivative_storage/TSQ.csv'.
[2025-12-01T20:48:32.324441] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TSQ'.
[2025-12-01T20:48:32.324764] [INFO ] [FORECASTER] Starting predict_future for TSQ
[2025-12-01T20:48:32.325483] [DEBUG] [LOCAL     ] No optimal features file found for TSQ: ./output/feature-sets/TSQ.txt
[2025-12-01T20:48:32.325532] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:32.325605] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:32.325634] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:32.325689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:32.382202] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:32.383044] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:32.383124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:32.383158] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:32.503044] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:32.503186] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:32.503224] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:32.503251] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:32.506456] [DEBUG] [FORECASTER] TSQ: Forecast T+1@11:T+2@11: UP (p=91.01%)
[2025-12-01T20:48:32.506731] [INFO ] [FORECASTER] Completed predict_future for TSQ
[2025-12-01T20:48:32.506851] [INFO ] [sig       ] TSQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:32.645770] [INFO ] [LOCAL     ] Saved forecast: TSQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TSQ.txt
[2025-12-01T20:48:32.645917] [INFO ] [sig       ] [3278/3634] Completed TSQ in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-01T20:48:32.645955] [INFO ] [sig       ] [3279/3634] Forecasting TTC...
[2025-12-01T20:48:32.645984] [INFO ] [sig       ] Generating forecast for: TTC
[2025-12-01T20:48:32.646012] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTC' from 'https://tdm.silogroup.org/data/derivative_storage/TTC.csv'.
[2025-12-01T20:48:32.657378] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTC'.
[2025-12-01T20:48:32.657824] [INFO ] [FORECASTER] Starting predict_future for TTC
[2025-12-01T20:48:32.658792] [DEBUG] [LOCAL     ] No optimal features file found for TTC: ./output/feature-sets/TTC.txt
[2025-12-01T20:48:32.658850] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:32.658889] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:32.658922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:32.658997] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:32.736842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:32.737731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:32.737835] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:32.737869] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:32.858073] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:32.858217] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:32.858254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:32.858282] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:32.861542] [DEBUG] [FORECASTER] TTC: Forecast T+1@11:T+2@11: UP (p=81.66%)
[2025-12-01T20:48:32.861816] [INFO ] [FORECASTER] Completed predict_future for TTC
[2025-12-01T20:48:32.861934] [INFO ] [sig       ] TTC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:33.002105] [INFO ] [LOCAL     ] Saved forecast: TTC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TTC.txt
[2025-12-01T20:48:33.002253] [INFO ] [sig       ] [3279/3634] Completed TTC in 0.4s | 2.99 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-01T20:48:33.002289] [INFO ] [sig       ] [3280/3634] Forecasting TTD...
[2025-12-01T20:48:33.002318] [INFO ] [sig       ] Generating forecast for: TTD
[2025-12-01T20:48:33.002348] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTD' from 'https://tdm.silogroup.org/data/derivative_storage/TTD.csv'.
[2025-12-01T20:48:33.013025] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTD'.
[2025-12-01T20:48:33.013407] [INFO ] [FORECASTER] Starting predict_future for TTD
[2025-12-01T20:48:33.014168] [DEBUG] [LOCAL     ] No optimal features file found for TTD: ./output/feature-sets/TTD.txt
[2025-12-01T20:48:33.014218] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:33.014248] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:33.014274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:33.014328] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:33.072878] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:33.073767] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:33.073853] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:33.073887] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:33.190826] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:33.190969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:33.191006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:33.191032] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:33.194212] [DEBUG] [FORECASTER] TTD: Forecast T+1@11:T+2@11: UP (p=93.76%)
[2025-12-01T20:48:33.194466] [INFO ] [FORECASTER] Completed predict_future for TTD
[2025-12-01T20:48:33.194602] [INFO ] [sig       ] TTD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:33.332938] [INFO ] [LOCAL     ] Saved forecast: TTD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TTD.txt
[2025-12-01T20:48:33.333086] [INFO ] [sig       ] [3280/3634] Completed TTD in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-01T20:48:33.333123] [INFO ] [sig       ] [3281/3634] Forecasting TTE...
[2025-12-01T20:48:33.333151] [INFO ] [sig       ] Generating forecast for: TTE
[2025-12-01T20:48:33.333180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTE' from 'https://tdm.silogroup.org/data/derivative_storage/TTE.csv'.
[2025-12-01T20:48:33.343989] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TTE'.
[2025-12-01T20:48:33.344342] [INFO ] [FORECASTER] Starting predict_future for TTE
[2025-12-01T20:48:33.345135] [DEBUG] [LOCAL     ] No optimal features file found for TTE: ./output/feature-sets/TTE.txt
[2025-12-01T20:48:33.345187] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:33.345218] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:33.345257] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:33.345314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:33.402776] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:33.403611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:33.403695] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:33.403726] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:33.526870] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:33.527020] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:33.527059] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:33.527087] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:33.530486] [DEBUG] [FORECASTER] TTE: Forecast T+1@11:T+2@11: DOWN (p=15.31%)
[2025-12-01T20:48:33.530776] [INFO ] [FORECASTER] Completed predict_future for TTE
[2025-12-01T20:48:33.530898] [INFO ] [sig       ] TTE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:48:33.669713] [INFO ] [LOCAL     ] Saved forecast: TTE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TTE.txt
[2025-12-01T20:48:33.669832] [INFO ] [sig       ] [3281/3634] Completed TTE in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-01T20:48:33.669867] [INFO ] [sig       ] [3282/3634] Forecasting TTEC...
[2025-12-01T20:48:33.669895] [INFO ] [sig       ] Generating forecast for: TTEC
[2025-12-01T20:48:33.669923] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEC' from 'https://tdm.silogroup.org/data/derivative_storage/TTEC.csv'.
[2025-12-01T20:48:33.679917] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEC'.
[2025-12-01T20:48:33.680176] [INFO ] [FORECASTER] Starting predict_future for TTEC
[2025-12-01T20:48:33.680907] [DEBUG] [LOCAL     ] No optimal features file found for TTEC: ./output/feature-sets/TTEC.txt
[2025-12-01T20:48:33.680956] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:33.680985] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:33.681010] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:33.681064] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:33.738044] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:33.738885] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:33.738963] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:33.738995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:33.858843] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:33.858993] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:33.859029] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:33.859057] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:33.862388] [DEBUG] [FORECASTER] TTEC: Forecast T+1@11:T+2@11: DOWN (p=0.33%)
[2025-12-01T20:48:33.862669] [INFO ] [FORECASTER] Completed predict_future for TTEC
[2025-12-01T20:48:33.862793] [INFO ] [sig       ] TTEC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:34.003026] [INFO ] [LOCAL     ] Saved forecast: TTEC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TTEC.txt
[2025-12-01T20:48:34.003160] [INFO ] [sig       ] [3282/3634] Completed TTEC in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-01T20:48:34.003207] [INFO ] [sig       ] [3283/3634] Forecasting TTEK...
[2025-12-01T20:48:34.003237] [INFO ] [sig       ] Generating forecast for: TTEK
[2025-12-01T20:48:34.003266] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTEK' from 'https://tdm.silogroup.org/data/derivative_storage/TTEK.csv'.
[2025-12-01T20:48:34.013551] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTEK'.
[2025-12-01T20:48:34.013847] [INFO ] [FORECASTER] Starting predict_future for TTEK
[2025-12-01T20:48:34.014612] [DEBUG] [LOCAL     ] No optimal features file found for TTEK: ./output/feature-sets/TTEK.txt
[2025-12-01T20:48:34.014662] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:34.014694] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:34.014720] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:34.014775] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:34.071942] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:34.072728] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:34.072808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:34.072840] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:34.196555] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:34.196726] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:34.196764] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:34.196791] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:34.200295] [DEBUG] [FORECASTER] TTEK: Forecast T+1@11:T+2@11: DOWN (p=35.62%)
[2025-12-01T20:48:34.200591] [INFO ] [FORECASTER] Completed predict_future for TTEK
[2025-12-01T20:48:34.200721] [INFO ] [sig       ] TTEK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:34.345410] [INFO ] [LOCAL     ] Saved forecast: TTEK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TTEK.txt
[2025-12-01T20:48:34.345563] [INFO ] [sig       ] [3283/3634] Completed TTEK in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-01T20:48:34.345624] [INFO ] [sig       ] [3284/3634] Forecasting TTI...
[2025-12-01T20:48:34.345655] [INFO ] [sig       ] Generating forecast for: TTI
[2025-12-01T20:48:34.345684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTI' from 'https://tdm.silogroup.org/data/derivative_storage/TTI.csv'.
[2025-12-01T20:48:34.356427] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTI'.
[2025-12-01T20:48:34.356806] [INFO ] [FORECASTER] Starting predict_future for TTI
[2025-12-01T20:48:34.357585] [DEBUG] [LOCAL     ] No optimal features file found for TTI: ./output/feature-sets/TTI.txt
[2025-12-01T20:48:34.357637] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:34.357667] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:34.357692] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:34.357746] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:34.415024] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:34.415722] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:34.415799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:34.415832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:34.541371] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:34.541524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:34.541562] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:34.541611] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:34.544986] [DEBUG] [FORECASTER] TTI: Forecast T+1@11:T+2@11: DOWN (p=29.71%)
[2025-12-01T20:48:34.545253] [INFO ] [FORECASTER] Completed predict_future for TTI
[2025-12-01T20:48:34.545373] [INFO ] [sig       ] TTI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:34.687895] [INFO ] [LOCAL     ] Saved forecast: TTI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TTI.txt
[2025-12-01T20:48:34.688022] [INFO ] [sig       ] [3284/3634] Completed TTI in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 2.0m
[2025-12-01T20:48:34.688059] [INFO ] [sig       ] [3285/3634] Forecasting TTMI...
[2025-12-01T20:48:34.688086] [INFO ] [sig       ] Generating forecast for: TTMI
[2025-12-01T20:48:34.688120] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTMI' from 'https://tdm.silogroup.org/data/derivative_storage/TTMI.csv'.
[2025-12-01T20:48:34.698941] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTMI'.
[2025-12-01T20:48:34.699292] [INFO ] [FORECASTER] Starting predict_future for TTMI
[2025-12-01T20:48:34.700073] [DEBUG] [LOCAL     ] No optimal features file found for TTMI: ./output/feature-sets/TTMI.txt
[2025-12-01T20:48:34.700123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:34.700152] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:34.700177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:34.700231] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:34.755743] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:34.756612] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:34.756698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:34.756729] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:34.872921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:34.873074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:34.873113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:34.873143] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:34.876440] [DEBUG] [FORECASTER] TTMI: Forecast T+1@11:T+2@11: DOWN (p=41.91%)
[2025-12-01T20:48:34.876727] [INFO ] [FORECASTER] Completed predict_future for TTMI
[2025-12-01T20:48:34.876848] [INFO ] [sig       ] TTMI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:35.015052] [INFO ] [LOCAL     ] Saved forecast: TTMI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TTMI.txt
[2025-12-01T20:48:35.015190] [INFO ] [sig       ] [3285/3634] Completed TTMI in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-01T20:48:35.015229] [INFO ] [sig       ] [3286/3634] Forecasting TTSH...
[2025-12-01T20:48:35.015258] [INFO ] [sig       ] Generating forecast for: TTSH
[2025-12-01T20:48:35.015286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTSH' from 'https://tdm.silogroup.org/data/derivative_storage/TTSH.csv'.
[2025-12-01T20:48:35.025761] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTSH'.
[2025-12-01T20:48:35.026091] [INFO ] [FORECASTER] Starting predict_future for TTSH
[2025-12-01T20:48:35.026856] [DEBUG] [LOCAL     ] No optimal features file found for TTSH: ./output/feature-sets/TTSH.txt
[2025-12-01T20:48:35.026906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:35.026935] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:35.026960] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:35.027012] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:35.081282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:35.082002] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:35.082078] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:35.082108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:35.195462] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:35.195627] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:35.195667] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:35.195695] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:35.198937] [DEBUG] [FORECASTER] TTSH: Forecast T+1@11:T+2@11: DOWN (p=44.94%)
[2025-12-01T20:48:35.199197] [INFO ] [FORECASTER] Completed predict_future for TTSH
[2025-12-01T20:48:35.199320] [INFO ] [sig       ] TTSH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:35.336995] [INFO ] [LOCAL     ] Saved forecast: TTSH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TTSH.txt
[2025-12-01T20:48:35.337132] [INFO ] [sig       ] [3286/3634] Completed TTSH in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-01T20:48:35.337169] [INFO ] [sig       ] [3287/3634] Forecasting TTWO...
[2025-12-01T20:48:35.337197] [INFO ] [sig       ] Generating forecast for: TTWO
[2025-12-01T20:48:35.337225] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TTWO' from 'https://tdm.silogroup.org/data/derivative_storage/TTWO.csv'.
[2025-12-01T20:48:35.348301] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TTWO'.
[2025-12-01T20:48:35.348637] [INFO ] [FORECASTER] Starting predict_future for TTWO
[2025-12-01T20:48:35.349378] [DEBUG] [LOCAL     ] No optimal features file found for TTWO: ./output/feature-sets/TTWO.txt
[2025-12-01T20:48:35.349426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:35.349456] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:35.349481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:35.349535] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:35.404964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:35.405624] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:35.405700] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:35.405731] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:35.521841] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:35.521987] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:35.522022] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:35.522048] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:35.525317] [DEBUG] [FORECASTER] TTWO: Forecast T+1@11:T+2@11: DOWN (p=11.01%)
[2025-12-01T20:48:35.525592] [INFO ] [FORECASTER] Completed predict_future for TTWO
[2025-12-01T20:48:35.525718] [INFO ] [sig       ] TTWO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:35.663054] [INFO ] [LOCAL     ] Saved forecast: TTWO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TTWO.txt
[2025-12-01T20:48:35.663177] [INFO ] [sig       ] [3287/3634] Completed TTWO in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-01T20:48:35.663213] [INFO ] [sig       ] [3288/3634] Forecasting TUGN...
[2025-12-01T20:48:35.663240] [INFO ] [sig       ] Generating forecast for: TUGN
[2025-12-01T20:48:35.663268] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUGN' from 'https://tdm.silogroup.org/data/derivative_storage/TUGN.csv'.
[2025-12-01T20:48:35.673343] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TUGN'.
[2025-12-01T20:48:35.673705] [INFO ] [FORECASTER] Starting predict_future for TUGN
[2025-12-01T20:48:35.674459] [DEBUG] [LOCAL     ] No optimal features file found for TUGN: ./output/feature-sets/TUGN.txt
[2025-12-01T20:48:35.674509] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:35.674539] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:35.674566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:35.674640] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:35.729994] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:35.730693] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:35.730799] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:35.730832] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:35.836320] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:35.836470] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:35.836507] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:35.836551] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:35.839854] [DEBUG] [FORECASTER] TUGN: Forecast T+1@11:T+2@11: DOWN (p=32.33%)
[2025-12-01T20:48:35.840114] [INFO ] [FORECASTER] Completed predict_future for TUGN
[2025-12-01T20:48:35.840232] [INFO ] [sig       ] TUGN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:48:35.977267] [INFO ] [LOCAL     ] Saved forecast: TUGN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TUGN.txt
[2025-12-01T20:48:35.977395] [INFO ] [sig       ] [3288/3634] Completed TUGN in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-01T20:48:35.977432] [INFO ] [sig       ] [3289/3634] Forecasting TUSK...
[2025-12-01T20:48:35.977463] [INFO ] [sig       ] Generating forecast for: TUSK
[2025-12-01T20:48:35.977492] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TUSK' from 'https://tdm.silogroup.org/data/derivative_storage/TUSK.csv'.
[2025-12-01T20:48:35.987193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TUSK'.
[2025-12-01T20:48:35.987456] [INFO ] [FORECASTER] Starting predict_future for TUSK
[2025-12-01T20:48:35.988189] [DEBUG] [LOCAL     ] No optimal features file found for TUSK: ./output/feature-sets/TUSK.txt
[2025-12-01T20:48:35.988238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:35.988268] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:35.988293] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:35.988368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:36.042648] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:36.043213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:36.043286] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:36.043316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:36.166363] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:36.166527] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:36.166565] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:36.166609] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:36.169886] [DEBUG] [FORECASTER] TUSK: Forecast T+1@11:T+2@11: DOWN (p=34.18%)
[2025-12-01T20:48:36.170150] [INFO ] [FORECASTER] Completed predict_future for TUSK
[2025-12-01T20:48:36.170267] [INFO ] [sig       ] TUSK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:36.307351] [INFO ] [LOCAL     ] Saved forecast: TUSK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TUSK.txt
[2025-12-01T20:48:36.307497] [INFO ] [sig       ] [3289/3634] Completed TUSK in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-01T20:48:36.307535] [INFO ] [sig       ] [3290/3634] Forecasting TVC...
[2025-12-01T20:48:36.307564] [INFO ] [sig       ] Generating forecast for: TVC
[2025-12-01T20:48:36.307614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVC' from 'https://tdm.silogroup.org/data/derivative_storage/TVC.csv'.
[2025-12-01T20:48:36.318014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVC'.
[2025-12-01T20:48:36.318390] [INFO ] [FORECASTER] Starting predict_future for TVC
[2025-12-01T20:48:36.319143] [DEBUG] [LOCAL     ] No optimal features file found for TVC: ./output/feature-sets/TVC.txt
[2025-12-01T20:48:36.319192] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:36.319223] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:36.319248] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:36.319302] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:36.374028] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:36.374891] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:36.374973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:36.375021] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:36.478209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:36.478376] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:36.478416] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:36.478442] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:36.481679] [DEBUG] [FORECASTER] TVC: Forecast T+1@11:T+2@11: DOWN (p=9.84%)
[2025-12-01T20:48:36.481946] [INFO ] [FORECASTER] Completed predict_future for TVC
[2025-12-01T20:48:36.482069] [INFO ] [sig       ] TVC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:36.620908] [INFO ] [LOCAL     ] Saved forecast: TVC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TVC.txt
[2025-12-01T20:48:36.621051] [INFO ] [sig       ] [3290/3634] Completed TVC in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-01T20:48:36.621087] [INFO ] [sig       ] [3291/3634] Forecasting TVE...
[2025-12-01T20:48:36.621116] [INFO ] [sig       ] Generating forecast for: TVE
[2025-12-01T20:48:36.621145] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVE' from 'https://tdm.silogroup.org/data/derivative_storage/TVE.csv'.
[2025-12-01T20:48:36.631326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVE'.
[2025-12-01T20:48:36.631681] [INFO ] [FORECASTER] Starting predict_future for TVE
[2025-12-01T20:48:36.632429] [DEBUG] [LOCAL     ] No optimal features file found for TVE: ./output/feature-sets/TVE.txt
[2025-12-01T20:48:36.632480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:36.632513] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:36.632540] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:36.632620] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:36.687246] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:36.688074] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:36.688151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:36.688182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:36.792036] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:36.792182] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:36.792220] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:36.792247] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:36.795438] [DEBUG] [FORECASTER] TVE: Forecast T+1@11:T+2@11: DOWN (p=23.87%)
[2025-12-01T20:48:36.795713] [INFO ] [FORECASTER] Completed predict_future for TVE
[2025-12-01T20:48:36.795829] [INFO ] [sig       ] TVE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:36.934264] [INFO ] [LOCAL     ] Saved forecast: TVE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TVE.txt
[2025-12-01T20:48:36.934419] [INFO ] [sig       ] [3291/3634] Completed TVE in 0.3s | 2.99 sym/s | Total: 18.3m | ETA: 1.9m
[2025-12-01T20:48:36.934467] [INFO ] [sig       ] [3292/3634] Forecasting TVTX...
[2025-12-01T20:48:36.934504] [INFO ] [sig       ] Generating forecast for: TVTX
[2025-12-01T20:48:36.934540] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TVTX' from 'https://tdm.silogroup.org/data/derivative_storage/TVTX.csv'.
[2025-12-01T20:48:36.945163] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TVTX'.
[2025-12-01T20:48:36.945447] [INFO ] [FORECASTER] Starting predict_future for TVTX
[2025-12-01T20:48:36.946216] [DEBUG] [LOCAL     ] No optimal features file found for TVTX: ./output/feature-sets/TVTX.txt
[2025-12-01T20:48:36.946265] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:36.946297] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:36.946324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:36.946391] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:37.001886] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:37.002505] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:37.002595] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:37.002628] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:37.122207] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:37.122349] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:37.122387] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:37.122414] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:37.125637] [DEBUG] [FORECASTER] TVTX: Forecast T+1@11:T+2@11: UP (p=63.87%)
[2025-12-01T20:48:37.125895] [INFO ] [FORECASTER] Completed predict_future for TVTX
[2025-12-01T20:48:37.126012] [INFO ] [sig       ] TVTX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:37.262944] [INFO ] [LOCAL     ] Saved forecast: TVTX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TVTX.txt
[2025-12-01T20:48:37.263064] [INFO ] [sig       ] [3292/3634] Completed TVTX in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-01T20:48:37.263101] [INFO ] [sig       ] [3293/3634] Forecasting TWFG...
[2025-12-01T20:48:37.263129] [INFO ] [sig       ] Generating forecast for: TWFG
[2025-12-01T20:48:37.263156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWFG' from 'https://tdm.silogroup.org/data/derivative_storage/TWFG.csv'.
[2025-12-01T20:48:37.273643] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWFG'.
[2025-12-01T20:48:37.273933] [INFO ] [FORECASTER] Starting predict_future for TWFG
[2025-12-01T20:48:37.274750] [DEBUG] [LOCAL     ] No optimal features file found for TWFG: ./output/feature-sets/TWFG.txt
[2025-12-01T20:48:37.274803] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:37.274834] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:37.274862] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:37.274918] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:37.331825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:37.332421] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:37.332496] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:37.332534] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:37.450083] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:37.450222] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:37.450258] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:37.450285] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:37.453482] [DEBUG] [FORECASTER] TWFG: Forecast T+1@11:T+2@11: UP (p=90.39%)
[2025-12-01T20:48:37.453756] [INFO ] [FORECASTER] Completed predict_future for TWFG
[2025-12-01T20:48:37.453875] [INFO ] [sig       ] TWFG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:37.590563] [INFO ] [LOCAL     ] Saved forecast: TWFG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TWFG.txt
[2025-12-01T20:48:37.590695] [INFO ] [sig       ] [3293/3634] Completed TWFG in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-01T20:48:37.590738] [INFO ] [sig       ] [3294/3634] Forecasting TWG...
[2025-12-01T20:48:37.590772] [INFO ] [sig       ] Generating forecast for: TWG
[2025-12-01T20:48:37.590806] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWG' from 'https://tdm.silogroup.org/data/derivative_storage/TWG.csv'.
[2025-12-01T20:48:37.601254] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWG'.
[2025-12-01T20:48:37.601545] [INFO ] [FORECASTER] Starting predict_future for TWG
[2025-12-01T20:48:37.602288] [DEBUG] [LOCAL     ] No optimal features file found for TWG: ./output/feature-sets/TWG.txt
[2025-12-01T20:48:37.602348] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:37.602379] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:37.602405] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:37.602460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:37.657788] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:37.658412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:37.658486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:37.658517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:37.772964] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:37.773102] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:37.773139] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:37.773167] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:37.776333] [DEBUG] [FORECASTER] TWG: Forecast T+1@11:T+2@11: DOWN (p=27.46%)
[2025-12-01T20:48:37.776603] [INFO ] [FORECASTER] Completed predict_future for TWG
[2025-12-01T20:48:37.776722] [INFO ] [sig       ] TWG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:37.914555] [INFO ] [LOCAL     ] Saved forecast: TWG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TWG.txt
[2025-12-01T20:48:37.914688] [INFO ] [sig       ] [3294/3634] Completed TWG in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-01T20:48:37.914723] [INFO ] [sig       ] [3295/3634] Forecasting TWI...
[2025-12-01T20:48:37.914752] [INFO ] [sig       ] Generating forecast for: TWI
[2025-12-01T20:48:37.914780] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWI' from 'https://tdm.silogroup.org/data/derivative_storage/TWI.csv'.
[2025-12-01T20:48:37.924977] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWI'.
[2025-12-01T20:48:37.925244] [INFO ] [FORECASTER] Starting predict_future for TWI
[2025-12-01T20:48:37.926000] [DEBUG] [LOCAL     ] No optimal features file found for TWI: ./output/feature-sets/TWI.txt
[2025-12-01T20:48:37.926051] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:37.926111] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:37.926140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:37.926205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:37.982087] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:37.982710] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:37.982783] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:37.982814] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:38.093300] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:38.093430] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:38.093467] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:38.093493] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:38.096705] [DEBUG] [FORECASTER] TWI: Forecast T+1@11:T+2@11: DOWN (p=5.52%)
[2025-12-01T20:48:38.096960] [INFO ] [FORECASTER] Completed predict_future for TWI
[2025-12-01T20:48:38.097078] [INFO ] [sig       ] TWI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:38.234635] [INFO ] [LOCAL     ] Saved forecast: TWI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TWI.txt
[2025-12-01T20:48:38.234748] [INFO ] [sig       ] [3295/3634] Completed TWI in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-01T20:48:38.234783] [INFO ] [sig       ] [3296/3634] Forecasting TWIN...
[2025-12-01T20:48:38.234810] [INFO ] [sig       ] Generating forecast for: TWIN
[2025-12-01T20:48:38.234837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWIN' from 'https://tdm.silogroup.org/data/derivative_storage/TWIN.csv'.
[2025-12-01T20:48:38.244862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TWIN'.
[2025-12-01T20:48:38.245148] [INFO ] [FORECASTER] Starting predict_future for TWIN
[2025-12-01T20:48:38.245898] [DEBUG] [LOCAL     ] No optimal features file found for TWIN: ./output/feature-sets/TWIN.txt
[2025-12-01T20:48:38.245946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:38.245976] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:38.246001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:38.246054] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:38.300752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:38.301311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:38.301383] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:38.301413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:38.418113] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:38.418234] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:38.418269] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:38.418296] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:38.421441] [DEBUG] [FORECASTER] TWIN: Forecast T+1@11:T+2@11: UP (p=74.42%)
[2025-12-01T20:48:38.421713] [INFO ] [FORECASTER] Completed predict_future for TWIN
[2025-12-01T20:48:38.421831] [INFO ] [sig       ] TWIN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:38.558969] [INFO ] [LOCAL     ] Saved forecast: TWIN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TWIN.txt
[2025-12-01T20:48:38.559072] [INFO ] [sig       ] [3296/3634] Completed TWIN in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-01T20:48:38.559107] [INFO ] [sig       ] [3297/3634] Forecasting TWLO...
[2025-12-01T20:48:38.559135] [INFO ] [sig       ] Generating forecast for: TWLO
[2025-12-01T20:48:38.559163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWLO' from 'https://tdm.silogroup.org/data/derivative_storage/TWLO.csv'.
[2025-12-01T20:48:38.569409] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TWLO'.
[2025-12-01T20:48:38.569688] [INFO ] [FORECASTER] Starting predict_future for TWLO
[2025-12-01T20:48:38.570399] [DEBUG] [LOCAL     ] No optimal features file found for TWLO: ./output/feature-sets/TWLO.txt
[2025-12-01T20:48:38.570447] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:38.570477] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:38.570502] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:38.570556] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:38.625008] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:38.625591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:38.625666] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:38.625696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:38.747067] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:38.747188] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:38.747221] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:38.747248] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:38.753291] [DEBUG] [FORECASTER] TWLO: Forecast T+1@11:T+2@11: DOWN (p=14.72%)
[2025-12-01T20:48:38.753587] [INFO ] [FORECASTER] Completed predict_future for TWLO
[2025-12-01T20:48:38.753708] [INFO ] [sig       ] TWLO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:48:38.889980] [INFO ] [LOCAL     ] Saved forecast: TWLO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TWLO.txt
[2025-12-01T20:48:38.890095] [INFO ] [sig       ] [3297/3634] Completed TWLO in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-01T20:48:38.890129] [INFO ] [sig       ] [3298/3634] Forecasting TWO...
[2025-12-01T20:48:38.890159] [INFO ] [sig       ] Generating forecast for: TWO
[2025-12-01T20:48:38.890200] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TWO' from 'https://tdm.silogroup.org/data/derivative_storage/TWO.csv'.
[2025-12-01T20:48:38.899966] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TWO'.
[2025-12-01T20:48:38.900226] [INFO ] [FORECASTER] Starting predict_future for TWO
[2025-12-01T20:48:38.900959] [DEBUG] [LOCAL     ] No optimal features file found for TWO: ./output/feature-sets/TWO.txt
[2025-12-01T20:48:38.901006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:38.901035] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:38.901060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:38.901113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:38.955929] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:38.956547] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:38.956638] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:38.956669] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:39.070494] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:39.070611] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:39.070646] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:39.070702] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:39.073755] [DEBUG] [FORECASTER] TWO: Forecast T+1@11:T+2@11: UP (p=67.85%)
[2025-12-01T20:48:39.074009] [INFO ] [FORECASTER] Completed predict_future for TWO
[2025-12-01T20:48:39.074126] [INFO ] [sig       ] TWO: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:48:39.210271] [INFO ] [LOCAL     ] Saved forecast: TWO	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/TWO.txt
[2025-12-01T20:48:39.210385] [INFO ] [sig       ] [3298/3634] Completed TWO in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-01T20:48:39.210421] [INFO ] [sig       ] [3299/3634] Forecasting TX...
[2025-12-01T20:48:39.210453] [INFO ] [sig       ] Generating forecast for: TX
[2025-12-01T20:48:39.210493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TX' from 'https://tdm.silogroup.org/data/derivative_storage/TX.csv'.
[2025-12-01T20:48:39.220296] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TX'.
[2025-12-01T20:48:39.220591] [INFO ] [FORECASTER] Starting predict_future for TX
[2025-12-01T20:48:39.221350] [DEBUG] [LOCAL     ] No optimal features file found for TX: ./output/feature-sets/TX.txt
[2025-12-01T20:48:39.221402] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:39.221433] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:39.221460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:39.221516] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:39.279715] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:39.280537] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:39.280650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:39.280690] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:39.402070] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:39.402205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:39.402244] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:39.402270] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:39.405543] [DEBUG] [FORECASTER] TX: Forecast T+1@11:T+2@11: UP (p=67.87%)
[2025-12-01T20:48:39.405849] [INFO ] [FORECASTER] Completed predict_future for TX
[2025-12-01T20:48:39.405973] [INFO ] [sig       ] TX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:39.543103] [INFO ] [LOCAL     ] Saved forecast: TX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TX.txt
[2025-12-01T20:48:39.543212] [INFO ] [sig       ] [3299/3634] Completed TX in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-01T20:48:39.543247] [INFO ] [sig       ] [3300/3634] Forecasting TXG...
[2025-12-01T20:48:39.543274] [INFO ] [sig       ] Generating forecast for: TXG
[2025-12-01T20:48:39.543303] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXG' from 'https://tdm.silogroup.org/data/derivative_storage/TXG.csv'.
[2025-12-01T20:48:39.553672] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXG'.
[2025-12-01T20:48:39.553935] [INFO ] [FORECASTER] Starting predict_future for TXG
[2025-12-01T20:48:39.554723] [DEBUG] [LOCAL     ] No optimal features file found for TXG: ./output/feature-sets/TXG.txt
[2025-12-01T20:48:39.554782] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:39.554813] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:39.554840] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:39.554897] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:39.610713] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:39.611281] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:39.611353] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:39.611383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:39.726211] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:39.726323] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:39.726356] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:39.726384] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:39.729565] [DEBUG] [FORECASTER] TXG: Forecast T+1@11:T+2@11: DOWN (p=47.83%)
[2025-12-01T20:48:39.729833] [INFO ] [FORECASTER] Completed predict_future for TXG
[2025-12-01T20:48:39.729950] [INFO ] [sig       ] TXG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:39.868031] [INFO ] [LOCAL     ] Saved forecast: TXG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TXG.txt
[2025-12-01T20:48:39.868145] [INFO ] [sig       ] [3300/3634] Completed TXG in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-01T20:48:39.868180] [INFO ] [sig       ] [3301/3634] Forecasting TXMD...
[2025-12-01T20:48:39.868208] [INFO ] [sig       ] Generating forecast for: TXMD
[2025-12-01T20:48:39.868237] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXMD' from 'https://tdm.silogroup.org/data/derivative_storage/TXMD.csv'.
[2025-12-01T20:48:39.878596] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'TXMD'.
[2025-12-01T20:48:39.878913] [INFO ] [FORECASTER] Starting predict_future for TXMD
[2025-12-01T20:48:39.879715] [DEBUG] [LOCAL     ] No optimal features file found for TXMD: ./output/feature-sets/TXMD.txt
[2025-12-01T20:48:39.879766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:39.879797] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:39.879824] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:39.879879] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:39.935423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:39.936254] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:39.936336] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:39.936370] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:40.045889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:40.046030] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:40.046084] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:40.046111] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:40.049364] [DEBUG] [FORECASTER] TXMD: Forecast T+1@11:T+2@11: DOWN (p=9.17%)
[2025-12-01T20:48:40.049636] [INFO ] [FORECASTER] Completed predict_future for TXMD
[2025-12-01T20:48:40.049752] [INFO ] [sig       ] TXMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:48:40.187256] [INFO ] [LOCAL     ] Saved forecast: TXMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/TXMD.txt
[2025-12-01T20:48:40.187370] [INFO ] [sig       ] [3301/3634] Completed TXMD in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-01T20:48:40.187410] [INFO ] [sig       ] [3302/3634] Forecasting TXN...
[2025-12-01T20:48:40.187447] [INFO ] [sig       ] Generating forecast for: TXN
[2025-12-01T20:48:40.187474] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXN' from 'https://tdm.silogroup.org/data/derivative_storage/TXN.csv'.
[2025-12-01T20:48:40.197806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXN'.
[2025-12-01T20:48:40.198071] [INFO ] [FORECASTER] Starting predict_future for TXN
[2025-12-01T20:48:40.198862] [DEBUG] [LOCAL     ] No optimal features file found for TXN: ./output/feature-sets/TXN.txt
[2025-12-01T20:48:40.198911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:40.198942] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:40.198969] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:40.199024] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:40.254762] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:40.255322] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:40.255404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:40.255434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:40.373692] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:40.373826] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:40.373862] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:40.373890] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:40.377054] [DEBUG] [FORECASTER] TXN: Forecast T+1@11:T+2@11: DOWN (p=27.68%)
[2025-12-01T20:48:40.377311] [INFO ] [FORECASTER] Completed predict_future for TXN
[2025-12-01T20:48:40.377426] [INFO ] [sig       ] TXN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:40.514805] [INFO ] [LOCAL     ] Saved forecast: TXN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TXN.txt
[2025-12-01T20:48:40.514914] [INFO ] [sig       ] [3302/3634] Completed TXN in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.9m
[2025-12-01T20:48:40.514950] [INFO ] [sig       ] [3303/3634] Forecasting TXO...
[2025-12-01T20:48:40.514977] [INFO ] [sig       ] Generating forecast for: TXO
[2025-12-01T20:48:40.515005] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXO' from 'https://tdm.silogroup.org/data/derivative_storage/TXO.csv'.
[2025-12-01T20:48:40.525430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXO'.
[2025-12-01T20:48:40.525708] [INFO ] [FORECASTER] Starting predict_future for TXO
[2025-12-01T20:48:40.526432] [DEBUG] [LOCAL     ] No optimal features file found for TXO: ./output/feature-sets/TXO.txt
[2025-12-01T20:48:40.526480] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:40.526509] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:40.526535] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:40.526606] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:40.581678] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:40.582248] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:40.582320] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:40.582351] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:40.698432] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:40.698554] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:40.698605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:40.698633] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:40.701776] [DEBUG] [FORECASTER] TXO: Forecast T+1@11:T+2@11: DOWN (p=27.77%)
[2025-12-01T20:48:40.702039] [INFO ] [FORECASTER] Completed predict_future for TXO
[2025-12-01T20:48:40.702157] [INFO ] [sig       ] TXO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:40.839180] [INFO ] [LOCAL     ] Saved forecast: TXO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TXO.txt
[2025-12-01T20:48:40.839287] [INFO ] [sig       ] [3303/3634] Completed TXO in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-01T20:48:40.839323] [INFO ] [sig       ] [3304/3634] Forecasting TXRH...
[2025-12-01T20:48:40.839350] [INFO ] [sig       ] Generating forecast for: TXRH
[2025-12-01T20:48:40.839378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TXRH' from 'https://tdm.silogroup.org/data/derivative_storage/TXRH.csv'.
[2025-12-01T20:48:40.850243] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TXRH'.
[2025-12-01T20:48:40.850518] [INFO ] [FORECASTER] Starting predict_future for TXRH
[2025-12-01T20:48:40.851260] [DEBUG] [LOCAL     ] No optimal features file found for TXRH: ./output/feature-sets/TXRH.txt
[2025-12-01T20:48:40.851308] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:40.851338] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:40.851363] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:40.851416] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:40.906893] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:40.907470] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:40.907544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:40.907591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:41.026111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:41.026243] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:41.026279] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:41.026305] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:41.029475] [DEBUG] [FORECASTER] TXRH: Forecast T+1@11:T+2@11: DOWN (p=11.95%)
[2025-12-01T20:48:41.029753] [INFO ] [FORECASTER] Completed predict_future for TXRH
[2025-12-01T20:48:41.029871] [INFO ] [sig       ] TXRH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:41.169896] [INFO ] [LOCAL     ] Saved forecast: TXRH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TXRH.txt
[2025-12-01T20:48:41.170008] [INFO ] [sig       ] [3304/3634] Completed TXRH in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-01T20:48:41.170043] [INFO ] [sig       ] [3305/3634] Forecasting TY...
[2025-12-01T20:48:41.170071] [INFO ] [sig       ] Generating forecast for: TY
[2025-12-01T20:48:41.170099] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TY' from 'https://tdm.silogroup.org/data/derivative_storage/TY.csv'.
[2025-12-01T20:48:41.179740] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TY'.
[2025-12-01T20:48:41.179999] [INFO ] [FORECASTER] Starting predict_future for TY
[2025-12-01T20:48:41.180727] [DEBUG] [LOCAL     ] No optimal features file found for TY: ./output/feature-sets/TY.txt
[2025-12-01T20:48:41.180775] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:41.180823] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:41.180851] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:41.180906] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:41.236813] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:41.237611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:41.237720] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:41.237753] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:41.351314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:41.351459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:41.351495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:41.351522] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:41.354730] [DEBUG] [FORECASTER] TY: Forecast T+1@11:T+2@11: DOWN (p=1.68%)
[2025-12-01T20:48:41.354989] [INFO ] [FORECASTER] Completed predict_future for TY
[2025-12-01T20:48:41.355108] [INFO ] [sig       ] TY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:41.491089] [INFO ] [LOCAL     ] Saved forecast: TY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TY.txt
[2025-12-01T20:48:41.491196] [INFO ] [sig       ] [3305/3634] Completed TY in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-01T20:48:41.491231] [INFO ] [sig       ] [3306/3634] Forecasting TYG...
[2025-12-01T20:48:41.491259] [INFO ] [sig       ] Generating forecast for: TYG
[2025-12-01T20:48:41.491286] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYG' from 'https://tdm.silogroup.org/data/derivative_storage/TYG.csv'.
[2025-12-01T20:48:41.501318] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYG'.
[2025-12-01T20:48:41.501595] [INFO ] [FORECASTER] Starting predict_future for TYG
[2025-12-01T20:48:41.502309] [DEBUG] [LOCAL     ] No optimal features file found for TYG: ./output/feature-sets/TYG.txt
[2025-12-01T20:48:41.502357] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:41.502388] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:41.502413] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:41.502467] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:41.556809] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:41.557384] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:41.557456] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:41.557487] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:41.673948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:41.674068] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:41.674104] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:41.674131] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:41.677625] [DEBUG] [FORECASTER] TYG: Forecast T+1@11:T+2@11: DOWN (p=4.42%)
[2025-12-01T20:48:41.677925] [INFO ] [FORECASTER] Completed predict_future for TYG
[2025-12-01T20:48:41.678069] [INFO ] [sig       ] TYG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:41.815691] [INFO ] [LOCAL     ] Saved forecast: TYG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TYG.txt
[2025-12-01T20:48:41.815807] [INFO ] [sig       ] [3306/3634] Completed TYG in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-01T20:48:41.815842] [INFO ] [sig       ] [3307/3634] Forecasting TYGO...
[2025-12-01T20:48:41.815869] [INFO ] [sig       ] Generating forecast for: TYGO
[2025-12-01T20:48:41.815897] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYGO' from 'https://tdm.silogroup.org/data/derivative_storage/TYGO.csv'.
[2025-12-01T20:48:41.826769] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYGO'.
[2025-12-01T20:48:41.827081] [INFO ] [FORECASTER] Starting predict_future for TYGO
[2025-12-01T20:48:41.827852] [DEBUG] [LOCAL     ] No optimal features file found for TYGO: ./output/feature-sets/TYGO.txt
[2025-12-01T20:48:41.827911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:41.827942] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:41.827967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:41.828021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:41.883447] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:41.884034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:41.884107] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:41.884137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:41.997342] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:41.997459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:41.997492] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:41.997518] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:42.000630] [DEBUG] [FORECASTER] TYGO: Forecast T+1@11:T+2@11: UP (p=94.47%)
[2025-12-01T20:48:42.000882] [INFO ] [FORECASTER] Completed predict_future for TYGO
[2025-12-01T20:48:42.000998] [INFO ] [sig       ] TYGO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:42.138468] [INFO ] [LOCAL     ] Saved forecast: TYGO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TYGO.txt
[2025-12-01T20:48:42.138592] [INFO ] [sig       ] [3307/3634] Completed TYGO in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-01T20:48:42.138630] [INFO ] [sig       ] [3308/3634] Forecasting TYL...
[2025-12-01T20:48:42.138659] [INFO ] [sig       ] Generating forecast for: TYL
[2025-12-01T20:48:42.138687] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYL' from 'https://tdm.silogroup.org/data/derivative_storage/TYL.csv'.
[2025-12-01T20:48:42.148196] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYL'.
[2025-12-01T20:48:42.148487] [INFO ] [FORECASTER] Starting predict_future for TYL
[2025-12-01T20:48:42.149243] [DEBUG] [LOCAL     ] No optimal features file found for TYL: ./output/feature-sets/TYL.txt
[2025-12-01T20:48:42.149292] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:42.149323] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:42.149349] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:42.149404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:42.205242] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:42.205826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:42.205899] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:42.205929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:42.326306] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:42.326399] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:42.326435] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:42.326462] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:42.329711] [DEBUG] [FORECASTER] TYL: Forecast T+1@11:T+2@11: UP (p=52.56%)
[2025-12-01T20:48:42.329971] [INFO ] [FORECASTER] Completed predict_future for TYL
[2025-12-01T20:48:42.330089] [INFO ] [sig       ] TYL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:42.471741] [INFO ] [LOCAL     ] Saved forecast: TYL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/TYL.txt
[2025-12-01T20:48:42.471911] [INFO ] [sig       ] [3308/3634] Completed TYL in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-01T20:48:42.471956] [INFO ] [sig       ] [3309/3634] Forecasting TYRA...
[2025-12-01T20:48:42.471996] [INFO ] [sig       ] Generating forecast for: TYRA
[2025-12-01T20:48:42.472025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TYRA' from 'https://tdm.silogroup.org/data/derivative_storage/TYRA.csv'.
[2025-12-01T20:48:42.482038] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TYRA'.
[2025-12-01T20:48:42.482301] [INFO ] [FORECASTER] Starting predict_future for TYRA
[2025-12-01T20:48:42.483043] [DEBUG] [LOCAL     ] No optimal features file found for TYRA: ./output/feature-sets/TYRA.txt
[2025-12-01T20:48:42.483092] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:42.483122] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:42.483148] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:42.483202] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:42.539054] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:42.539636] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:42.539709] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:42.539739] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:42.663837] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:42.663954] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:42.663988] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:42.664015] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:42.667158] [DEBUG] [FORECASTER] TYRA: Forecast T+1@11:T+2@11: DOWN (p=36.14%)
[2025-12-01T20:48:42.667410] [INFO ] [FORECASTER] Completed predict_future for TYRA
[2025-12-01T20:48:42.667526] [INFO ] [sig       ] TYRA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:42.810960] [INFO ] [LOCAL     ] Saved forecast: TYRA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TYRA.txt
[2025-12-01T20:48:42.811071] [INFO ] [sig       ] [3309/3634] Completed TYRA in 0.3s | 2.99 sym/s | Total: 18.4m | ETA: 1.8m
[2025-12-01T20:48:42.811107] [INFO ] [sig       ] [3310/3634] Forecasting TZOO...
[2025-12-01T20:48:42.811136] [INFO ] [sig       ] Generating forecast for: TZOO
[2025-12-01T20:48:42.811163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'TZOO' from 'https://tdm.silogroup.org/data/derivative_storage/TZOO.csv'.
[2025-12-01T20:48:42.821241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'TZOO'.
[2025-12-01T20:48:42.821507] [INFO ] [FORECASTER] Starting predict_future for TZOO
[2025-12-01T20:48:42.822247] [DEBUG] [LOCAL     ] No optimal features file found for TZOO: ./output/feature-sets/TZOO.txt
[2025-12-01T20:48:42.822297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:42.822327] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:42.822353] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:42.822407] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:42.878282] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:42.878900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:42.878987] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:42.879024] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:42.998963] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:42.999066] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:42.999100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:42.999126] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:43.002146] [DEBUG] [FORECASTER] TZOO: Forecast T+1@11:T+2@11: DOWN (p=19.16%)
[2025-12-01T20:48:43.002397] [INFO ] [FORECASTER] Completed predict_future for TZOO
[2025-12-01T20:48:43.002514] [INFO ] [sig       ] TZOO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:43.138183] [INFO ] [LOCAL     ] Saved forecast: TZOO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/TZOO.txt
[2025-12-01T20:48:43.138290] [INFO ] [sig       ] [3310/3634] Completed TZOO in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-01T20:48:43.138344] [INFO ] [sig       ] [3311/3634] Forecasting UAA...
[2025-12-01T20:48:43.138374] [INFO ] [sig       ] Generating forecast for: UAA
[2025-12-01T20:48:43.138402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAA' from 'https://tdm.silogroup.org/data/derivative_storage/UAA.csv'.
[2025-12-01T20:48:43.148401] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAA'.
[2025-12-01T20:48:43.148673] [INFO ] [FORECASTER] Starting predict_future for UAA
[2025-12-01T20:48:43.149417] [DEBUG] [LOCAL     ] No optimal features file found for UAA: ./output/feature-sets/UAA.txt
[2025-12-01T20:48:43.149465] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:43.149496] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:43.149522] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:43.149595] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:43.207216] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:43.207982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:43.208058] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:43.208089] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:43.325158] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:43.325284] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:43.325320] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:43.325347] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:43.328662] [DEBUG] [FORECASTER] UAA: Forecast T+1@11:T+2@11: UP (p=86.63%)
[2025-12-01T20:48:43.328950] [INFO ] [FORECASTER] Completed predict_future for UAA
[2025-12-01T20:48:43.329073] [INFO ] [sig       ] UAA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:43.465532] [INFO ] [LOCAL     ] Saved forecast: UAA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UAA.txt
[2025-12-01T20:48:43.465656] [INFO ] [sig       ] [3311/3634] Completed UAA in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-01T20:48:43.465694] [INFO ] [sig       ] [3312/3634] Forecasting UAE...
[2025-12-01T20:48:43.465721] [INFO ] [sig       ] Generating forecast for: UAE
[2025-12-01T20:48:43.465749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAE' from 'https://tdm.silogroup.org/data/derivative_storage/UAE.csv'.
[2025-12-01T20:48:43.475692] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAE'.
[2025-12-01T20:48:43.475945] [INFO ] [FORECASTER] Starting predict_future for UAE
[2025-12-01T20:48:43.476673] [DEBUG] [LOCAL     ] No optimal features file found for UAE: ./output/feature-sets/UAE.txt
[2025-12-01T20:48:43.476721] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:43.476778] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:43.476805] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:43.476859] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:43.532427] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:43.533051] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:43.533124] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:43.533156] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:43.651611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:43.651745] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:43.651780] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:43.651824] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:43.654997] [DEBUG] [FORECASTER] UAE: Forecast T+1@11:T+2@11: UP (p=56.69%)
[2025-12-01T20:48:43.655252] [INFO ] [FORECASTER] Completed predict_future for UAE
[2025-12-01T20:48:43.655369] [INFO ] [sig       ] UAE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:43.793142] [INFO ] [LOCAL     ] Saved forecast: UAE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UAE.txt
[2025-12-01T20:48:43.793252] [INFO ] [sig       ] [3312/3634] Completed UAE in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-01T20:48:43.793288] [INFO ] [sig       ] [3313/3634] Forecasting UAL...
[2025-12-01T20:48:43.793317] [INFO ] [sig       ] Generating forecast for: UAL
[2025-12-01T20:48:43.793345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UAL' from 'https://tdm.silogroup.org/data/derivative_storage/UAL.csv'.
[2025-12-01T20:48:43.804030] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UAL'.
[2025-12-01T20:48:43.804324] [INFO ] [FORECASTER] Starting predict_future for UAL
[2025-12-01T20:48:43.805069] [DEBUG] [LOCAL     ] No optimal features file found for UAL: ./output/feature-sets/UAL.txt
[2025-12-01T20:48:43.805118] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:43.805148] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:43.805173] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:43.805226] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:43.862697] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:43.863364] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:43.863448] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:43.863481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:43.987915] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:43.988076] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:43.988118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:43.988152] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:43.991492] [DEBUG] [FORECASTER] UAL: Forecast T+1@11:T+2@11: DOWN (p=23.01%)
[2025-12-01T20:48:43.991775] [INFO ] [FORECASTER] Completed predict_future for UAL
[2025-12-01T20:48:43.991909] [INFO ] [sig       ] UAL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:44.135564] [INFO ] [LOCAL     ] Saved forecast: UAL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UAL.txt
[2025-12-01T20:48:44.135717] [INFO ] [sig       ] [3313/3634] Completed UAL in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-01T20:48:44.135762] [INFO ] [sig       ] [3314/3634] Forecasting UBFO...
[2025-12-01T20:48:44.135792] [INFO ] [sig       ] Generating forecast for: UBFO
[2025-12-01T20:48:44.135821] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBFO' from 'https://tdm.silogroup.org/data/derivative_storage/UBFO.csv'.
[2025-12-01T20:48:44.146013] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBFO'.
[2025-12-01T20:48:44.146328] [INFO ] [FORECASTER] Starting predict_future for UBFO
[2025-12-01T20:48:44.147096] [DEBUG] [LOCAL     ] No optimal features file found for UBFO: ./output/feature-sets/UBFO.txt
[2025-12-01T20:48:44.147148] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:44.147181] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:44.147210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:44.147267] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:44.206183] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:44.206970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:44.207062] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:44.207118] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:44.320197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:44.320343] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:44.320382] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:44.320411] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:44.323753] [DEBUG] [FORECASTER] UBFO: Forecast T+1@11:T+2@11: DOWN (p=5.78%)
[2025-12-01T20:48:44.324020] [INFO ] [FORECASTER] Completed predict_future for UBFO
[2025-12-01T20:48:44.324141] [INFO ] [sig       ] UBFO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:44.463681] [INFO ] [LOCAL     ] Saved forecast: UBFO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UBFO.txt
[2025-12-01T20:48:44.463813] [INFO ] [sig       ] [3314/3634] Completed UBFO in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-01T20:48:44.463855] [INFO ] [sig       ] [3315/3634] Forecasting UBND...
[2025-12-01T20:48:44.463883] [INFO ] [sig       ] Generating forecast for: UBND
[2025-12-01T20:48:44.463910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBND' from 'https://tdm.silogroup.org/data/derivative_storage/UBND.csv'.
[2025-12-01T20:48:44.474107] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UBND'.
[2025-12-01T20:48:44.474444] [INFO ] [FORECASTER] Starting predict_future for UBND
[2025-12-01T20:48:44.475265] [DEBUG] [LOCAL     ] No optimal features file found for UBND: ./output/feature-sets/UBND.txt
[2025-12-01T20:48:44.475317] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:44.475349] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:44.475377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:44.475435] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:44.531322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:44.531929] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:44.532008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:44.532041] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:44.649825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:44.649970] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:44.650010] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:44.650072] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:44.653413] [DEBUG] [FORECASTER] UBND: Forecast T+1@11:T+2@11: UP (p=90.63%)
[2025-12-01T20:48:44.653706] [INFO ] [FORECASTER] Completed predict_future for UBND
[2025-12-01T20:48:44.653830] [INFO ] [sig       ] UBND: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:48:44.795434] [INFO ] [LOCAL     ] Saved forecast: UBND	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UBND.txt
[2025-12-01T20:48:44.795551] [INFO ] [sig       ] [3315/3634] Completed UBND in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-01T20:48:44.795604] [INFO ] [sig       ] [3316/3634] Forecasting UBRL...
[2025-12-01T20:48:44.795633] [INFO ] [sig       ] Generating forecast for: UBRL
[2025-12-01T20:48:44.795666] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBRL' from 'https://tdm.silogroup.org/data/derivative_storage/UBRL.csv'.
[2025-12-01T20:48:44.805516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBRL'.
[2025-12-01T20:48:44.805800] [INFO ] [FORECASTER] Starting predict_future for UBRL
[2025-12-01T20:48:44.806522] [DEBUG] [LOCAL     ] No optimal features file found for UBRL: ./output/feature-sets/UBRL.txt
[2025-12-01T20:48:44.806588] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:44.806621] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:44.806659] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:44.806715] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:44.866179] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:44.866962] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:44.867060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:44.867094] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:44.992491] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:44.992645] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:44.992686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:44.992715] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:44.996053] [DEBUG] [FORECASTER] UBRL: Forecast T+1@11:T+2@11: DOWN (p=3.41%)
[2025-12-01T20:48:44.996322] [INFO ] [FORECASTER] Completed predict_future for UBRL
[2025-12-01T20:48:44.996446] [INFO ] [sig       ] UBRL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:45.134215] [INFO ] [LOCAL     ] Saved forecast: UBRL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UBRL.txt
[2025-12-01T20:48:45.134349] [INFO ] [sig       ] [3316/3634] Completed UBRL in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-01T20:48:45.134389] [INFO ] [sig       ] [3317/3634] Forecasting UBS...
[2025-12-01T20:48:45.134421] [INFO ] [sig       ] Generating forecast for: UBS
[2025-12-01T20:48:45.134452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBS' from 'https://tdm.silogroup.org/data/derivative_storage/UBS.csv'.
[2025-12-01T20:48:45.144641] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBS'.
[2025-12-01T20:48:45.144933] [INFO ] [FORECASTER] Starting predict_future for UBS
[2025-12-01T20:48:45.145674] [DEBUG] [LOCAL     ] No optimal features file found for UBS: ./output/feature-sets/UBS.txt
[2025-12-01T20:48:45.145722] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:45.145752] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:45.145778] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:45.145833] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:45.201964] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:45.202560] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:45.202650] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:45.202681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:45.325081] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:45.325188] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:45.325227] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:45.325256] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:45.328666] [DEBUG] [FORECASTER] UBS: Forecast T+1@11:T+2@11: UP (p=71.93%)
[2025-12-01T20:48:45.328962] [INFO ] [FORECASTER] Completed predict_future for UBS
[2025-12-01T20:48:45.329094] [INFO ] [sig       ] UBS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:45.467126] [INFO ] [LOCAL     ] Saved forecast: UBS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UBS.txt
[2025-12-01T20:48:45.467244] [INFO ] [sig       ] [3317/3634] Completed UBS in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-01T20:48:45.467280] [INFO ] [sig       ] [3318/3634] Forecasting UBSI...
[2025-12-01T20:48:45.467308] [INFO ] [sig       ] Generating forecast for: UBSI
[2025-12-01T20:48:45.467336] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UBSI' from 'https://tdm.silogroup.org/data/derivative_storage/UBSI.csv'.
[2025-12-01T20:48:45.477222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UBSI'.
[2025-12-01T20:48:45.477481] [INFO ] [FORECASTER] Starting predict_future for UBSI
[2025-12-01T20:48:45.478222] [DEBUG] [LOCAL     ] No optimal features file found for UBSI: ./output/feature-sets/UBSI.txt
[2025-12-01T20:48:45.478270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:45.478298] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:45.478355] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:45.478421] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:45.533767] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:45.534340] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:45.534414] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:45.534444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:45.649659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:45.649783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:45.649818] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:45.649845] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:45.652950] [DEBUG] [FORECASTER] UBSI: Forecast T+1@11:T+2@11: DOWN (p=21.12%)
[2025-12-01T20:48:45.653203] [INFO ] [FORECASTER] Completed predict_future for UBSI
[2025-12-01T20:48:45.653319] [INFO ] [sig       ] UBSI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:45.789779] [INFO ] [LOCAL     ] Saved forecast: UBSI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UBSI.txt
[2025-12-01T20:48:45.789894] [INFO ] [sig       ] [3318/3634] Completed UBSI in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-01T20:48:45.789930] [INFO ] [sig       ] [3319/3634] Forecasting UDMY...
[2025-12-01T20:48:45.789961] [INFO ] [sig       ] Generating forecast for: UDMY
[2025-12-01T20:48:45.790035] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UDMY' from 'https://tdm.silogroup.org/data/derivative_storage/UDMY.csv'.
[2025-12-01T20:48:45.799674] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UDMY'.
[2025-12-01T20:48:45.799933] [INFO ] [FORECASTER] Starting predict_future for UDMY
[2025-12-01T20:48:45.800668] [DEBUG] [LOCAL     ] No optimal features file found for UDMY: ./output/feature-sets/UDMY.txt
[2025-12-01T20:48:45.800716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:45.800746] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:45.800771] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:45.800830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:45.855195] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:45.855772] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:45.855845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:45.855875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:45.969032] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:45.969173] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:45.969209] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:45.969237] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:45.972424] [DEBUG] [FORECASTER] UDMY: Forecast T+1@11:T+2@11: UP (p=53.72%)
[2025-12-01T20:48:45.972699] [INFO ] [FORECASTER] Completed predict_future for UDMY
[2025-12-01T20:48:45.972817] [INFO ] [sig       ] UDMY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:46.109561] [INFO ] [LOCAL     ] Saved forecast: UDMY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UDMY.txt
[2025-12-01T20:48:46.109688] [INFO ] [sig       ] [3319/3634] Completed UDMY in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-01T20:48:46.109723] [INFO ] [sig       ] [3320/3634] Forecasting UE...
[2025-12-01T20:48:46.109752] [INFO ] [sig       ] Generating forecast for: UE
[2025-12-01T20:48:46.109786] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UE' from 'https://tdm.silogroup.org/data/derivative_storage/UE.csv'.
[2025-12-01T20:48:46.119935] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UE'.
[2025-12-01T20:48:46.120229] [INFO ] [FORECASTER] Starting predict_future for UE
[2025-12-01T20:48:46.120961] [DEBUG] [LOCAL     ] No optimal features file found for UE: ./output/feature-sets/UE.txt
[2025-12-01T20:48:46.121009] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:46.121039] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:46.121065] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:46.121119] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:46.175805] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:46.176381] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:46.176453] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:46.176484] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:46.290507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:46.290648] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:46.290686] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:46.290712] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:46.293854] [DEBUG] [FORECASTER] UE: Forecast T+1@11:T+2@11: UP (p=99.12%)
[2025-12-01T20:48:46.294113] [INFO ] [FORECASTER] Completed predict_future for UE
[2025-12-01T20:48:46.294230] [INFO ] [sig       ] UE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:46.432370] [INFO ] [LOCAL     ] Saved forecast: UE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UE.txt
[2025-12-01T20:48:46.432482] [INFO ] [sig       ] [3320/3634] Completed UE in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.8m
[2025-12-01T20:48:46.432517] [INFO ] [sig       ] [3321/3634] Forecasting UEIC...
[2025-12-01T20:48:46.432544] [INFO ] [sig       ] Generating forecast for: UEIC
[2025-12-01T20:48:46.432588] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UEIC' from 'https://tdm.silogroup.org/data/derivative_storage/UEIC.csv'.
[2025-12-01T20:48:46.442863] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UEIC'.
[2025-12-01T20:48:46.443150] [INFO ] [FORECASTER] Starting predict_future for UEIC
[2025-12-01T20:48:46.443883] [DEBUG] [LOCAL     ] No optimal features file found for UEIC: ./output/feature-sets/UEIC.txt
[2025-12-01T20:48:46.443941] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:46.443977] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:46.444008] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:46.444073] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:46.499858] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:46.500450] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:46.500525] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:46.500556] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:46.615007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:46.615124] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:46.615157] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:46.615185] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:46.618272] [DEBUG] [FORECASTER] UEIC: Forecast T+1@11:T+2@11: DOWN (p=1.57%)
[2025-12-01T20:48:46.618553] [INFO ] [FORECASTER] Completed predict_future for UEIC
[2025-12-01T20:48:46.618687] [INFO ] [sig       ] UEIC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:46.756227] [INFO ] [LOCAL     ] Saved forecast: UEIC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UEIC.txt
[2025-12-01T20:48:46.756396] [INFO ] [sig       ] [3321/3634] Completed UEIC in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-01T20:48:46.756439] [INFO ] [sig       ] [3322/3634] Forecasting UFCS...
[2025-12-01T20:48:46.756467] [INFO ] [sig       ] Generating forecast for: UFCS
[2025-12-01T20:48:46.756495] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFCS' from 'https://tdm.silogroup.org/data/derivative_storage/UFCS.csv'.
[2025-12-01T20:48:46.766704] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFCS'.
[2025-12-01T20:48:46.767063] [INFO ] [FORECASTER] Starting predict_future for UFCS
[2025-12-01T20:48:46.767818] [DEBUG] [LOCAL     ] No optimal features file found for UFCS: ./output/feature-sets/UFCS.txt
[2025-12-01T20:48:46.767866] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:46.767902] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:46.767931] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:46.767991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:46.826951] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:46.827627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:46.827741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:46.827776] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:46.947133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:46.947268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:46.947304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:46.947330] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:46.950547] [DEBUG] [FORECASTER] UFCS: Forecast T+1@11:T+2@11: DOWN (p=26.95%)
[2025-12-01T20:48:46.950819] [INFO ] [FORECASTER] Completed predict_future for UFCS
[2025-12-01T20:48:46.950946] [INFO ] [sig       ] UFCS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:47.088901] [INFO ] [LOCAL     ] Saved forecast: UFCS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UFCS.txt
[2025-12-01T20:48:47.089035] [INFO ] [sig       ] [3322/3634] Completed UFCS in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-01T20:48:47.089078] [INFO ] [sig       ] [3323/3634] Forecasting UFI...
[2025-12-01T20:48:47.089109] [INFO ] [sig       ] Generating forecast for: UFI
[2025-12-01T20:48:47.089137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFI' from 'https://tdm.silogroup.org/data/derivative_storage/UFI.csv'.
[2025-12-01T20:48:47.099532] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFI'.
[2025-12-01T20:48:47.099884] [INFO ] [FORECASTER] Starting predict_future for UFI
[2025-12-01T20:48:47.100635] [DEBUG] [LOCAL     ] No optimal features file found for UFI: ./output/feature-sets/UFI.txt
[2025-12-01T20:48:47.100684] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:47.100714] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:47.100741] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:47.100795] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:47.157041] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:47.157771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:47.157847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:47.157878] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:47.276892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:47.277045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:47.277084] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:47.277111] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:47.280525] [DEBUG] [FORECASTER] UFI: Forecast T+1@11:T+2@11: DOWN (p=5.72%)
[2025-12-01T20:48:47.280859] [INFO ] [FORECASTER] Completed predict_future for UFI
[2025-12-01T20:48:47.280991] [INFO ] [sig       ] UFI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:47.420176] [INFO ] [LOCAL     ] Saved forecast: UFI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UFI.txt
[2025-12-01T20:48:47.420318] [INFO ] [sig       ] [3323/3634] Completed UFI in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-01T20:48:47.420355] [INFO ] [sig       ] [3324/3634] Forecasting UFO...
[2025-12-01T20:48:47.420384] [INFO ] [sig       ] Generating forecast for: UFO
[2025-12-01T20:48:47.420412] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFO' from 'https://tdm.silogroup.org/data/derivative_storage/UFO.csv'.
[2025-12-01T20:48:47.430512] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFO'.
[2025-12-01T20:48:47.430860] [INFO ] [FORECASTER] Starting predict_future for UFO
[2025-12-01T20:48:47.431605] [DEBUG] [LOCAL     ] No optimal features file found for UFO: ./output/feature-sets/UFO.txt
[2025-12-01T20:48:47.431653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:47.431682] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:47.431708] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:47.431761] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:47.487680] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:47.488540] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:47.488644] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:47.488676] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:47.606617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:47.606765] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:47.606803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:47.606832] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:47.610211] [DEBUG] [FORECASTER] UFO: Forecast T+1@11:T+2@11: UP (p=97.11%)
[2025-12-01T20:48:47.610470] [INFO ] [FORECASTER] Completed predict_future for UFO
[2025-12-01T20:48:47.610613] [INFO ] [sig       ] UFO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:47.750350] [INFO ] [LOCAL     ] Saved forecast: UFO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UFO.txt
[2025-12-01T20:48:47.750466] [INFO ] [sig       ] [3324/3634] Completed UFO in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-01T20:48:47.750502] [INFO ] [sig       ] [3325/3634] Forecasting UFPI...
[2025-12-01T20:48:47.750530] [INFO ] [sig       ] Generating forecast for: UFPI
[2025-12-01T20:48:47.750558] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UFPI' from 'https://tdm.silogroup.org/data/derivative_storage/UFPI.csv'.
[2025-12-01T20:48:47.760520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UFPI'.
[2025-12-01T20:48:47.760814] [INFO ] [FORECASTER] Starting predict_future for UFPI
[2025-12-01T20:48:47.761615] [DEBUG] [LOCAL     ] No optimal features file found for UFPI: ./output/feature-sets/UFPI.txt
[2025-12-01T20:48:47.761673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:47.761704] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:47.761730] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:47.761785] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:47.817616] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:47.818183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:47.818254] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:47.818284] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:47.935864] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:47.936023] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:47.936060] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:47.936088] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:47.939307] [DEBUG] [FORECASTER] UFPI: Forecast T+1@11:T+2@11: UP (p=68.61%)
[2025-12-01T20:48:47.939562] [INFO ] [FORECASTER] Completed predict_future for UFPI
[2025-12-01T20:48:47.939698] [INFO ] [sig       ] UFPI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:48.080638] [INFO ] [LOCAL     ] Saved forecast: UFPI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UFPI.txt
[2025-12-01T20:48:48.080784] [INFO ] [sig       ] [3325/3634] Completed UFPI in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-01T20:48:48.080822] [INFO ] [sig       ] [3326/3634] Forecasting UGI...
[2025-12-01T20:48:48.080851] [INFO ] [sig       ] Generating forecast for: UGI
[2025-12-01T20:48:48.080879] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGI' from 'https://tdm.silogroup.org/data/derivative_storage/UGI.csv'.
[2025-12-01T20:48:48.090439] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGI'.
[2025-12-01T20:48:48.090751] [INFO ] [FORECASTER] Starting predict_future for UGI
[2025-12-01T20:48:48.091512] [DEBUG] [LOCAL     ] No optimal features file found for UGI: ./output/feature-sets/UGI.txt
[2025-12-01T20:48:48.091561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:48.091619] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:48.091648] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:48.091706] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:48.147524] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:48.148211] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:48.148287] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:48.148347] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:48.270347] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:48.270483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:48.270520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:48.270547] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:48.273808] [DEBUG] [FORECASTER] UGI: Forecast T+1@11:T+2@11: UP (p=50.59%)
[2025-12-01T20:48:48.274126] [INFO ] [FORECASTER] Completed predict_future for UGI
[2025-12-01T20:48:48.274249] [INFO ] [sig       ] UGI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:48.414664] [INFO ] [LOCAL     ] Saved forecast: UGI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UGI.txt
[2025-12-01T20:48:48.414789] [INFO ] [sig       ] [3326/3634] Completed UGI in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-01T20:48:48.414826] [INFO ] [sig       ] [3327/3634] Forecasting UGP...
[2025-12-01T20:48:48.414855] [INFO ] [sig       ] Generating forecast for: UGP
[2025-12-01T20:48:48.414885] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UGP' from 'https://tdm.silogroup.org/data/derivative_storage/UGP.csv'.
[2025-12-01T20:48:48.424659] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UGP'.
[2025-12-01T20:48:48.424933] [INFO ] [FORECASTER] Starting predict_future for UGP
[2025-12-01T20:48:48.425910] [DEBUG] [LOCAL     ] No optimal features file found for UGP: ./output/feature-sets/UGP.txt
[2025-12-01T20:48:48.425972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:48.426011] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:48.426043] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:48.426105] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:48.482304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:48.482956] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:48.483032] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:48.483065] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:48.602392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:48.602525] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:48.602587] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:48.602619] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:48.605786] [DEBUG] [FORECASTER] UGP: Forecast T+1@11:T+2@11: UP (p=96.13%)
[2025-12-01T20:48:48.606037] [INFO ] [FORECASTER] Completed predict_future for UGP
[2025-12-01T20:48:48.606165] [INFO ] [sig       ] UGP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:48.748248] [INFO ] [LOCAL     ] Saved forecast: UGP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UGP.txt
[2025-12-01T20:48:48.748410] [INFO ] [sig       ] [3327/3634] Completed UGP in 0.3s | 2.99 sym/s | Total: 18.5m | ETA: 1.7m
[2025-12-01T20:48:48.748458] [INFO ] [sig       ] [3328/3634] Forecasting UHAL...
[2025-12-01T20:48:48.748487] [INFO ] [sig       ] Generating forecast for: UHAL
[2025-12-01T20:48:48.748517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHAL' from 'https://tdm.silogroup.org/data/derivative_storage/UHAL.csv'.
[2025-12-01T20:48:48.758817] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHAL'.
[2025-12-01T20:48:48.759095] [INFO ] [FORECASTER] Starting predict_future for UHAL
[2025-12-01T20:48:48.759891] [DEBUG] [LOCAL     ] No optimal features file found for UHAL: ./output/feature-sets/UHAL.txt
[2025-12-01T20:48:48.759946] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:48.759983] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:48.760014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:48.760080] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:48.816400] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:48.817020] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:48.817093] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:48.817124] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:48.940423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:48.940562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:48.940620] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:48.940648] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:48.944013] [DEBUG] [FORECASTER] UHAL: Forecast T+1@11:T+2@11: DOWN (p=6.91%)
[2025-12-01T20:48:48.944280] [INFO ] [FORECASTER] Completed predict_future for UHAL
[2025-12-01T20:48:48.944403] [INFO ] [sig       ] UHAL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:49.081807] [INFO ] [LOCAL     ] Saved forecast: UHAL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UHAL.txt
[2025-12-01T20:48:49.081949] [INFO ] [sig       ] [3328/3634] Completed UHAL in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-01T20:48:49.081998] [INFO ] [sig       ] [3329/3634] Forecasting UHG...
[2025-12-01T20:48:49.082027] [INFO ] [sig       ] Generating forecast for: UHG
[2025-12-01T20:48:49.082055] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHG' from 'https://tdm.silogroup.org/data/derivative_storage/UHG.csv'.
[2025-12-01T20:48:49.092076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHG'.
[2025-12-01T20:48:49.092394] [INFO ] [FORECASTER] Starting predict_future for UHG
[2025-12-01T20:48:49.093199] [DEBUG] [LOCAL     ] No optimal features file found for UHG: ./output/feature-sets/UHG.txt
[2025-12-01T20:48:49.093249] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:49.093328] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:49.093370] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:49.093449] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:49.149372] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:49.150026] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:49.150100] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:49.150132] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:49.265197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:49.265331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:49.265368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:49.265394] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:49.268601] [DEBUG] [FORECASTER] UHG: Forecast T+1@11:T+2@11: DOWN (p=39.94%)
[2025-12-01T20:48:49.268862] [INFO ] [FORECASTER] Completed predict_future for UHG
[2025-12-01T20:48:49.268997] [INFO ] [sig       ] UHG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:49.408783] [INFO ] [LOCAL     ] Saved forecast: UHG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UHG.txt
[2025-12-01T20:48:49.408899] [INFO ] [sig       ] [3329/3634] Completed UHG in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-01T20:48:49.408935] [INFO ] [sig       ] [3330/3634] Forecasting UHS...
[2025-12-01T20:48:49.408962] [INFO ] [sig       ] Generating forecast for: UHS
[2025-12-01T20:48:49.408989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UHS' from 'https://tdm.silogroup.org/data/derivative_storage/UHS.csv'.
[2025-12-01T20:48:49.419566] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UHS'.
[2025-12-01T20:48:49.419866] [INFO ] [FORECASTER] Starting predict_future for UHS
[2025-12-01T20:48:49.420615] [DEBUG] [LOCAL     ] No optimal features file found for UHS: ./output/feature-sets/UHS.txt
[2025-12-01T20:48:49.420664] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:49.420693] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:49.420718] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:49.420774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:49.477308] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:49.477931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:49.478008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:49.478040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:49.598856] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:49.598984] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:49.599023] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:49.599050] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:49.602328] [DEBUG] [FORECASTER] UHS: Forecast T+1@11:T+2@11: UP (p=75.85%)
[2025-12-01T20:48:49.602607] [INFO ] [FORECASTER] Completed predict_future for UHS
[2025-12-01T20:48:49.602728] [INFO ] [sig       ] UHS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:49.742210] [INFO ] [LOCAL     ] Saved forecast: UHS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UHS.txt
[2025-12-01T20:48:49.742330] [INFO ] [sig       ] [3330/3634] Completed UHS in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-01T20:48:49.742366] [INFO ] [sig       ] [3331/3634] Forecasting UI...
[2025-12-01T20:48:49.742395] [INFO ] [sig       ] Generating forecast for: UI
[2025-12-01T20:48:49.742423] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UI' from 'https://tdm.silogroup.org/data/derivative_storage/UI.csv'.
[2025-12-01T20:48:49.752282] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UI'.
[2025-12-01T20:48:49.752540] [INFO ] [FORECASTER] Starting predict_future for UI
[2025-12-01T20:48:49.753281] [DEBUG] [LOCAL     ] No optimal features file found for UI: ./output/feature-sets/UI.txt
[2025-12-01T20:48:49.753329] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:49.753360] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:49.753386] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:49.753441] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:49.808494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:49.809079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:49.809151] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:49.809182] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:49.926701] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:49.926846] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:49.926882] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:49.926908] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:49.933146] [DEBUG] [FORECASTER] UI: Forecast T+1@11:T+2@11: UP (p=53.69%)
[2025-12-01T20:48:49.933439] [INFO ] [FORECASTER] Completed predict_future for UI
[2025-12-01T20:48:49.933561] [INFO ] [sig       ] UI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:48:50.071813] [INFO ] [LOCAL     ] Saved forecast: UI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UI.txt
[2025-12-01T20:48:50.071930] [INFO ] [sig       ] [3331/3634] Completed UI in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-01T20:48:50.071965] [INFO ] [sig       ] [3332/3634] Forecasting UIS...
[2025-12-01T20:48:50.071992] [INFO ] [sig       ] Generating forecast for: UIS
[2025-12-01T20:48:50.072022] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UIS' from 'https://tdm.silogroup.org/data/derivative_storage/UIS.csv'.
[2025-12-01T20:48:50.081860] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UIS'.
[2025-12-01T20:48:50.082127] [INFO ] [FORECASTER] Starting predict_future for UIS
[2025-12-01T20:48:50.082863] [DEBUG] [LOCAL     ] No optimal features file found for UIS: ./output/feature-sets/UIS.txt
[2025-12-01T20:48:50.082911] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:50.082940] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:50.082968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:50.083022] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:50.139662] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:50.140270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:50.140347] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:50.140380] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:50.262019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:50.262160] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:50.262198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:50.262225] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:50.265450] [DEBUG] [FORECASTER] UIS: Forecast T+1@11:T+2@11: DOWN (p=3.31%)
[2025-12-01T20:48:50.265726] [INFO ] [FORECASTER] Completed predict_future for UIS
[2025-12-01T20:48:50.265845] [INFO ] [sig       ] UIS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:50.409754] [INFO ] [LOCAL     ] Saved forecast: UIS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UIS.txt
[2025-12-01T20:48:50.409879] [INFO ] [sig       ] [3332/3634] Completed UIS in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-01T20:48:50.409924] [INFO ] [sig       ] [3333/3634] Forecasting UITB...
[2025-12-01T20:48:50.409960] [INFO ] [sig       ] Generating forecast for: UITB
[2025-12-01T20:48:50.409995] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UITB' from 'https://tdm.silogroup.org/data/derivative_storage/UITB.csv'.
[2025-12-01T20:48:50.419925] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UITB'.
[2025-12-01T20:48:50.420219] [INFO ] [FORECASTER] Starting predict_future for UITB
[2025-12-01T20:48:50.420956] [DEBUG] [LOCAL     ] No optimal features file found for UITB: ./output/feature-sets/UITB.txt
[2025-12-01T20:48:50.421004] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:50.421034] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:50.421059] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:50.421113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:50.479953] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:50.480820] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:50.480896] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:50.480928] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:50.602794] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:50.602939] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:50.602978] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:50.603004] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:50.606284] [DEBUG] [FORECASTER] UITB: Forecast T+1@11:T+2@11: UP (p=53.85%)
[2025-12-01T20:48:50.606553] [INFO ] [FORECASTER] Completed predict_future for UITB
[2025-12-01T20:48:50.606687] [INFO ] [sig       ] UITB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:50.750642] [INFO ] [LOCAL     ] Saved forecast: UITB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UITB.txt
[2025-12-01T20:48:50.750757] [INFO ] [sig       ] [3333/3634] Completed UITB in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-01T20:48:50.750793] [INFO ] [sig       ] [3334/3634] Forecasting UL...
[2025-12-01T20:48:50.750821] [INFO ] [sig       ] Generating forecast for: UL
[2025-12-01T20:48:50.750850] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UL' from 'https://tdm.silogroup.org/data/derivative_storage/UL.csv'.
[2025-12-01T20:48:50.760785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UL'.
[2025-12-01T20:48:50.761065] [INFO ] [FORECASTER] Starting predict_future for UL
[2025-12-01T20:48:50.761863] [DEBUG] [LOCAL     ] No optimal features file found for UL: ./output/feature-sets/UL.txt
[2025-12-01T20:48:50.761913] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:50.761942] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:50.761968] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:50.762028] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:50.818845] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:50.819491] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:50.819566] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:50.819616] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:50.943830] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:50.943974] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:50.944011] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:50.944037] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:50.947396] [DEBUG] [FORECASTER] UL: Forecast T+1@11:T+2@11: UP (p=96.29%)
[2025-12-01T20:48:50.947683] [INFO ] [FORECASTER] Completed predict_future for UL
[2025-12-01T20:48:50.947805] [INFO ] [sig       ] UL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:51.092134] [INFO ] [LOCAL     ] Saved forecast: UL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UL.txt
[2025-12-01T20:48:51.092252] [INFO ] [sig       ] [3334/3634] Completed UL in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-01T20:48:51.092288] [INFO ] [sig       ] [3335/3634] Forecasting ULBI...
[2025-12-01T20:48:51.092316] [INFO ] [sig       ] Generating forecast for: ULBI
[2025-12-01T20:48:51.092343] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULBI' from 'https://tdm.silogroup.org/data/derivative_storage/ULBI.csv'.
[2025-12-01T20:48:51.102770] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'ULBI'.
[2025-12-01T20:48:51.103106] [INFO ] [FORECASTER] Starting predict_future for ULBI
[2025-12-01T20:48:51.103893] [DEBUG] [LOCAL     ] No optimal features file found for ULBI: ./output/feature-sets/ULBI.txt
[2025-12-01T20:48:51.103943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:51.103973] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:51.104001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:51.104057] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:51.161692] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:51.162487] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:51.162567] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:51.162620] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:51.281250] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:51.281394] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:51.281430] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:51.281457] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:51.284770] [DEBUG] [FORECASTER] ULBI: Forecast T+1@11:T+2@11: UP (p=56.96%)
[2025-12-01T20:48:51.285032] [INFO ] [FORECASTER] Completed predict_future for ULBI
[2025-12-01T20:48:51.285149] [INFO ] [sig       ] ULBI: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:48:51.439001] [INFO ] [LOCAL     ] Saved forecast: ULBI	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/ULBI.txt
[2025-12-01T20:48:51.439153] [INFO ] [sig       ] [3335/3634] Completed ULBI in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-01T20:48:51.439191] [INFO ] [sig       ] [3336/3634] Forecasting ULCC...
[2025-12-01T20:48:51.439219] [INFO ] [sig       ] Generating forecast for: ULCC
[2025-12-01T20:48:51.439246] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULCC' from 'https://tdm.silogroup.org/data/derivative_storage/ULCC.csv'.
[2025-12-01T20:48:51.449397] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULCC'.
[2025-12-01T20:48:51.449713] [INFO ] [FORECASTER] Starting predict_future for ULCC
[2025-12-01T20:48:51.450478] [DEBUG] [LOCAL     ] No optimal features file found for ULCC: ./output/feature-sets/ULCC.txt
[2025-12-01T20:48:51.450529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:51.450561] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:51.450622] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:51.450682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:51.507856] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:51.508473] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:51.508548] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:51.508598] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:51.626613] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:51.626740] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:51.626775] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:51.626820] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:51.630045] [DEBUG] [FORECASTER] ULCC: Forecast T+1@11:T+2@11: DOWN (p=22.77%)
[2025-12-01T20:48:51.630329] [INFO ] [FORECASTER] Completed predict_future for ULCC
[2025-12-01T20:48:51.630448] [INFO ] [sig       ] ULCC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:51.771803] [INFO ] [LOCAL     ] Saved forecast: ULCC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ULCC.txt
[2025-12-01T20:48:51.771921] [INFO ] [sig       ] [3336/3634] Completed ULCC in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-01T20:48:51.771957] [INFO ] [sig       ] [3337/3634] Forecasting ULH...
[2025-12-01T20:48:51.771986] [INFO ] [sig       ] Generating forecast for: ULH
[2025-12-01T20:48:51.772014] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULH' from 'https://tdm.silogroup.org/data/derivative_storage/ULH.csv'.
[2025-12-01T20:48:51.781869] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULH'.
[2025-12-01T20:48:51.782135] [INFO ] [FORECASTER] Starting predict_future for ULH
[2025-12-01T20:48:51.782889] [DEBUG] [LOCAL     ] No optimal features file found for ULH: ./output/feature-sets/ULH.txt
[2025-12-01T20:48:51.782938] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:51.782968] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:51.782993] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:51.783052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:51.838807] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:51.839431] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:51.839508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:51.839542] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:51.960784] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:51.960927] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:51.960964] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:51.960991] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:51.964197] [DEBUG] [FORECASTER] ULH: Forecast T+1@11:T+2@11: DOWN (p=0.57%)
[2025-12-01T20:48:51.964454] [INFO ] [FORECASTER] Completed predict_future for ULH
[2025-12-01T20:48:51.964570] [INFO ] [sig       ] ULH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:52.102107] [INFO ] [LOCAL     ] Saved forecast: ULH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ULH.txt
[2025-12-01T20:48:52.102227] [INFO ] [sig       ] [3337/3634] Completed ULH in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-01T20:48:52.102263] [INFO ] [sig       ] [3338/3634] Forecasting ULTA...
[2025-12-01T20:48:52.102291] [INFO ] [sig       ] Generating forecast for: ULTA
[2025-12-01T20:48:52.102319] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULTA' from 'https://tdm.silogroup.org/data/derivative_storage/ULTA.csv'.
[2025-12-01T20:48:52.112112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULTA'.
[2025-12-01T20:48:52.112372] [INFO ] [FORECASTER] Starting predict_future for ULTA
[2025-12-01T20:48:52.113108] [DEBUG] [LOCAL     ] No optimal features file found for ULTA: ./output/feature-sets/ULTA.txt
[2025-12-01T20:48:52.113157] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:52.113186] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:52.113211] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:52.113265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:52.168411] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:52.169063] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:52.169141] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:52.169201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:52.282019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:52.282162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:52.282198] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:52.282224] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:52.285505] [DEBUG] [FORECASTER] ULTA: Forecast T+1@11:T+2@11: UP (p=78.74%)
[2025-12-01T20:48:52.285815] [INFO ] [FORECASTER] Completed predict_future for ULTA
[2025-12-01T20:48:52.285941] [INFO ] [sig       ] ULTA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:52.424595] [INFO ] [LOCAL     ] Saved forecast: ULTA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ULTA.txt
[2025-12-01T20:48:52.424742] [INFO ] [sig       ] [3338/3634] Completed ULTA in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.7m
[2025-12-01T20:48:52.424780] [INFO ] [sig       ] [3339/3634] Forecasting ULY...
[2025-12-01T20:48:52.424809] [INFO ] [sig       ] Generating forecast for: ULY
[2025-12-01T20:48:52.424837] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ULY' from 'https://tdm.silogroup.org/data/derivative_storage/ULY.csv'.
[2025-12-01T20:48:52.435283] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ULY'.
[2025-12-01T20:48:52.435651] [INFO ] [FORECASTER] Starting predict_future for ULY
[2025-12-01T20:48:52.436441] [DEBUG] [LOCAL     ] No optimal features file found for ULY: ./output/feature-sets/ULY.txt
[2025-12-01T20:48:52.436491] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:52.436523] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:52.436552] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:52.436638] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:52.491561] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:52.492416] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:52.492536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:52.492606] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:52.612100] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:52.612259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:52.612298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:52.612327] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:52.615730] [DEBUG] [FORECASTER] ULY: Forecast T+1@11:T+2@11: DOWN (p=33.80%)
[2025-12-01T20:48:52.616023] [INFO ] [FORECASTER] Completed predict_future for ULY
[2025-12-01T20:48:52.616158] [INFO ] [sig       ] ULY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:52.754416] [INFO ] [LOCAL     ] Saved forecast: ULY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ULY.txt
[2025-12-01T20:48:52.754566] [INFO ] [sig       ] [3339/3634] Completed ULY in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-01T20:48:52.754626] [INFO ] [sig       ] [3340/3634] Forecasting UMBF...
[2025-12-01T20:48:52.754655] [INFO ] [sig       ] Generating forecast for: UMBF
[2025-12-01T20:48:52.754702] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMBF' from 'https://tdm.silogroup.org/data/derivative_storage/UMBF.csv'.
[2025-12-01T20:48:52.770222] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMBF'.
[2025-12-01T20:48:52.770710] [INFO ] [FORECASTER] Starting predict_future for UMBF
[2025-12-01T20:48:52.771831] [DEBUG] [LOCAL     ] No optimal features file found for UMBF: ./output/feature-sets/UMBF.txt
[2025-12-01T20:48:52.771897] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:52.771949] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:52.772014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:52.772110] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:52.844710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:52.845697] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:52.845787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:52.845820] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:52.980911] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:52.981074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:52.981112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:52.981139] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:52.984664] [DEBUG] [FORECASTER] UMBF: Forecast T+1@11:T+2@11: DOWN (p=41.38%)
[2025-12-01T20:48:52.984970] [INFO ] [FORECASTER] Completed predict_future for UMBF
[2025-12-01T20:48:52.985106] [INFO ] [sig       ] UMBF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:53.129703] [INFO ] [LOCAL     ] Saved forecast: UMBF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UMBF.txt
[2025-12-01T20:48:53.129918] [INFO ] [sig       ] [3340/3634] Completed UMBF in 0.4s | 2.99 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-01T20:48:53.130003] [INFO ] [sig       ] [3341/3634] Forecasting UMC...
[2025-12-01T20:48:53.130061] [INFO ] [sig       ] Generating forecast for: UMC
[2025-12-01T20:48:53.130113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMC' from 'https://tdm.silogroup.org/data/derivative_storage/UMC.csv'.
[2025-12-01T20:48:53.144150] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMC'.
[2025-12-01T20:48:53.144599] [INFO ] [FORECASTER] Starting predict_future for UMC
[2025-12-01T20:48:53.145726] [DEBUG] [LOCAL     ] No optimal features file found for UMC: ./output/feature-sets/UMC.txt
[2025-12-01T20:48:53.145794] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:53.145843] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:53.145889] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:53.145978] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:53.209056] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:53.209923] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:53.210004] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:53.210036] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:53.331661] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:53.331818] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:53.331856] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:53.331888] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:53.335736] [DEBUG] [FORECASTER] UMC: Forecast T+1@11:T+2@11: DOWN (p=6.40%)
[2025-12-01T20:48:53.336071] [INFO ] [FORECASTER] Completed predict_future for UMC
[2025-12-01T20:48:53.336213] [INFO ] [sig       ] UMC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:53.484205] [INFO ] [LOCAL     ] Saved forecast: UMC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UMC.txt
[2025-12-01T20:48:53.484412] [INFO ] [sig       ] [3341/3634] Completed UMC in 0.4s | 2.99 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-01T20:48:53.484477] [INFO ] [sig       ] [3342/3634] Forecasting UMH...
[2025-12-01T20:48:53.484526] [INFO ] [sig       ] Generating forecast for: UMH
[2025-12-01T20:48:53.484601] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMH' from 'https://tdm.silogroup.org/data/derivative_storage/UMH.csv'.
[2025-12-01T20:48:53.499216] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UMH'.
[2025-12-01T20:48:53.499989] [INFO ] [FORECASTER] Starting predict_future for UMH
[2025-12-01T20:48:53.501417] [DEBUG] [LOCAL     ] No optimal features file found for UMH: ./output/feature-sets/UMH.txt
[2025-12-01T20:48:53.501492] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:53.501527] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:53.501555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:53.501637] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:53.562618] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:53.563807] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:53.563916] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:53.563951] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:53.718709] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:53.718873] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:53.718911] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:53.718938] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:53.722550] [DEBUG] [FORECASTER] UMH: Forecast T+1@11:T+2@11: UP (p=88.60%)
[2025-12-01T20:48:53.722922] [INFO ] [FORECASTER] Completed predict_future for UMH
[2025-12-01T20:48:53.723069] [INFO ] [sig       ] UMH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:53.872381] [INFO ] [LOCAL     ] Saved forecast: UMH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UMH.txt
[2025-12-01T20:48:53.872668] [INFO ] [sig       ] [3342/3634] Completed UMH in 0.4s | 2.99 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-01T20:48:53.872716] [INFO ] [sig       ] [3343/3634] Forecasting UMMA...
[2025-12-01T20:48:53.872752] [INFO ] [sig       ] Generating forecast for: UMMA
[2025-12-01T20:48:53.872787] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UMMA' from 'https://tdm.silogroup.org/data/derivative_storage/UMMA.csv'.
[2025-12-01T20:48:53.885845] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UMMA'.
[2025-12-01T20:48:53.886273] [INFO ] [FORECASTER] Starting predict_future for UMMA
[2025-12-01T20:48:53.887107] [DEBUG] [LOCAL     ] No optimal features file found for UMMA: ./output/feature-sets/UMMA.txt
[2025-12-01T20:48:53.887159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:53.887190] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:53.887216] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:53.887279] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:53.963299] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:53.964185] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:53.964269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:53.964301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:54.086019] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:54.086198] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:54.086246] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:54.086281] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:54.090742] [DEBUG] [FORECASTER] UMMA: Forecast T+1@11:T+2@11: DOWN (p=10.67%)
[2025-12-01T20:48:54.091110] [INFO ] [FORECASTER] Completed predict_future for UMMA
[2025-12-01T20:48:54.091271] [INFO ] [sig       ] UMMA: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:48:54.253394] [INFO ] [LOCAL     ] Saved forecast: UMMA	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UMMA.txt
[2025-12-01T20:48:54.253554] [INFO ] [sig       ] [3343/3634] Completed UMMA in 0.4s | 2.99 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-01T20:48:54.253652] [INFO ] [sig       ] [3344/3634] Forecasting UNCY...
[2025-12-01T20:48:54.253696] [INFO ] [sig       ] Generating forecast for: UNCY
[2025-12-01T20:48:54.253734] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNCY' from 'https://tdm.silogroup.org/data/derivative_storage/UNCY.csv'.
[2025-12-01T20:48:54.265315] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNCY'.
[2025-12-01T20:48:54.265704] [INFO ] [FORECASTER] Starting predict_future for UNCY
[2025-12-01T20:48:54.266479] [DEBUG] [LOCAL     ] No optimal features file found for UNCY: ./output/feature-sets/UNCY.txt
[2025-12-01T20:48:54.266529] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:54.266559] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:54.266607] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:54.266669] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:54.325229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:54.326150] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:54.326233] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:54.326265] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:54.447062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:54.447219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:54.447257] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:54.447284] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:54.450715] [DEBUG] [FORECASTER] UNCY: Forecast T+1@11:T+2@11: UP (p=72.99%)
[2025-12-01T20:48:54.450983] [INFO ] [FORECASTER] Completed predict_future for UNCY
[2025-12-01T20:48:54.451107] [INFO ] [sig       ] UNCY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:54.589766] [INFO ] [LOCAL     ] Saved forecast: UNCY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UNCY.txt
[2025-12-01T20:48:54.589903] [INFO ] [sig       ] [3344/3634] Completed UNCY in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-01T20:48:54.589941] [INFO ] [sig       ] [3345/3634] Forecasting UNF...
[2025-12-01T20:48:54.589968] [INFO ] [sig       ] Generating forecast for: UNF
[2025-12-01T20:48:54.589997] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNF' from 'https://tdm.silogroup.org/data/derivative_storage/UNF.csv'.
[2025-12-01T20:48:54.600403] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNF'.
[2025-12-01T20:48:54.600742] [INFO ] [FORECASTER] Starting predict_future for UNF
[2025-12-01T20:48:54.601463] [DEBUG] [LOCAL     ] No optimal features file found for UNF: ./output/feature-sets/UNF.txt
[2025-12-01T20:48:54.601511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:54.601542] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:54.601587] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:54.601645] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:54.656298] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:54.656999] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:54.657075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:54.657105] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:54.776261] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:54.776442] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:54.776489] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:54.776519] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:54.779969] [DEBUG] [FORECASTER] UNF: Forecast T+1@11:T+2@11: UP (p=98.53%)
[2025-12-01T20:48:54.780269] [INFO ] [FORECASTER] Completed predict_future for UNF
[2025-12-01T20:48:54.780393] [INFO ] [sig       ] UNF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:54.923671] [INFO ] [LOCAL     ] Saved forecast: UNF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UNF.txt
[2025-12-01T20:48:54.923824] [INFO ] [sig       ] [3345/3634] Completed UNF in 0.3s | 2.99 sym/s | Total: 18.6m | ETA: 1.6m
[2025-12-01T20:48:54.923870] [INFO ] [sig       ] [3346/3634] Forecasting UNFI...
[2025-12-01T20:48:54.923899] [INFO ] [sig       ] Generating forecast for: UNFI
[2025-12-01T20:48:54.923927] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNFI' from 'https://tdm.silogroup.org/data/derivative_storage/UNFI.csv'.
[2025-12-01T20:48:54.935087] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNFI'.
[2025-12-01T20:48:54.935409] [INFO ] [FORECASTER] Starting predict_future for UNFI
[2025-12-01T20:48:54.936188] [DEBUG] [LOCAL     ] No optimal features file found for UNFI: ./output/feature-sets/UNFI.txt
[2025-12-01T20:48:54.936238] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:54.936296] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:54.936323] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:54.936379] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:54.995070] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:54.995900] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:54.995982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:54.996014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:55.123369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:55.123521] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:55.123559] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:55.123607] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:55.127047] [DEBUG] [FORECASTER] UNFI: Forecast T+1@11:T+2@11: UP (p=98.52%)
[2025-12-01T20:48:55.127357] [INFO ] [FORECASTER] Completed predict_future for UNFI
[2025-12-01T20:48:55.127495] [INFO ] [sig       ] UNFI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:55.270698] [INFO ] [LOCAL     ] Saved forecast: UNFI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UNFI.txt
[2025-12-01T20:48:55.270842] [INFO ] [sig       ] [3346/3634] Completed UNFI in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-01T20:48:55.270881] [INFO ] [sig       ] [3347/3634] Forecasting UNH...
[2025-12-01T20:48:55.270911] [INFO ] [sig       ] Generating forecast for: UNH
[2025-12-01T20:48:55.270942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNH' from 'https://tdm.silogroup.org/data/derivative_storage/UNH.csv'.
[2025-12-01T20:48:55.281911] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNH'.
[2025-12-01T20:48:55.282238] [INFO ] [FORECASTER] Starting predict_future for UNH
[2025-12-01T20:48:55.283063] [DEBUG] [LOCAL     ] No optimal features file found for UNH: ./output/feature-sets/UNH.txt
[2025-12-01T20:48:55.283117] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:55.283148] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:55.283172] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:55.283227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:55.340729] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:55.341412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:55.341506] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:55.341540] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:55.464244] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:55.464420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:55.464463] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:55.464495] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:55.468050] [DEBUG] [FORECASTER] UNH: Forecast T+1@11:T+2@11: UP (p=85.00%)
[2025-12-01T20:48:55.468436] [INFO ] [FORECASTER] Completed predict_future for UNH
[2025-12-01T20:48:55.468594] [INFO ] [sig       ] UNH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:55.615724] [INFO ] [LOCAL     ] Saved forecast: UNH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UNH.txt
[2025-12-01T20:48:55.615891] [INFO ] [sig       ] [3347/3634] Completed UNH in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-01T20:48:55.615930] [INFO ] [sig       ] [3348/3634] Forecasting UNM...
[2025-12-01T20:48:55.615959] [INFO ] [sig       ] Generating forecast for: UNM
[2025-12-01T20:48:55.615987] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNM' from 'https://tdm.silogroup.org/data/derivative_storage/UNM.csv'.
[2025-12-01T20:48:55.626380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNM'.
[2025-12-01T20:48:55.626660] [INFO ] [FORECASTER] Starting predict_future for UNM
[2025-12-01T20:48:55.627395] [DEBUG] [LOCAL     ] No optimal features file found for UNM: ./output/feature-sets/UNM.txt
[2025-12-01T20:48:55.627444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:55.627474] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:55.627499] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:55.627553] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:55.683978] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:55.684627] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:55.684701] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:55.684733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:55.805685] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:55.805808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:55.805842] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:55.805868] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:55.809033] [DEBUG] [FORECASTER] UNM: Forecast T+1@11:T+2@11: UP (p=98.42%)
[2025-12-01T20:48:55.809317] [INFO ] [FORECASTER] Completed predict_future for UNM
[2025-12-01T20:48:55.809452] [INFO ] [sig       ] UNM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:55.947279] [INFO ] [LOCAL     ] Saved forecast: UNM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UNM.txt
[2025-12-01T20:48:55.947422] [INFO ] [sig       ] [3348/3634] Completed UNM in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-01T20:48:55.947458] [INFO ] [sig       ] [3349/3634] Forecasting UNMA...
[2025-12-01T20:48:55.947486] [INFO ] [sig       ] Generating forecast for: UNMA
[2025-12-01T20:48:55.947517] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNMA' from 'https://tdm.silogroup.org/data/derivative_storage/UNMA.csv'.
[2025-12-01T20:48:55.957823] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UNMA'.
[2025-12-01T20:48:55.958107] [INFO ] [FORECASTER] Starting predict_future for UNMA
[2025-12-01T20:48:55.958983] [DEBUG] [LOCAL     ] No optimal features file found for UNMA: ./output/feature-sets/UNMA.txt
[2025-12-01T20:48:55.959031] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:55.959060] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:55.959084] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:55.959140] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:56.014141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:56.015022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:56.015106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:56.015137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:56.122368] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:56.122555] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:56.122618] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:56.122676] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:56.125970] [DEBUG] [FORECASTER] UNMA: Forecast T+1@11:T+2@11: DOWN (p=21.47%)
[2025-12-01T20:48:56.126230] [INFO ] [FORECASTER] Completed predict_future for UNMA
[2025-12-01T20:48:56.126351] [INFO ] [sig       ] UNMA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:56.271157] [INFO ] [LOCAL     ] Saved forecast: UNMA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UNMA.txt
[2025-12-01T20:48:56.271307] [INFO ] [sig       ] [3349/3634] Completed UNMA in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-01T20:48:56.271345] [INFO ] [sig       ] [3350/3634] Forecasting UNP...
[2025-12-01T20:48:56.271373] [INFO ] [sig       ] Generating forecast for: UNP
[2025-12-01T20:48:56.271403] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNP' from 'https://tdm.silogroup.org/data/derivative_storage/UNP.csv'.
[2025-12-01T20:48:56.281983] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UNP'.
[2025-12-01T20:48:56.282293] [INFO ] [FORECASTER] Starting predict_future for UNP
[2025-12-01T20:48:56.283061] [DEBUG] [LOCAL     ] No optimal features file found for UNP: ./output/feature-sets/UNP.txt
[2025-12-01T20:48:56.283110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:56.283140] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:56.283165] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:56.283219] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:56.339970] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:56.340608] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:56.340683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:56.340715] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:56.460908] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:56.461054] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:56.461092] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:56.461120] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:56.464561] [DEBUG] [FORECASTER] UNP: Forecast T+1@11:T+2@11: UP (p=75.11%)
[2025-12-01T20:48:56.464849] [INFO ] [FORECASTER] Completed predict_future for UNP
[2025-12-01T20:48:56.464973] [INFO ] [sig       ] UNP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:48:56.610870] [INFO ] [LOCAL     ] Saved forecast: UNP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UNP.txt
[2025-12-01T20:48:56.611004] [INFO ] [sig       ] [3350/3634] Completed UNP in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-01T20:48:56.611040] [INFO ] [sig       ] [3351/3634] Forecasting UNTY...
[2025-12-01T20:48:56.611067] [INFO ] [sig       ] Generating forecast for: UNTY
[2025-12-01T20:48:56.611095] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UNTY' from 'https://tdm.silogroup.org/data/derivative_storage/UNTY.csv'.
[2025-12-01T20:48:56.621661] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UNTY'.
[2025-12-01T20:48:56.621994] [INFO ] [FORECASTER] Starting predict_future for UNTY
[2025-12-01T20:48:56.622742] [DEBUG] [LOCAL     ] No optimal features file found for UNTY: ./output/feature-sets/UNTY.txt
[2025-12-01T20:48:56.622791] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:56.622821] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:56.622845] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:56.622900] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:56.679590] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:56.680249] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:56.680335] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:56.680367] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:56.801594] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:56.801770] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:56.801819] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:56.801847] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:56.805230] [DEBUG] [FORECASTER] UNTY: Forecast T+1@11:T+2@11: DOWN (p=8.33%)
[2025-12-01T20:48:56.805509] [INFO ] [FORECASTER] Completed predict_future for UNTY
[2025-12-01T20:48:56.805650] [INFO ] [sig       ] UNTY: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:48:56.956027] [INFO ] [LOCAL     ] Saved forecast: UNTY	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UNTY.txt
[2025-12-01T20:48:56.956178] [INFO ] [sig       ] [3351/3634] Completed UNTY in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-01T20:48:56.956216] [INFO ] [sig       ] [3352/3634] Forecasting UONE...
[2025-12-01T20:48:56.956245] [INFO ] [sig       ] Generating forecast for: UONE
[2025-12-01T20:48:56.956274] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UONE' from 'https://tdm.silogroup.org/data/derivative_storage/UONE.csv'.
[2025-12-01T20:48:56.967332] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UONE'.
[2025-12-01T20:48:56.967686] [INFO ] [FORECASTER] Starting predict_future for UONE
[2025-12-01T20:48:56.968461] [DEBUG] [LOCAL     ] No optimal features file found for UONE: ./output/feature-sets/UONE.txt
[2025-12-01T20:48:56.968511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:56.968549] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:56.968613] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:56.968689] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:57.025995] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:57.026951] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:57.027038] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:57.027070] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:57.134993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:57.135144] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:57.135182] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:57.135209] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:57.138541] [DEBUG] [FORECASTER] UONE: Forecast T+1@11:T+2@11: UP (p=97.56%)
[2025-12-01T20:48:57.138826] [INFO ] [FORECASTER] Completed predict_future for UONE
[2025-12-01T20:48:57.138950] [INFO ] [sig       ] UONE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:57.279213] [INFO ] [LOCAL     ] Saved forecast: UONE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UONE.txt
[2025-12-01T20:48:57.279338] [INFO ] [sig       ] [3352/3634] Completed UONE in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-01T20:48:57.279375] [INFO ] [sig       ] [3353/3634] Forecasting UPBD...
[2025-12-01T20:48:57.279405] [INFO ] [sig       ] Generating forecast for: UPBD
[2025-12-01T20:48:57.279433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPBD' from 'https://tdm.silogroup.org/data/derivative_storage/UPBD.csv'.
[2025-12-01T20:48:57.289709] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPBD'.
[2025-12-01T20:48:57.289964] [INFO ] [FORECASTER] Starting predict_future for UPBD
[2025-12-01T20:48:57.290714] [DEBUG] [LOCAL     ] No optimal features file found for UPBD: ./output/feature-sets/UPBD.txt
[2025-12-01T20:48:57.290773] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:57.290804] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:57.290829] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:57.290884] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:57.348497] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:57.349132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:57.349221] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:57.349260] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:57.473147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:57.473316] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:57.473354] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:57.473380] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:57.476773] [DEBUG] [FORECASTER] UPBD: Forecast T+1@11:T+2@11: DOWN (p=10.43%)
[2025-12-01T20:48:57.477036] [INFO ] [FORECASTER] Completed predict_future for UPBD
[2025-12-01T20:48:57.477158] [INFO ] [sig       ] UPBD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:57.617495] [INFO ] [LOCAL     ] Saved forecast: UPBD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UPBD.txt
[2025-12-01T20:48:57.617651] [INFO ] [sig       ] [3353/3634] Completed UPBD in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-01T20:48:57.617692] [INFO ] [sig       ] [3354/3634] Forecasting UPC...
[2025-12-01T20:48:57.617721] [INFO ] [sig       ] Generating forecast for: UPC
[2025-12-01T20:48:57.617751] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPC' from 'https://tdm.silogroup.org/data/derivative_storage/UPC.csv'.
[2025-12-01T20:48:57.628122] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPC'.
[2025-12-01T20:48:57.628466] [INFO ] [FORECASTER] Starting predict_future for UPC
[2025-12-01T20:48:57.629228] [DEBUG] [LOCAL     ] No optimal features file found for UPC: ./output/feature-sets/UPC.txt
[2025-12-01T20:48:57.629287] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:57.629324] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:57.629352] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:57.629405] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:57.685907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:57.686678] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:57.686758] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:57.686790] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:57.801197] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:57.801345] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:57.801383] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:57.801411] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:57.804785] [DEBUG] [FORECASTER] UPC: Forecast T+1@11:T+2@11: DOWN (p=14.38%)
[2025-12-01T20:48:57.805048] [INFO ] [FORECASTER] Completed predict_future for UPC
[2025-12-01T20:48:57.805168] [INFO ] [sig       ] UPC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:57.945670] [INFO ] [LOCAL     ] Saved forecast: UPC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UPC.txt
[2025-12-01T20:48:57.945791] [INFO ] [sig       ] [3354/3634] Completed UPC in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-01T20:48:57.945827] [INFO ] [sig       ] [3355/3634] Forecasting UPLD...
[2025-12-01T20:48:57.945855] [INFO ] [sig       ] Generating forecast for: UPLD
[2025-12-01T20:48:57.945884] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPLD' from 'https://tdm.silogroup.org/data/derivative_storage/UPLD.csv'.
[2025-12-01T20:48:57.955821] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPLD'.
[2025-12-01T20:48:57.956063] [INFO ] [FORECASTER] Starting predict_future for UPLD
[2025-12-01T20:48:57.956793] [DEBUG] [LOCAL     ] No optimal features file found for UPLD: ./output/feature-sets/UPLD.txt
[2025-12-01T20:48:57.956841] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:57.956870] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:57.956895] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:57.956949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:58.013567] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:58.014260] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:58.014337] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:58.014368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:58.135047] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:58.135229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:58.135282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:58.135317] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:58.138651] [DEBUG] [FORECASTER] UPLD: Forecast T+1@11:T+2@11: UP (p=96.65%)
[2025-12-01T20:48:58.138918] [INFO ] [FORECASTER] Completed predict_future for UPLD
[2025-12-01T20:48:58.139039] [INFO ] [sig       ] UPLD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:48:58.279475] [INFO ] [LOCAL     ] Saved forecast: UPLD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UPLD.txt
[2025-12-01T20:48:58.279622] [INFO ] [sig       ] [3355/3634] Completed UPLD in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.6m
[2025-12-01T20:48:58.279660] [INFO ] [sig       ] [3356/3634] Forecasting UPS...
[2025-12-01T20:48:58.279688] [INFO ] [sig       ] Generating forecast for: UPS
[2025-12-01T20:48:58.279716] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPS' from 'https://tdm.silogroup.org/data/derivative_storage/UPS.csv'.
[2025-12-01T20:48:58.290007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPS'.
[2025-12-01T20:48:58.290269] [INFO ] [FORECASTER] Starting predict_future for UPS
[2025-12-01T20:48:58.291006] [DEBUG] [LOCAL     ] No optimal features file found for UPS: ./output/feature-sets/UPS.txt
[2025-12-01T20:48:58.291054] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:58.291083] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:58.291109] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:58.291163] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:58.348336] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:58.349062] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:58.349172] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:58.349206] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:58.474116] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:58.474264] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:58.474308] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:58.474337] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:58.477541] [DEBUG] [FORECASTER] UPS: Forecast T+1@11:T+2@11: DOWN (p=7.80%)
[2025-12-01T20:48:58.477822] [INFO ] [FORECASTER] Completed predict_future for UPS
[2025-12-01T20:48:58.477940] [INFO ] [sig       ] UPS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:58.616858] [INFO ] [LOCAL     ] Saved forecast: UPS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UPS.txt
[2025-12-01T20:48:58.616983] [INFO ] [sig       ] [3356/3634] Completed UPS in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-01T20:48:58.617025] [INFO ] [sig       ] [3357/3634] Forecasting UPWK...
[2025-12-01T20:48:58.617054] [INFO ] [sig       ] Generating forecast for: UPWK
[2025-12-01T20:48:58.617083] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPWK' from 'https://tdm.silogroup.org/data/derivative_storage/UPWK.csv'.
[2025-12-01T20:48:58.627407] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UPWK'.
[2025-12-01T20:48:58.627699] [INFO ] [FORECASTER] Starting predict_future for UPWK
[2025-12-01T20:48:58.628444] [DEBUG] [LOCAL     ] No optimal features file found for UPWK: ./output/feature-sets/UPWK.txt
[2025-12-01T20:48:58.628493] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:58.628523] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:58.628549] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:58.628627] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:58.684160] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:58.684847] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:58.684922] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:58.684953] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:58.808209] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:58.808379] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:48:58.808417] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:58.808443] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:58.811770] [DEBUG] [FORECASTER] UPWK: Forecast T+1@11:T+2@11: UP (p=81.87%)
[2025-12-01T20:48:58.812030] [INFO ] [FORECASTER] Completed predict_future for UPWK
[2025-12-01T20:48:58.812151] [INFO ] [sig       ] UPWK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:48:58.949482] [INFO ] [LOCAL     ] Saved forecast: UPWK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UPWK.txt
[2025-12-01T20:48:58.949632] [INFO ] [sig       ] [3357/3634] Completed UPWK in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-01T20:48:58.949670] [INFO ] [sig       ] [3358/3634] Forecasting UPXI...
[2025-12-01T20:48:58.949698] [INFO ] [sig       ] Generating forecast for: UPXI
[2025-12-01T20:48:58.949727] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UPXI' from 'https://tdm.silogroup.org/data/derivative_storage/UPXI.csv'.
[2025-12-01T20:48:58.959819] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UPXI'.
[2025-12-01T20:48:58.960117] [INFO ] [FORECASTER] Starting predict_future for UPXI
[2025-12-01T20:48:58.960864] [DEBUG] [LOCAL     ] No optimal features file found for UPXI: ./output/feature-sets/UPXI.txt
[2025-12-01T20:48:58.960912] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:58.960941] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:58.960967] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:58.961021] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:59.016483] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:59.017127] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:59.017203] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:59.017234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:59.133993] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:59.134140] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:59.134178] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:59.134205] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:59.137425] [DEBUG] [FORECASTER] UPXI: Forecast T+1@11:T+2@11: DOWN (p=35.91%)
[2025-12-01T20:48:59.137701] [INFO ] [FORECASTER] Completed predict_future for UPXI
[2025-12-01T20:48:59.137846] [INFO ] [sig       ] UPXI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:59.275243] [INFO ] [LOCAL     ] Saved forecast: UPXI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UPXI.txt
[2025-12-01T20:48:59.275365] [INFO ] [sig       ] [3358/3634] Completed UPXI in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-01T20:48:59.275400] [INFO ] [sig       ] [3359/3634] Forecasting URBN...
[2025-12-01T20:48:59.275429] [INFO ] [sig       ] Generating forecast for: URBN
[2025-12-01T20:48:59.275456] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URBN' from 'https://tdm.silogroup.org/data/derivative_storage/URBN.csv'.
[2025-12-01T20:48:59.285234] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URBN'.
[2025-12-01T20:48:59.285510] [INFO ] [FORECASTER] Starting predict_future for URBN
[2025-12-01T20:48:59.286261] [DEBUG] [LOCAL     ] No optimal features file found for URBN: ./output/feature-sets/URBN.txt
[2025-12-01T20:48:59.286310] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:59.286342] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:59.286367] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:59.286422] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:59.340846] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:59.341457] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:59.341529] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:59.341560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:59.464348] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:59.464495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:59.464532] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:59.464561] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:59.467834] [DEBUG] [FORECASTER] URBN: Forecast T+1@11:T+2@11: DOWN (p=17.97%)
[2025-12-01T20:48:59.468093] [INFO ] [FORECASTER] Completed predict_future for URBN
[2025-12-01T20:48:59.468212] [INFO ] [sig       ] URBN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:59.604617] [INFO ] [LOCAL     ] Saved forecast: URBN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/URBN.txt
[2025-12-01T20:48:59.604767] [INFO ] [sig       ] [3359/3634] Completed URBN in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-01T20:48:59.604805] [INFO ] [sig       ] [3360/3634] Forecasting URGN...
[2025-12-01T20:48:59.604832] [INFO ] [sig       ] Generating forecast for: URGN
[2025-12-01T20:48:59.604860] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URGN' from 'https://tdm.silogroup.org/data/derivative_storage/URGN.csv'.
[2025-12-01T20:48:59.615685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URGN'.
[2025-12-01T20:48:59.615969] [INFO ] [FORECASTER] Starting predict_future for URGN
[2025-12-01T20:48:59.616720] [DEBUG] [LOCAL     ] No optimal features file found for URGN: ./output/feature-sets/URGN.txt
[2025-12-01T20:48:59.616769] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:59.616800] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:59.616826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:59.616881] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:48:59.674804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:48:59.675611] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:48:59.675691] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:48:59.675723] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:48:59.793012] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:48:59.793161] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:48:59.793216] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:48:59.793244] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:48:59.796553] [DEBUG] [FORECASTER] URGN: Forecast T+1@11:T+2@11: DOWN (p=19.58%)
[2025-12-01T20:48:59.796842] [INFO ] [FORECASTER] Completed predict_future for URGN
[2025-12-01T20:48:59.796965] [INFO ] [sig       ] URGN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:48:59.935472] [INFO ] [LOCAL     ] Saved forecast: URGN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/URGN.txt
[2025-12-01T20:48:59.935625] [INFO ] [sig       ] [3360/3634] Completed URGN in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-01T20:48:59.935666] [INFO ] [sig       ] [3361/3634] Forecasting URI...
[2025-12-01T20:48:59.935711] [INFO ] [sig       ] Generating forecast for: URI
[2025-12-01T20:48:59.935740] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URI' from 'https://tdm.silogroup.org/data/derivative_storage/URI.csv'.
[2025-12-01T20:48:59.946937] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URI'.
[2025-12-01T20:48:59.947295] [INFO ] [FORECASTER] Starting predict_future for URI
[2025-12-01T20:48:59.948108] [DEBUG] [LOCAL     ] No optimal features file found for URI: ./output/feature-sets/URI.txt
[2025-12-01T20:48:59.948161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:48:59.948196] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:48:59.948230] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:48:59.948300] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:00.002915] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:00.003734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:00.003814] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:00.003844] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:00.127046] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:00.127163] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:00.127197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:00.127226] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:00.130367] [DEBUG] [FORECASTER] URI: Forecast T+1@11:T+2@11: DOWN (p=0.32%)
[2025-12-01T20:49:00.130640] [INFO ] [FORECASTER] Completed predict_future for URI
[2025-12-01T20:49:00.130761] [INFO ] [sig       ] URI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:00.270151] [INFO ] [LOCAL     ] Saved forecast: URI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/URI.txt
[2025-12-01T20:49:00.270292] [INFO ] [sig       ] [3361/3634] Completed URI in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-01T20:49:00.270333] [INFO ] [sig       ] [3362/3634] Forecasting URNJ...
[2025-12-01T20:49:00.270363] [INFO ] [sig       ] Generating forecast for: URNJ
[2025-12-01T20:49:00.270393] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'URNJ' from 'https://tdm.silogroup.org/data/derivative_storage/URNJ.csv'.
[2025-12-01T20:49:00.280777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'URNJ'.
[2025-12-01T20:49:00.281093] [INFO ] [FORECASTER] Starting predict_future for URNJ
[2025-12-01T20:49:00.281835] [DEBUG] [LOCAL     ] No optimal features file found for URNJ: ./output/feature-sets/URNJ.txt
[2025-12-01T20:49:00.281884] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:00.281914] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:00.281940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:00.281993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:00.338296] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:00.339227] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:00.339308] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:00.339341] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:00.464393] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:00.464539] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:00.464595] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:00.464626] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:00.467918] [DEBUG] [FORECASTER] URNJ: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-12-01T20:49:00.468178] [INFO ] [FORECASTER] Completed predict_future for URNJ
[2025-12-01T20:49:00.468344] [INFO ] [sig       ] URNJ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:00.608543] [INFO ] [LOCAL     ] Saved forecast: URNJ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/URNJ.txt
[2025-12-01T20:49:00.608685] [INFO ] [sig       ] [3362/3634] Completed URNJ in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-01T20:49:00.608722] [INFO ] [sig       ] [3363/3634] Forecasting UROY...
[2025-12-01T20:49:00.608750] [INFO ] [sig       ] Generating forecast for: UROY
[2025-12-01T20:49:00.608778] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UROY' from 'https://tdm.silogroup.org/data/derivative_storage/UROY.csv'.
[2025-12-01T20:49:00.618902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UROY'.
[2025-12-01T20:49:00.619257] [INFO ] [FORECASTER] Starting predict_future for UROY
[2025-12-01T20:49:00.620008] [DEBUG] [LOCAL     ] No optimal features file found for UROY: ./output/feature-sets/UROY.txt
[2025-12-01T20:49:00.620059] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:00.620115] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:00.620143] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:00.620197] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:00.676016] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:00.676673] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:00.676750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:00.676783] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:00.802007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:00.802162] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:00.802200] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:00.802227] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:00.805596] [DEBUG] [FORECASTER] UROY: Forecast T+1@11:T+2@11: UP (p=76.73%)
[2025-12-01T20:49:00.805862] [INFO ] [FORECASTER] Completed predict_future for UROY
[2025-12-01T20:49:00.805985] [INFO ] [sig       ] UROY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:00.944756] [INFO ] [LOCAL     ] Saved forecast: UROY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UROY.txt
[2025-12-01T20:49:00.944877] [INFO ] [sig       ] [3363/3634] Completed UROY in 0.3s | 2.99 sym/s | Total: 18.7m | ETA: 1.5m
[2025-12-01T20:49:00.944912] [INFO ] [sig       ] [3364/3634] Forecasting USA...
[2025-12-01T20:49:00.944941] [INFO ] [sig       ] Generating forecast for: USA
[2025-12-01T20:49:00.944969] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USA' from 'https://tdm.silogroup.org/data/derivative_storage/USA.csv'.
[2025-12-01T20:49:00.955254] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'USA'.
[2025-12-01T20:49:00.955636] [INFO ] [FORECASTER] Starting predict_future for USA
[2025-12-01T20:49:00.956418] [DEBUG] [LOCAL     ] No optimal features file found for USA: ./output/feature-sets/USA.txt
[2025-12-01T20:49:00.956473] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:00.956518] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:00.956545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:00.956625] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:01.012746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:01.013554] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:01.013651] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:01.013683] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:01.132844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:01.132992] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:01.133031] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:01.133060] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:01.136333] [DEBUG] [FORECASTER] USA: Forecast T+1@11:T+2@11: UP (p=82.36%)
[2025-12-01T20:49:01.136613] [INFO ] [FORECASTER] Completed predict_future for USA
[2025-12-01T20:49:01.136735] [INFO ] [sig       ] USA: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:49:01.275033] [INFO ] [LOCAL     ] Saved forecast: USA	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/USA.txt
[2025-12-01T20:49:01.275158] [INFO ] [sig       ] [3364/3634] Completed USA in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-01T20:49:01.275194] [INFO ] [sig       ] [3365/3634] Forecasting USAC...
[2025-12-01T20:49:01.275222] [INFO ] [sig       ] Generating forecast for: USAC
[2025-12-01T20:49:01.275251] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USAC' from 'https://tdm.silogroup.org/data/derivative_storage/USAC.csv'.
[2025-12-01T20:49:01.285831] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USAC'.
[2025-12-01T20:49:01.286099] [INFO ] [FORECASTER] Starting predict_future for USAC
[2025-12-01T20:49:01.286833] [DEBUG] [LOCAL     ] No optimal features file found for USAC: ./output/feature-sets/USAC.txt
[2025-12-01T20:49:01.286882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:01.286912] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:01.286937] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:01.286991] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:01.342067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:01.342677] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:01.342751] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:01.342782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:01.460135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:01.460282] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:01.460318] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:01.460345] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:01.463713] [DEBUG] [FORECASTER] USAC: Forecast T+1@11:T+2@11: UP (p=51.55%)
[2025-12-01T20:49:01.463977] [INFO ] [FORECASTER] Completed predict_future for USAC
[2025-12-01T20:49:01.464097] [INFO ] [sig       ] USAC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:01.603038] [INFO ] [LOCAL     ] Saved forecast: USAC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/USAC.txt
[2025-12-01T20:49:01.603166] [INFO ] [sig       ] [3365/3634] Completed USAC in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-01T20:49:01.603203] [INFO ] [sig       ] [3366/3634] Forecasting USB...
[2025-12-01T20:49:01.603232] [INFO ] [sig       ] Generating forecast for: USB
[2025-12-01T20:49:01.603262] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USB' from 'https://tdm.silogroup.org/data/derivative_storage/USB.csv'.
[2025-12-01T20:49:01.614007] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USB'.
[2025-12-01T20:49:01.614401] [INFO ] [FORECASTER] Starting predict_future for USB
[2025-12-01T20:49:01.615199] [DEBUG] [LOCAL     ] No optimal features file found for USB: ./output/feature-sets/USB.txt
[2025-12-01T20:49:01.615250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:01.615281] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:01.615307] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:01.615361] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:01.672443] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:01.673332] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:01.673418] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:01.673451] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:01.796309] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:01.796467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:01.796506] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:01.796599] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:01.800242] [DEBUG] [FORECASTER] USB: Forecast T+1@11:T+2@11: DOWN (p=20.10%)
[2025-12-01T20:49:01.800533] [INFO ] [FORECASTER] Completed predict_future for USB
[2025-12-01T20:49:01.800685] [INFO ] [sig       ] USB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:01.940128] [INFO ] [LOCAL     ] Saved forecast: USB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/USB.txt
[2025-12-01T20:49:01.940278] [INFO ] [sig       ] [3366/3634] Completed USB in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-01T20:49:01.940314] [INFO ] [sig       ] [3367/3634] Forecasting USCB...
[2025-12-01T20:49:01.940343] [INFO ] [sig       ] Generating forecast for: USCB
[2025-12-01T20:49:01.940371] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USCB' from 'https://tdm.silogroup.org/data/derivative_storage/USCB.csv'.
[2025-12-01T20:49:01.950720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USCB'.
[2025-12-01T20:49:01.951100] [INFO ] [FORECASTER] Starting predict_future for USCB
[2025-12-01T20:49:01.951905] [DEBUG] [LOCAL     ] No optimal features file found for USCB: ./output/feature-sets/USCB.txt
[2025-12-01T20:49:01.951955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:01.951986] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:01.952011] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:01.952065] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:02.007410] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:02.008273] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:02.008384] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:02.008417] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:02.117853] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:02.118011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:02.118048] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:02.118074] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:02.121430] [DEBUG] [FORECASTER] USCB: Forecast T+1@11:T+2@11: UP (p=82.07%)
[2025-12-01T20:49:02.121723] [INFO ] [FORECASTER] Completed predict_future for USCB
[2025-12-01T20:49:02.121845] [INFO ] [sig       ] USCB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:02.258716] [INFO ] [LOCAL     ] Saved forecast: USCB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/USCB.txt
[2025-12-01T20:49:02.258838] [INFO ] [sig       ] [3367/3634] Completed USCB in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-01T20:49:02.258873] [INFO ] [sig       ] [3368/3634] Forecasting USDX...
[2025-12-01T20:49:02.258908] [INFO ] [sig       ] Generating forecast for: USDX
[2025-12-01T20:49:02.258937] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USDX' from 'https://tdm.silogroup.org/data/derivative_storage/USDX.csv'.
[2025-12-01T20:49:02.268901] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USDX'.
[2025-12-01T20:49:02.269193] [INFO ] [FORECASTER] Starting predict_future for USDX
[2025-12-01T20:49:02.269935] [DEBUG] [LOCAL     ] No optimal features file found for USDX: ./output/feature-sets/USDX.txt
[2025-12-01T20:49:02.269983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:02.270012] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:02.270037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:02.270091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:02.325267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:02.325979] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:02.326054] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:02.326086] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:02.429040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:02.429170] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:02.429206] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:02.429238] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:02.432713] [DEBUG] [FORECASTER] USDX: Forecast T+1@11:T+2@11: UP (p=61.71%)
[2025-12-01T20:49:02.432973] [INFO ] [FORECASTER] Completed predict_future for USDX
[2025-12-01T20:49:02.433094] [INFO ] [sig       ] USDX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:02.570408] [INFO ] [LOCAL     ] Saved forecast: USDX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/USDX.txt
[2025-12-01T20:49:02.570525] [INFO ] [sig       ] [3368/3634] Completed USDX in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-01T20:49:02.570560] [INFO ] [sig       ] [3369/3634] Forecasting USEA...
[2025-12-01T20:49:02.570607] [INFO ] [sig       ] Generating forecast for: USEA
[2025-12-01T20:49:02.570637] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USEA' from 'https://tdm.silogroup.org/data/derivative_storage/USEA.csv'.
[2025-12-01T20:49:02.582039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USEA'.
[2025-12-01T20:49:02.582462] [INFO ] [FORECASTER] Starting predict_future for USEA
[2025-12-01T20:49:02.583263] [DEBUG] [LOCAL     ] No optimal features file found for USEA: ./output/feature-sets/USEA.txt
[2025-12-01T20:49:02.583322] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:02.583358] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:02.583389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:02.583450] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:02.639519] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:02.640434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:02.640531] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:02.640591] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:02.755913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:02.756069] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:02.756107] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:02.756134] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:02.759510] [DEBUG] [FORECASTER] USEA: Forecast T+1@11:T+2@11: DOWN (p=32.24%)
[2025-12-01T20:49:02.759815] [INFO ] [FORECASTER] Completed predict_future for USEA
[2025-12-01T20:49:02.759943] [INFO ] [sig       ] USEA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:02.908882] [INFO ] [LOCAL     ] Saved forecast: USEA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/USEA.txt
[2025-12-01T20:49:02.909037] [INFO ] [sig       ] [3369/3634] Completed USEA in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-01T20:49:02.909075] [INFO ] [sig       ] [3370/3634] Forecasting USFD...
[2025-12-01T20:49:02.909105] [INFO ] [sig       ] Generating forecast for: USFD
[2025-12-01T20:49:02.909140] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USFD' from 'https://tdm.silogroup.org/data/derivative_storage/USFD.csv'.
[2025-12-01T20:49:02.919147] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USFD'.
[2025-12-01T20:49:02.919514] [INFO ] [FORECASTER] Starting predict_future for USFD
[2025-12-01T20:49:02.920275] [DEBUG] [LOCAL     ] No optimal features file found for USFD: ./output/feature-sets/USFD.txt
[2025-12-01T20:49:02.920324] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:02.920354] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:02.920379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:02.920432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:02.978270] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:02.979123] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:02.979202] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:02.979234] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:03.099118] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:03.099261] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:03.099298] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:03.099325] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:03.102514] [DEBUG] [FORECASTER] USFD: Forecast T+1@11:T+2@11: UP (p=72.30%)
[2025-12-01T20:49:03.102787] [INFO ] [FORECASTER] Completed predict_future for USFD
[2025-12-01T20:49:03.102907] [INFO ] [sig       ] USFD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:03.239802] [INFO ] [LOCAL     ] Saved forecast: USFD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/USFD.txt
[2025-12-01T20:49:03.239948] [INFO ] [sig       ] [3370/3634] Completed USFD in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-01T20:49:03.239986] [INFO ] [sig       ] [3371/3634] Forecasting USGO...
[2025-12-01T20:49:03.240014] [INFO ] [sig       ] Generating forecast for: USGO
[2025-12-01T20:49:03.240042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USGO' from 'https://tdm.silogroup.org/data/derivative_storage/USGO.csv'.
[2025-12-01T20:49:03.250546] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USGO'.
[2025-12-01T20:49:03.250906] [INFO ] [FORECASTER] Starting predict_future for USGO
[2025-12-01T20:49:03.251649] [DEBUG] [LOCAL     ] No optimal features file found for USGO: ./output/feature-sets/USGO.txt
[2025-12-01T20:49:03.251698] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:03.251728] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:03.251754] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:03.251809] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:03.306459] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:03.307119] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:03.307195] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:03.307225] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:03.421331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:03.421479] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:03.421515] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:03.421558] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:03.424864] [DEBUG] [FORECASTER] USGO: Forecast T+1@11:T+2@11: DOWN (p=9.39%)
[2025-12-01T20:49:03.425124] [INFO ] [FORECASTER] Completed predict_future for USGO
[2025-12-01T20:49:03.425242] [INFO ] [sig       ] USGO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:03.564116] [INFO ] [LOCAL     ] Saved forecast: USGO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/USGO.txt
[2025-12-01T20:49:03.564264] [INFO ] [sig       ] [3371/3634] Completed USGO in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-01T20:49:03.564308] [INFO ] [sig       ] [3372/3634] Forecasting USIG...
[2025-12-01T20:49:03.564344] [INFO ] [sig       ] Generating forecast for: USIG
[2025-12-01T20:49:03.564378] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIG' from 'https://tdm.silogroup.org/data/derivative_storage/USIG.csv'.
[2025-12-01T20:49:03.574437] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USIG'.
[2025-12-01T20:49:03.574751] [INFO ] [FORECASTER] Starting predict_future for USIG
[2025-12-01T20:49:03.575523] [DEBUG] [LOCAL     ] No optimal features file found for USIG: ./output/feature-sets/USIG.txt
[2025-12-01T20:49:03.575591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:03.575639] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:03.575665] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:03.575719] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:03.630664] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:03.631276] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:03.631363] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:03.631400] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:03.756425] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:03.756586] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:03.756624] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:03.756652] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:03.759883] [DEBUG] [FORECASTER] USIG: Forecast T+1@11:T+2@11: DOWN (p=22.45%)
[2025-12-01T20:49:03.760144] [INFO ] [FORECASTER] Completed predict_future for USIG
[2025-12-01T20:49:03.760267] [INFO ] [sig       ] USIG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:03.898236] [INFO ] [LOCAL     ] Saved forecast: USIG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/USIG.txt
[2025-12-01T20:49:03.898391] [INFO ] [sig       ] [3372/3634] Completed USIG in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-01T20:49:03.898433] [INFO ] [sig       ] [3373/3634] Forecasting USIO...
[2025-12-01T20:49:03.898463] [INFO ] [sig       ] Generating forecast for: USIO
[2025-12-01T20:49:03.898493] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USIO' from 'https://tdm.silogroup.org/data/derivative_storage/USIO.csv'.
[2025-12-01T20:49:03.909061] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'USIO'.
[2025-12-01T20:49:03.909394] [INFO ] [FORECASTER] Starting predict_future for USIO
[2025-12-01T20:49:03.910185] [DEBUG] [LOCAL     ] No optimal features file found for USIO: ./output/feature-sets/USIO.txt
[2025-12-01T20:49:03.910235] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:03.910267] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:03.910300] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:03.910368] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:03.968245] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:03.969122] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:03.969259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:03.969301] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:04.087705] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:04.087855] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:04.087894] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:04.087921] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:04.091138] [DEBUG] [FORECASTER] USIO: Forecast T+1@11:T+2@11: DOWN (p=32.69%)
[2025-12-01T20:49:04.091399] [INFO ] [FORECASTER] Completed predict_future for USIO
[2025-12-01T20:49:04.091514] [INFO ] [sig       ] USIO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:49:04.227887] [INFO ] [LOCAL     ] Saved forecast: USIO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/USIO.txt
[2025-12-01T20:49:04.228039] [INFO ] [sig       ] [3373/3634] Completed USIO in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.5m
[2025-12-01T20:49:04.228076] [INFO ] [sig       ] [3374/3634] Forecasting USLM...
[2025-12-01T20:49:04.228106] [INFO ] [sig       ] Generating forecast for: USLM
[2025-12-01T20:49:04.228134] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USLM' from 'https://tdm.silogroup.org/data/derivative_storage/USLM.csv'.
[2025-12-01T20:49:04.238450] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USLM'.
[2025-12-01T20:49:04.238781] [INFO ] [FORECASTER] Starting predict_future for USLM
[2025-12-01T20:49:04.239533] [DEBUG] [LOCAL     ] No optimal features file found for USLM: ./output/feature-sets/USLM.txt
[2025-12-01T20:49:04.239663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:04.239702] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:04.239729] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:04.239786] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:04.294672] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:04.295524] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:04.295642] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:04.295689] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:04.413155] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:04.413300] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:04.413336] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:04.413363] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:04.416667] [DEBUG] [FORECASTER] USLM: Forecast T+1@11:T+2@11: UP (p=96.71%)
[2025-12-01T20:49:04.416925] [INFO ] [FORECASTER] Completed predict_future for USLM
[2025-12-01T20:49:04.417045] [INFO ] [sig       ] USLM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:04.554673] [INFO ] [LOCAL     ] Saved forecast: USLM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/USLM.txt
[2025-12-01T20:49:04.554794] [INFO ] [sig       ] [3374/3634] Completed USLM in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-01T20:49:04.554830] [INFO ] [sig       ] [3375/3634] Forecasting USMC...
[2025-12-01T20:49:04.554858] [INFO ] [sig       ] Generating forecast for: USMC
[2025-12-01T20:49:04.554886] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USMC' from 'https://tdm.silogroup.org/data/derivative_storage/USMC.csv'.
[2025-12-01T20:49:04.564563] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USMC'.
[2025-12-01T20:49:04.564874] [INFO ] [FORECASTER] Starting predict_future for USMC
[2025-12-01T20:49:04.565606] [DEBUG] [LOCAL     ] No optimal features file found for USMC: ./output/feature-sets/USMC.txt
[2025-12-01T20:49:04.565658] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:04.565688] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:04.565726] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:04.565782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:04.620478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:04.621179] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:04.621258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:04.621288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:04.735674] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:04.735816] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:04.735852] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:04.735880] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:04.739094] [DEBUG] [FORECASTER] USMC: Forecast T+1@11:T+2@11: DOWN (p=8.37%)
[2025-12-01T20:49:04.739350] [INFO ] [FORECASTER] Completed predict_future for USMC
[2025-12-01T20:49:04.739467] [INFO ] [sig       ] USMC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:04.875475] [INFO ] [LOCAL     ] Saved forecast: USMC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/USMC.txt
[2025-12-01T20:49:04.875613] [INFO ] [sig       ] [3375/3634] Completed USMC in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-01T20:49:04.875652] [INFO ] [sig       ] [3376/3634] Forecasting USOI...
[2025-12-01T20:49:04.875680] [INFO ] [sig       ] Generating forecast for: USOI
[2025-12-01T20:49:04.875708] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOI' from 'https://tdm.silogroup.org/data/derivative_storage/USOI.csv'.
[2025-12-01T20:49:04.885776] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USOI'.
[2025-12-01T20:49:04.886050] [INFO ] [FORECASTER] Starting predict_future for USOI
[2025-12-01T20:49:04.886787] [DEBUG] [LOCAL     ] No optimal features file found for USOI: ./output/feature-sets/USOI.txt
[2025-12-01T20:49:04.886836] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:04.886867] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:04.886893] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:04.886948] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:04.941494] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:04.942091] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:04.942165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:04.942195] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:05.058680] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:05.058828] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:05.058865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:05.058894] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:05.062216] [DEBUG] [FORECASTER] USOI: Forecast T+1@11:T+2@11: UP (p=86.52%)
[2025-12-01T20:49:05.062512] [INFO ] [FORECASTER] Completed predict_future for USOI
[2025-12-01T20:49:05.062663] [INFO ] [sig       ] USOI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:05.200331] [INFO ] [LOCAL     ] Saved forecast: USOI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/USOI.txt
[2025-12-01T20:49:05.200498] [INFO ] [sig       ] [3376/3634] Completed USOI in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-01T20:49:05.200536] [INFO ] [sig       ] [3377/3634] Forecasting USOY...
[2025-12-01T20:49:05.200564] [INFO ] [sig       ] Generating forecast for: USOY
[2025-12-01T20:49:05.200610] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USOY' from 'https://tdm.silogroup.org/data/derivative_storage/USOY.csv'.
[2025-12-01T20:49:05.210175] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'USOY'.
[2025-12-01T20:49:05.210456] [INFO ] [FORECASTER] Starting predict_future for USOY
[2025-12-01T20:49:05.211200] [DEBUG] [LOCAL     ] No optimal features file found for USOY: ./output/feature-sets/USOY.txt
[2025-12-01T20:49:05.211250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:05.211281] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:05.211308] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:05.211362] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:05.266393] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:05.267132] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:05.267210] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:05.267240] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:05.382565] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:05.382725] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:05.382762] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:05.382788] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:05.385980] [DEBUG] [FORECASTER] USOY: Forecast T+1@11:T+2@11: UP (p=93.23%)
[2025-12-01T20:49:05.386238] [INFO ] [FORECASTER] Completed predict_future for USOY
[2025-12-01T20:49:05.386353] [INFO ] [sig       ] USOY: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:49:05.523429] [INFO ] [LOCAL     ] Saved forecast: USOY	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/USOY.txt
[2025-12-01T20:49:05.523562] [INFO ] [sig       ] [3377/3634] Completed USOY in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-01T20:49:05.523616] [INFO ] [sig       ] [3378/3634] Forecasting USTB...
[2025-12-01T20:49:05.523645] [INFO ] [sig       ] Generating forecast for: USTB
[2025-12-01T20:49:05.523673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USTB' from 'https://tdm.silogroup.org/data/derivative_storage/USTB.csv'.
[2025-12-01T20:49:05.533496] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'USTB'.
[2025-12-01T20:49:05.533813] [INFO ] [FORECASTER] Starting predict_future for USTB
[2025-12-01T20:49:05.534529] [DEBUG] [LOCAL     ] No optimal features file found for USTB: ./output/feature-sets/USTB.txt
[2025-12-01T20:49:05.534597] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:05.534630] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:05.534656] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:05.534710] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:05.589814] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:05.590484] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:05.590559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:05.590609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:05.705048] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:05.705177] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:05.705214] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:05.705240] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:05.708442] [DEBUG] [FORECASTER] USTB: Forecast T+1@11:T+2@11: UP (p=63.14%)
[2025-12-01T20:49:05.708725] [INFO ] [FORECASTER] Completed predict_future for USTB
[2025-12-01T20:49:05.708844] [INFO ] [sig       ] USTB: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:49:05.847267] [INFO ] [LOCAL     ] Saved forecast: USTB	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/USTB.txt
[2025-12-01T20:49:05.847381] [INFO ] [sig       ] [3378/3634] Completed USTB in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-01T20:49:05.847418] [INFO ] [sig       ] [3379/3634] Forecasting USVM...
[2025-12-01T20:49:05.847445] [INFO ] [sig       ] Generating forecast for: USVM
[2025-12-01T20:49:05.847479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USVM' from 'https://tdm.silogroup.org/data/derivative_storage/USVM.csv'.
[2025-12-01T20:49:05.857415] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USVM'.
[2025-12-01T20:49:05.857751] [INFO ] [FORECASTER] Starting predict_future for USVM
[2025-12-01T20:49:05.858533] [DEBUG] [LOCAL     ] No optimal features file found for USVM: ./output/feature-sets/USVM.txt
[2025-12-01T20:49:05.858601] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:05.858635] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:05.858662] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:05.858717] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:05.913924] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:05.914521] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:05.914610] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:05.914643] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:06.028933] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:06.029082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:06.029118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:06.029146] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:06.032417] [DEBUG] [FORECASTER] USVM: Forecast T+1@11:T+2@11: UP (p=52.80%)
[2025-12-01T20:49:06.032696] [INFO ] [FORECASTER] Completed predict_future for USVM
[2025-12-01T20:49:06.032824] [INFO ] [sig       ] USVM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:06.172410] [INFO ] [LOCAL     ] Saved forecast: USVM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/USVM.txt
[2025-12-01T20:49:06.172558] [INFO ] [sig       ] [3379/3634] Completed USVM in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-01T20:49:06.172618] [INFO ] [sig       ] [3380/3634] Forecasting USXF...
[2025-12-01T20:49:06.172648] [INFO ] [sig       ] Generating forecast for: USXF
[2025-12-01T20:49:06.172677] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'USXF' from 'https://tdm.silogroup.org/data/derivative_storage/USXF.csv'.
[2025-12-01T20:49:06.182969] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'USXF'.
[2025-12-01T20:49:06.183306] [INFO ] [FORECASTER] Starting predict_future for USXF
[2025-12-01T20:49:06.184062] [DEBUG] [LOCAL     ] No optimal features file found for USXF: ./output/feature-sets/USXF.txt
[2025-12-01T20:49:06.184111] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:06.184167] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:06.184194] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:06.184248] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:06.240550] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:06.241389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:06.241469] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:06.241500] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:06.356105] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:06.356219] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:06.356254] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:06.356281] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:06.359399] [DEBUG] [FORECASTER] USXF: Forecast T+1@11:T+2@11: UP (p=68.74%)
[2025-12-01T20:49:06.359679] [INFO ] [FORECASTER] Completed predict_future for USXF
[2025-12-01T20:49:06.359800] [INFO ] [sig       ] USXF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:06.502881] [INFO ] [LOCAL     ] Saved forecast: USXF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/USXF.txt
[2025-12-01T20:49:06.503017] [INFO ] [sig       ] [3380/3634] Completed USXF in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-01T20:49:06.503056] [INFO ] [sig       ] [3381/3634] Forecasting UTEN...
[2025-12-01T20:49:06.503084] [INFO ] [sig       ] Generating forecast for: UTEN
[2025-12-01T20:49:06.503113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTEN' from 'https://tdm.silogroup.org/data/derivative_storage/UTEN.csv'.
[2025-12-01T20:49:06.512627] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTEN'.
[2025-12-01T20:49:06.512896] [INFO ] [FORECASTER] Starting predict_future for UTEN
[2025-12-01T20:49:06.513715] [DEBUG] [LOCAL     ] No optimal features file found for UTEN: ./output/feature-sets/UTEN.txt
[2025-12-01T20:49:06.513767] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:06.513798] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:06.513826] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:06.513883] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:06.569745] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:06.570734] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:06.570823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:06.570856] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:06.695850] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:06.696031] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:06.696071] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:06.696098] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:06.699518] [DEBUG] [FORECASTER] UTEN: Forecast T+1@11:T+2@11: DOWN (p=15.25%)
[2025-12-01T20:49:06.699817] [INFO ] [FORECASTER] Completed predict_future for UTEN
[2025-12-01T20:49:06.699945] [INFO ] [sig       ] UTEN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:06.838623] [INFO ] [LOCAL     ] Saved forecast: UTEN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UTEN.txt
[2025-12-01T20:49:06.838782] [INFO ] [sig       ] [3381/3634] Completed UTEN in 0.3s | 2.99 sym/s | Total: 18.8m | ETA: 1.4m
[2025-12-01T20:49:06.838820] [INFO ] [sig       ] [3382/3634] Forecasting UTF...
[2025-12-01T20:49:06.838849] [INFO ] [sig       ] Generating forecast for: UTF
[2025-12-01T20:49:06.838878] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTF' from 'https://tdm.silogroup.org/data/derivative_storage/UTF.csv'.
[2025-12-01T20:49:06.849402] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTF'.
[2025-12-01T20:49:06.849718] [INFO ] [FORECASTER] Starting predict_future for UTF
[2025-12-01T20:49:06.850458] [DEBUG] [LOCAL     ] No optimal features file found for UTF: ./output/feature-sets/UTF.txt
[2025-12-01T20:49:06.850506] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:06.850537] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:06.850562] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:06.850641] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:06.905163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:06.905771] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:06.905850] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:06.905880] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:07.023659] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:07.023784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:07.023819] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:07.023863] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:07.027041] [DEBUG] [FORECASTER] UTF: Forecast T+1@11:T+2@11: UP (p=80.51%)
[2025-12-01T20:49:07.027298] [INFO ] [FORECASTER] Completed predict_future for UTF
[2025-12-01T20:49:07.027416] [INFO ] [sig       ] UTF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:07.165033] [INFO ] [LOCAL     ] Saved forecast: UTF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UTF.txt
[2025-12-01T20:49:07.165139] [INFO ] [sig       ] [3382/3634] Completed UTF in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-01T20:49:07.165175] [INFO ] [sig       ] [3383/3634] Forecasting UTI...
[2025-12-01T20:49:07.165203] [INFO ] [sig       ] Generating forecast for: UTI
[2025-12-01T20:49:07.165232] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTI' from 'https://tdm.silogroup.org/data/derivative_storage/UTI.csv'.
[2025-12-01T20:49:07.175014] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTI'.
[2025-12-01T20:49:07.175260] [INFO ] [FORECASTER] Starting predict_future for UTI
[2025-12-01T20:49:07.176014] [DEBUG] [LOCAL     ] No optimal features file found for UTI: ./output/feature-sets/UTI.txt
[2025-12-01T20:49:07.176062] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:07.176091] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:07.176115] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:07.176168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:07.231475] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:07.232068] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:07.232142] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:07.232172] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:07.355058] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:07.355206] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:07.355243] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:07.355306] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:07.358587] [DEBUG] [FORECASTER] UTI: Forecast T+1@11:T+2@11: UP (p=59.16%)
[2025-12-01T20:49:07.358847] [INFO ] [FORECASTER] Completed predict_future for UTI
[2025-12-01T20:49:07.358967] [INFO ] [sig       ] UTI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:07.497749] [INFO ] [LOCAL     ] Saved forecast: UTI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UTI.txt
[2025-12-01T20:49:07.497897] [INFO ] [sig       ] [3383/3634] Completed UTI in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-01T20:49:07.497936] [INFO ] [sig       ] [3384/3634] Forecasting UTL...
[2025-12-01T20:49:07.497965] [INFO ] [sig       ] Generating forecast for: UTL
[2025-12-01T20:49:07.497994] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTL' from 'https://tdm.silogroup.org/data/derivative_storage/UTL.csv'.
[2025-12-01T20:49:07.508234] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UTL'.
[2025-12-01T20:49:07.508610] [INFO ] [FORECASTER] Starting predict_future for UTL
[2025-12-01T20:49:07.509354] [DEBUG] [LOCAL     ] No optimal features file found for UTL: ./output/feature-sets/UTL.txt
[2025-12-01T20:49:07.509413] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:07.509448] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:07.509478] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:07.509550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:07.566462] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:07.567180] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:07.567261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:07.567293] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:07.685492] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:07.685663] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:07.685704] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:07.685732] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:07.689128] [DEBUG] [FORECASTER] UTL: Forecast T+1@11:T+2@11: UP (p=53.26%)
[2025-12-01T20:49:07.689399] [INFO ] [FORECASTER] Completed predict_future for UTL
[2025-12-01T20:49:07.689526] [INFO ] [sig       ] UTL: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:49:07.830539] [INFO ] [LOCAL     ] Saved forecast: UTL	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UTL.txt
[2025-12-01T20:49:07.830717] [INFO ] [sig       ] [3384/3634] Completed UTL in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-01T20:49:07.830755] [INFO ] [sig       ] [3385/3634] Forecasting UTMD...
[2025-12-01T20:49:07.830785] [INFO ] [sig       ] Generating forecast for: UTMD
[2025-12-01T20:49:07.830814] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTMD' from 'https://tdm.silogroup.org/data/derivative_storage/UTMD.csv'.
[2025-12-01T20:49:07.840900] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UTMD'.
[2025-12-01T20:49:07.841215] [INFO ] [FORECASTER] Starting predict_future for UTMD
[2025-12-01T20:49:07.841992] [DEBUG] [LOCAL     ] No optimal features file found for UTMD: ./output/feature-sets/UTMD.txt
[2025-12-01T20:49:07.842041] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:07.842071] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:07.842095] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:07.842149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:07.898635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:07.899310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:07.899389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:07.899423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:08.010854] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:08.011004] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:08.011044] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:08.011073] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:08.014449] [DEBUG] [FORECASTER] UTMD: Forecast T+1@11:T+2@11: DOWN (p=12.04%)
[2025-12-01T20:49:08.014740] [INFO ] [FORECASTER] Completed predict_future for UTMD
[2025-12-01T20:49:08.014865] [INFO ] [sig       ] UTMD: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:49:08.155181] [INFO ] [LOCAL     ] Saved forecast: UTMD	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UTMD.txt
[2025-12-01T20:49:08.155323] [INFO ] [sig       ] [3385/3634] Completed UTMD in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-01T20:49:08.155363] [INFO ] [sig       ] [3386/3634] Forecasting UTWO...
[2025-12-01T20:49:08.155390] [INFO ] [sig       ] Generating forecast for: UTWO
[2025-12-01T20:49:08.155418] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTWO' from 'https://tdm.silogroup.org/data/derivative_storage/UTWO.csv'.
[2025-12-01T20:49:08.166240] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UTWO'.
[2025-12-01T20:49:08.166606] [INFO ] [FORECASTER] Starting predict_future for UTWO
[2025-12-01T20:49:08.167400] [DEBUG] [LOCAL     ] No optimal features file found for UTWO: ./output/feature-sets/UTWO.txt
[2025-12-01T20:49:08.167452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:08.167485] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:08.167512] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:08.167605] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:08.224430] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:08.225226] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:08.225305] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:08.225336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:08.343938] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:08.344090] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:08.344127] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:08.344154] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:08.347457] [DEBUG] [FORECASTER] UTWO: Forecast T+1@11:T+2@11: DOWN (p=42.01%)
[2025-12-01T20:49:08.347747] [INFO ] [FORECASTER] Completed predict_future for UTWO
[2025-12-01T20:49:08.347869] [INFO ] [sig       ] UTWO: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:49:08.486987] [INFO ] [LOCAL     ] Saved forecast: UTWO	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/UTWO.txt
[2025-12-01T20:49:08.487113] [INFO ] [sig       ] [3386/3634] Completed UTWO in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-01T20:49:08.487150] [INFO ] [sig       ] [3387/3634] Forecasting UTZ...
[2025-12-01T20:49:08.487179] [INFO ] [sig       ] Generating forecast for: UTZ
[2025-12-01T20:49:08.487207] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UTZ' from 'https://tdm.silogroup.org/data/derivative_storage/UTZ.csv'.
[2025-12-01T20:49:08.496972] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UTZ'.
[2025-12-01T20:49:08.497230] [INFO ] [FORECASTER] Starting predict_future for UTZ
[2025-12-01T20:49:08.497964] [DEBUG] [LOCAL     ] No optimal features file found for UTZ: ./output/feature-sets/UTZ.txt
[2025-12-01T20:49:08.498013] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:08.498043] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:08.498068] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:08.498127] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:08.553423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:08.554033] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:08.554106] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:08.554138] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:08.668481] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:08.668613] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:08.668649] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:08.668675] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:08.671799] [DEBUG] [FORECASTER] UTZ: Forecast T+1@11:T+2@11: DOWN (p=35.68%)
[2025-12-01T20:49:08.672054] [INFO ] [FORECASTER] Completed predict_future for UTZ
[2025-12-01T20:49:08.672177] [INFO ] [sig       ] UTZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:08.810726] [INFO ] [LOCAL     ] Saved forecast: UTZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UTZ.txt
[2025-12-01T20:49:08.810843] [INFO ] [sig       ] [3387/3634] Completed UTZ in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-01T20:49:08.810880] [INFO ] [sig       ] [3388/3634] Forecasting UVE...
[2025-12-01T20:49:08.810908] [INFO ] [sig       ] Generating forecast for: UVE
[2025-12-01T20:49:08.810940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVE' from 'https://tdm.silogroup.org/data/derivative_storage/UVE.csv'.
[2025-12-01T20:49:08.820550] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVE'.
[2025-12-01T20:49:08.820827] [INFO ] [FORECASTER] Starting predict_future for UVE
[2025-12-01T20:49:08.821537] [DEBUG] [LOCAL     ] No optimal features file found for UVE: ./output/feature-sets/UVE.txt
[2025-12-01T20:49:08.821613] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:08.821644] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:08.821670] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:08.821724] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:08.877080] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:08.877687] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:08.877760] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:08.877791] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:08.993531] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:08.993671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:08.993707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:08.993734] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:08.996853] [DEBUG] [FORECASTER] UVE: Forecast T+1@11:T+2@11: DOWN (p=8.43%)
[2025-12-01T20:49:08.997107] [INFO ] [FORECASTER] Completed predict_future for UVE
[2025-12-01T20:49:08.997222] [INFO ] [sig       ] UVE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:09.135127] [INFO ] [LOCAL     ] Saved forecast: UVE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UVE.txt
[2025-12-01T20:49:09.135229] [INFO ] [sig       ] [3388/3634] Completed UVE in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-01T20:49:09.135266] [INFO ] [sig       ] [3389/3634] Forecasting UVSP...
[2025-12-01T20:49:09.135293] [INFO ] [sig       ] Generating forecast for: UVSP
[2025-12-01T20:49:09.135320] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UVSP' from 'https://tdm.silogroup.org/data/derivative_storage/UVSP.csv'.
[2025-12-01T20:49:09.145103] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UVSP'.
[2025-12-01T20:49:09.145355] [INFO ] [FORECASTER] Starting predict_future for UVSP
[2025-12-01T20:49:09.146089] [DEBUG] [LOCAL     ] No optimal features file found for UVSP: ./output/feature-sets/UVSP.txt
[2025-12-01T20:49:09.146137] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:09.146167] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:09.146193] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:09.146246] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:09.200869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:09.201455] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:09.201533] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:09.201563] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:09.319903] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:09.320018] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:09.320052] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:09.320079] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:09.323193] [DEBUG] [FORECASTER] UVSP: Forecast T+1@11:T+2@11: DOWN (p=4.80%)
[2025-12-01T20:49:09.323443] [INFO ] [FORECASTER] Completed predict_future for UVSP
[2025-12-01T20:49:09.323559] [INFO ] [sig       ] UVSP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:09.460006] [INFO ] [LOCAL     ] Saved forecast: UVSP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UVSP.txt
[2025-12-01T20:49:09.460155] [INFO ] [sig       ] [3389/3634] Completed UVSP in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-01T20:49:09.460191] [INFO ] [sig       ] [3390/3634] Forecasting UWMC...
[2025-12-01T20:49:09.460220] [INFO ] [sig       ] Generating forecast for: UWMC
[2025-12-01T20:49:09.460248] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UWMC' from 'https://tdm.silogroup.org/data/derivative_storage/UWMC.csv'.
[2025-12-01T20:49:09.470702] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UWMC'.
[2025-12-01T20:49:09.471060] [INFO ] [FORECASTER] Starting predict_future for UWMC
[2025-12-01T20:49:09.471929] [DEBUG] [LOCAL     ] No optimal features file found for UWMC: ./output/feature-sets/UWMC.txt
[2025-12-01T20:49:09.471979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:09.472010] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:09.472036] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:09.472092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:09.530907] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:09.531688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:09.531800] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:09.531846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:09.651996] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:09.652143] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:09.652181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:09.652207] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:09.655440] [DEBUG] [FORECASTER] UWMC: Forecast T+1@11:T+2@11: UP (p=76.47%)
[2025-12-01T20:49:09.655715] [INFO ] [FORECASTER] Completed predict_future for UWMC
[2025-12-01T20:49:09.655832] [INFO ] [sig       ] UWMC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:09.793823] [INFO ] [LOCAL     ] Saved forecast: UWMC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UWMC.txt
[2025-12-01T20:49:09.793967] [INFO ] [sig       ] [3390/3634] Completed UWMC in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-01T20:49:09.794004] [INFO ] [sig       ] [3391/3634] Forecasting UXIN...
[2025-12-01T20:49:09.794033] [INFO ] [sig       ] Generating forecast for: UXIN
[2025-12-01T20:49:09.794061] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UXIN' from 'https://tdm.silogroup.org/data/derivative_storage/UXIN.csv'.
[2025-12-01T20:49:09.804212] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UXIN'.
[2025-12-01T20:49:09.804604] [INFO ] [FORECASTER] Starting predict_future for UXIN
[2025-12-01T20:49:09.805393] [DEBUG] [LOCAL     ] No optimal features file found for UXIN: ./output/feature-sets/UXIN.txt
[2025-12-01T20:49:09.805444] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:09.805475] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:09.805501] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:09.805558] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:09.861229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:09.861857] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:09.861930] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:09.861961] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:09.978245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:09.978391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:09.978427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:09.978454] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:09.981622] [DEBUG] [FORECASTER] UXIN: Forecast T+1@11:T+2@11: UP (p=88.52%)
[2025-12-01T20:49:09.981875] [INFO ] [FORECASTER] Completed predict_future for UXIN
[2025-12-01T20:49:09.981991] [INFO ] [sig       ] UXIN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:10.118500] [INFO ] [LOCAL     ] Saved forecast: UXIN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/UXIN.txt
[2025-12-01T20:49:10.118635] [INFO ] [sig       ] [3391/3634] Completed UXIN in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.4m
[2025-12-01T20:49:10.118674] [INFO ] [sig       ] [3392/3634] Forecasting UYLD...
[2025-12-01T20:49:10.118702] [INFO ] [sig       ] Generating forecast for: UYLD
[2025-12-01T20:49:10.118729] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UYLD' from 'https://tdm.silogroup.org/data/derivative_storage/UYLD.csv'.
[2025-12-01T20:49:10.128545] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'UYLD'.
[2025-12-01T20:49:10.128847] [INFO ] [FORECASTER] Starting predict_future for UYLD
[2025-12-01T20:49:10.129563] [DEBUG] [LOCAL     ] No optimal features file found for UYLD: ./output/feature-sets/UYLD.txt
[2025-12-01T20:49:10.129635] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:10.129665] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:10.129690] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:10.129744] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:10.184354] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:10.184953] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:10.185026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:10.185056] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:10.290733] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:10.290841] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:10.290874] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:10.290901] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:10.293934] [DEBUG] [FORECASTER] UYLD: Forecast T+1@11:T+2@11: UP (p=82.65%)
[2025-12-01T20:49:10.294184] [INFO ] [FORECASTER] Completed predict_future for UYLD
[2025-12-01T20:49:10.294300] [INFO ] [sig       ] UYLD: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:49:10.431312] [INFO ] [LOCAL     ] Saved forecast: UYLD	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/UYLD.txt
[2025-12-01T20:49:10.431420] [INFO ] [sig       ] [3392/3634] Completed UYLD in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-01T20:49:10.431456] [INFO ] [sig       ] [3393/3634] Forecasting UZE...
[2025-12-01T20:49:10.431483] [INFO ] [sig       ] Generating forecast for: UZE
[2025-12-01T20:49:10.431511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'UZE' from 'https://tdm.silogroup.org/data/derivative_storage/UZE.csv'.
[2025-12-01T20:49:10.442080] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'UZE'.
[2025-12-01T20:49:10.442366] [INFO ] [FORECASTER] Starting predict_future for UZE
[2025-12-01T20:49:10.443094] [DEBUG] [LOCAL     ] No optimal features file found for UZE: ./output/feature-sets/UZE.txt
[2025-12-01T20:49:10.443142] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:10.443172] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:10.443197] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:10.443251] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:10.498445] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:10.499082] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:10.499154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:10.499185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:10.610222] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:10.610367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:10.610406] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:10.610440] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:10.613862] [DEBUG] [FORECASTER] UZE: Forecast T+1@11:T+2@11: DOWN (p=37.20%)
[2025-12-01T20:49:10.614142] [INFO ] [FORECASTER] Completed predict_future for UZE
[2025-12-01T20:49:10.614260] [INFO ] [sig       ] UZE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:10.755272] [INFO ] [LOCAL     ] Saved forecast: UZE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/UZE.txt
[2025-12-01T20:49:10.755418] [INFO ] [sig       ] [3393/3634] Completed UZE in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-01T20:49:10.755456] [INFO ] [sig       ] [3394/3634] Forecasting VAC...
[2025-12-01T20:49:10.755484] [INFO ] [sig       ] Generating forecast for: VAC
[2025-12-01T20:49:10.755511] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAC' from 'https://tdm.silogroup.org/data/derivative_storage/VAC.csv'.
[2025-12-01T20:49:10.765176] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VAC'.
[2025-12-01T20:49:10.765431] [INFO ] [FORECASTER] Starting predict_future for VAC
[2025-12-01T20:49:10.766166] [DEBUG] [LOCAL     ] No optimal features file found for VAC: ./output/feature-sets/VAC.txt
[2025-12-01T20:49:10.766214] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:10.766244] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:10.766269] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:10.766323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:10.820536] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:10.821120] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:10.821194] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:10.821224] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:10.937952] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:10.938054] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:10.938087] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:10.938113] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:10.941162] [DEBUG] [FORECASTER] VAC: Forecast T+1@11:T+2@11: UP (p=88.96%)
[2025-12-01T20:49:10.941409] [INFO ] [FORECASTER] Completed predict_future for VAC
[2025-12-01T20:49:10.941547] [INFO ] [sig       ] VAC: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:49:11.077350] [INFO ] [LOCAL     ] Saved forecast: VAC	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VAC.txt
[2025-12-01T20:49:11.077459] [INFO ] [sig       ] [3394/3634] Completed VAC in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-01T20:49:11.077494] [INFO ] [sig       ] [3395/3634] Forecasting VAL...
[2025-12-01T20:49:11.077522] [INFO ] [sig       ] Generating forecast for: VAL
[2025-12-01T20:49:11.077550] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VAL' from 'https://tdm.silogroup.org/data/derivative_storage/VAL.csv'.
[2025-12-01T20:49:11.088493] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VAL'.
[2025-12-01T20:49:11.088779] [INFO ] [FORECASTER] Starting predict_future for VAL
[2025-12-01T20:49:11.089489] [DEBUG] [LOCAL     ] No optimal features file found for VAL: ./output/feature-sets/VAL.txt
[2025-12-01T20:49:11.089541] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:11.089588] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:11.089617] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:11.089670] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:11.145963] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:11.146528] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:11.146619] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:11.146653] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:11.264760] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:11.264887] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:11.264939] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:11.264966] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:11.268075] [DEBUG] [FORECASTER] VAL: Forecast T+1@11:T+2@11: UP (p=93.69%)
[2025-12-01T20:49:11.268346] [INFO ] [FORECASTER] Completed predict_future for VAL
[2025-12-01T20:49:11.268464] [INFO ] [sig       ] VAL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:11.404981] [INFO ] [LOCAL     ] Saved forecast: VAL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VAL.txt
[2025-12-01T20:49:11.405096] [INFO ] [sig       ] [3395/3634] Completed VAL in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-01T20:49:11.405132] [INFO ] [sig       ] [3396/3634] Forecasting VALE...
[2025-12-01T20:49:11.405160] [INFO ] [sig       ] Generating forecast for: VALE
[2025-12-01T20:49:11.405188] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALE' from 'https://tdm.silogroup.org/data/derivative_storage/VALE.csv'.
[2025-12-01T20:49:11.415465] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VALE'.
[2025-12-01T20:49:11.415741] [INFO ] [FORECASTER] Starting predict_future for VALE
[2025-12-01T20:49:11.416442] [DEBUG] [LOCAL     ] No optimal features file found for VALE: ./output/feature-sets/VALE.txt
[2025-12-01T20:49:11.416490] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:11.416520] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:11.416545] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:11.416623] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:11.471842] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:11.472404] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:11.472479] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:11.472510] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:11.593237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:11.593374] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:11.593412] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:11.593439] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:11.596590] [DEBUG] [FORECASTER] VALE: Forecast T+1@11:T+2@11: UP (p=80.30%)
[2025-12-01T20:49:11.596844] [INFO ] [FORECASTER] Completed predict_future for VALE
[2025-12-01T20:49:11.596960] [INFO ] [sig       ] VALE: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:49:11.734830] [INFO ] [LOCAL     ] Saved forecast: VALE	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VALE.txt
[2025-12-01T20:49:11.734985] [INFO ] [sig       ] [3396/3634] Completed VALE in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-01T20:49:11.735022] [INFO ] [sig       ] [3397/3634] Forecasting VALN...
[2025-12-01T20:49:11.735051] [INFO ] [sig       ] Generating forecast for: VALN
[2025-12-01T20:49:11.735079] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VALN' from 'https://tdm.silogroup.org/data/derivative_storage/VALN.csv'.
[2025-12-01T20:49:11.745326] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VALN'.
[2025-12-01T20:49:11.745656] [INFO ] [FORECASTER] Starting predict_future for VALN
[2025-12-01T20:49:11.746380] [DEBUG] [LOCAL     ] No optimal features file found for VALN: ./output/feature-sets/VALN.txt
[2025-12-01T20:49:11.746427] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:11.746484] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:11.746510] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:11.746565] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:11.802205] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:11.803129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:11.803208] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:11.803244] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:11.908892] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:11.909045] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:11.909098] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:11.909127] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:11.912330] [DEBUG] [FORECASTER] VALN: Forecast T+1@11:T+2@11: DOWN (p=5.90%)
[2025-12-01T20:49:11.912600] [INFO ] [FORECASTER] Completed predict_future for VALN
[2025-12-01T20:49:11.912721] [INFO ] [sig       ] VALN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:12.053215] [INFO ] [LOCAL     ] Saved forecast: VALN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VALN.txt
[2025-12-01T20:49:12.053360] [INFO ] [sig       ] [3397/3634] Completed VALN in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-01T20:49:12.053396] [INFO ] [sig       ] [3398/3634] Forecasting VANI...
[2025-12-01T20:49:12.053423] [INFO ] [sig       ] Generating forecast for: VANI
[2025-12-01T20:49:12.053452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VANI' from 'https://tdm.silogroup.org/data/derivative_storage/VANI.csv'.
[2025-12-01T20:49:12.063811] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VANI'.
[2025-12-01T20:49:12.064143] [INFO ] [FORECASTER] Starting predict_future for VANI
[2025-12-01T20:49:12.064916] [DEBUG] [LOCAL     ] No optimal features file found for VANI: ./output/feature-sets/VANI.txt
[2025-12-01T20:49:12.064965] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:12.064997] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:12.065023] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:12.065077] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:12.122804] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:12.123667] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:12.123752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:12.123784] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:12.243111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:12.243256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:12.243294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:12.243323] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:12.246619] [DEBUG] [FORECASTER] VANI: Forecast T+1@11:T+2@11: DOWN (p=37.63%)
[2025-12-01T20:49:12.246884] [INFO ] [FORECASTER] Completed predict_future for VANI
[2025-12-01T20:49:12.247004] [INFO ] [sig       ] VANI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:12.385859] [INFO ] [LOCAL     ] Saved forecast: VANI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VANI.txt
[2025-12-01T20:49:12.386017] [INFO ] [sig       ] [3398/3634] Completed VANI in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-01T20:49:12.386068] [INFO ] [sig       ] [3399/3634] Forecasting VBF...
[2025-12-01T20:49:12.386098] [INFO ] [sig       ] Generating forecast for: VBF
[2025-12-01T20:49:12.386127] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBF' from 'https://tdm.silogroup.org/data/derivative_storage/VBF.csv'.
[2025-12-01T20:49:12.397166] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VBF'.
[2025-12-01T20:49:12.397507] [INFO ] [FORECASTER] Starting predict_future for VBF
[2025-12-01T20:49:12.398265] [DEBUG] [LOCAL     ] No optimal features file found for VBF: ./output/feature-sets/VBF.txt
[2025-12-01T20:49:12.398342] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:12.398388] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:12.398415] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:12.398470] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:12.453098] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:12.453705] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:12.453779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:12.453809] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:12.569636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:12.569762] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:12.569796] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:12.569822] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:12.573020] [DEBUG] [FORECASTER] VBF: Forecast T+1@11:T+2@11: DOWN (p=12.43%)
[2025-12-01T20:49:12.573275] [INFO ] [FORECASTER] Completed predict_future for VBF
[2025-12-01T20:49:12.573392] [INFO ] [sig       ] VBF: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:49:12.710655] [INFO ] [LOCAL     ] Saved forecast: VBF	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VBF.txt
[2025-12-01T20:49:12.710761] [INFO ] [sig       ] [3399/3634] Completed VBF in 0.3s | 2.99 sym/s | Total: 18.9m | ETA: 1.3m
[2025-12-01T20:49:12.710796] [INFO ] [sig       ] [3400/3634] Forecasting VBNK...
[2025-12-01T20:49:12.710823] [INFO ] [sig       ] Generating forecast for: VBNK
[2025-12-01T20:49:12.710852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VBNK' from 'https://tdm.silogroup.org/data/derivative_storage/VBNK.csv'.
[2025-12-01T20:49:12.720622] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VBNK'.
[2025-12-01T20:49:12.720900] [INFO ] [FORECASTER] Starting predict_future for VBNK
[2025-12-01T20:49:12.721661] [DEBUG] [LOCAL     ] No optimal features file found for VBNK: ./output/feature-sets/VBNK.txt
[2025-12-01T20:49:12.721712] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:12.721742] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:12.721766] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:12.721821] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:12.776792] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:12.777631] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:12.777713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:12.777743] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:12.896275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:12.896420] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:12.896457] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:12.896523] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:12.899836] [DEBUG] [FORECASTER] VBNK: Forecast T+1@11:T+2@11: UP (p=86.95%)
[2025-12-01T20:49:12.901294] [INFO ] [FORECASTER] Completed predict_future for VBNK
[2025-12-01T20:49:12.901436] [INFO ] [sig       ] VBNK: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:49:13.039492] [INFO ] [LOCAL     ] Saved forecast: VBNK	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VBNK.txt
[2025-12-01T20:49:13.039637] [INFO ] [sig       ] [3400/3634] Completed VBNK in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-01T20:49:13.039677] [INFO ] [sig       ] [3401/3634] Forecasting VC...
[2025-12-01T20:49:13.039723] [INFO ] [sig       ] Generating forecast for: VC
[2025-12-01T20:49:13.039752] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VC' from 'https://tdm.silogroup.org/data/derivative_storage/VC.csv'.
[2025-12-01T20:49:13.049720] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VC'.
[2025-12-01T20:49:13.049998] [INFO ] [FORECASTER] Starting predict_future for VC
[2025-12-01T20:49:13.050760] [DEBUG] [LOCAL     ] No optimal features file found for VC: ./output/feature-sets/VC.txt
[2025-12-01T20:49:13.050810] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:13.050841] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:13.050867] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:13.050921] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:13.106152] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:13.106731] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:13.106805] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:13.106839] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:13.225360] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:13.225476] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:13.225512] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:13.225539] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:13.228747] [DEBUG] [FORECASTER] VC: Forecast T+1@11:T+2@11: UP (p=94.88%)
[2025-12-01T20:49:13.229004] [INFO ] [FORECASTER] Completed predict_future for VC
[2025-12-01T20:49:13.229123] [INFO ] [sig       ] VC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:13.365928] [INFO ] [LOCAL     ] Saved forecast: VC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VC.txt
[2025-12-01T20:49:13.366040] [INFO ] [sig       ] [3401/3634] Completed VC in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-01T20:49:13.366074] [INFO ] [sig       ] [3402/3634] Forecasting VCEL...
[2025-12-01T20:49:13.366101] [INFO ] [sig       ] Generating forecast for: VCEL
[2025-12-01T20:49:13.366129] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCEL' from 'https://tdm.silogroup.org/data/derivative_storage/VCEL.csv'.
[2025-12-01T20:49:13.376202] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCEL'.
[2025-12-01T20:49:13.376450] [INFO ] [FORECASTER] Starting predict_future for VCEL
[2025-12-01T20:49:13.377213] [DEBUG] [LOCAL     ] No optimal features file found for VCEL: ./output/feature-sets/VCEL.txt
[2025-12-01T20:49:13.377262] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:13.377291] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:13.377316] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:13.377370] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:13.432837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:13.433402] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:13.433476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:13.433506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:13.548040] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:13.548150] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:13.548186] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:13.548213] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:13.551380] [DEBUG] [FORECASTER] VCEL: Forecast T+1@11:T+2@11: UP (p=74.63%)
[2025-12-01T20:49:13.551668] [INFO ] [FORECASTER] Completed predict_future for VCEL
[2025-12-01T20:49:13.551787] [INFO ] [sig       ] VCEL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:13.690159] [INFO ] [LOCAL     ] Saved forecast: VCEL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VCEL.txt
[2025-12-01T20:49:13.690260] [INFO ] [sig       ] [3402/3634] Completed VCEL in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-01T20:49:13.690301] [INFO ] [sig       ] [3403/3634] Forecasting VCIG...
[2025-12-01T20:49:13.690330] [INFO ] [sig       ] Generating forecast for: VCIG
[2025-12-01T20:49:13.690359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCIG' from 'https://tdm.silogroup.org/data/derivative_storage/VCIG.csv'.
[2025-12-01T20:49:13.700289] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCIG'.
[2025-12-01T20:49:13.700592] [INFO ] [FORECASTER] Starting predict_future for VCIG
[2025-12-01T20:49:13.701320] [DEBUG] [LOCAL     ] No optimal features file found for VCIG: ./output/feature-sets/VCIG.txt
[2025-12-01T20:49:13.701368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:13.701397] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:13.701421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:13.701474] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:13.756191] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:13.756811] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:13.756885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:13.756916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:13.866124] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:13.866229] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:13.866263] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:13.866289] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:13.869481] [DEBUG] [FORECASTER] VCIG: Forecast T+1@11:T+2@11: UP (p=51.50%)
[2025-12-01T20:49:13.869810] [INFO ] [FORECASTER] Completed predict_future for VCIG
[2025-12-01T20:49:13.869933] [INFO ] [sig       ] VCIG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:14.008747] [INFO ] [LOCAL     ] Saved forecast: VCIG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VCIG.txt
[2025-12-01T20:49:14.008877] [INFO ] [sig       ] [3403/3634] Completed VCIG in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-01T20:49:14.008912] [INFO ] [sig       ] [3404/3634] Forecasting VCRB...
[2025-12-01T20:49:14.008939] [INFO ] [sig       ] Generating forecast for: VCRB
[2025-12-01T20:49:14.008967] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCRB' from 'https://tdm.silogroup.org/data/derivative_storage/VCRB.csv'.
[2025-12-01T20:49:14.018873] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCRB'.
[2025-12-01T20:49:14.019130] [INFO ] [FORECASTER] Starting predict_future for VCRB
[2025-12-01T20:49:14.019901] [DEBUG] [LOCAL     ] No optimal features file found for VCRB: ./output/feature-sets/VCRB.txt
[2025-12-01T20:49:14.019950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:14.019980] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:14.020005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:14.020059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:14.078562] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:14.079146] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:14.079220] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:14.079251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:14.194395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:14.194508] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:14.194541] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:14.194585] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:14.197640] [DEBUG] [FORECASTER] VCRB: Forecast T+1@11:T+2@11: UP (p=96.46%)
[2025-12-01T20:49:14.197890] [INFO ] [FORECASTER] Completed predict_future for VCRB
[2025-12-01T20:49:14.198021] [INFO ] [sig       ] VCRB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:14.379202] [INFO ] [LOCAL     ] Saved forecast: VCRB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VCRB.txt
[2025-12-01T20:49:14.379333] [INFO ] [sig       ] [3404/3634] Completed VCRB in 0.4s | 2.99 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-01T20:49:14.379369] [INFO ] [sig       ] [3405/3634] Forecasting VCSH...
[2025-12-01T20:49:14.379397] [INFO ] [sig       ] Generating forecast for: VCSH
[2025-12-01T20:49:14.379426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VCSH' from 'https://tdm.silogroup.org/data/derivative_storage/VCSH.csv'.
[2025-12-01T20:49:14.389199] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VCSH'.
[2025-12-01T20:49:14.389453] [INFO ] [FORECASTER] Starting predict_future for VCSH
[2025-12-01T20:49:14.390245] [DEBUG] [LOCAL     ] No optimal features file found for VCSH: ./output/feature-sets/VCSH.txt
[2025-12-01T20:49:14.390294] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:14.390325] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:14.390350] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:14.390404] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:14.446565] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:14.447408] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:14.447486] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:14.447517] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:14.572200] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:14.572348] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:14.572384] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:14.572411] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:14.575677] [DEBUG] [FORECASTER] VCSH: Forecast T+1@11:T+2@11: UP (p=98.46%)
[2025-12-01T20:49:14.576144] [INFO ] [FORECASTER] Completed predict_future for VCSH
[2025-12-01T20:49:14.576267] [INFO ] [sig       ] VCSH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:14.713932] [INFO ] [LOCAL     ] Saved forecast: VCSH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VCSH.txt
[2025-12-01T20:49:14.714040] [INFO ] [sig       ] [3405/3634] Completed VCSH in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-01T20:49:14.714075] [INFO ] [sig       ] [3406/3634] Forecasting VECO...
[2025-12-01T20:49:14.714102] [INFO ] [sig       ] Generating forecast for: VECO
[2025-12-01T20:49:14.714130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VECO' from 'https://tdm.silogroup.org/data/derivative_storage/VECO.csv'.
[2025-12-01T20:49:14.724231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VECO'.
[2025-12-01T20:49:14.724483] [INFO ] [FORECASTER] Starting predict_future for VECO
[2025-12-01T20:49:14.725238] [DEBUG] [LOCAL     ] No optimal features file found for VECO: ./output/feature-sets/VECO.txt
[2025-12-01T20:49:14.725286] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:14.725316] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:14.725341] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:14.725395] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:14.782018] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:14.782618] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:14.782698] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:14.782730] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:14.902526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:14.902642] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:14.902675] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:14.902716] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:14.905741] [DEBUG] [FORECASTER] VECO: Forecast T+1@11:T+2@11: DOWN (p=0.71%)
[2025-12-01T20:49:14.905992] [INFO ] [FORECASTER] Completed predict_future for VECO
[2025-12-01T20:49:14.906108] [INFO ] [sig       ] VECO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:15.047264] [INFO ] [LOCAL     ] Saved forecast: VECO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VECO.txt
[2025-12-01T20:49:15.047411] [INFO ] [sig       ] [3406/3634] Completed VECO in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-01T20:49:15.047448] [INFO ] [sig       ] [3407/3634] Forecasting VEEE...
[2025-12-01T20:49:15.047476] [INFO ] [sig       ] Generating forecast for: VEEE
[2025-12-01T20:49:15.047505] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEEE' from 'https://tdm.silogroup.org/data/derivative_storage/VEEE.csv'.
[2025-12-01T20:49:15.057834] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VEEE'.
[2025-12-01T20:49:15.058130] [INFO ] [FORECASTER] Starting predict_future for VEEE
[2025-12-01T20:49:15.058928] [DEBUG] [LOCAL     ] No optimal features file found for VEEE: ./output/feature-sets/VEEE.txt
[2025-12-01T20:49:15.058979] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:15.059011] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:15.059038] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:15.059095] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:15.117700] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:15.118438] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:15.118541] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:15.118588] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:15.232640] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:15.232754] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:15.232788] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:15.232814] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:15.235935] [DEBUG] [FORECASTER] VEEE: Forecast T+1@11:T+2@11: DOWN (p=3.24%)
[2025-12-01T20:49:15.236190] [INFO ] [FORECASTER] Completed predict_future for VEEE
[2025-12-01T20:49:15.236305] [INFO ] [sig       ] VEEE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:15.374994] [INFO ] [LOCAL     ] Saved forecast: VEEE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VEEE.txt
[2025-12-01T20:49:15.375102] [INFO ] [sig       ] [3407/3634] Completed VEEE in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-01T20:49:15.375137] [INFO ] [sig       ] [3408/3634] Forecasting VEL...
[2025-12-01T20:49:15.375165] [INFO ] [sig       ] Generating forecast for: VEL
[2025-12-01T20:49:15.375192] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEL' from 'https://tdm.silogroup.org/data/derivative_storage/VEL.csv'.
[2025-12-01T20:49:15.385355] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VEL'.
[2025-12-01T20:49:15.385623] [INFO ] [FORECASTER] Starting predict_future for VEL
[2025-12-01T20:49:15.386338] [DEBUG] [LOCAL     ] No optimal features file found for VEL: ./output/feature-sets/VEL.txt
[2025-12-01T20:49:15.386386] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:15.386417] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:15.386442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:15.386496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:15.442137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:15.442715] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:15.442797] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:15.442829] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:15.558273] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:15.558388] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:15.558424] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:15.558452] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:15.561738] [DEBUG] [FORECASTER] VEL: Forecast T+1@11:T+2@11: DOWN (p=15.65%)
[2025-12-01T20:49:15.562003] [INFO ] [FORECASTER] Completed predict_future for VEL
[2025-12-01T20:49:15.562123] [INFO ] [sig       ] VEL: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:49:15.699920] [INFO ] [LOCAL     ] Saved forecast: VEL	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VEL.txt
[2025-12-01T20:49:15.700055] [INFO ] [sig       ] [3408/3634] Completed VEL in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-01T20:49:15.700101] [INFO ] [sig       ] [3409/3634] Forecasting VEON...
[2025-12-01T20:49:15.700131] [INFO ] [sig       ] Generating forecast for: VEON
[2025-12-01T20:49:15.700159] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VEON' from 'https://tdm.silogroup.org/data/derivative_storage/VEON.csv'.
[2025-12-01T20:49:15.709917] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VEON'.
[2025-12-01T20:49:15.710171] [INFO ] [FORECASTER] Starting predict_future for VEON
[2025-12-01T20:49:15.710931] [DEBUG] [LOCAL     ] No optimal features file found for VEON: ./output/feature-sets/VEON.txt
[2025-12-01T20:49:15.710980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:15.711009] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:15.711034] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:15.711087] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:15.765757] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:15.766342] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:15.766415] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:15.766444] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:15.885314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:15.885419] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:15.885452] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:15.885479] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:15.888629] [DEBUG] [FORECASTER] VEON: Forecast T+1@11:T+2@11: DOWN (p=12.44%)
[2025-12-01T20:49:15.888900] [INFO ] [FORECASTER] Completed predict_future for VEON
[2025-12-01T20:49:15.889018] [INFO ] [sig       ] VEON: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:49:16.026044] [INFO ] [LOCAL     ] Saved forecast: VEON	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VEON.txt
[2025-12-01T20:49:16.026179] [INFO ] [sig       ] [3409/3634] Completed VEON in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.3m
[2025-12-01T20:49:16.026225] [INFO ] [sig       ] [3410/3634] Forecasting VERA...
[2025-12-01T20:49:16.026255] [INFO ] [sig       ] Generating forecast for: VERA
[2025-12-01T20:49:16.026288] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERA' from 'https://tdm.silogroup.org/data/derivative_storage/VERA.csv'.
[2025-12-01T20:49:16.036282] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERA'.
[2025-12-01T20:49:16.036538] [INFO ] [FORECASTER] Starting predict_future for VERA
[2025-12-01T20:49:16.037293] [DEBUG] [LOCAL     ] No optimal features file found for VERA: ./output/feature-sets/VERA.txt
[2025-12-01T20:49:16.037341] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:16.037371] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:16.037406] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:16.037460] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:16.093011] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:16.093887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:16.093965] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:16.093995] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:16.210615] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:16.210758] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:16.210794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:16.210821] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:16.213999] [DEBUG] [FORECASTER] VERA: Forecast T+1@11:T+2@11: UP (p=84.93%)
[2025-12-01T20:49:16.214251] [INFO ] [FORECASTER] Completed predict_future for VERA
[2025-12-01T20:49:16.214367] [INFO ] [sig       ] VERA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:16.353885] [INFO ] [LOCAL     ] Saved forecast: VERA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VERA.txt
[2025-12-01T20:49:16.354044] [INFO ] [sig       ] [3410/3634] Completed VERA in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-01T20:49:16.354081] [INFO ] [sig       ] [3411/3634] Forecasting VERI...
[2025-12-01T20:49:16.354110] [INFO ] [sig       ] Generating forecast for: VERI
[2025-12-01T20:49:16.354139] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERI' from 'https://tdm.silogroup.org/data/derivative_storage/VERI.csv'.
[2025-12-01T20:49:16.363785] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERI'.
[2025-12-01T20:49:16.364066] [INFO ] [FORECASTER] Starting predict_future for VERI
[2025-12-01T20:49:16.364810] [DEBUG] [LOCAL     ] No optimal features file found for VERI: ./output/feature-sets/VERI.txt
[2025-12-01T20:49:16.364859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:16.364889] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:16.364914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:16.364968] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:16.420163] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:16.420906] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:16.420986] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:16.421019] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:16.537586] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:16.537733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:16.537772] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:16.537801] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:16.541202] [DEBUG] [FORECASTER] VERI: Forecast T+1@11:T+2@11: DOWN (p=16.19%)
[2025-12-01T20:49:16.541466] [INFO ] [FORECASTER] Completed predict_future for VERI
[2025-12-01T20:49:16.541617] [INFO ] [sig       ] VERI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:16.679421] [INFO ] [LOCAL     ] Saved forecast: VERI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VERI.txt
[2025-12-01T20:49:16.679555] [INFO ] [sig       ] [3411/3634] Completed VERI in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-01T20:49:16.679623] [INFO ] [sig       ] [3412/3634] Forecasting VERO...
[2025-12-01T20:49:16.679653] [INFO ] [sig       ] Generating forecast for: VERO
[2025-12-01T20:49:16.679698] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERO' from 'https://tdm.silogroup.org/data/derivative_storage/VERO.csv'.
[2025-12-01T20:49:16.690175] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VERO'.
[2025-12-01T20:49:16.690479] [INFO ] [FORECASTER] Starting predict_future for VERO
[2025-12-01T20:49:16.691224] [DEBUG] [LOCAL     ] No optimal features file found for VERO: ./output/feature-sets/VERO.txt
[2025-12-01T20:49:16.691276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:16.691306] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:16.691332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:16.691386] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:16.746304] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:16.746888] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:16.746962] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:16.746993] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:16.864804] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:16.864949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:16.864992] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:16.865019] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:16.868217] [DEBUG] [FORECASTER] VERO: Forecast T+1@11:T+2@11: DOWN (p=19.47%)
[2025-12-01T20:49:16.868493] [INFO ] [FORECASTER] Completed predict_future for VERO
[2025-12-01T20:49:16.868628] [INFO ] [sig       ] VERO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:17.010682] [INFO ] [LOCAL     ] Saved forecast: VERO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VERO.txt
[2025-12-01T20:49:17.010835] [INFO ] [sig       ] [3412/3634] Completed VERO in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-01T20:49:17.010874] [INFO ] [sig       ] [3413/3634] Forecasting VERX...
[2025-12-01T20:49:17.010903] [INFO ] [sig       ] Generating forecast for: VERX
[2025-12-01T20:49:17.010931] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VERX' from 'https://tdm.silogroup.org/data/derivative_storage/VERX.csv'.
[2025-12-01T20:49:17.021722] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VERX'.
[2025-12-01T20:49:17.022058] [INFO ] [FORECASTER] Starting predict_future for VERX
[2025-12-01T20:49:17.022834] [DEBUG] [LOCAL     ] No optimal features file found for VERX: ./output/feature-sets/VERX.txt
[2025-12-01T20:49:17.022883] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:17.022914] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:17.022940] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:17.022994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:17.080232] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:17.081079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:17.081161] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:17.081193] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:17.200618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:17.200800] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:17.200838] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:17.200866] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:17.204179] [DEBUG] [FORECASTER] VERX: Forecast T+1@11:T+2@11: DOWN (p=18.64%)
[2025-12-01T20:49:17.204447] [INFO ] [FORECASTER] Completed predict_future for VERX
[2025-12-01T20:49:17.204569] [INFO ] [sig       ] VERX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:49:17.340846] [INFO ] [LOCAL     ] Saved forecast: VERX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VERX.txt
[2025-12-01T20:49:17.340984] [INFO ] [sig       ] [3413/3634] Completed VERX in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-01T20:49:17.341023] [INFO ] [sig       ] [3414/3634] Forecasting VFC...
[2025-12-01T20:49:17.341062] [INFO ] [sig       ] Generating forecast for: VFC
[2025-12-01T20:49:17.341091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFC' from 'https://tdm.silogroup.org/data/derivative_storage/VFC.csv'.
[2025-12-01T20:49:17.351298] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFC'.
[2025-12-01T20:49:17.351660] [INFO ] [FORECASTER] Starting predict_future for VFC
[2025-12-01T20:49:17.352405] [DEBUG] [LOCAL     ] No optimal features file found for VFC: ./output/feature-sets/VFC.txt
[2025-12-01T20:49:17.352455] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:17.352514] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:17.352542] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:17.352615] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:17.407394] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:17.407995] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:17.408081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:17.408112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:17.526675] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:17.526795] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:17.526829] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:17.526856] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:17.530040] [DEBUG] [FORECASTER] VFC: Forecast T+1@11:T+2@11: UP (p=86.29%)
[2025-12-01T20:49:17.530295] [INFO ] [FORECASTER] Completed predict_future for VFC
[2025-12-01T20:49:17.530411] [INFO ] [sig       ] VFC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:17.670695] [INFO ] [LOCAL     ] Saved forecast: VFC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VFC.txt
[2025-12-01T20:49:17.670806] [INFO ] [sig       ] [3414/3634] Completed VFC in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-01T20:49:17.670842] [INFO ] [sig       ] [3415/3634] Forecasting VFF...
[2025-12-01T20:49:17.670871] [INFO ] [sig       ] Generating forecast for: VFF
[2025-12-01T20:49:17.670898] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFF' from 'https://tdm.silogroup.org/data/derivative_storage/VFF.csv'.
[2025-12-01T20:49:17.680732] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFF'.
[2025-12-01T20:49:17.680979] [INFO ] [FORECASTER] Starting predict_future for VFF
[2025-12-01T20:49:17.681725] [DEBUG] [LOCAL     ] No optimal features file found for VFF: ./output/feature-sets/VFF.txt
[2025-12-01T20:49:17.681774] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:17.681803] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:17.681828] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:17.681882] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:17.736780] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:17.737352] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:17.737424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:17.737454] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:17.853314] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:17.853420] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:17.853454] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:17.853481] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:17.856547] [DEBUG] [FORECASTER] VFF: Forecast T+1@11:T+2@11: UP (p=90.07%)
[2025-12-01T20:49:17.856814] [INFO ] [FORECASTER] Completed predict_future for VFF
[2025-12-01T20:49:17.856930] [INFO ] [sig       ] VFF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:17.993673] [INFO ] [LOCAL     ] Saved forecast: VFF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VFF.txt
[2025-12-01T20:49:17.993783] [INFO ] [sig       ] [3415/3634] Completed VFF in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-01T20:49:17.993819] [INFO ] [sig       ] [3416/3634] Forecasting VFLO...
[2025-12-01T20:49:17.993847] [INFO ] [sig       ] Generating forecast for: VFLO
[2025-12-01T20:49:17.993875] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFLO' from 'https://tdm.silogroup.org/data/derivative_storage/VFLO.csv'.
[2025-12-01T20:49:18.004008] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VFLO'.
[2025-12-01T20:49:18.004266] [INFO ] [FORECASTER] Starting predict_future for VFLO
[2025-12-01T20:49:18.005004] [DEBUG] [LOCAL     ] No optimal features file found for VFLO: ./output/feature-sets/VFLO.txt
[2025-12-01T20:49:18.005053] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:18.005083] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:18.005108] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:18.005161] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:18.059507] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:18.060098] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:18.060171] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:18.060201] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:18.178997] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:18.179112] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:18.179146] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:18.179173] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:18.182281] [DEBUG] [FORECASTER] VFLO: Forecast T+1@11:T+2@11: DOWN (p=1.01%)
[2025-12-01T20:49:18.182531] [INFO ] [FORECASTER] Completed predict_future for VFLO
[2025-12-01T20:49:18.182666] [INFO ] [sig       ] VFLO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:18.318694] [INFO ] [LOCAL     ] Saved forecast: VFLO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VFLO.txt
[2025-12-01T20:49:18.318802] [INFO ] [sig       ] [3416/3634] Completed VFLO in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-01T20:49:18.318837] [INFO ] [sig       ] [3417/3634] Forecasting VFS...
[2025-12-01T20:49:18.318864] [INFO ] [sig       ] Generating forecast for: VFS
[2025-12-01T20:49:18.318892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VFS' from 'https://tdm.silogroup.org/data/derivative_storage/VFS.csv'.
[2025-12-01T20:49:18.329029] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VFS'.
[2025-12-01T20:49:18.329309] [INFO ] [FORECASTER] Starting predict_future for VFS
[2025-12-01T20:49:18.330045] [DEBUG] [LOCAL     ] No optimal features file found for VFS: ./output/feature-sets/VFS.txt
[2025-12-01T20:49:18.330095] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:18.330124] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:18.330149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:18.330203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:18.383869] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:18.384494] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:18.384587] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:18.384619] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:18.501553] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:18.501712] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:18.501749] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:18.501821] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:18.505021] [DEBUG] [FORECASTER] VFS: Forecast T+1@11:T+2@11: UP (p=88.13%)
[2025-12-01T20:49:18.505278] [INFO ] [FORECASTER] Completed predict_future for VFS
[2025-12-01T20:49:18.505395] [INFO ] [sig       ] VFS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:49:18.641933] [INFO ] [LOCAL     ] Saved forecast: VFS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VFS.txt
[2025-12-01T20:49:18.642067] [INFO ] [sig       ] [3417/3634] Completed VFS in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-01T20:49:18.642103] [INFO ] [sig       ] [3418/3634] Forecasting VGI...
[2025-12-01T20:49:18.642139] [INFO ] [sig       ] Generating forecast for: VGI
[2025-12-01T20:49:18.642168] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGI' from 'https://tdm.silogroup.org/data/derivative_storage/VGI.csv'.
[2025-12-01T20:49:18.652701] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGI'.
[2025-12-01T20:49:18.653034] [INFO ] [FORECASTER] Starting predict_future for VGI
[2025-12-01T20:49:18.653784] [DEBUG] [LOCAL     ] No optimal features file found for VGI: ./output/feature-sets/VGI.txt
[2025-12-01T20:49:18.653832] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:18.653861] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:18.653886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:18.653939] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:18.708031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:18.708709] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:18.708785] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:18.708816] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:18.823148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:18.823294] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:18.823329] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:18.823356] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:18.826551] [DEBUG] [FORECASTER] VGI: Forecast T+1@11:T+2@11: UP (p=79.42%)
[2025-12-01T20:49:18.826827] [INFO ] [FORECASTER] Completed predict_future for VGI
[2025-12-01T20:49:18.826944] [INFO ] [sig       ] VGI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:18.962024] [INFO ] [LOCAL     ] Saved forecast: VGI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VGI.txt
[2025-12-01T20:49:18.962132] [INFO ] [sig       ] [3418/3634] Completed VGI in 0.3s | 2.99 sym/s | Total: 19.0m | ETA: 1.2m
[2025-12-01T20:49:18.962167] [INFO ] [sig       ] [3419/3634] Forecasting VGM...
[2025-12-01T20:49:18.962195] [INFO ] [sig       ] Generating forecast for: VGM
[2025-12-01T20:49:18.962224] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGM' from 'https://tdm.silogroup.org/data/derivative_storage/VGM.csv'.
[2025-12-01T20:49:18.972145] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGM'.
[2025-12-01T20:49:18.972397] [INFO ] [FORECASTER] Starting predict_future for VGM
[2025-12-01T20:49:18.973124] [DEBUG] [LOCAL     ] No optimal features file found for VGM: ./output/feature-sets/VGM.txt
[2025-12-01T20:49:18.973173] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:18.973203] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:18.973229] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:18.973283] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:19.028093] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:19.028704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:19.028790] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:19.028821] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:19.147358] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:19.147467] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:19.147501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:19.147528] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:19.150637] [DEBUG] [FORECASTER] VGM: Forecast T+1@11:T+2@11: DOWN (p=39.83%)
[2025-12-01T20:49:19.150959] [INFO ] [FORECASTER] Completed predict_future for VGM
[2025-12-01T20:49:19.151113] [INFO ] [sig       ] VGM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:19.288053] [INFO ] [LOCAL     ] Saved forecast: VGM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VGM.txt
[2025-12-01T20:49:19.288158] [INFO ] [sig       ] [3419/3634] Completed VGM in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-01T20:49:19.288193] [INFO ] [sig       ] [3420/3634] Forecasting VGSH...
[2025-12-01T20:49:19.288221] [INFO ] [sig       ] Generating forecast for: VGSH
[2025-12-01T20:49:19.288249] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VGSH' from 'https://tdm.silogroup.org/data/derivative_storage/VGSH.csv'.
[2025-12-01T20:49:19.298071] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VGSH'.
[2025-12-01T20:49:19.298345] [INFO ] [FORECASTER] Starting predict_future for VGSH
[2025-12-01T20:49:19.299075] [DEBUG] [LOCAL     ] No optimal features file found for VGSH: ./output/feature-sets/VGSH.txt
[2025-12-01T20:49:19.299123] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:19.299152] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:19.299177] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:19.299230] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:19.353549] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:19.354139] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:19.354212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:19.354242] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:19.472378] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:19.472469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:19.472501] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:19.472528] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:19.475484] [DEBUG] [FORECASTER] VGSH: Forecast T+1@11:T+2@11: UP (p=87.44%)
[2025-12-01T20:49:19.475749] [INFO ] [FORECASTER] Completed predict_future for VGSH
[2025-12-01T20:49:19.475865] [INFO ] [sig       ] VGSH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:19.611893] [INFO ] [LOCAL     ] Saved forecast: VGSH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VGSH.txt
[2025-12-01T20:49:19.612001] [INFO ] [sig       ] [3420/3634] Completed VGSH in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-01T20:49:19.612036] [INFO ] [sig       ] [3421/3634] Forecasting VICI...
[2025-12-01T20:49:19.612064] [INFO ] [sig       ] Generating forecast for: VICI
[2025-12-01T20:49:19.612091] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VICI' from 'https://tdm.silogroup.org/data/derivative_storage/VICI.csv'.
[2025-12-01T20:49:19.621663] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VICI'.
[2025-12-01T20:49:19.621923] [INFO ] [FORECASTER] Starting predict_future for VICI
[2025-12-01T20:49:19.622649] [DEBUG] [LOCAL     ] No optimal features file found for VICI: ./output/feature-sets/VICI.txt
[2025-12-01T20:49:19.622697] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:19.622728] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:19.622753] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:19.622818] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:19.678141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:19.678763] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:19.678845] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:19.678875] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:19.805639] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:19.805783] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:19.805822] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:19.805851] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:19.809173] [DEBUG] [FORECASTER] VICI: Forecast T+1@11:T+2@11: DOWN (p=37.70%)
[2025-12-01T20:49:19.809433] [INFO ] [FORECASTER] Completed predict_future for VICI
[2025-12-01T20:49:19.809549] [INFO ] [sig       ] VICI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:19.948464] [INFO ] [LOCAL     ] Saved forecast: VICI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VICI.txt
[2025-12-01T20:49:19.948596] [INFO ] [sig       ] [3421/3634] Completed VICI in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-01T20:49:19.948638] [INFO ] [sig       ] [3422/3634] Forecasting VIGI...
[2025-12-01T20:49:19.948672] [INFO ] [sig       ] Generating forecast for: VIGI
[2025-12-01T20:49:19.948705] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIGI' from 'https://tdm.silogroup.org/data/derivative_storage/VIGI.csv'.
[2025-12-01T20:49:19.958970] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VIGI'.
[2025-12-01T20:49:19.959232] [INFO ] [FORECASTER] Starting predict_future for VIGI
[2025-12-01T20:49:19.959956] [DEBUG] [LOCAL     ] No optimal features file found for VIGI: ./output/feature-sets/VIGI.txt
[2025-12-01T20:49:19.960005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:19.960035] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:19.960060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:19.960124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:20.015446] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:20.016056] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:20.016130] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:20.016161] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:20.130457] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:20.130558] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:20.130610] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:20.130641] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:20.133735] [DEBUG] [FORECASTER] VIGI: Forecast T+1@11:T+2@11: DOWN (p=4.39%)
[2025-12-01T20:49:20.133984] [INFO ] [FORECASTER] Completed predict_future for VIGI
[2025-12-01T20:49:20.134102] [INFO ] [sig       ] VIGI: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:49:20.271850] [INFO ] [LOCAL     ] Saved forecast: VIGI	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VIGI.txt
[2025-12-01T20:49:20.271960] [INFO ] [sig       ] [3422/3634] Completed VIGI in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-01T20:49:20.271995] [INFO ] [sig       ] [3423/3634] Forecasting VINP...
[2025-12-01T20:49:20.272024] [INFO ] [sig       ] Generating forecast for: VINP
[2025-12-01T20:49:20.272052] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VINP' from 'https://tdm.silogroup.org/data/derivative_storage/VINP.csv'.
[2025-12-01T20:49:20.282552] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VINP'.
[2025-12-01T20:49:20.282875] [INFO ] [FORECASTER] Starting predict_future for VINP
[2025-12-01T20:49:20.283599] [DEBUG] [LOCAL     ] No optimal features file found for VINP: ./output/feature-sets/VINP.txt
[2025-12-01T20:49:20.283659] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:20.283690] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:20.283716] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:20.283770] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:20.338667] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:20.339269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:20.339344] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:20.339374] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:20.453179] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:20.453288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:20.453323] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:20.453350] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:20.456415] [DEBUG] [FORECASTER] VINP: Forecast T+1@11:T+2@11: UP (p=91.81%)
[2025-12-01T20:49:20.456686] [INFO ] [FORECASTER] Completed predict_future for VINP
[2025-12-01T20:49:20.456802] [INFO ] [sig       ] VINP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:20.594103] [INFO ] [LOCAL     ] Saved forecast: VINP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VINP.txt
[2025-12-01T20:49:20.594212] [INFO ] [sig       ] [3423/3634] Completed VINP in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-01T20:49:20.594247] [INFO ] [sig       ] [3424/3634] Forecasting VIPS...
[2025-12-01T20:49:20.594275] [INFO ] [sig       ] Generating forecast for: VIPS
[2025-12-01T20:49:20.594302] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIPS' from 'https://tdm.silogroup.org/data/derivative_storage/VIPS.csv'.
[2025-12-01T20:49:20.604843] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIPS'.
[2025-12-01T20:49:20.605093] [INFO ] [FORECASTER] Starting predict_future for VIPS
[2025-12-01T20:49:20.605823] [DEBUG] [LOCAL     ] No optimal features file found for VIPS: ./output/feature-sets/VIPS.txt
[2025-12-01T20:49:20.605872] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:20.605902] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:20.605928] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:20.605982] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:20.660760] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:20.661311] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:20.661408] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:20.661439] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:20.787275] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:20.787385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:20.787419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:20.787447] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:20.790542] [DEBUG] [FORECASTER] VIPS: Forecast T+1@11:T+2@11: DOWN (p=1.12%)
[2025-12-01T20:49:20.790815] [INFO ] [FORECASTER] Completed predict_future for VIPS
[2025-12-01T20:49:20.790931] [INFO ] [sig       ] VIPS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:20.927398] [INFO ] [LOCAL     ] Saved forecast: VIPS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VIPS.txt
[2025-12-01T20:49:20.927499] [INFO ] [sig       ] [3424/3634] Completed VIPS in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-01T20:49:20.927533] [INFO ] [sig       ] [3425/3634] Forecasting VIRC...
[2025-12-01T20:49:20.927562] [INFO ] [sig       ] Generating forecast for: VIRC
[2025-12-01T20:49:20.927609] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VIRC' from 'https://tdm.silogroup.org/data/derivative_storage/VIRC.csv'.
[2025-12-01T20:49:20.937961] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VIRC'.
[2025-12-01T20:49:20.938212] [INFO ] [FORECASTER] Starting predict_future for VIRC
[2025-12-01T20:49:20.939137] [DEBUG] [LOCAL     ] No optimal features file found for VIRC: ./output/feature-sets/VIRC.txt
[2025-12-01T20:49:20.939188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:20.939217] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:20.939242] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:20.939296] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:20.996243] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:20.996876] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:20.996955] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:20.996987] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:21.118925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:21.119063] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:21.119100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:21.119126] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:21.122334] [DEBUG] [FORECASTER] VIRC: Forecast T+1@11:T+2@11: UP (p=88.69%)
[2025-12-01T20:49:21.122606] [INFO ] [FORECASTER] Completed predict_future for VIRC
[2025-12-01T20:49:21.122727] [INFO ] [sig       ] VIRC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:21.258050] [INFO ] [LOCAL     ] Saved forecast: VIRC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VIRC.txt
[2025-12-01T20:49:21.258164] [INFO ] [sig       ] [3425/3634] Completed VIRC in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-01T20:49:21.258198] [INFO ] [sig       ] [3426/3634] Forecasting VITL...
[2025-12-01T20:49:21.258227] [INFO ] [sig       ] Generating forecast for: VITL
[2025-12-01T20:49:21.258254] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VITL' from 'https://tdm.silogroup.org/data/derivative_storage/VITL.csv'.
[2025-12-01T20:49:21.267797] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VITL'.
[2025-12-01T20:49:21.268050] [INFO ] [FORECASTER] Starting predict_future for VITL
[2025-12-01T20:49:21.268811] [DEBUG] [LOCAL     ] No optimal features file found for VITL: ./output/feature-sets/VITL.txt
[2025-12-01T20:49:21.268859] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:21.268889] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:21.268914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:21.268967] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:21.324343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:21.324933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:21.325009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:21.325039] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:21.450002] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:21.450131] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:21.450169] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:21.450195] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:21.453427] [DEBUG] [FORECASTER] VITL: Forecast T+1@11:T+2@11: UP (p=79.60%)
[2025-12-01T20:49:21.453708] [INFO ] [FORECASTER] Completed predict_future for VITL
[2025-12-01T20:49:21.453848] [INFO ] [sig       ] VITL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:21.590902] [INFO ] [LOCAL     ] Saved forecast: VITL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VITL.txt
[2025-12-01T20:49:21.591035] [INFO ] [sig       ] [3426/3634] Completed VITL in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-01T20:49:21.591072] [INFO ] [sig       ] [3427/3634] Forecasting VKQ...
[2025-12-01T20:49:21.591101] [INFO ] [sig       ] Generating forecast for: VKQ
[2025-12-01T20:49:21.591130] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKQ' from 'https://tdm.silogroup.org/data/derivative_storage/VKQ.csv'.
[2025-12-01T20:49:21.600253] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKQ'.
[2025-12-01T20:49:21.600506] [INFO ] [FORECASTER] Starting predict_future for VKQ
[2025-12-01T20:49:21.601234] [DEBUG] [LOCAL     ] No optimal features file found for VKQ: ./output/feature-sets/VKQ.txt
[2025-12-01T20:49:21.601283] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:21.601313] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:21.601338] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:21.601392] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:21.656684] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:21.657270] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:21.657342] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:21.657372] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:21.775644] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:21.775784] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:21.775820] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:21.775847] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:21.779043] [DEBUG] [FORECASTER] VKQ: Forecast T+1@11:T+2@11: DOWN (p=20.09%)
[2025-12-01T20:49:21.779293] [INFO ] [FORECASTER] Completed predict_future for VKQ
[2025-12-01T20:49:21.779410] [INFO ] [sig       ] VKQ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:21.915716] [INFO ] [LOCAL     ] Saved forecast: VKQ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VKQ.txt
[2025-12-01T20:49:21.915846] [INFO ] [sig       ] [3427/3634] Completed VKQ in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.2m
[2025-12-01T20:49:21.915883] [INFO ] [sig       ] [3428/3634] Forecasting VKTX...
[2025-12-01T20:49:21.915912] [INFO ] [sig       ] Generating forecast for: VKTX
[2025-12-01T20:49:21.915940] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VKTX' from 'https://tdm.silogroup.org/data/derivative_storage/VKTX.csv'.
[2025-12-01T20:49:21.925646] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VKTX'.
[2025-12-01T20:49:21.925917] [INFO ] [FORECASTER] Starting predict_future for VKTX
[2025-12-01T20:49:21.926650] [DEBUG] [LOCAL     ] No optimal features file found for VKTX: ./output/feature-sets/VKTX.txt
[2025-12-01T20:49:21.926707] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:21.926743] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:21.926774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:21.926841] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:21.982543] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:21.983167] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:21.983239] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:21.983270] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:22.101504] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:22.101624] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:22.101658] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:22.101685] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:22.104690] [DEBUG] [FORECASTER] VKTX: Forecast T+1@11:T+2@11: DOWN (p=8.96%)
[2025-12-01T20:49:22.104961] [INFO ] [FORECASTER] Completed predict_future for VKTX
[2025-12-01T20:49:22.105077] [INFO ] [sig       ] VKTX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:22.240820] [INFO ] [LOCAL     ] Saved forecast: VKTX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VKTX.txt
[2025-12-01T20:49:22.240925] [INFO ] [sig       ] [3428/3634] Completed VKTX in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-01T20:49:22.240959] [INFO ] [sig       ] [3429/3634] Forecasting VLGEA...
[2025-12-01T20:49:22.240987] [INFO ] [sig       ] Generating forecast for: VLGEA
[2025-12-01T20:49:22.241013] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLGEA' from 'https://tdm.silogroup.org/data/derivative_storage/VLGEA.csv'.
[2025-12-01T20:49:22.250664] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLGEA'.
[2025-12-01T20:49:22.250921] [INFO ] [FORECASTER] Starting predict_future for VLGEA
[2025-12-01T20:49:22.251655] [DEBUG] [LOCAL     ] No optimal features file found for VLGEA: ./output/feature-sets/VLGEA.txt
[2025-12-01T20:49:22.251703] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:22.251733] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:22.251759] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:22.251814] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:22.306089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:22.306665] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:22.306741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:22.306774] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:22.425269] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:22.425391] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:22.425427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:22.425454] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:22.428627] [DEBUG] [FORECASTER] VLGEA: Forecast T+1@11:T+2@11: DOWN (p=17.57%)
[2025-12-01T20:49:22.428886] [INFO ] [FORECASTER] Completed predict_future for VLGEA
[2025-12-01T20:49:22.429005] [INFO ] [sig       ] VLGEA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:22.565288] [INFO ] [LOCAL     ] Saved forecast: VLGEA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VLGEA.txt
[2025-12-01T20:49:22.565394] [INFO ] [sig       ] [3429/3634] Completed VLGEA in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-01T20:49:22.565428] [INFO ] [sig       ] [3430/3634] Forecasting VLN...
[2025-12-01T20:49:22.565456] [INFO ] [sig       ] Generating forecast for: VLN
[2025-12-01T20:49:22.565484] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLN' from 'https://tdm.silogroup.org/data/derivative_storage/VLN.csv'.
[2025-12-01T20:49:22.575656] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLN'.
[2025-12-01T20:49:22.575934] [INFO ] [FORECASTER] Starting predict_future for VLN
[2025-12-01T20:49:22.576699] [DEBUG] [LOCAL     ] No optimal features file found for VLN: ./output/feature-sets/VLN.txt
[2025-12-01T20:49:22.576749] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:22.576781] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:22.576810] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:22.576868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:22.631654] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:22.632223] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:22.632297] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:22.632327] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:22.747592] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:22.747706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:22.747740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:22.747766] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:22.751351] [DEBUG] [FORECASTER] VLN: Forecast T+1@11:T+2@11: DOWN (p=3.46%)
[2025-12-01T20:49:22.751712] [INFO ] [FORECASTER] Completed predict_future for VLN
[2025-12-01T20:49:22.751902] [INFO ] [sig       ] VLN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:22.889215] [INFO ] [LOCAL     ] Saved forecast: VLN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VLN.txt
[2025-12-01T20:49:22.889317] [INFO ] [sig       ] [3430/3634] Completed VLN in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-01T20:49:22.889352] [INFO ] [sig       ] [3431/3634] Forecasting VLO...
[2025-12-01T20:49:22.889379] [INFO ] [sig       ] Generating forecast for: VLO
[2025-12-01T20:49:22.889408] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLO' from 'https://tdm.silogroup.org/data/derivative_storage/VLO.csv'.
[2025-12-01T20:49:22.899758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLO'.
[2025-12-01T20:49:22.900027] [INFO ] [FORECASTER] Starting predict_future for VLO
[2025-12-01T20:49:22.900767] [DEBUG] [LOCAL     ] No optimal features file found for VLO: ./output/feature-sets/VLO.txt
[2025-12-01T20:49:22.900815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:22.900878] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:22.900916] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:22.900996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:22.956341] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:22.956949] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:22.957022] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:22.957053] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:23.079236] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:23.079363] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:23.079399] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:23.079426] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:23.082491] [DEBUG] [FORECASTER] VLO: Forecast T+1@11:T+2@11: UP (p=63.22%)
[2025-12-01T20:49:23.082759] [INFO ] [FORECASTER] Completed predict_future for VLO
[2025-12-01T20:49:23.082877] [INFO ] [sig       ] VLO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:23.219096] [INFO ] [LOCAL     ] Saved forecast: VLO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VLO.txt
[2025-12-01T20:49:23.219203] [INFO ] [sig       ] [3431/3634] Completed VLO in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-01T20:49:23.219238] [INFO ] [sig       ] [3432/3634] Forecasting VLRS...
[2025-12-01T20:49:23.219266] [INFO ] [sig       ] Generating forecast for: VLRS
[2025-12-01T20:49:23.219295] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLRS' from 'https://tdm.silogroup.org/data/derivative_storage/VLRS.csv'.
[2025-12-01T20:49:23.229265] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLRS'.
[2025-12-01T20:49:23.229538] [INFO ] [FORECASTER] Starting predict_future for VLRS
[2025-12-01T20:49:23.230277] [DEBUG] [LOCAL     ] No optimal features file found for VLRS: ./output/feature-sets/VLRS.txt
[2025-12-01T20:49:23.230325] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:23.230354] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:23.230380] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:23.230433] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:23.285206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:23.285800] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:23.285873] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:23.285902] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:23.404163] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:23.404268] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:23.404304] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:23.404331] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:23.407405] [DEBUG] [FORECASTER] VLRS: Forecast T+1@11:T+2@11: DOWN (p=49.29%)
[2025-12-01T20:49:23.407674] [INFO ] [FORECASTER] Completed predict_future for VLRS
[2025-12-01T20:49:23.407796] [INFO ] [sig       ] VLRS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:23.544676] [INFO ] [LOCAL     ] Saved forecast: VLRS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VLRS.txt
[2025-12-01T20:49:23.544779] [INFO ] [sig       ] [3432/3634] Completed VLRS in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-01T20:49:23.544814] [INFO ] [sig       ] [3433/3634] Forecasting VLTO...
[2025-12-01T20:49:23.544845] [INFO ] [sig       ] Generating forecast for: VLTO
[2025-12-01T20:49:23.544874] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLTO' from 'https://tdm.silogroup.org/data/derivative_storage/VLTO.csv'.
[2025-12-01T20:49:23.555504] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLTO'.
[2025-12-01T20:49:23.555823] [INFO ] [FORECASTER] Starting predict_future for VLTO
[2025-12-01T20:49:23.556537] [DEBUG] [LOCAL     ] No optimal features file found for VLTO: ./output/feature-sets/VLTO.txt
[2025-12-01T20:49:23.556609] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:23.556645] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:23.556671] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:23.556725] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:23.611451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:23.612025] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:23.612098] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:23.612129] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:23.735635] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:23.735737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:23.735771] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:23.735797] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:23.739018] [DEBUG] [FORECASTER] VLTO: Forecast T+1@11:T+2@11: UP (p=93.35%)
[2025-12-01T20:49:23.739270] [INFO ] [FORECASTER] Completed predict_future for VLTO
[2025-12-01T20:49:23.739387] [INFO ] [sig       ] VLTO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:23.876351] [INFO ] [LOCAL     ] Saved forecast: VLTO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VLTO.txt
[2025-12-01T20:49:23.876462] [INFO ] [sig       ] [3433/3634] Completed VLTO in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-01T20:49:23.876497] [INFO ] [sig       ] [3434/3634] Forecasting VLY...
[2025-12-01T20:49:23.876524] [INFO ] [sig       ] Generating forecast for: VLY
[2025-12-01T20:49:23.876553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VLY' from 'https://tdm.silogroup.org/data/derivative_storage/VLY.csv'.
[2025-12-01T20:49:23.886628] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VLY'.
[2025-12-01T20:49:23.886885] [INFO ] [FORECASTER] Starting predict_future for VLY
[2025-12-01T20:49:23.887612] [DEBUG] [LOCAL     ] No optimal features file found for VLY: ./output/feature-sets/VLY.txt
[2025-12-01T20:49:23.887661] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:23.887711] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:23.887739] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:23.887794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:23.942340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:23.942917] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:23.942992] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:23.943022] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:24.062034] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:24.062145] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:24.062181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:24.062237] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:24.065373] [DEBUG] [FORECASTER] VLY: Forecast T+1@11:T+2@11: DOWN (p=9.07%)
[2025-12-01T20:49:24.065655] [INFO ] [FORECASTER] Completed predict_future for VLY
[2025-12-01T20:49:24.065777] [INFO ] [sig       ] VLY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:24.203403] [INFO ] [LOCAL     ] Saved forecast: VLY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VLY.txt
[2025-12-01T20:49:24.203507] [INFO ] [sig       ] [3434/3634] Completed VLY in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-01T20:49:24.203542] [INFO ] [sig       ] [3435/3634] Forecasting VMBS...
[2025-12-01T20:49:24.203586] [INFO ] [sig       ] Generating forecast for: VMBS
[2025-12-01T20:49:24.203618] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMBS' from 'https://tdm.silogroup.org/data/derivative_storage/VMBS.csv'.
[2025-12-01T20:49:24.214733] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMBS'.
[2025-12-01T20:49:24.215151] [INFO ] [FORECASTER] Starting predict_future for VMBS
[2025-12-01T20:49:24.215966] [DEBUG] [LOCAL     ] No optimal features file found for VMBS: ./output/feature-sets/VMBS.txt
[2025-12-01T20:49:24.216015] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:24.216046] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:24.216070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:24.216124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:24.273442] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:24.274387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:24.274472] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:24.274504] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:24.395246] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:24.395414] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:24.395452] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:24.395478] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:24.398875] [DEBUG] [FORECASTER] VMBS: Forecast T+1@11:T+2@11: UP (p=98.19%)
[2025-12-01T20:49:24.399153] [INFO ] [FORECASTER] Completed predict_future for VMBS
[2025-12-01T20:49:24.399280] [INFO ] [sig       ] VMBS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:24.544177] [INFO ] [LOCAL     ] Saved forecast: VMBS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VMBS.txt
[2025-12-01T20:49:24.544317] [INFO ] [sig       ] [3435/3634] Completed VMBS in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-01T20:49:24.544354] [INFO ] [sig       ] [3436/3634] Forecasting VMD...
[2025-12-01T20:49:24.544382] [INFO ] [sig       ] Generating forecast for: VMD
[2025-12-01T20:49:24.544410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMD' from 'https://tdm.silogroup.org/data/derivative_storage/VMD.csv'.
[2025-12-01T20:49:24.555170] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMD'.
[2025-12-01T20:49:24.555494] [INFO ] [FORECASTER] Starting predict_future for VMD
[2025-12-01T20:49:24.556282] [DEBUG] [LOCAL     ] No optimal features file found for VMD: ./output/feature-sets/VMD.txt
[2025-12-01T20:49:24.556331] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:24.556360] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:24.556384] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:24.556437] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:24.611857] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:24.612843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:24.612944] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:24.612977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:24.726959] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:24.727121] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:24.727160] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:24.727188] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:24.730521] [DEBUG] [FORECASTER] VMD: Forecast T+1@11:T+2@11: DOWN (p=0.73%)
[2025-12-01T20:49:24.730805] [INFO ] [FORECASTER] Completed predict_future for VMD
[2025-12-01T20:49:24.730929] [INFO ] [sig       ] VMD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:24.867266] [INFO ] [LOCAL     ] Saved forecast: VMD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VMD.txt
[2025-12-01T20:49:24.867403] [INFO ] [sig       ] [3436/3634] Completed VMD in 0.3s | 2.99 sym/s | Total: 19.1m | ETA: 1.1m
[2025-12-01T20:49:24.867440] [INFO ] [sig       ] [3437/3634] Forecasting VMI...
[2025-12-01T20:49:24.867468] [INFO ] [sig       ] Generating forecast for: VMI
[2025-12-01T20:49:24.867497] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMI' from 'https://tdm.silogroup.org/data/derivative_storage/VMI.csv'.
[2025-12-01T20:49:24.878290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMI'.
[2025-12-01T20:49:24.878638] [INFO ] [FORECASTER] Starting predict_future for VMI
[2025-12-01T20:49:24.879457] [DEBUG] [LOCAL     ] No optimal features file found for VMI: ./output/feature-sets/VMI.txt
[2025-12-01T20:49:24.879507] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:24.879537] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:24.879561] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:24.879651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:24.935340] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:24.936175] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:24.936258] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:24.936288] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:25.054189] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:25.054341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:25.054378] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:25.054404] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:25.057679] [DEBUG] [FORECASTER] VMI: Forecast T+1@11:T+2@11: DOWN (p=27.26%)
[2025-12-01T20:49:25.057949] [INFO ] [FORECASTER] Completed predict_future for VMI
[2025-12-01T20:49:25.058069] [INFO ] [sig       ] VMI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:25.194862] [INFO ] [LOCAL     ] Saved forecast: VMI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VMI.txt
[2025-12-01T20:49:25.194983] [INFO ] [sig       ] [3437/3634] Completed VMI in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-01T20:49:25.195026] [INFO ] [sig       ] [3438/3634] Forecasting VMO...
[2025-12-01T20:49:25.195054] [INFO ] [sig       ] Generating forecast for: VMO
[2025-12-01T20:49:25.195081] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VMO' from 'https://tdm.silogroup.org/data/derivative_storage/VMO.csv'.
[2025-12-01T20:49:25.205162] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VMO'.
[2025-12-01T20:49:25.205423] [INFO ] [FORECASTER] Starting predict_future for VMO
[2025-12-01T20:49:25.206182] [DEBUG] [LOCAL     ] No optimal features file found for VMO: ./output/feature-sets/VMO.txt
[2025-12-01T20:49:25.206231] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:25.206261] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:25.206286] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:25.206340] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:25.261704] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:25.262330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:25.262404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:25.262435] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:25.383205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:25.383365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:25.383404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:25.383430] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:25.386802] [DEBUG] [FORECASTER] VMO: Forecast T+1@11:T+2@11: UP (p=98.18%)
[2025-12-01T20:49:25.387077] [INFO ] [FORECASTER] Completed predict_future for VMO
[2025-12-01T20:49:25.387200] [INFO ] [sig       ] VMO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:25.529521] [INFO ] [LOCAL     ] Saved forecast: VMO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VMO.txt
[2025-12-01T20:49:25.529685] [INFO ] [sig       ] [3438/3634] Completed VMO in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-01T20:49:25.529734] [INFO ] [sig       ] [3439/3634] Forecasting VNDA...
[2025-12-01T20:49:25.529765] [INFO ] [sig       ] Generating forecast for: VNDA
[2025-12-01T20:49:25.529792] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNDA' from 'https://tdm.silogroup.org/data/derivative_storage/VNDA.csv'.
[2025-12-01T20:49:25.539798] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNDA'.
[2025-12-01T20:49:25.540104] [INFO ] [FORECASTER] Starting predict_future for VNDA
[2025-12-01T20:49:25.540876] [DEBUG] [LOCAL     ] No optimal features file found for VNDA: ./output/feature-sets/VNDA.txt
[2025-12-01T20:49:25.540925] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:25.540955] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:25.540980] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:25.541034] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:25.596904] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:25.597553] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:25.597655] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:25.597688] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:25.713461] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:25.713635] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:25.713678] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:25.713706] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:25.716974] [DEBUG] [FORECASTER] VNDA: Forecast T+1@11:T+2@11: DOWN (p=7.50%)
[2025-12-01T20:49:25.717244] [INFO ] [FORECASTER] Completed predict_future for VNDA
[2025-12-01T20:49:25.717387] [INFO ] [sig       ] VNDA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:25.855641] [INFO ] [LOCAL     ] Saved forecast: VNDA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VNDA.txt
[2025-12-01T20:49:25.855777] [INFO ] [sig       ] [3439/3634] Completed VNDA in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-01T20:49:25.855813] [INFO ] [sig       ] [3440/3634] Forecasting VNO...
[2025-12-01T20:49:25.855842] [INFO ] [sig       ] Generating forecast for: VNO
[2025-12-01T20:49:25.855869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNO' from 'https://tdm.silogroup.org/data/derivative_storage/VNO.csv'.
[2025-12-01T20:49:25.867198] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNO'.
[2025-12-01T20:49:25.867526] [INFO ] [FORECASTER] Starting predict_future for VNO
[2025-12-01T20:49:25.868374] [DEBUG] [LOCAL     ] No optimal features file found for VNO: ./output/feature-sets/VNO.txt
[2025-12-01T20:49:25.868426] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:25.868456] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:25.868481] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:25.868536] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:25.926020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:25.926706] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:25.926788] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:25.926827] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:26.048652] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:26.048809] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:26.048853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:26.048885] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:26.052156] [DEBUG] [FORECASTER] VNO: Forecast T+1@11:T+2@11: UP (p=64.50%)
[2025-12-01T20:49:26.052419] [INFO ] [FORECASTER] Completed predict_future for VNO
[2025-12-01T20:49:26.052539] [INFO ] [sig       ] VNO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:26.188420] [INFO ] [LOCAL     ] Saved forecast: VNO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VNO.txt
[2025-12-01T20:49:26.188544] [INFO ] [sig       ] [3440/3634] Completed VNO in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-01T20:49:26.188598] [INFO ] [sig       ] [3441/3634] Forecasting VNOM...
[2025-12-01T20:49:26.188629] [INFO ] [sig       ] Generating forecast for: VNOM
[2025-12-01T20:49:26.188658] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNOM' from 'https://tdm.silogroup.org/data/derivative_storage/VNOM.csv'.
[2025-12-01T20:49:26.198541] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VNOM'.
[2025-12-01T20:49:26.198886] [INFO ] [FORECASTER] Starting predict_future for VNOM
[2025-12-01T20:49:26.199669] [DEBUG] [LOCAL     ] No optimal features file found for VNOM: ./output/feature-sets/VNOM.txt
[2025-12-01T20:49:26.199719] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:26.199749] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:26.199775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:26.199830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:26.254607] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:26.255296] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:26.255405] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:26.255436] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:26.371986] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:26.372137] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:26.372175] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:26.372220] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:26.375434] [DEBUG] [FORECASTER] VNOM: Forecast T+1@11:T+2@11: UP (p=90.66%)
[2025-12-01T20:49:26.375714] [INFO ] [FORECASTER] Completed predict_future for VNOM
[2025-12-01T20:49:26.375835] [INFO ] [sig       ] VNOM: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:49:26.511775] [INFO ] [LOCAL     ] Saved forecast: VNOM	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VNOM.txt
[2025-12-01T20:49:26.511908] [INFO ] [sig       ] [3441/3634] Completed VNOM in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-01T20:49:26.511946] [INFO ] [sig       ] [3442/3634] Forecasting VNQI...
[2025-12-01T20:49:26.511975] [INFO ] [sig       ] Generating forecast for: VNQI
[2025-12-01T20:49:26.512003] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VNQI' from 'https://tdm.silogroup.org/data/derivative_storage/VNQI.csv'.
[2025-12-01T20:49:26.523135] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VNQI'.
[2025-12-01T20:49:26.523451] [INFO ] [FORECASTER] Starting predict_future for VNQI
[2025-12-01T20:49:26.524202] [DEBUG] [LOCAL     ] No optimal features file found for VNQI: ./output/feature-sets/VNQI.txt
[2025-12-01T20:49:26.524254] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:26.524284] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:26.524309] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:26.524363] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:26.581291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:26.581950] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:26.582026] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:26.582059] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:26.700859] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:26.701012] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:26.701050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:26.701081] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:26.704449] [DEBUG] [FORECASTER] VNQI: Forecast T+1@11:T+2@11: UP (p=76.14%)
[2025-12-01T20:49:26.704741] [INFO ] [FORECASTER] Completed predict_future for VNQI
[2025-12-01T20:49:26.704864] [INFO ] [sig       ] VNQI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:26.845228] [INFO ] [LOCAL     ] Saved forecast: VNQI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VNQI.txt
[2025-12-01T20:49:26.845370] [INFO ] [sig       ] [3442/3634] Completed VNQI in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-01T20:49:26.845407] [INFO ] [sig       ] [3443/3634] Forecasting VOC...
[2025-12-01T20:49:26.845441] [INFO ] [sig       ] Generating forecast for: VOC
[2025-12-01T20:49:26.845471] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOC' from 'https://tdm.silogroup.org/data/derivative_storage/VOC.csv'.
[2025-12-01T20:49:26.855399] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOC'.
[2025-12-01T20:49:26.855684] [INFO ] [FORECASTER] Starting predict_future for VOC
[2025-12-01T20:49:26.856403] [DEBUG] [LOCAL     ] No optimal features file found for VOC: ./output/feature-sets/VOC.txt
[2025-12-01T20:49:26.856451] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:26.856481] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:26.856506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:26.856560] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:26.915351] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:26.916034] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:26.916125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:26.916167] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:27.032960] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:27.033113] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:27.033152] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:27.033182] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:27.036490] [DEBUG] [FORECASTER] VOC: Forecast T+1@11:T+2@11: UP (p=64.37%)
[2025-12-01T20:49:27.036775] [INFO ] [FORECASTER] Completed predict_future for VOC
[2025-12-01T20:49:27.036902] [INFO ] [sig       ] VOC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:27.178159] [INFO ] [LOCAL     ] Saved forecast: VOC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VOC.txt
[2025-12-01T20:49:27.178296] [INFO ] [sig       ] [3443/3634] Completed VOC in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-01T20:49:27.178351] [INFO ] [sig       ] [3444/3634] Forecasting VOD...
[2025-12-01T20:49:27.178382] [INFO ] [sig       ] Generating forecast for: VOD
[2025-12-01T20:49:27.178410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOD' from 'https://tdm.silogroup.org/data/derivative_storage/VOD.csv'.
[2025-12-01T20:49:27.191099] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOD'.
[2025-12-01T20:49:27.191532] [INFO ] [FORECASTER] Starting predict_future for VOD
[2025-12-01T20:49:27.192506] [DEBUG] [LOCAL     ] No optimal features file found for VOD: ./output/feature-sets/VOD.txt
[2025-12-01T20:49:27.192566] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:27.192636] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:27.192668] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:27.192740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:27.252450] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:27.253315] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:27.253398] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:27.253429] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:27.373687] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:27.373846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:27.373893] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:27.373929] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:27.377389] [DEBUG] [FORECASTER] VOD: Forecast T+1@11:T+2@11: DOWN (p=35.68%)
[2025-12-01T20:49:27.377694] [INFO ] [FORECASTER] Completed predict_future for VOD
[2025-12-01T20:49:27.377828] [INFO ] [sig       ] VOD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:27.521122] [INFO ] [LOCAL     ] Saved forecast: VOD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VOD.txt
[2025-12-01T20:49:27.521298] [INFO ] [sig       ] [3444/3634] Completed VOD in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-01T20:49:27.521338] [INFO ] [sig       ] [3445/3634] Forecasting VONE...
[2025-12-01T20:49:27.521369] [INFO ] [sig       ] Generating forecast for: VONE
[2025-12-01T20:49:27.521398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONE' from 'https://tdm.silogroup.org/data/derivative_storage/VONE.csv'.
[2025-12-01T20:49:27.531692] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VONE'.
[2025-12-01T20:49:27.532000] [INFO ] [FORECASTER] Starting predict_future for VONE
[2025-12-01T20:49:27.532829] [DEBUG] [LOCAL     ] No optimal features file found for VONE: ./output/feature-sets/VONE.txt
[2025-12-01T20:49:27.532882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:27.532913] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:27.532956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:27.533014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:27.590746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:27.591504] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:27.591601] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:27.591636] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:27.713194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:27.713349] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:27.713388] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:27.713416] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:27.716872] [DEBUG] [FORECASTER] VONE: Forecast T+1@11:T+2@11: DOWN (p=25.30%)
[2025-12-01T20:49:27.717160] [INFO ] [FORECASTER] Completed predict_future for VONE
[2025-12-01T20:49:27.717286] [INFO ] [sig       ] VONE: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:49:27.856177] [INFO ] [LOCAL     ] Saved forecast: VONE	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VONE.txt
[2025-12-01T20:49:27.856305] [INFO ] [sig       ] [3445/3634] Completed VONE in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.1m
[2025-12-01T20:49:27.856342] [INFO ] [sig       ] [3446/3634] Forecasting VONG...
[2025-12-01T20:49:27.856369] [INFO ] [sig       ] Generating forecast for: VONG
[2025-12-01T20:49:27.856398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VONG' from 'https://tdm.silogroup.org/data/derivative_storage/VONG.csv'.
[2025-12-01T20:49:27.866963] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VONG'.
[2025-12-01T20:49:27.867235] [INFO ] [FORECASTER] Starting predict_future for VONG
[2025-12-01T20:49:27.868037] [DEBUG] [LOCAL     ] No optimal features file found for VONG: ./output/feature-sets/VONG.txt
[2025-12-01T20:49:27.868087] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:27.868118] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:27.868145] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:27.868201] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:27.925605] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:27.926445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:27.926527] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:27.926560] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:28.054773] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:28.054928] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:28.054966] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:28.054994] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:28.058661] [DEBUG] [FORECASTER] VONG: Forecast T+1@11:T+2@11: DOWN (p=3.53%)
[2025-12-01T20:49:28.058963] [INFO ] [FORECASTER] Completed predict_future for VONG
[2025-12-01T20:49:28.059099] [INFO ] [sig       ] VONG: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:49:28.198908] [INFO ] [LOCAL     ] Saved forecast: VONG	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VONG.txt
[2025-12-01T20:49:28.199057] [INFO ] [sig       ] [3446/3634] Completed VONG in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-01T20:49:28.199097] [INFO ] [sig       ] [3447/3634] Forecasting VOTE...
[2025-12-01T20:49:28.199126] [INFO ] [sig       ] Generating forecast for: VOTE
[2025-12-01T20:49:28.199154] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VOTE' from 'https://tdm.silogroup.org/data/derivative_storage/VOTE.csv'.
[2025-12-01T20:49:28.209557] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VOTE'.
[2025-12-01T20:49:28.209863] [INFO ] [FORECASTER] Starting predict_future for VOTE
[2025-12-01T20:49:28.210614] [DEBUG] [LOCAL     ] No optimal features file found for VOTE: ./output/feature-sets/VOTE.txt
[2025-12-01T20:49:28.210663] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:28.210694] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:28.210719] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:28.210774] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:28.265466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:28.266046] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:28.266118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:28.266148] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:28.381988] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:28.382138] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:28.382175] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:28.382203] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:28.385413] [DEBUG] [FORECASTER] VOTE: Forecast T+1@11:T+2@11: DOWN (p=4.33%)
[2025-12-01T20:49:28.385686] [INFO ] [FORECASTER] Completed predict_future for VOTE
[2025-12-01T20:49:28.385802] [INFO ] [sig       ] VOTE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:28.521981] [INFO ] [LOCAL     ] Saved forecast: VOTE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VOTE.txt
[2025-12-01T20:49:28.522087] [INFO ] [sig       ] [3447/3634] Completed VOTE in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-01T20:49:28.522122] [INFO ] [sig       ] [3448/3634] Forecasting VPG...
[2025-12-01T20:49:28.522149] [INFO ] [sig       ] Generating forecast for: VPG
[2025-12-01T20:49:28.522177] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPG' from 'https://tdm.silogroup.org/data/derivative_storage/VPG.csv'.
[2025-12-01T20:49:28.532758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPG'.
[2025-12-01T20:49:28.533077] [INFO ] [FORECASTER] Starting predict_future for VPG
[2025-12-01T20:49:28.533895] [DEBUG] [LOCAL     ] No optimal features file found for VPG: ./output/feature-sets/VPG.txt
[2025-12-01T20:49:28.533947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:28.534003] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:28.534030] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:28.534084] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:28.589635] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:28.590405] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:28.590488] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:28.590521] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:28.706981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:28.707133] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:28.707170] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:28.707197] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:28.710506] [DEBUG] [FORECASTER] VPG: Forecast T+1@11:T+2@11: UP (p=77.17%)
[2025-12-01T20:49:28.710785] [INFO ] [FORECASTER] Completed predict_future for VPG
[2025-12-01T20:49:28.710909] [INFO ] [sig       ] VPG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:28.853373] [INFO ] [LOCAL     ] Saved forecast: VPG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VPG.txt
[2025-12-01T20:49:28.853503] [INFO ] [sig       ] [3448/3634] Completed VPG in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-01T20:49:28.853542] [INFO ] [sig       ] [3449/3634] Forecasting VPLS...
[2025-12-01T20:49:28.853586] [INFO ] [sig       ] Generating forecast for: VPLS
[2025-12-01T20:49:28.853624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VPLS' from 'https://tdm.silogroup.org/data/derivative_storage/VPLS.csv'.
[2025-12-01T20:49:28.864348] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VPLS'.
[2025-12-01T20:49:28.864671] [INFO ] [FORECASTER] Starting predict_future for VPLS
[2025-12-01T20:49:28.865412] [DEBUG] [LOCAL     ] No optimal features file found for VPLS: ./output/feature-sets/VPLS.txt
[2025-12-01T20:49:28.865461] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:28.865490] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:28.865514] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:28.865590] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:28.920337] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:28.921010] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:28.921088] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:28.921119] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:29.042633] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:29.042790] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:29.042831] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:29.042859] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:29.046159] [DEBUG] [FORECASTER] VPLS: Forecast T+1@11:T+2@11: UP (p=87.87%)
[2025-12-01T20:49:29.046421] [INFO ] [FORECASTER] Completed predict_future for VPLS
[2025-12-01T20:49:29.046539] [INFO ] [sig       ] VPLS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:29.182288] [INFO ] [LOCAL     ] Saved forecast: VPLS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VPLS.txt
[2025-12-01T20:49:29.182395] [INFO ] [sig       ] [3449/3634] Completed VPLS in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-01T20:49:29.182430] [INFO ] [sig       ] [3450/3634] Forecasting VRA...
[2025-12-01T20:49:29.182457] [INFO ] [sig       ] Generating forecast for: VRA
[2025-12-01T20:49:29.182485] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRA' from 'https://tdm.silogroup.org/data/derivative_storage/VRA.csv'.
[2025-12-01T20:49:29.192758] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRA'.
[2025-12-01T20:49:29.193008] [INFO ] [FORECASTER] Starting predict_future for VRA
[2025-12-01T20:49:29.193743] [DEBUG] [LOCAL     ] No optimal features file found for VRA: ./output/feature-sets/VRA.txt
[2025-12-01T20:49:29.193790] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:29.193819] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:29.193844] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:29.193896] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:29.248685] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:29.249238] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:29.249313] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:29.249343] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:29.367230] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:29.367341] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:29.367375] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:29.367402] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:29.370545] [DEBUG] [FORECASTER] VRA: Forecast T+1@11:T+2@11: DOWN (p=1.60%)
[2025-12-01T20:49:29.370813] [INFO ] [FORECASTER] Completed predict_future for VRA
[2025-12-01T20:49:29.370933] [INFO ] [sig       ] VRA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:29.506642] [INFO ] [LOCAL     ] Saved forecast: VRA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VRA.txt
[2025-12-01T20:49:29.506771] [INFO ] [sig       ] [3450/3634] Completed VRA in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-01T20:49:29.506807] [INFO ] [sig       ] [3451/3634] Forecasting VRCA...
[2025-12-01T20:49:29.506835] [INFO ] [sig       ] Generating forecast for: VRCA
[2025-12-01T20:49:29.506869] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRCA' from 'https://tdm.silogroup.org/data/derivative_storage/VRCA.csv'.
[2025-12-01T20:49:29.516820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRCA'.
[2025-12-01T20:49:29.517062] [INFO ] [FORECASTER] Starting predict_future for VRCA
[2025-12-01T20:49:29.517781] [DEBUG] [LOCAL     ] No optimal features file found for VRCA: ./output/feature-sets/VRCA.txt
[2025-12-01T20:49:29.517829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:29.517858] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:29.517884] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:29.517937] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:29.573019] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:29.573566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:29.573654] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:29.573684] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:29.693581] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:29.693667] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:29.693699] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:29.693756] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:29.696714] [DEBUG] [FORECASTER] VRCA: Forecast T+1@11:T+2@11: DOWN (p=37.26%)
[2025-12-01T20:49:29.696960] [INFO ] [FORECASTER] Completed predict_future for VRCA
[2025-12-01T20:49:29.697075] [INFO ] [sig       ] VRCA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:29.836759] [INFO ] [LOCAL     ] Saved forecast: VRCA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VRCA.txt
[2025-12-01T20:49:29.836877] [INFO ] [sig       ] [3451/3634] Completed VRCA in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-01T20:49:29.836913] [INFO ] [sig       ] [3452/3634] Forecasting VRDN...
[2025-12-01T20:49:29.836941] [INFO ] [sig       ] Generating forecast for: VRDN
[2025-12-01T20:49:29.836976] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRDN' from 'https://tdm.silogroup.org/data/derivative_storage/VRDN.csv'.
[2025-12-01T20:49:29.848780] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VRDN'.
[2025-12-01T20:49:29.849118] [INFO ] [FORECASTER] Starting predict_future for VRDN
[2025-12-01T20:49:29.849964] [DEBUG] [LOCAL     ] No optimal features file found for VRDN: ./output/feature-sets/VRDN.txt
[2025-12-01T20:49:29.850026] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:29.850065] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:29.850091] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:29.850146] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:29.906589] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:29.907259] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:29.907350] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:29.907383] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:30.030718] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:30.030880] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:30.030921] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:30.030969] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:30.034524] [DEBUG] [FORECASTER] VRDN: Forecast T+1@11:T+2@11: DOWN (p=37.76%)
[2025-12-01T20:49:30.034816] [INFO ] [FORECASTER] Completed predict_future for VRDN
[2025-12-01T20:49:30.034946] [INFO ] [sig       ] VRDN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:49:30.178988] [INFO ] [LOCAL     ] Saved forecast: VRDN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VRDN.txt
[2025-12-01T20:49:30.179135] [INFO ] [sig       ] [3452/3634] Completed VRDN in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-01T20:49:30.179175] [INFO ] [sig       ] [3453/3634] Forecasting VRE...
[2025-12-01T20:49:30.179204] [INFO ] [sig       ] Generating forecast for: VRE
[2025-12-01T20:49:30.179234] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRE' from 'https://tdm.silogroup.org/data/derivative_storage/VRE.csv'.
[2025-12-01T20:49:30.190260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRE'.
[2025-12-01T20:49:30.190588] [INFO ] [FORECASTER] Starting predict_future for VRE
[2025-12-01T20:49:30.191325] [DEBUG] [LOCAL     ] No optimal features file found for VRE: ./output/feature-sets/VRE.txt
[2025-12-01T20:49:30.191373] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:30.191403] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:30.191428] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:30.191482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:30.247836] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:30.248509] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:30.249007] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:30.249044] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:30.368728] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:30.368859] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:30.368903] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:30.368938] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:30.372157] [DEBUG] [FORECASTER] VRE: Forecast T+1@11:T+2@11: DOWN (p=31.91%)
[2025-12-01T20:49:30.372417] [INFO ] [FORECASTER] Completed predict_future for VRE
[2025-12-01T20:49:30.372539] [INFO ] [sig       ] VRE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:30.523885] [INFO ] [LOCAL     ] Saved forecast: VRE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VRE.txt
[2025-12-01T20:49:30.524022] [INFO ] [sig       ] [3453/3634] Completed VRE in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-01T20:49:30.524059] [INFO ] [sig       ] [3454/3634] Forecasting VREX...
[2025-12-01T20:49:30.524089] [INFO ] [sig       ] Generating forecast for: VREX
[2025-12-01T20:49:30.524117] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VREX' from 'https://tdm.silogroup.org/data/derivative_storage/VREX.csv'.
[2025-12-01T20:49:30.535483] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VREX'.
[2025-12-01T20:49:30.535856] [INFO ] [FORECASTER] Starting predict_future for VREX
[2025-12-01T20:49:30.536665] [DEBUG] [LOCAL     ] No optimal features file found for VREX: ./output/feature-sets/VREX.txt
[2025-12-01T20:49:30.536716] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:30.536748] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:30.536774] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:30.536830] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:30.593691] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:30.594383] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:30.594465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:30.594498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:30.719402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:30.719600] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:30.719661] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:30.719689] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:30.723190] [DEBUG] [FORECASTER] VREX: Forecast T+1@11:T+2@11: UP (p=89.89%)
[2025-12-01T20:49:30.723467] [INFO ] [FORECASTER] Completed predict_future for VREX
[2025-12-01T20:49:30.723625] [INFO ] [sig       ] VREX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:30.865433] [INFO ] [LOCAL     ] Saved forecast: VREX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VREX.txt
[2025-12-01T20:49:30.865585] [INFO ] [sig       ] [3454/3634] Completed VREX in 0.3s | 2.99 sym/s | Total: 19.2m | ETA: 1.0m
[2025-12-01T20:49:30.865625] [INFO ] [sig       ] [3455/3634] Forecasting VRIG...
[2025-12-01T20:49:30.865653] [INFO ] [sig       ] Generating forecast for: VRIG
[2025-12-01T20:49:30.865680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRIG' from 'https://tdm.silogroup.org/data/derivative_storage/VRIG.csv'.
[2025-12-01T20:49:30.876528] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRIG'.
[2025-12-01T20:49:30.876946] [INFO ] [FORECASTER] Starting predict_future for VRIG
[2025-12-01T20:49:30.877760] [DEBUG] [LOCAL     ] No optimal features file found for VRIG: ./output/feature-sets/VRIG.txt
[2025-12-01T20:49:30.877811] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:30.877843] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:30.877874] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:30.877938] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:30.936478] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:30.937215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:30.937296] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:30.937329] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:31.037212] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:31.037370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:31.037409] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:31.037439] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:31.040913] [DEBUG] [FORECASTER] VRIG: Forecast T+1@11:T+2@11: UP (p=92.56%)
[2025-12-01T20:49:31.041180] [INFO ] [FORECASTER] Completed predict_future for VRIG
[2025-12-01T20:49:31.041305] [INFO ] [sig       ] VRIG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:31.191241] [INFO ] [LOCAL     ] Saved forecast: VRIG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VRIG.txt
[2025-12-01T20:49:31.191379] [INFO ] [sig       ] [3455/3634] Completed VRIG in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 59.9s
[2025-12-01T20:49:31.191418] [INFO ] [sig       ] [3456/3634] Forecasting VRNS...
[2025-12-01T20:49:31.191446] [INFO ] [sig       ] Generating forecast for: VRNS
[2025-12-01T20:49:31.191473] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRNS' from 'https://tdm.silogroup.org/data/derivative_storage/VRNS.csv'.
[2025-12-01T20:49:31.201189] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VRNS'.
[2025-12-01T20:49:31.201474] [INFO ] [FORECASTER] Starting predict_future for VRNS
[2025-12-01T20:49:31.202226] [DEBUG] [LOCAL     ] No optimal features file found for VRNS: ./output/feature-sets/VRNS.txt
[2025-12-01T20:49:31.202276] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:31.202306] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:31.202330] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:31.202396] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:31.256390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:31.257107] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:31.257184] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:31.257215] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:31.382842] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:31.382994] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:31.383030] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:31.383057] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:31.386340] [DEBUG] [FORECASTER] VRNS: Forecast T+1@11:T+2@11: UP (p=98.11%)
[2025-12-01T20:49:31.386616] [INFO ] [FORECASTER] Completed predict_future for VRNS
[2025-12-01T20:49:31.386736] [INFO ] [sig       ] VRNS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:49:31.522605] [INFO ] [LOCAL     ] Saved forecast: VRNS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VRNS.txt
[2025-12-01T20:49:31.522758] [INFO ] [sig       ] [3456/3634] Completed VRNS in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 59.5s
[2025-12-01T20:49:31.522795] [INFO ] [sig       ] [3457/3634] Forecasting VRRM...
[2025-12-01T20:49:31.522824] [INFO ] [sig       ] Generating forecast for: VRRM
[2025-12-01T20:49:31.522852] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRRM' from 'https://tdm.silogroup.org/data/derivative_storage/VRRM.csv'.
[2025-12-01T20:49:31.532753] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRRM'.
[2025-12-01T20:49:31.533074] [INFO ] [FORECASTER] Starting predict_future for VRRM
[2025-12-01T20:49:31.533820] [DEBUG] [LOCAL     ] No optimal features file found for VRRM: ./output/feature-sets/VRRM.txt
[2025-12-01T20:49:31.533869] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:31.533898] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:31.533922] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:31.533975] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:31.588484] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:31.589128] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:31.589204] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:31.589235] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:31.706051] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:31.706197] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:31.706232] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:31.706258] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:31.709513] [DEBUG] [FORECASTER] VRRM: Forecast T+1@11:T+2@11: UP (p=66.04%)
[2025-12-01T20:49:31.709788] [INFO ] [FORECASTER] Completed predict_future for VRRM
[2025-12-01T20:49:31.709908] [INFO ] [sig       ] VRRM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:31.845496] [INFO ] [LOCAL     ] Saved forecast: VRRM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VRRM.txt
[2025-12-01T20:49:31.845643] [INFO ] [sig       ] [3457/3634] Completed VRRM in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 59.2s
[2025-12-01T20:49:31.845682] [INFO ] [sig       ] [3458/3634] Forecasting VRSK...
[2025-12-01T20:49:31.845711] [INFO ] [sig       ] Generating forecast for: VRSK
[2025-12-01T20:49:31.845738] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSK' from 'https://tdm.silogroup.org/data/derivative_storage/VRSK.csv'.
[2025-12-01T20:49:31.855613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSK'.
[2025-12-01T20:49:31.855889] [INFO ] [FORECASTER] Starting predict_future for VRSK
[2025-12-01T20:49:31.856631] [DEBUG] [LOCAL     ] No optimal features file found for VRSK: ./output/feature-sets/VRSK.txt
[2025-12-01T20:49:31.856691] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:31.856721] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:31.856747] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:31.856801] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:31.911053] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:31.911717] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:31.911815] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:31.911846] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:32.034399] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:32.034564] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:32.034619] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:32.034647] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:32.037951] [DEBUG] [FORECASTER] VRSK: Forecast T+1@11:T+2@11: UP (p=55.12%)
[2025-12-01T20:49:32.038208] [INFO ] [FORECASTER] Completed predict_future for VRSK
[2025-12-01T20:49:32.038344] [INFO ] [sig       ] VRSK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:32.173996] [INFO ] [LOCAL     ] Saved forecast: VRSK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VRSK.txt
[2025-12-01T20:49:32.174112] [INFO ] [sig       ] [3458/3634] Completed VRSK in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 58.8s
[2025-12-01T20:49:32.174149] [INFO ] [sig       ] [3459/3634] Forecasting VRSN...
[2025-12-01T20:49:32.174177] [INFO ] [sig       ] Generating forecast for: VRSN
[2025-12-01T20:49:32.174205] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRSN' from 'https://tdm.silogroup.org/data/derivative_storage/VRSN.csv'.
[2025-12-01T20:49:32.184807] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRSN'.
[2025-12-01T20:49:32.185104] [INFO ] [FORECASTER] Starting predict_future for VRSN
[2025-12-01T20:49:32.185920] [DEBUG] [LOCAL     ] No optimal features file found for VRSN: ./output/feature-sets/VRSN.txt
[2025-12-01T20:49:32.185971] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:32.186002] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:32.186029] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:32.186085] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:32.240711] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:32.241371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:32.241447] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:32.241479] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:32.362176] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:32.362309] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:32.362346] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:32.362372] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:32.365554] [DEBUG] [FORECASTER] VRSN: Forecast T+1@11:T+2@11: DOWN (p=7.17%)
[2025-12-01T20:49:32.365829] [INFO ] [FORECASTER] Completed predict_future for VRSN
[2025-12-01T20:49:32.365949] [INFO ] [sig       ] VRSN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:32.501804] [INFO ] [LOCAL     ] Saved forecast: VRSN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VRSN.txt
[2025-12-01T20:49:32.501931] [INFO ] [sig       ] [3459/3634] Completed VRSN in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 58.5s
[2025-12-01T20:49:32.501967] [INFO ] [sig       ] [3460/3634] Forecasting VRTS...
[2025-12-01T20:49:32.501998] [INFO ] [sig       ] Generating forecast for: VRTS
[2025-12-01T20:49:32.502028] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTS' from 'https://tdm.silogroup.org/data/derivative_storage/VRTS.csv'.
[2025-12-01T20:49:32.512801] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VRTS'.
[2025-12-01T20:49:32.513110] [INFO ] [FORECASTER] Starting predict_future for VRTS
[2025-12-01T20:49:32.513955] [DEBUG] [LOCAL     ] No optimal features file found for VRTS: ./output/feature-sets/VRTS.txt
[2025-12-01T20:49:32.514005] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:32.514035] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:32.514060] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:32.514113] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:32.570089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:32.570779] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:32.570859] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:32.570892] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:32.689948] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:32.690111] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:32.690149] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:32.690176] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:32.693554] [DEBUG] [FORECASTER] VRTS: Forecast T+1@11:T+2@11: UP (p=96.83%)
[2025-12-01T20:49:32.693845] [INFO ] [FORECASTER] Completed predict_future for VRTS
[2025-12-01T20:49:32.693967] [INFO ] [sig       ] VRTS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:32.835852] [INFO ] [LOCAL     ] Saved forecast: VRTS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VRTS.txt
[2025-12-01T20:49:32.836008] [INFO ] [sig       ] [3460/3634] Completed VRTS in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 58.2s
[2025-12-01T20:49:32.836045] [INFO ] [sig       ] [3461/3634] Forecasting VRTX...
[2025-12-01T20:49:32.836075] [INFO ] [sig       ] Generating forecast for: VRTX
[2025-12-01T20:49:32.836102] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VRTX' from 'https://tdm.silogroup.org/data/derivative_storage/VRTX.csv'.
[2025-12-01T20:49:32.847024] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VRTX'.
[2025-12-01T20:49:32.847340] [INFO ] [FORECASTER] Starting predict_future for VRTX
[2025-12-01T20:49:32.848116] [DEBUG] [LOCAL     ] No optimal features file found for VRTX: ./output/feature-sets/VRTX.txt
[2025-12-01T20:49:32.848165] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:32.848196] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:32.848221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:32.848276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:32.903326] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:32.904188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:32.904284] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:32.904315] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:33.024198] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:33.024346] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:33.024383] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:33.024410] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:33.027638] [DEBUG] [FORECASTER] VRTX: Forecast T+1@11:T+2@11: UP (p=83.60%)
[2025-12-01T20:49:33.027898] [INFO ] [FORECASTER] Completed predict_future for VRTX
[2025-12-01T20:49:33.028016] [INFO ] [sig       ] VRTX: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:49:33.163175] [INFO ] [LOCAL     ] Saved forecast: VRTX	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VRTX.txt
[2025-12-01T20:49:33.163334] [INFO ] [sig       ] [3461/3634] Completed VRTX in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 57.8s
[2025-12-01T20:49:33.163372] [INFO ] [sig       ] [3462/3634] Forecasting VS...
[2025-12-01T20:49:33.163401] [INFO ] [sig       ] Generating forecast for: VS
[2025-12-01T20:49:33.163429] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VS' from 'https://tdm.silogroup.org/data/derivative_storage/VS.csv'.
[2025-12-01T20:49:33.173291] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VS'.
[2025-12-01T20:49:33.173621] [INFO ] [FORECASTER] Starting predict_future for VS
[2025-12-01T20:49:33.174352] [DEBUG] [LOCAL     ] No optimal features file found for VS: ./output/feature-sets/VS.txt
[2025-12-01T20:49:33.174400] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:33.174429] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:33.174454] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:33.174508] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:33.228820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:33.229433] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:33.229508] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:33.229538] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:33.339865] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:33.340028] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:33.340072] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:33.340105] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:33.343443] [DEBUG] [FORECASTER] VS: Forecast T+1@11:T+2@11: DOWN (p=33.95%)
[2025-12-01T20:49:33.343721] [INFO ] [FORECASTER] Completed predict_future for VS
[2025-12-01T20:49:33.343839] [INFO ] [sig       ] VS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:33.481653] [INFO ] [LOCAL     ] Saved forecast: VS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VS.txt
[2025-12-01T20:49:33.481775] [INFO ] [sig       ] [3462/3634] Completed VS in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 57.5s
[2025-12-01T20:49:33.481810] [INFO ] [sig       ] [3463/3634] Forecasting VSCO...
[2025-12-01T20:49:33.481838] [INFO ] [sig       ] Generating forecast for: VSCO
[2025-12-01T20:49:33.481867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSCO' from 'https://tdm.silogroup.org/data/derivative_storage/VSCO.csv'.
[2025-12-01T20:49:33.492005] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSCO'.
[2025-12-01T20:49:33.492290] [INFO ] [FORECASTER] Starting predict_future for VSCO
[2025-12-01T20:49:33.493037] [DEBUG] [LOCAL     ] No optimal features file found for VSCO: ./output/feature-sets/VSCO.txt
[2025-12-01T20:49:33.493085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:33.493114] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:33.493140] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:33.493194] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:33.547683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:33.548310] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:33.548401] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:33.548432] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:33.667608] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:33.667706] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:33.667742] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:33.667771] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:33.671014] [DEBUG] [FORECASTER] VSCO: Forecast T+1@11:T+2@11: UP (p=78.75%)
[2025-12-01T20:49:33.671307] [INFO ] [FORECASTER] Completed predict_future for VSCO
[2025-12-01T20:49:33.671425] [INFO ] [sig       ] VSCO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:33.806356] [INFO ] [LOCAL     ] Saved forecast: VSCO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VSCO.txt
[2025-12-01T20:49:33.806483] [INFO ] [sig       ] [3463/3634] Completed VSCO in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 57.2s
[2025-12-01T20:49:33.806520] [INFO ] [sig       ] [3464/3634] Forecasting VSDA...
[2025-12-01T20:49:33.806546] [INFO ] [sig       ] Generating forecast for: VSDA
[2025-12-01T20:49:33.806590] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSDA' from 'https://tdm.silogroup.org/data/derivative_storage/VSDA.csv'.
[2025-12-01T20:49:33.817068] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSDA'.
[2025-12-01T20:49:33.817392] [INFO ] [FORECASTER] Starting predict_future for VSDA
[2025-12-01T20:49:33.818211] [DEBUG] [LOCAL     ] No optimal features file found for VSDA: ./output/feature-sets/VSDA.txt
[2025-12-01T20:49:33.818270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:33.818337] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:33.818379] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:33.818443] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:33.877033] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:33.877698] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:33.877775] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:33.877807] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:33.992107] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:33.992259] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:33.992296] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:33.992324] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:33.995532] [DEBUG] [FORECASTER] VSDA: Forecast T+1@11:T+2@11: DOWN (p=9.23%)
[2025-12-01T20:49:33.995810] [INFO ] [FORECASTER] Completed predict_future for VSDA
[2025-12-01T20:49:33.995930] [INFO ] [sig       ] VSDA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:34.132592] [INFO ] [LOCAL     ] Saved forecast: VSDA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VSDA.txt
[2025-12-01T20:49:34.132720] [INFO ] [sig       ] [3464/3634] Completed VSDA in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 56.8s
[2025-12-01T20:49:34.132756] [INFO ] [sig       ] [3465/3634] Forecasting VSEC...
[2025-12-01T20:49:34.132785] [INFO ] [sig       ] Generating forecast for: VSEC
[2025-12-01T20:49:34.132813] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSEC' from 'https://tdm.silogroup.org/data/derivative_storage/VSEC.csv'.
[2025-12-01T20:49:34.142995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSEC'.
[2025-12-01T20:49:34.143302] [INFO ] [FORECASTER] Starting predict_future for VSEC
[2025-12-01T20:49:34.144053] [DEBUG] [LOCAL     ] No optimal features file found for VSEC: ./output/feature-sets/VSEC.txt
[2025-12-01T20:49:34.144102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:34.144159] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:34.144186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:34.144241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:34.198913] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:34.199606] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:34.199683] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:34.199714] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:34.322015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:34.322201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:34.322239] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:34.322267] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:34.325694] [DEBUG] [FORECASTER] VSEC: Forecast T+1@11:T+2@11: DOWN (p=8.25%)
[2025-12-01T20:49:34.325960] [INFO ] [FORECASTER] Completed predict_future for VSEC
[2025-12-01T20:49:34.326082] [INFO ] [sig       ] VSEC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:34.462869] [INFO ] [LOCAL     ] Saved forecast: VSEC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VSEC.txt
[2025-12-01T20:49:34.463002] [INFO ] [sig       ] [3465/3634] Completed VSEC in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 56.5s
[2025-12-01T20:49:34.463043] [INFO ] [sig       ] [3466/3634] Forecasting VSH...
[2025-12-01T20:49:34.463071] [INFO ] [sig       ] Generating forecast for: VSH
[2025-12-01T20:49:34.463098] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSH' from 'https://tdm.silogroup.org/data/derivative_storage/VSH.csv'.
[2025-12-01T20:49:34.473367] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSH'.
[2025-12-01T20:49:34.473696] [INFO ] [FORECASTER] Starting predict_future for VSH
[2025-12-01T20:49:34.474462] [DEBUG] [LOCAL     ] No optimal features file found for VSH: ./output/feature-sets/VSH.txt
[2025-12-01T20:49:34.474512] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:34.474543] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:34.474570] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:34.474662] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:34.529115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:34.529810] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:34.529885] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:34.529916] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:34.650409] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:34.650556] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:34.650613] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:34.650641] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:34.653874] [DEBUG] [FORECASTER] VSH: Forecast T+1@11:T+2@11: UP (p=96.41%)
[2025-12-01T20:49:34.654136] [INFO ] [FORECASTER] Completed predict_future for VSH
[2025-12-01T20:49:34.654255] [INFO ] [sig       ] VSH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:34.790245] [INFO ] [LOCAL     ] Saved forecast: VSH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VSH.txt
[2025-12-01T20:49:34.790382] [INFO ] [sig       ] [3466/3634] Completed VSH in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 56.2s
[2025-12-01T20:49:34.790420] [INFO ] [sig       ] [3467/3634] Forecasting VSTM...
[2025-12-01T20:49:34.790448] [INFO ] [sig       ] Generating forecast for: VSTM
[2025-12-01T20:49:34.790478] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTM' from 'https://tdm.silogroup.org/data/derivative_storage/VSTM.csv'.
[2025-12-01T20:49:34.800380] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VSTM'.
[2025-12-01T20:49:34.800726] [INFO ] [FORECASTER] Starting predict_future for VSTM
[2025-12-01T20:49:34.801489] [DEBUG] [LOCAL     ] No optimal features file found for VSTM: ./output/feature-sets/VSTM.txt
[2025-12-01T20:49:34.801539] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:34.801589] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:34.801626] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:34.801682] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:34.857512] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:34.858215] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:34.858291] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:34.858339] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:34.980174] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:34.980331] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:34.980367] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:34.980394] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:34.983727] [DEBUG] [FORECASTER] VSTM: Forecast T+1@11:T+2@11: UP (p=65.57%)
[2025-12-01T20:49:34.984006] [INFO ] [FORECASTER] Completed predict_future for VSTM
[2025-12-01T20:49:34.984139] [INFO ] [sig       ] VSTM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:35.120595] [INFO ] [LOCAL     ] Saved forecast: VSTM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VSTM.txt
[2025-12-01T20:49:35.120729] [INFO ] [sig       ] [3467/3634] Completed VSTM in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 55.8s
[2025-12-01T20:49:35.120765] [INFO ] [sig       ] [3468/3634] Forecasting VSTS...
[2025-12-01T20:49:35.120793] [INFO ] [sig       ] Generating forecast for: VSTS
[2025-12-01T20:49:35.120822] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VSTS' from 'https://tdm.silogroup.org/data/derivative_storage/VSTS.csv'.
[2025-12-01T20:49:35.130797] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VSTS'.
[2025-12-01T20:49:35.131118] [INFO ] [FORECASTER] Starting predict_future for VSTS
[2025-12-01T20:49:35.131898] [DEBUG] [LOCAL     ] No optimal features file found for VSTS: ./output/feature-sets/VSTS.txt
[2025-12-01T20:49:35.131949] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:35.131980] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:35.132005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:35.132060] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:35.190771] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:35.191569] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:35.191741] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:35.191780] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:35.313376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:35.313527] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:35.313566] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:35.313650] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:35.316953] [DEBUG] [FORECASTER] VSTS: Forecast T+1@11:T+2@11: UP (p=74.24%)
[2025-12-01T20:49:35.317227] [INFO ] [FORECASTER] Completed predict_future for VSTS
[2025-12-01T20:49:35.317352] [INFO ] [sig       ] VSTS: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:49:35.455173] [INFO ] [LOCAL     ] Saved forecast: VSTS	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VSTS.txt
[2025-12-01T20:49:35.455296] [INFO ] [sig       ] [3468/3634] Completed VSTS in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 55.5s
[2025-12-01T20:49:35.455332] [INFO ] [sig       ] [3469/3634] Forecasting VTC...
[2025-12-01T20:49:35.455359] [INFO ] [sig       ] Generating forecast for: VTC
[2025-12-01T20:49:35.455387] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTC' from 'https://tdm.silogroup.org/data/derivative_storage/VTC.csv'.
[2025-12-01T20:49:35.465266] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTC'.
[2025-12-01T20:49:35.465532] [INFO ] [FORECASTER] Starting predict_future for VTC
[2025-12-01T20:49:35.466260] [DEBUG] [LOCAL     ] No optimal features file found for VTC: ./output/feature-sets/VTC.txt
[2025-12-01T20:49:35.466309] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:35.466350] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:35.466377] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:35.466432] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:35.520837] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:35.521400] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:35.521476] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:35.521506] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:35.636630] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:35.636733] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:35.636767] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:35.636794] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:35.639813] [DEBUG] [FORECASTER] VTC: Forecast T+1@11:T+2@11: UP (p=84.07%)
[2025-12-01T20:49:35.640083] [INFO ] [FORECASTER] Completed predict_future for VTC
[2025-12-01T20:49:35.640216] [INFO ] [sig       ] VTC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:35.777267] [INFO ] [LOCAL     ] Saved forecast: VTC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VTC.txt
[2025-12-01T20:49:35.777369] [INFO ] [sig       ] [3469/3634] Completed VTC in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 55.2s
[2025-12-01T20:49:35.777404] [INFO ] [sig       ] [3470/3634] Forecasting VTEX...
[2025-12-01T20:49:35.777431] [INFO ] [sig       ] Generating forecast for: VTEX
[2025-12-01T20:49:35.777459] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTEX' from 'https://tdm.silogroup.org/data/derivative_storage/VTEX.csv'.
[2025-12-01T20:49:35.789009] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VTEX'.
[2025-12-01T20:49:35.789377] [INFO ] [FORECASTER] Starting predict_future for VTEX
[2025-12-01T20:49:35.790309] [DEBUG] [LOCAL     ] No optimal features file found for VTEX: ./output/feature-sets/VTEX.txt
[2025-12-01T20:49:35.790362] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:35.790393] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:35.790422] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:35.790500] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:35.849074] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:35.850093] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:35.850189] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:35.850222] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:35.969423] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:35.969607] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:35.969647] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:35.969674] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:35.973102] [DEBUG] [FORECASTER] VTEX: Forecast T+1@11:T+2@11: DOWN (p=24.67%)
[2025-12-01T20:49:35.973368] [INFO ] [FORECASTER] Completed predict_future for VTEX
[2025-12-01T20:49:35.973499] [INFO ] [sig       ] VTEX: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:49:36.110065] [INFO ] [LOCAL     ] Saved forecast: VTEX	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VTEX.txt
[2025-12-01T20:49:36.110216] [INFO ] [sig       ] [3470/3634] Completed VTEX in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 54.8s
[2025-12-01T20:49:36.110263] [INFO ] [sig       ] [3471/3634] Forecasting VTGN...
[2025-12-01T20:49:36.110293] [INFO ] [sig       ] Generating forecast for: VTGN
[2025-12-01T20:49:36.110323] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTGN' from 'https://tdm.silogroup.org/data/derivative_storage/VTGN.csv'.
[2025-12-01T20:49:36.121226] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTGN'.
[2025-12-01T20:49:36.121519] [INFO ] [FORECASTER] Starting predict_future for VTGN
[2025-12-01T20:49:36.122299] [DEBUG] [LOCAL     ] No optimal features file found for VTGN: ./output/feature-sets/VTGN.txt
[2025-12-01T20:49:36.122349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:36.122379] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:36.122404] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:36.122459] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:36.178451] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:36.179323] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:36.179407] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:36.179437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:36.302377] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:36.302538] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:36.302605] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:36.302642] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:36.306129] [DEBUG] [FORECASTER] VTGN: Forecast T+1@11:T+2@11: UP (p=65.84%)
[2025-12-01T20:49:36.306409] [INFO ] [FORECASTER] Completed predict_future for VTGN
[2025-12-01T20:49:36.306536] [INFO ] [sig       ] VTGN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:36.454244] [INFO ] [LOCAL     ] Saved forecast: VTGN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VTGN.txt
[2025-12-01T20:49:36.454406] [INFO ] [sig       ] [3471/3634] Completed VTGN in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 54.5s
[2025-12-01T20:49:36.454449] [INFO ] [sig       ] [3472/3634] Forecasting VTIP...
[2025-12-01T20:49:36.454484] [INFO ] [sig       ] Generating forecast for: VTIP
[2025-12-01T20:49:36.454514] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTIP' from 'https://tdm.silogroup.org/data/derivative_storage/VTIP.csv'.
[2025-12-01T20:49:36.468002] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VTIP'.
[2025-12-01T20:49:36.468404] [INFO ] [FORECASTER] Starting predict_future for VTIP
[2025-12-01T20:49:36.469369] [DEBUG] [LOCAL     ] No optimal features file found for VTIP: ./output/feature-sets/VTIP.txt
[2025-12-01T20:49:36.469430] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:36.469472] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:36.469507] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:36.469604] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:36.530832] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:36.531671] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:36.531750] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:36.531782] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:36.654487] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:36.654656] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:36.654696] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:36.654723] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:36.657978] [DEBUG] [FORECASTER] VTIP: Forecast T+1@11:T+2@11: UP (p=88.81%)
[2025-12-01T20:49:36.658242] [INFO ] [FORECASTER] Completed predict_future for VTIP
[2025-12-01T20:49:36.658413] [INFO ] [sig       ] VTIP: Forecast for 2025-11-28: UP (sign=1.00)
[2025-12-01T20:49:36.799605] [INFO ] [LOCAL     ] Saved forecast: VTIP	2025-12-01	1 -> ./output/forecasts/individual/2025-12-01/VTIP.txt
[2025-12-01T20:49:36.799742] [INFO ] [sig       ] [3472/3634] Completed VTIP in 0.3s | 2.99 sym/s | Total: 19.3m | ETA: 54.2s
[2025-12-01T20:49:36.799786] [INFO ] [sig       ] [3473/3634] Forecasting VTLE...
[2025-12-01T20:49:36.799816] [INFO ] [sig       ] Generating forecast for: VTLE
[2025-12-01T20:49:36.799844] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTLE' from 'https://tdm.silogroup.org/data/derivative_storage/VTLE.csv'.
[2025-12-01T20:49:36.809747] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTLE'.
[2025-12-01T20:49:36.810038] [INFO ] [FORECASTER] Starting predict_future for VTLE
[2025-12-01T20:49:36.810772] [DEBUG] [LOCAL     ] No optimal features file found for VTLE: ./output/feature-sets/VTLE.txt
[2025-12-01T20:49:36.810821] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:36.810851] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:36.810877] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:36.810931] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:36.868728] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:36.869475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:36.869557] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:36.869605] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:36.987918] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:36.988070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:36.988112] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:36.988139] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:36.991433] [DEBUG] [FORECASTER] VTLE: Forecast T+1@11:T+2@11: DOWN (p=7.61%)
[2025-12-01T20:49:36.991708] [INFO ] [FORECASTER] Completed predict_future for VTLE
[2025-12-01T20:49:36.991826] [INFO ] [sig       ] VTLE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:37.129880] [INFO ] [LOCAL     ] Saved forecast: VTLE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VTLE.txt
[2025-12-01T20:49:37.130015] [INFO ] [sig       ] [3473/3634] Completed VTLE in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 53.8s
[2025-12-01T20:49:37.130052] [INFO ] [sig       ] [3474/3634] Forecasting VTMX...
[2025-12-01T20:49:37.130080] [INFO ] [sig       ] Generating forecast for: VTMX
[2025-12-01T20:49:37.130113] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTMX' from 'https://tdm.silogroup.org/data/derivative_storage/VTMX.csv'.
[2025-12-01T20:49:37.140829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTMX'.
[2025-12-01T20:49:37.141142] [INFO ] [FORECASTER] Starting predict_future for VTMX
[2025-12-01T20:49:37.141901] [DEBUG] [LOCAL     ] No optimal features file found for VTMX: ./output/feature-sets/VTMX.txt
[2025-12-01T20:49:37.141950] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:37.141979] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:37.142005] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:37.142058] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:37.196775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:37.197389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:37.197465] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:37.197495] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:37.317626] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:37.317730] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:37.317763] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:37.317789] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:37.320897] [DEBUG] [FORECASTER] VTMX: Forecast T+1@11:T+2@11: UP (p=92.99%)
[2025-12-01T20:49:37.321151] [INFO ] [FORECASTER] Completed predict_future for VTMX
[2025-12-01T20:49:37.321283] [INFO ] [sig       ] VTMX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:37.457978] [INFO ] [LOCAL     ] Saved forecast: VTMX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VTMX.txt
[2025-12-01T20:49:37.458084] [INFO ] [sig       ] [3474/3634] Completed VTMX in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 53.5s
[2025-12-01T20:49:37.458120] [INFO ] [sig       ] [3475/3634] Forecasting VTN...
[2025-12-01T20:49:37.458147] [INFO ] [sig       ] Generating forecast for: VTN
[2025-12-01T20:49:37.458176] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTN' from 'https://tdm.silogroup.org/data/derivative_storage/VTN.csv'.
[2025-12-01T20:49:37.471506] [DEBUG] [REMOTE    ] Successfully parsed 299 rows of historical data for symbol 'VTN'.
[2025-12-01T20:49:37.471979] [INFO ] [FORECASTER] Starting predict_future for VTN
[2025-12-01T20:49:37.472963] [DEBUG] [LOCAL     ] No optimal features file found for VTN: ./output/feature-sets/VTN.txt
[2025-12-01T20:49:37.473019] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:37.473060] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:37.473098] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:37.473184] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:37.532466] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:37.533307] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:37.533419] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:37.533452] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:37.646977] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:37.647137] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:49:37.647175] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:37.647202] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:37.650661] [DEBUG] [FORECASTER] VTN: Forecast T+1@11:T+2@11: DOWN (p=49.07%)
[2025-12-01T20:49:37.650926] [INFO ] [FORECASTER] Completed predict_future for VTN
[2025-12-01T20:49:37.651044] [INFO ] [sig       ] VTN: Forecast for 2025-11-28: DOWN (sign=0.00)
[2025-12-01T20:49:37.788825] [INFO ] [LOCAL     ] Saved forecast: VTN	2025-12-01	0 -> ./output/forecasts/individual/2025-12-01/VTN.txt
[2025-12-01T20:49:37.788973] [INFO ] [sig       ] [3475/3634] Completed VTN in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 53.2s
[2025-12-01T20:49:37.789011] [INFO ] [sig       ] [3476/3634] Forecasting VTOL...
[2025-12-01T20:49:37.789040] [INFO ] [sig       ] Generating forecast for: VTOL
[2025-12-01T20:49:37.789068] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTOL' from 'https://tdm.silogroup.org/data/derivative_storage/VTOL.csv'.
[2025-12-01T20:49:37.799061] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTOL'.
[2025-12-01T20:49:37.799398] [INFO ] [FORECASTER] Starting predict_future for VTOL
[2025-12-01T20:49:37.800197] [DEBUG] [LOCAL     ] No optimal features file found for VTOL: ./output/feature-sets/VTOL.txt
[2025-12-01T20:49:37.800250] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:37.800280] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:37.800305] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:37.800359] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:37.859043] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:37.859873] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:37.859952] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:37.859982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:37.972971] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:37.973130] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:37.973185] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:37.973212] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:37.976547] [DEBUG] [FORECASTER] VTOL: Forecast T+1@11:T+2@11: DOWN (p=23.99%)
[2025-12-01T20:49:37.976829] [INFO ] [FORECASTER] Completed predict_future for VTOL
[2025-12-01T20:49:37.976951] [INFO ] [sig       ] VTOL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:38.115396] [INFO ] [LOCAL     ] Saved forecast: VTOL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VTOL.txt
[2025-12-01T20:49:38.115535] [INFO ] [sig       ] [3476/3634] Completed VTOL in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 52.8s
[2025-12-01T20:49:38.115590] [INFO ] [sig       ] [3477/3634] Forecasting VTRS...
[2025-12-01T20:49:38.115623] [INFO ] [sig       ] Generating forecast for: VTRS
[2025-12-01T20:49:38.115652] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTRS' from 'https://tdm.silogroup.org/data/derivative_storage/VTRS.csv'.
[2025-12-01T20:49:38.126516] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTRS'.
[2025-12-01T20:49:38.126825] [INFO ] [FORECASTER] Starting predict_future for VTRS
[2025-12-01T20:49:38.127585] [DEBUG] [LOCAL     ] No optimal features file found for VTRS: ./output/feature-sets/VTRS.txt
[2025-12-01T20:49:38.127634] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:38.127664] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:38.127689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:38.127743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:38.182118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:38.182688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:38.182763] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:38.182794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:38.304138] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:38.304248] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:38.304282] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:38.304308] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:38.307368] [DEBUG] [FORECASTER] VTRS: Forecast T+1@11:T+2@11: UP (p=66.53%)
[2025-12-01T20:49:38.307638] [INFO ] [FORECASTER] Completed predict_future for VTRS
[2025-12-01T20:49:38.307756] [INFO ] [sig       ] VTRS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:38.445438] [INFO ] [LOCAL     ] Saved forecast: VTRS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VTRS.txt
[2025-12-01T20:49:38.445611] [INFO ] [sig       ] [3477/3634] Completed VTRS in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 52.5s
[2025-12-01T20:49:38.445651] [INFO ] [sig       ] [3478/3634] Forecasting VTS...
[2025-12-01T20:49:38.445679] [INFO ] [sig       ] Generating forecast for: VTS
[2025-12-01T20:49:38.445706] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTS' from 'https://tdm.silogroup.org/data/derivative_storage/VTS.csv'.
[2025-12-01T20:49:38.455963] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTS'.
[2025-12-01T20:49:38.456334] [INFO ] [FORECASTER] Starting predict_future for VTS
[2025-12-01T20:49:38.457118] [DEBUG] [LOCAL     ] No optimal features file found for VTS: ./output/feature-sets/VTS.txt
[2025-12-01T20:49:38.457167] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:38.457197] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:38.457222] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:38.457275] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:38.512843] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:38.513691] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:38.513769] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:38.513800] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:38.629702] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:38.629848] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:38.629885] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:38.629914] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:38.633102] [DEBUG] [FORECASTER] VTS: Forecast T+1@11:T+2@11: DOWN (p=6.97%)
[2025-12-01T20:49:38.633359] [INFO ] [FORECASTER] Completed predict_future for VTS
[2025-12-01T20:49:38.633476] [INFO ] [sig       ] VTS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:38.770530] [INFO ] [LOCAL     ] Saved forecast: VTS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VTS.txt
[2025-12-01T20:49:38.770691] [INFO ] [sig       ] [3478/3634] Completed VTS in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 52.2s
[2025-12-01T20:49:38.770729] [INFO ] [sig       ] [3479/3634] Forecasting VTSI...
[2025-12-01T20:49:38.770757] [INFO ] [sig       ] Generating forecast for: VTSI
[2025-12-01T20:49:38.770785] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTSI' from 'https://tdm.silogroup.org/data/derivative_storage/VTSI.csv'.
[2025-12-01T20:49:38.780458] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTSI'.
[2025-12-01T20:49:38.780717] [INFO ] [FORECASTER] Starting predict_future for VTSI
[2025-12-01T20:49:38.781418] [DEBUG] [LOCAL     ] No optimal features file found for VTSI: ./output/feature-sets/VTSI.txt
[2025-12-01T20:49:38.781467] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:38.781498] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:38.781523] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:38.781603] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:38.836973] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:38.837536] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:38.837625] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:38.837657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:38.957519] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:38.957671] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:38.957707] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:38.957735] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:38.960934] [DEBUG] [FORECASTER] VTSI: Forecast T+1@11:T+2@11: DOWN (p=1.10%)
[2025-12-01T20:49:38.961199] [INFO ] [FORECASTER] Completed predict_future for VTSI
[2025-12-01T20:49:38.961324] [INFO ] [sig       ] VTSI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:39.099060] [INFO ] [LOCAL     ] Saved forecast: VTSI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VTSI.txt
[2025-12-01T20:49:39.099162] [INFO ] [sig       ] [3479/3634] Completed VTSI in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 51.8s
[2025-12-01T20:49:39.099197] [INFO ] [sig       ] [3480/3634] Forecasting VTWG...
[2025-12-01T20:49:39.099224] [INFO ] [sig       ] Generating forecast for: VTWG
[2025-12-01T20:49:39.099252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWG' from 'https://tdm.silogroup.org/data/derivative_storage/VTWG.csv'.
[2025-12-01T20:49:39.109076] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWG'.
[2025-12-01T20:49:39.109326] [INFO ] [FORECASTER] Starting predict_future for VTWG
[2025-12-01T20:49:39.110053] [DEBUG] [LOCAL     ] No optimal features file found for VTWG: ./output/feature-sets/VTWG.txt
[2025-12-01T20:49:39.110102] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:39.110142] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:39.110168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:39.110227] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:39.165020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:39.165600] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:39.165670] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:39.165701] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:39.283415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:39.283513] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:39.283546] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:39.283590] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:39.286598] [DEBUG] [FORECASTER] VTWG: Forecast T+1@11:T+2@11: DOWN (p=7.31%)
[2025-12-01T20:49:39.286847] [INFO ] [FORECASTER] Completed predict_future for VTWG
[2025-12-01T20:49:39.286963] [INFO ] [sig       ] VTWG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:39.423630] [INFO ] [LOCAL     ] Saved forecast: VTWG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VTWG.txt
[2025-12-01T20:49:39.423733] [INFO ] [sig       ] [3480/3634] Completed VTWG in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 51.5s
[2025-12-01T20:49:39.423769] [INFO ] [sig       ] [3481/3634] Forecasting VTWO...
[2025-12-01T20:49:39.423796] [INFO ] [sig       ] Generating forecast for: VTWO
[2025-12-01T20:49:39.423824] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTWO' from 'https://tdm.silogroup.org/data/derivative_storage/VTWO.csv'.
[2025-12-01T20:49:39.434598] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTWO'.
[2025-12-01T20:49:39.434925] [INFO ] [FORECASTER] Starting predict_future for VTWO
[2025-12-01T20:49:39.435730] [DEBUG] [LOCAL     ] No optimal features file found for VTWO: ./output/feature-sets/VTWO.txt
[2025-12-01T20:49:39.435779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:39.435809] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:39.435835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:39.435889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:39.491391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:39.492293] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:39.492378] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:39.492409] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:39.619727] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:39.619878] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:39.619918] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:39.619950] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:39.623279] [DEBUG] [FORECASTER] VTWO: Forecast T+1@11:T+2@11: DOWN (p=1.99%)
[2025-12-01T20:49:39.623548] [INFO ] [FORECASTER] Completed predict_future for VTWO
[2025-12-01T20:49:39.623695] [INFO ] [sig       ] VTWO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:39.765816] [INFO ] [LOCAL     ] Saved forecast: VTWO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VTWO.txt
[2025-12-01T20:49:39.765949] [INFO ] [sig       ] [3481/3634] Completed VTWO in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 51.2s
[2025-12-01T20:49:39.766002] [INFO ] [sig       ] [3482/3634] Forecasting VTYX...
[2025-12-01T20:49:39.766035] [INFO ] [sig       ] Generating forecast for: VTYX
[2025-12-01T20:49:39.766064] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VTYX' from 'https://tdm.silogroup.org/data/derivative_storage/VTYX.csv'.
[2025-12-01T20:49:39.775957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VTYX'.
[2025-12-01T20:49:39.776257] [INFO ] [FORECASTER] Starting predict_future for VTYX
[2025-12-01T20:49:39.776990] [DEBUG] [LOCAL     ] No optimal features file found for VTYX: ./output/feature-sets/VTYX.txt
[2025-12-01T20:49:39.777039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:39.777096] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:39.777123] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:39.777178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:39.839431] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:39.840423] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:39.840504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:39.840536] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:39.960231] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:39.960405] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:39.960442] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:39.960468] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:39.963710] [DEBUG] [FORECASTER] VTYX: Forecast T+1@11:T+2@11: UP (p=84.17%)
[2025-12-01T20:49:39.963969] [INFO ] [FORECASTER] Completed predict_future for VTYX
[2025-12-01T20:49:39.964091] [INFO ] [sig       ] VTYX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:40.102551] [INFO ] [LOCAL     ] Saved forecast: VTYX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VTYX.txt
[2025-12-01T20:49:40.102729] [INFO ] [sig       ] [3482/3634] Completed VTYX in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 50.8s
[2025-12-01T20:49:40.102772] [INFO ] [sig       ] [3483/3634] Forecasting VUZI...
[2025-12-01T20:49:40.102803] [INFO ] [sig       ] Generating forecast for: VUZI
[2025-12-01T20:49:40.102835] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VUZI' from 'https://tdm.silogroup.org/data/derivative_storage/VUZI.csv'.
[2025-12-01T20:49:40.113695] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VUZI'.
[2025-12-01T20:49:40.114072] [INFO ] [FORECASTER] Starting predict_future for VUZI
[2025-12-01T20:49:40.114849] [DEBUG] [LOCAL     ] No optimal features file found for VUZI: ./output/feature-sets/VUZI.txt
[2025-12-01T20:49:40.114899] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:40.114931] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:40.114959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:40.115016] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:40.173379] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:40.174204] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:40.174282] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:40.174316] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:40.294599] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:40.294737] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:40.294776] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:40.294804] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:40.298061] [DEBUG] [FORECASTER] VUZI: Forecast T+1@11:T+2@11: DOWN (p=42.91%)
[2025-12-01T20:49:40.298333] [INFO ] [FORECASTER] Completed predict_future for VUZI
[2025-12-01T20:49:40.298450] [INFO ] [sig       ] VUZI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:40.436667] [INFO ] [LOCAL     ] Saved forecast: VUZI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VUZI.txt
[2025-12-01T20:49:40.436774] [INFO ] [sig       ] [3483/3634] Completed VUZI in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 50.5s
[2025-12-01T20:49:40.436833] [INFO ] [sig       ] [3484/3634] Forecasting VVOS...
[2025-12-01T20:49:40.436864] [INFO ] [sig       ] Generating forecast for: VVOS
[2025-12-01T20:49:40.436892] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVOS' from 'https://tdm.silogroup.org/data/derivative_storage/VVOS.csv'.
[2025-12-01T20:49:40.450193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVOS'.
[2025-12-01T20:49:40.450485] [INFO ] [FORECASTER] Starting predict_future for VVOS
[2025-12-01T20:49:40.451235] [DEBUG] [LOCAL     ] No optimal features file found for VVOS: ./output/feature-sets/VVOS.txt
[2025-12-01T20:49:40.451284] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:40.451315] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:40.451340] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:40.451394] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:40.506292] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:40.506899] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:40.506981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:40.507013] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:40.620427] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:40.620531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:40.620604] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:40.620640] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:40.623687] [DEBUG] [FORECASTER] VVOS: Forecast T+1@11:T+2@11: UP (p=72.01%)
[2025-12-01T20:49:40.623934] [INFO ] [FORECASTER] Completed predict_future for VVOS
[2025-12-01T20:49:40.624051] [INFO ] [sig       ] VVOS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:40.762906] [INFO ] [LOCAL     ] Saved forecast: VVOS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VVOS.txt
[2025-12-01T20:49:40.763053] [INFO ] [sig       ] [3484/3634] Completed VVOS in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 50.1s
[2025-12-01T20:49:40.763092] [INFO ] [sig       ] [3485/3634] Forecasting VVX...
[2025-12-01T20:49:40.763121] [INFO ] [sig       ] Generating forecast for: VVX
[2025-12-01T20:49:40.763150] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VVX' from 'https://tdm.silogroup.org/data/derivative_storage/VVX.csv'.
[2025-12-01T20:49:40.773336] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VVX'.
[2025-12-01T20:49:40.773631] [INFO ] [FORECASTER] Starting predict_future for VVX
[2025-12-01T20:49:40.774383] [DEBUG] [LOCAL     ] No optimal features file found for VVX: ./output/feature-sets/VVX.txt
[2025-12-01T20:49:40.774432] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:40.774462] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:40.774487] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:40.774541] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:40.829682] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:40.830475] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:40.830555] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:40.830604] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:40.951283] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:40.951385] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:40.951419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:40.951476] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:40.954554] [DEBUG] [FORECASTER] VVX: Forecast T+1@11:T+2@11: DOWN (p=21.97%)
[2025-12-01T20:49:40.954825] [INFO ] [FORECASTER] Completed predict_future for VVX
[2025-12-01T20:49:40.954942] [INFO ] [sig       ] VVX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:41.092116] [INFO ] [LOCAL     ] Saved forecast: VVX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VVX.txt
[2025-12-01T20:49:41.092220] [INFO ] [sig       ] [3485/3634] Completed VVX in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 49.8s
[2025-12-01T20:49:41.092256] [INFO ] [sig       ] [3486/3634] Forecasting VWOB...
[2025-12-01T20:49:41.092284] [INFO ] [sig       ] Generating forecast for: VWOB
[2025-12-01T20:49:41.092311] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VWOB' from 'https://tdm.silogroup.org/data/derivative_storage/VWOB.csv'.
[2025-12-01T20:49:41.102902] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VWOB'.
[2025-12-01T20:49:41.103151] [INFO ] [FORECASTER] Starting predict_future for VWOB
[2025-12-01T20:49:41.103887] [DEBUG] [LOCAL     ] No optimal features file found for VWOB: ./output/feature-sets/VWOB.txt
[2025-12-01T20:49:41.103936] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:41.103966] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:41.103991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:41.104044] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:41.159428] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:41.160003] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:41.160077] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:41.160108] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:41.280402] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:41.280512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:41.280547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:41.280589] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:41.283659] [DEBUG] [FORECASTER] VWOB: Forecast T+1@11:T+2@11: UP (p=98.02%)
[2025-12-01T20:49:41.283909] [INFO ] [FORECASTER] Completed predict_future for VWOB
[2025-12-01T20:49:41.284026] [INFO ] [sig       ] VWOB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:41.421525] [INFO ] [LOCAL     ] Saved forecast: VWOB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VWOB.txt
[2025-12-01T20:49:41.421644] [INFO ] [sig       ] [3486/3634] Completed VWOB in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 49.5s
[2025-12-01T20:49:41.421682] [INFO ] [sig       ] [3487/3634] Forecasting VXUS...
[2025-12-01T20:49:41.421709] [INFO ] [sig       ] Generating forecast for: VXUS
[2025-12-01T20:49:41.421737] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VXUS' from 'https://tdm.silogroup.org/data/derivative_storage/VXUS.csv'.
[2025-12-01T20:49:41.431603] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VXUS'.
[2025-12-01T20:49:41.431885] [INFO ] [FORECASTER] Starting predict_future for VXUS
[2025-12-01T20:49:41.432602] [DEBUG] [LOCAL     ] No optimal features file found for VXUS: ./output/feature-sets/VXUS.txt
[2025-12-01T20:49:41.432653] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:41.432682] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:41.432707] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:41.432762] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:41.488710] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:41.489272] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:41.489345] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:41.489375] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:41.611077] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:41.611187] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:41.611228] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:41.611279] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:41.614359] [DEBUG] [FORECASTER] VXUS: Forecast T+1@11:T+2@11: DOWN (p=9.77%)
[2025-12-01T20:49:41.614626] [INFO ] [FORECASTER] Completed predict_future for VXUS
[2025-12-01T20:49:41.614740] [INFO ] [sig       ] VXUS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:41.753083] [INFO ] [LOCAL     ] Saved forecast: VXUS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VXUS.txt
[2025-12-01T20:49:41.753212] [INFO ] [sig       ] [3487/3634] Completed VXUS in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 49.1s
[2025-12-01T20:49:41.753248] [INFO ] [sig       ] [3488/3634] Forecasting VYMI...
[2025-12-01T20:49:41.753276] [INFO ] [sig       ] Generating forecast for: VYMI
[2025-12-01T20:49:41.753305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYMI' from 'https://tdm.silogroup.org/data/derivative_storage/VYMI.csv'.
[2025-12-01T20:49:41.763129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYMI'.
[2025-12-01T20:49:41.763381] [INFO ] [FORECASTER] Starting predict_future for VYMI
[2025-12-01T20:49:41.764108] [DEBUG] [LOCAL     ] No optimal features file found for VYMI: ./output/feature-sets/VYMI.txt
[2025-12-01T20:49:41.764156] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:41.764186] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:41.764212] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:41.764265] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:41.821325] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:41.822327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:41.822406] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:41.822437] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:41.937645] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:41.937800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:41.937837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:41.937863] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:41.941175] [DEBUG] [FORECASTER] VYMI: Forecast T+1@11:T+2@11: DOWN (p=42.27%)
[2025-12-01T20:49:41.941437] [INFO ] [FORECASTER] Completed predict_future for VYMI
[2025-12-01T20:49:41.941554] [INFO ] [sig       ] VYMI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:42.079267] [INFO ] [LOCAL     ] Saved forecast: VYMI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/VYMI.txt
[2025-12-01T20:49:42.079386] [INFO ] [sig       ] [3488/3634] Completed VYMI in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 48.8s
[2025-12-01T20:49:42.079422] [INFO ] [sig       ] [3489/3634] Forecasting VYX...
[2025-12-01T20:49:42.079451] [INFO ] [sig       ] Generating forecast for: VYX
[2025-12-01T20:49:42.079479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VYX' from 'https://tdm.silogroup.org/data/derivative_storage/VYX.csv'.
[2025-12-01T20:49:42.089520] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VYX'.
[2025-12-01T20:49:42.089804] [INFO ] [FORECASTER] Starting predict_future for VYX
[2025-12-01T20:49:42.090512] [DEBUG] [LOCAL     ] No optimal features file found for VYX: ./output/feature-sets/VYX.txt
[2025-12-01T20:49:42.090560] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:42.090609] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:42.090636] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:42.090690] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:42.145775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:42.146327] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:42.146411] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:42.146442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:42.265351] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:42.265475] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:42.265511] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:42.265538] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:42.268765] [DEBUG] [FORECASTER] VYX: Forecast T+1@11:T+2@11: UP (p=87.75%)
[2025-12-01T20:49:42.269015] [INFO ] [FORECASTER] Completed predict_future for VYX
[2025-12-01T20:49:42.269133] [INFO ] [sig       ] VYX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:42.406700] [INFO ] [LOCAL     ] Saved forecast: VYX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VYX.txt
[2025-12-01T20:49:42.406813] [INFO ] [sig       ] [3489/3634] Completed VYX in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 48.5s
[2025-12-01T20:49:42.406849] [INFO ] [sig       ] [3490/3634] Forecasting VZ...
[2025-12-01T20:49:42.406876] [INFO ] [sig       ] Generating forecast for: VZ
[2025-12-01T20:49:42.406903] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'VZ' from 'https://tdm.silogroup.org/data/derivative_storage/VZ.csv'.
[2025-12-01T20:49:42.416995] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'VZ'.
[2025-12-01T20:49:42.417254] [INFO ] [FORECASTER] Starting predict_future for VZ
[2025-12-01T20:49:42.417989] [DEBUG] [LOCAL     ] No optimal features file found for VZ: ./output/feature-sets/VZ.txt
[2025-12-01T20:49:42.418039] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:42.418068] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:42.418094] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:42.418149] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:42.474485] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:42.475345] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:42.475435] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:42.475466] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:42.596925] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:42.597074] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:42.597113] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:42.597142] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:42.600634] [DEBUG] [FORECASTER] VZ: Forecast T+1@11:T+2@11: UP (p=78.82%)
[2025-12-01T20:49:42.600902] [INFO ] [FORECASTER] Completed predict_future for VZ
[2025-12-01T20:49:42.601029] [INFO ] [sig       ] VZ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:42.743519] [INFO ] [LOCAL     ] Saved forecast: VZ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/VZ.txt
[2025-12-01T20:49:42.743664] [INFO ] [sig       ] [3490/3634] Completed VZ in 0.3s | 2.99 sym/s | Total: 19.4m | ETA: 48.1s
[2025-12-01T20:49:42.743702] [INFO ] [sig       ] [3491/3634] Forecasting WAB...
[2025-12-01T20:49:42.743730] [INFO ] [sig       ] Generating forecast for: WAB
[2025-12-01T20:49:42.743758] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAB' from 'https://tdm.silogroup.org/data/derivative_storage/WAB.csv'.
[2025-12-01T20:49:42.753997] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAB'.
[2025-12-01T20:49:42.754317] [INFO ] [FORECASTER] Starting predict_future for WAB
[2025-12-01T20:49:42.755065] [DEBUG] [LOCAL     ] No optimal features file found for WAB: ./output/feature-sets/WAB.txt
[2025-12-01T20:49:42.755115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:42.755144] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:42.755181] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:42.755237] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:42.810373] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:42.811170] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:42.811260] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:42.811298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:42.931391] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:42.931583] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:42.931622] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:42.931651] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:42.934965] [DEBUG] [FORECASTER] WAB: Forecast T+1@11:T+2@11: DOWN (p=34.83%)
[2025-12-01T20:49:42.935234] [INFO ] [FORECASTER] Completed predict_future for WAB
[2025-12-01T20:49:42.935355] [INFO ] [sig       ] WAB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:43.095911] [INFO ] [LOCAL     ] Saved forecast: WAB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WAB.txt
[2025-12-01T20:49:43.096064] [INFO ] [sig       ] [3491/3634] Completed WAB in 0.4s | 2.99 sym/s | Total: 19.5m | ETA: 47.8s
[2025-12-01T20:49:43.096101] [INFO ] [sig       ] [3492/3634] Forecasting WABC...
[2025-12-01T20:49:43.096129] [INFO ] [sig       ] Generating forecast for: WABC
[2025-12-01T20:49:43.096157] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WABC' from 'https://tdm.silogroup.org/data/derivative_storage/WABC.csv'.
[2025-12-01T20:49:43.106610] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WABC'.
[2025-12-01T20:49:43.106971] [INFO ] [FORECASTER] Starting predict_future for WABC
[2025-12-01T20:49:43.107729] [DEBUG] [LOCAL     ] No optimal features file found for WABC: ./output/feature-sets/WABC.txt
[2025-12-01T20:49:43.107779] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:43.107809] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:43.107835] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:43.107889] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:43.162639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:43.163445] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:43.163526] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:43.163609] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:43.284301] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:43.284453] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:43.284493] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:43.284520] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:43.287851] [DEBUG] [FORECASTER] WABC: Forecast T+1@11:T+2@11: DOWN (p=8.41%)
[2025-12-01T20:49:43.288131] [INFO ] [FORECASTER] Completed predict_future for WABC
[2025-12-01T20:49:43.288256] [INFO ] [sig       ] WABC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:43.449996] [INFO ] [LOCAL     ] Saved forecast: WABC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WABC.txt
[2025-12-01T20:49:43.450146] [INFO ] [sig       ] [3492/3634] Completed WABC in 0.4s | 2.99 sym/s | Total: 19.5m | ETA: 47.5s
[2025-12-01T20:49:43.450190] [INFO ] [sig       ] [3493/3634] Forecasting WAFD...
[2025-12-01T20:49:43.450225] [INFO ] [sig       ] Generating forecast for: WAFD
[2025-12-01T20:49:43.450260] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFD' from 'https://tdm.silogroup.org/data/derivative_storage/WAFD.csv'.
[2025-12-01T20:49:43.461272] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFD'.
[2025-12-01T20:49:43.461683] [INFO ] [FORECASTER] Starting predict_future for WAFD
[2025-12-01T20:49:43.462450] [DEBUG] [LOCAL     ] No optimal features file found for WAFD: ./output/feature-sets/WAFD.txt
[2025-12-01T20:49:43.462500] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:43.462530] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:43.462555] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:43.462636] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:43.518423] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:43.519303] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:43.519389] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:43.519421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:43.638062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:43.638218] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:43.638256] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:43.638282] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:43.641733] [DEBUG] [FORECASTER] WAFD: Forecast T+1@11:T+2@11: DOWN (p=3.56%)
[2025-12-01T20:49:43.642055] [INFO ] [FORECASTER] Completed predict_future for WAFD
[2025-12-01T20:49:43.642185] [INFO ] [sig       ] WAFD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:43.785325] [INFO ] [LOCAL     ] Saved forecast: WAFD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WAFD.txt
[2025-12-01T20:49:43.785476] [INFO ] [sig       ] [3493/3634] Completed WAFD in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 47.1s
[2025-12-01T20:49:43.785515] [INFO ] [sig       ] [3494/3634] Forecasting WAFDP...
[2025-12-01T20:49:43.785543] [INFO ] [sig       ] Generating forecast for: WAFDP
[2025-12-01T20:49:43.785587] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAFDP' from 'https://tdm.silogroup.org/data/derivative_storage/WAFDP.csv'.
[2025-12-01T20:49:43.797488] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAFDP'.
[2025-12-01T20:49:43.797872] [INFO ] [FORECASTER] Starting predict_future for WAFDP
[2025-12-01T20:49:43.798774] [DEBUG] [LOCAL     ] No optimal features file found for WAFDP: ./output/feature-sets/WAFDP.txt
[2025-12-01T20:49:43.798835] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:43.798877] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:43.798914] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:43.798994] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:43.855888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:43.856729] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:43.856808] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:43.856841] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:43.963507] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:43.963643] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:43.963680] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:43.963707] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:43.966866] [DEBUG] [FORECASTER] WAFDP: Forecast T+1@11:T+2@11: DOWN (p=6.74%)
[2025-12-01T20:49:43.967122] [INFO ] [FORECASTER] Completed predict_future for WAFDP
[2025-12-01T20:49:43.967241] [INFO ] [sig       ] WAFDP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:44.104257] [INFO ] [LOCAL     ] Saved forecast: WAFDP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WAFDP.txt
[2025-12-01T20:49:44.104381] [INFO ] [sig       ] [3494/3634] Completed WAFDP in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 46.8s
[2025-12-01T20:49:44.104417] [INFO ] [sig       ] [3495/3634] Forecasting WAL...
[2025-12-01T20:49:44.104446] [INFO ] [sig       ] Generating forecast for: WAL
[2025-12-01T20:49:44.104480] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAL' from 'https://tdm.silogroup.org/data/derivative_storage/WAL.csv'.
[2025-12-01T20:49:44.114337] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAL'.
[2025-12-01T20:49:44.114619] [INFO ] [FORECASTER] Starting predict_future for WAL
[2025-12-01T20:49:44.115338] [DEBUG] [LOCAL     ] No optimal features file found for WAL: ./output/feature-sets/WAL.txt
[2025-12-01T20:49:44.115385] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:44.115415] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:44.115442] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:44.115496] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:44.170824] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:44.171462] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:44.171536] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:44.171567] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:44.293086] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:44.293227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:44.293267] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:44.293294] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:44.296496] [DEBUG] [FORECASTER] WAL: Forecast T+1@11:T+2@11: UP (p=70.54%)
[2025-12-01T20:49:44.296781] [INFO ] [FORECASTER] Completed predict_future for WAL
[2025-12-01T20:49:44.296899] [INFO ] [sig       ] WAL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:44.434799] [INFO ] [LOCAL     ] Saved forecast: WAL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WAL.txt
[2025-12-01T20:49:44.434943] [INFO ] [sig       ] [3495/3634] Completed WAL in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 46.5s
[2025-12-01T20:49:44.434980] [INFO ] [sig       ] [3496/3634] Forecasting WALD...
[2025-12-01T20:49:44.435007] [INFO ] [sig       ] Generating forecast for: WALD
[2025-12-01T20:49:44.435036] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WALD' from 'https://tdm.silogroup.org/data/derivative_storage/WALD.csv'.
[2025-12-01T20:49:44.444888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WALD'.
[2025-12-01T20:49:44.445191] [INFO ] [FORECASTER] Starting predict_future for WALD
[2025-12-01T20:49:44.445931] [DEBUG] [LOCAL     ] No optimal features file found for WALD: ./output/feature-sets/WALD.txt
[2025-12-01T20:49:44.445980] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:44.446010] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:44.446035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:44.446090] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:44.501756] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:44.502339] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:44.502413] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:44.502443] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:44.619703] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:44.619846] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:44.619883] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:44.619910] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:44.623206] [DEBUG] [FORECASTER] WALD: Forecast T+1@11:T+2@11: UP (p=72.31%)
[2025-12-01T20:49:44.623489] [INFO ] [FORECASTER] Completed predict_future for WALD
[2025-12-01T20:49:44.623687] [INFO ] [sig       ] WALD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:44.762041] [INFO ] [LOCAL     ] Saved forecast: WALD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WALD.txt
[2025-12-01T20:49:44.762168] [INFO ] [sig       ] [3496/3634] Completed WALD in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 46.1s
[2025-12-01T20:49:44.762205] [INFO ] [sig       ] [3497/3634] Forecasting WASH...
[2025-12-01T20:49:44.762234] [INFO ] [sig       ] Generating forecast for: WASH
[2025-12-01T20:49:44.762263] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WASH' from 'https://tdm.silogroup.org/data/derivative_storage/WASH.csv'.
[2025-12-01T20:49:44.772168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WASH'.
[2025-12-01T20:49:44.772445] [INFO ] [FORECASTER] Starting predict_future for WASH
[2025-12-01T20:49:44.773181] [DEBUG] [LOCAL     ] No optimal features file found for WASH: ./output/feature-sets/WASH.txt
[2025-12-01T20:49:44.773229] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:44.773261] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:44.773289] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:44.773343] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:44.829222] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:44.829865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:44.829939] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:44.829970] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:44.947825] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:44.947969] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:44.948006] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:44.948033] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:44.951306] [DEBUG] [FORECASTER] WASH: Forecast T+1@11:T+2@11: DOWN (p=42.95%)
[2025-12-01T20:49:44.951564] [INFO ] [FORECASTER] Completed predict_future for WASH
[2025-12-01T20:49:44.951700] [INFO ] [sig       ] WASH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:45.090119] [INFO ] [LOCAL     ] Saved forecast: WASH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WASH.txt
[2025-12-01T20:49:45.090246] [INFO ] [sig       ] [3497/3634] Completed WASH in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 45.8s
[2025-12-01T20:49:45.090290] [INFO ] [sig       ] [3498/3634] Forecasting WAVE...
[2025-12-01T20:49:45.090323] [INFO ] [sig       ] Generating forecast for: WAVE
[2025-12-01T20:49:45.090357] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAVE' from 'https://tdm.silogroup.org/data/derivative_storage/WAVE.csv'.
[2025-12-01T20:49:45.100858] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAVE'.
[2025-12-01T20:49:45.101152] [INFO ] [FORECASTER] Starting predict_future for WAVE
[2025-12-01T20:49:45.101899] [DEBUG] [LOCAL     ] No optimal features file found for WAVE: ./output/feature-sets/WAVE.txt
[2025-12-01T20:49:45.101947] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:45.101977] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:45.102003] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:45.102056] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:45.158235] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:45.158912] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:45.158995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:45.159026] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:45.269882] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:45.270029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:45.270067] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:45.270112] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:45.273511] [DEBUG] [FORECASTER] WAVE: Forecast T+1@11:T+2@11: UP (p=61.73%)
[2025-12-01T20:49:45.273796] [INFO ] [FORECASTER] Completed predict_future for WAVE
[2025-12-01T20:49:45.273920] [INFO ] [sig       ] WAVE: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:45.421940] [INFO ] [LOCAL     ] Saved forecast: WAVE	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WAVE.txt
[2025-12-01T20:49:45.422063] [INFO ] [sig       ] [3498/3634] Completed WAVE in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 45.5s
[2025-12-01T20:49:45.422100] [INFO ] [sig       ] [3499/3634] Forecasting WAY...
[2025-12-01T20:49:45.422128] [INFO ] [sig       ] Generating forecast for: WAY
[2025-12-01T20:49:45.422156] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WAY' from 'https://tdm.silogroup.org/data/derivative_storage/WAY.csv'.
[2025-12-01T20:49:45.432077] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WAY'.
[2025-12-01T20:49:45.432339] [INFO ] [FORECASTER] Starting predict_future for WAY
[2025-12-01T20:49:45.433077] [DEBUG] [LOCAL     ] No optimal features file found for WAY: ./output/feature-sets/WAY.txt
[2025-12-01T20:49:45.433125] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:45.433182] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:45.433209] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:45.433264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:45.488721] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:45.489329] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:45.489416] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:45.489447] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:45.611256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:45.611393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:45.611433] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:45.611459] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:45.614598] [DEBUG] [FORECASTER] WAY: Forecast T+1@11:T+2@11: DOWN (p=41.80%)
[2025-12-01T20:49:45.614868] [INFO ] [FORECASTER] Completed predict_future for WAY
[2025-12-01T20:49:45.614987] [INFO ] [sig       ] WAY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:45.752923] [INFO ] [LOCAL     ] Saved forecast: WAY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WAY.txt
[2025-12-01T20:49:45.753069] [INFO ] [sig       ] [3499/3634] Completed WAY in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 45.1s
[2025-12-01T20:49:45.753106] [INFO ] [sig       ] [3500/3634] Forecasting WB...
[2025-12-01T20:49:45.753135] [INFO ] [sig       ] Generating forecast for: WB
[2025-12-01T20:49:45.753163] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WB' from 'https://tdm.silogroup.org/data/derivative_storage/WB.csv'.
[2025-12-01T20:49:45.763104] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WB'.
[2025-12-01T20:49:45.763467] [INFO ] [FORECASTER] Starting predict_future for WB
[2025-12-01T20:49:45.764236] [DEBUG] [LOCAL     ] No optimal features file found for WB: ./output/feature-sets/WB.txt
[2025-12-01T20:49:45.764288] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:45.764320] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:45.764345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:45.764398] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:45.819118] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:45.819834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:45.819911] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:45.819941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:45.939737] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:45.939891] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:45.939928] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:45.939954] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:45.943204] [DEBUG] [FORECASTER] WB: Forecast T+1@11:T+2@11: DOWN (p=8.03%)
[2025-12-01T20:49:45.943472] [INFO ] [FORECASTER] Completed predict_future for WB
[2025-12-01T20:49:45.943616] [INFO ] [sig       ] WB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:46.079495] [INFO ] [LOCAL     ] Saved forecast: WB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WB.txt
[2025-12-01T20:49:46.079662] [INFO ] [sig       ] [3500/3634] Completed WB in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 44.8s
[2025-12-01T20:49:46.079702] [INFO ] [sig       ] [3501/3634] Forecasting WBD...
[2025-12-01T20:49:46.079731] [INFO ] [sig       ] Generating forecast for: WBD
[2025-12-01T20:49:46.079760] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBD' from 'https://tdm.silogroup.org/data/derivative_storage/WBD.csv'.
[2025-12-01T20:49:46.090003] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBD'.
[2025-12-01T20:49:46.090352] [INFO ] [FORECASTER] Starting predict_future for WBD
[2025-12-01T20:49:46.091134] [DEBUG] [LOCAL     ] No optimal features file found for WBD: ./output/feature-sets/WBD.txt
[2025-12-01T20:49:46.091185] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:46.091215] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:46.091240] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:46.091294] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:46.146324] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:46.147201] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:46.147288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:46.147319] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:46.268617] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:46.268779] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:46.268817] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:46.268845] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:46.272154] [DEBUG] [FORECASTER] WBD: Forecast T+1@11:T+2@11: UP (p=87.99%)
[2025-12-01T20:49:46.272454] [INFO ] [FORECASTER] Completed predict_future for WBD
[2025-12-01T20:49:46.272604] [INFO ] [sig       ] WBD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:46.421733] [INFO ] [LOCAL     ] Saved forecast: WBD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WBD.txt
[2025-12-01T20:49:46.421891] [INFO ] [sig       ] [3501/3634] Completed WBD in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 44.5s
[2025-12-01T20:49:46.421928] [INFO ] [sig       ] [3502/3634] Forecasting WBS...
[2025-12-01T20:49:46.421956] [INFO ] [sig       ] Generating forecast for: WBS
[2025-12-01T20:49:46.421986] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBS' from 'https://tdm.silogroup.org/data/derivative_storage/WBS.csv'.
[2025-12-01T20:49:46.433100] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBS'.
[2025-12-01T20:49:46.433488] [INFO ] [FORECASTER] Starting predict_future for WBS
[2025-12-01T20:49:46.434287] [DEBUG] [LOCAL     ] No optimal features file found for WBS: ./output/feature-sets/WBS.txt
[2025-12-01T20:49:46.434344] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:46.434376] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:46.434402] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:46.434456] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:46.492599] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:46.493688] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:46.493773] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:46.493805] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:46.622148] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:46.622307] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:46.622345] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:46.622373] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:46.625794] [DEBUG] [FORECASTER] WBS: Forecast T+1@11:T+2@11: DOWN (p=17.39%)
[2025-12-01T20:49:46.626091] [INFO ] [FORECASTER] Completed predict_future for WBS
[2025-12-01T20:49:46.626226] [INFO ] [sig       ] WBS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:46.774688] [INFO ] [LOCAL     ] Saved forecast: WBS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WBS.txt
[2025-12-01T20:49:46.774893] [INFO ] [sig       ] [3502/3634] Completed WBS in 0.4s | 2.99 sym/s | Total: 19.5m | ETA: 44.1s
[2025-12-01T20:49:46.774953] [INFO ] [sig       ] [3503/3634] Forecasting WBTN...
[2025-12-01T20:49:46.775001] [INFO ] [sig       ] Generating forecast for: WBTN
[2025-12-01T20:49:46.775046] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBTN' from 'https://tdm.silogroup.org/data/derivative_storage/WBTN.csv'.
[2025-12-01T20:49:46.789432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBTN'.
[2025-12-01T20:49:46.789924] [INFO ] [FORECASTER] Starting predict_future for WBTN
[2025-12-01T20:49:46.791033] [DEBUG] [LOCAL     ] No optimal features file found for WBTN: ./output/feature-sets/WBTN.txt
[2025-12-01T20:49:46.791098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:46.791147] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:46.791189] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:46.791272] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:46.870206] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:46.871148] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:46.871236] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:46.871269] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:47.012622] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:47.012788] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:47.012828] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:47.012855] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:47.016362] [DEBUG] [FORECASTER] WBTN: Forecast T+1@11:T+2@11: UP (p=67.83%)
[2025-12-01T20:49:47.016741] [INFO ] [FORECASTER] Completed predict_future for WBTN
[2025-12-01T20:49:47.016889] [INFO ] [sig       ] WBTN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:47.162670] [INFO ] [LOCAL     ] Saved forecast: WBTN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WBTN.txt
[2025-12-01T20:49:47.162828] [INFO ] [sig       ] [3503/3634] Completed WBTN in 0.4s | 2.99 sym/s | Total: 19.5m | ETA: 43.8s
[2025-12-01T20:49:47.162868] [INFO ] [sig       ] [3504/3634] Forecasting WBX...
[2025-12-01T20:49:47.162897] [INFO ] [sig       ] Generating forecast for: WBX
[2025-12-01T20:49:47.162926] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WBX' from 'https://tdm.silogroup.org/data/derivative_storage/WBX.csv'.
[2025-12-01T20:49:47.174021] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WBX'.
[2025-12-01T20:49:47.174422] [INFO ] [FORECASTER] Starting predict_future for WBX
[2025-12-01T20:49:47.175284] [DEBUG] [LOCAL     ] No optimal features file found for WBX: ./output/feature-sets/WBX.txt
[2025-12-01T20:49:47.175355] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:47.175396] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:47.175429] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:47.175485] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:47.232291] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:47.233269] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:47.233364] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:47.233396] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:47.370863] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:47.371025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:47.371064] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:47.371091] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:47.374452] [DEBUG] [FORECASTER] WBX: Forecast T+1@11:T+2@11: DOWN (p=49.66%)
[2025-12-01T20:49:47.374760] [INFO ] [FORECASTER] Completed predict_future for WBX
[2025-12-01T20:49:47.374891] [INFO ] [sig       ] WBX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:47.518928] [INFO ] [LOCAL     ] Saved forecast: WBX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WBX.txt
[2025-12-01T20:49:47.519085] [INFO ] [sig       ] [3504/3634] Completed WBX in 0.4s | 2.99 sym/s | Total: 19.5m | ETA: 43.5s
[2025-12-01T20:49:47.519123] [INFO ] [sig       ] [3505/3634] Forecasting WCC...
[2025-12-01T20:49:47.519152] [INFO ] [sig       ] Generating forecast for: WCC
[2025-12-01T20:49:47.519180] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCC' from 'https://tdm.silogroup.org/data/derivative_storage/WCC.csv'.
[2025-12-01T20:49:47.532305] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCC'.
[2025-12-01T20:49:47.532712] [INFO ] [FORECASTER] Starting predict_future for WCC
[2025-12-01T20:49:47.533566] [DEBUG] [LOCAL     ] No optimal features file found for WCC: ./output/feature-sets/WCC.txt
[2025-12-01T20:49:47.533644] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:47.533682] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:47.533717] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:47.533796] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:47.607327] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:47.608255] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:47.608376] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:47.608413] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:47.750966] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:47.751122] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:47.751162] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:47.751190] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:47.754669] [DEBUG] [FORECASTER] WCC: Forecast T+1@11:T+2@11: UP (p=78.67%)
[2025-12-01T20:49:47.755000] [INFO ] [FORECASTER] Completed predict_future for WCC
[2025-12-01T20:49:47.755140] [INFO ] [sig       ] WCC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:47.900272] [INFO ] [LOCAL     ] Saved forecast: WCC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WCC.txt
[2025-12-01T20:49:47.900425] [INFO ] [sig       ] [3505/3634] Completed WCC in 0.4s | 2.99 sym/s | Total: 19.5m | ETA: 43.1s
[2025-12-01T20:49:47.900468] [INFO ] [sig       ] [3506/3634] Forecasting WCLD...
[2025-12-01T20:49:47.900499] [INFO ] [sig       ] Generating forecast for: WCLD
[2025-12-01T20:49:47.900529] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WCLD' from 'https://tdm.silogroup.org/data/derivative_storage/WCLD.csv'.
[2025-12-01T20:49:47.911120] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WCLD'.
[2025-12-01T20:49:47.911465] [INFO ] [FORECASTER] Starting predict_future for WCLD
[2025-12-01T20:49:47.912297] [DEBUG] [LOCAL     ] No optimal features file found for WCLD: ./output/feature-sets/WCLD.txt
[2025-12-01T20:49:47.912349] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:47.912382] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:47.912409] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:47.912482] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:47.972166] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:47.973049] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:47.973133] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:47.973166] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:48.112893] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:48.113055] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:48.113100] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:48.113139] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:48.117359] [DEBUG] [FORECASTER] WCLD: Forecast T+1@11:T+2@11: UP (p=88.99%)
[2025-12-01T20:49:48.117768] [INFO ] [FORECASTER] Completed predict_future for WCLD
[2025-12-01T20:49:48.117941] [INFO ] [sig       ] WCLD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:48.261611] [INFO ] [LOCAL     ] Saved forecast: WCLD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WCLD.txt
[2025-12-01T20:49:48.261744] [INFO ] [sig       ] [3506/3634] Completed WCLD in 0.4s | 2.99 sym/s | Total: 19.5m | ETA: 42.8s
[2025-12-01T20:49:48.261781] [INFO ] [sig       ] [3507/3634] Forecasting WD...
[2025-12-01T20:49:48.261809] [INFO ] [sig       ] Generating forecast for: WD
[2025-12-01T20:49:48.261838] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WD' from 'https://tdm.silogroup.org/data/derivative_storage/WD.csv'.
[2025-12-01T20:49:48.271932] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WD'.
[2025-12-01T20:49:48.272179] [INFO ] [FORECASTER] Starting predict_future for WD
[2025-12-01T20:49:48.272968] [DEBUG] [LOCAL     ] No optimal features file found for WD: ./output/feature-sets/WD.txt
[2025-12-01T20:49:48.273016] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:48.273046] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:48.273070] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:48.273124] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:48.328615] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:48.329182] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:48.329259] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:48.329303] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:48.446274] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:48.446369] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:48.446404] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:48.446432] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:48.449514] [DEBUG] [FORECASTER] WD: Forecast T+1@11:T+2@11: DOWN (p=35.21%)
[2025-12-01T20:49:48.449787] [INFO ] [FORECASTER] Completed predict_future for WD
[2025-12-01T20:49:48.449906] [INFO ] [sig       ] WD: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:48.587536] [INFO ] [LOCAL     ] Saved forecast: WD	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WD.txt
[2025-12-01T20:49:48.587669] [INFO ] [sig       ] [3507/3634] Completed WD in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 42.5s
[2025-12-01T20:49:48.587712] [INFO ] [sig       ] [3508/3634] Forecasting WDAY...
[2025-12-01T20:49:48.587742] [INFO ] [sig       ] Generating forecast for: WDAY
[2025-12-01T20:49:48.587770] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDAY' from 'https://tdm.silogroup.org/data/derivative_storage/WDAY.csv'.
[2025-12-01T20:49:48.598739] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDAY'.
[2025-12-01T20:49:48.599134] [INFO ] [FORECASTER] Starting predict_future for WDAY
[2025-12-01T20:49:48.599970] [DEBUG] [LOCAL     ] No optimal features file found for WDAY: ./output/feature-sets/WDAY.txt
[2025-12-01T20:49:48.600023] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:48.600056] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:48.600083] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:48.600138] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:48.655045] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:48.655984] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:48.656075] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:48.656107] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:48.780470] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:48.780589] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:48.780627] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:48.780655] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:48.783891] [DEBUG] [FORECASTER] WDAY: Forecast T+1@11:T+2@11: DOWN (p=21.79%)
[2025-12-01T20:49:48.784151] [INFO ] [FORECASTER] Completed predict_future for WDAY
[2025-12-01T20:49:48.784271] [INFO ] [sig       ] WDAY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:48.922125] [INFO ] [LOCAL     ] Saved forecast: WDAY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WDAY.txt
[2025-12-01T20:49:48.922264] [INFO ] [sig       ] [3508/3634] Completed WDAY in 0.3s | 2.99 sym/s | Total: 19.5m | ETA: 42.1s
[2025-12-01T20:49:48.922301] [INFO ] [sig       ] [3509/3634] Forecasting WDC...
[2025-12-01T20:49:48.922330] [INFO ] [sig       ] Generating forecast for: WDC
[2025-12-01T20:49:48.922359] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDC' from 'https://tdm.silogroup.org/data/derivative_storage/WDC.csv'.
[2025-12-01T20:49:48.932351] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDC'.
[2025-12-01T20:49:48.932724] [INFO ] [FORECASTER] Starting predict_future for WDC
[2025-12-01T20:49:48.933524] [DEBUG] [LOCAL     ] No optimal features file found for WDC: ./output/feature-sets/WDC.txt
[2025-12-01T20:49:48.933599] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:48.933640] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:48.933669] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:48.933726] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:48.988121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:48.988887] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:48.988995] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:48.989028] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:49.112007] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:49.112159] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:49.112197] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:49.112225] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:49.115455] [DEBUG] [FORECASTER] WDC: Forecast T+1@11:T+2@11: DOWN (p=10.94%)
[2025-12-01T20:49:49.115733] [INFO ] [FORECASTER] Completed predict_future for WDC
[2025-12-01T20:49:49.115870] [INFO ] [sig       ] WDC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:49.251563] [INFO ] [LOCAL     ] Saved forecast: WDC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WDC.txt
[2025-12-01T20:49:49.251704] [INFO ] [sig       ] [3509/3634] Completed WDC in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 41.8s
[2025-12-01T20:49:49.251741] [INFO ] [sig       ] [3510/3634] Forecasting WDFC...
[2025-12-01T20:49:49.251769] [INFO ] [sig       ] Generating forecast for: WDFC
[2025-12-01T20:49:49.251797] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDFC' from 'https://tdm.silogroup.org/data/derivative_storage/WDFC.csv'.
[2025-12-01T20:49:49.261685] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDFC'.
[2025-12-01T20:49:49.261987] [INFO ] [FORECASTER] Starting predict_future for WDFC
[2025-12-01T20:49:49.262782] [DEBUG] [LOCAL     ] No optimal features file found for WDFC: ./output/feature-sets/WDFC.txt
[2025-12-01T20:49:49.262834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:49.262865] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:49.262892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:49.262949] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:49.317272] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:49.317892] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:49.317967] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:49.317997] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:49.436062] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:49.436210] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:49.436247] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:49.436275] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:49.439609] [DEBUG] [FORECASTER] WDFC: Forecast T+1@11:T+2@11: UP (p=66.68%)
[2025-12-01T20:49:49.439903] [INFO ] [FORECASTER] Completed predict_future for WDFC
[2025-12-01T20:49:49.440028] [INFO ] [sig       ] WDFC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:49.577155] [INFO ] [LOCAL     ] Saved forecast: WDFC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WDFC.txt
[2025-12-01T20:49:49.577297] [INFO ] [sig       ] [3510/3634] Completed WDFC in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 41.5s
[2025-12-01T20:49:49.577342] [INFO ] [sig       ] [3511/3634] Forecasting WDH...
[2025-12-01T20:49:49.577371] [INFO ] [sig       ] Generating forecast for: WDH
[2025-12-01T20:49:49.577398] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDH' from 'https://tdm.silogroup.org/data/derivative_storage/WDH.csv'.
[2025-12-01T20:49:49.588022] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDH'.
[2025-12-01T20:49:49.588396] [INFO ] [FORECASTER] Starting predict_future for WDH
[2025-12-01T20:49:49.589190] [DEBUG] [LOCAL     ] No optimal features file found for WDH: ./output/feature-sets/WDH.txt
[2025-12-01T20:49:49.589241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:49.589274] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:49.589301] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:49.589358] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:49.644218] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:49.644970] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:49.645048] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:49.645083] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:49.759379] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:49.759531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:49.759598] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:49.759629] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:49.762836] [DEBUG] [FORECASTER] WDH: Forecast T+1@11:T+2@11: UP (p=66.16%)
[2025-12-01T20:49:49.763090] [INFO ] [FORECASTER] Completed predict_future for WDH
[2025-12-01T20:49:49.763207] [INFO ] [sig       ] WDH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:49.899399] [INFO ] [LOCAL     ] Saved forecast: WDH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WDH.txt
[2025-12-01T20:49:49.899549] [INFO ] [sig       ] [3511/3634] Completed WDH in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 41.1s
[2025-12-01T20:49:49.899625] [INFO ] [sig       ] [3512/3634] Forecasting WDI...
[2025-12-01T20:49:49.899672] [INFO ] [sig       ] Generating forecast for: WDI
[2025-12-01T20:49:49.899704] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDI' from 'https://tdm.silogroup.org/data/derivative_storage/WDI.csv'.
[2025-12-01T20:49:49.910862] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDI'.
[2025-12-01T20:49:49.911174] [INFO ] [FORECASTER] Starting predict_future for WDI
[2025-12-01T20:49:49.911932] [DEBUG] [LOCAL     ] No optimal features file found for WDI: ./output/feature-sets/WDI.txt
[2025-12-01T20:49:49.911981] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:49.912012] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:49.912037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:49.912091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:49.966887] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:49.967483] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:49.967559] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:49.967607] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:50.085958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:50.086072] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:50.086106] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:50.086132] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:50.089238] [DEBUG] [FORECASTER] WDI: Forecast T+1@11:T+2@11: DOWN (p=20.85%)
[2025-12-01T20:49:50.089495] [INFO ] [FORECASTER] Completed predict_future for WDI
[2025-12-01T20:49:50.089628] [INFO ] [sig       ] WDI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:50.225509] [INFO ] [LOCAL     ] Saved forecast: WDI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WDI.txt
[2025-12-01T20:49:50.225680] [INFO ] [sig       ] [3512/3634] Completed WDI in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 40.8s
[2025-12-01T20:49:50.225718] [INFO ] [sig       ] [3513/3634] Forecasting WDS...
[2025-12-01T20:49:50.225747] [INFO ] [sig       ] Generating forecast for: WDS
[2025-12-01T20:49:50.225776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WDS' from 'https://tdm.silogroup.org/data/derivative_storage/WDS.csv'.
[2025-12-01T20:49:50.236866] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WDS'.
[2025-12-01T20:49:50.237222] [INFO ] [FORECASTER] Starting predict_future for WDS
[2025-12-01T20:49:50.238063] [DEBUG] [LOCAL     ] No optimal features file found for WDS: ./output/feature-sets/WDS.txt
[2025-12-01T20:49:50.238115] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:50.238148] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:50.238176] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:50.238232] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:50.292320] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:50.293022] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:50.293118] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:50.293149] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:50.413256] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:50.413417] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:50.413455] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:50.413482] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:50.416775] [DEBUG] [FORECASTER] WDS: Forecast T+1@11:T+2@11: UP (p=95.40%)
[2025-12-01T20:49:50.417038] [INFO ] [FORECASTER] Completed predict_future for WDS
[2025-12-01T20:49:50.417158] [INFO ] [sig       ] WDS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:50.553314] [INFO ] [LOCAL     ] Saved forecast: WDS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WDS.txt
[2025-12-01T20:49:50.553451] [INFO ] [sig       ] [3513/3634] Completed WDS in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 40.5s
[2025-12-01T20:49:50.553488] [INFO ] [sig       ] [3514/3634] Forecasting WEA...
[2025-12-01T20:49:50.553517] [INFO ] [sig       ] Generating forecast for: WEA
[2025-12-01T20:49:50.553545] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEA' from 'https://tdm.silogroup.org/data/derivative_storage/WEA.csv'.
[2025-12-01T20:49:50.563960] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEA'.
[2025-12-01T20:49:50.564299] [INFO ] [FORECASTER] Starting predict_future for WEA
[2025-12-01T20:49:50.565061] [DEBUG] [LOCAL     ] No optimal features file found for WEA: ./output/feature-sets/WEA.txt
[2025-12-01T20:49:50.565109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:50.565138] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:50.565163] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:50.565221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:50.619884] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:50.620625] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:50.620703] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:50.620733] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:50.728513] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:50.728678] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:50.728716] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:50.728743] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:50.731974] [DEBUG] [FORECASTER] WEA: Forecast T+1@11:T+2@11: DOWN (p=26.75%)
[2025-12-01T20:49:50.732229] [INFO ] [FORECASTER] Completed predict_future for WEA
[2025-12-01T20:49:50.732345] [INFO ] [sig       ] WEA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:50.869056] [INFO ] [LOCAL     ] Saved forecast: WEA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WEA.txt
[2025-12-01T20:49:50.869195] [INFO ] [sig       ] [3514/3634] Completed WEA in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 40.1s
[2025-12-01T20:49:50.869231] [INFO ] [sig       ] [3515/3634] Forecasting WEC...
[2025-12-01T20:49:50.869261] [INFO ] [sig       ] Generating forecast for: WEC
[2025-12-01T20:49:50.869289] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEC' from 'https://tdm.silogroup.org/data/derivative_storage/WEC.csv'.
[2025-12-01T20:49:50.879852] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEC'.
[2025-12-01T20:49:50.880150] [INFO ] [FORECASTER] Starting predict_future for WEC
[2025-12-01T20:49:50.880935] [DEBUG] [LOCAL     ] No optimal features file found for WEC: ./output/feature-sets/WEC.txt
[2025-12-01T20:49:50.880983] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:50.881025] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:50.881051] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:50.881104] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:50.935888] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:50.936634] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:50.936713] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:50.936745] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:51.061249] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:51.061401] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:51.061440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:51.061470] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:51.064910] [DEBUG] [FORECASTER] WEC: Forecast T+1@11:T+2@11: UP (p=93.63%)
[2025-12-01T20:49:51.065204] [INFO ] [FORECASTER] Completed predict_future for WEC
[2025-12-01T20:49:51.065339] [INFO ] [sig       ] WEC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:51.203061] [INFO ] [LOCAL     ] Saved forecast: WEC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WEC.txt
[2025-12-01T20:49:51.203197] [INFO ] [sig       ] [3515/3634] Completed WEC in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 39.8s
[2025-12-01T20:49:51.203238] [INFO ] [sig       ] [3516/3634] Forecasting WEN...
[2025-12-01T20:49:51.203269] [INFO ] [sig       ] Generating forecast for: WEN
[2025-12-01T20:49:51.203300] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEN' from 'https://tdm.silogroup.org/data/derivative_storage/WEN.csv'.
[2025-12-01T20:49:51.214231] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEN'.
[2025-12-01T20:49:51.214597] [INFO ] [FORECASTER] Starting predict_future for WEN
[2025-12-01T20:49:51.215345] [DEBUG] [LOCAL     ] No optimal features file found for WEN: ./output/feature-sets/WEN.txt
[2025-12-01T20:49:51.215394] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:51.215452] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:51.215480] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:51.215537] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:51.271752] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:51.272466] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:51.272544] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:51.272594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:51.394808] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:51.394967] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:51.395015] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:51.395051] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:51.398426] [DEBUG] [FORECASTER] WEN: Forecast T+1@11:T+2@11: UP (p=96.20%)
[2025-12-01T20:49:51.398712] [INFO ] [FORECASTER] Completed predict_future for WEN
[2025-12-01T20:49:51.398834] [INFO ] [sig       ] WEN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:51.540268] [INFO ] [LOCAL     ] Saved forecast: WEN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WEN.txt
[2025-12-01T20:49:51.540420] [INFO ] [sig       ] [3516/3634] Completed WEN in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 39.5s
[2025-12-01T20:49:51.540466] [INFO ] [sig       ] [3517/3634] Forecasting WERN...
[2025-12-01T20:49:51.540503] [INFO ] [sig       ] Generating forecast for: WERN
[2025-12-01T20:49:51.540539] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WERN' from 'https://tdm.silogroup.org/data/derivative_storage/WERN.csv'.
[2025-12-01T20:49:51.550679] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WERN'.
[2025-12-01T20:49:51.550992] [INFO ] [FORECASTER] Starting predict_future for WERN
[2025-12-01T20:49:51.551780] [DEBUG] [LOCAL     ] No optimal features file found for WERN: ./output/feature-sets/WERN.txt
[2025-12-01T20:49:51.551829] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:51.551860] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:51.551886] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:51.551954] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:51.610522] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:51.611294] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:51.611372] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:51.611404] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:51.733392] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:51.733546] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:51.733600] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:51.733631] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:51.737011] [DEBUG] [FORECASTER] WERN: Forecast T+1@11:T+2@11: UP (p=95.51%)
[2025-12-01T20:49:51.737273] [INFO ] [FORECASTER] Completed predict_future for WERN
[2025-12-01T20:49:51.737396] [INFO ] [sig       ] WERN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:51.879205] [INFO ] [LOCAL     ] Saved forecast: WERN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WERN.txt
[2025-12-01T20:49:51.879348] [INFO ] [sig       ] [3517/3634] Completed WERN in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 39.1s
[2025-12-01T20:49:51.879387] [INFO ] [sig       ] [3518/3634] Forecasting WES...
[2025-12-01T20:49:51.879422] [INFO ] [sig       ] Generating forecast for: WES
[2025-12-01T20:49:51.879458] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WES' from 'https://tdm.silogroup.org/data/derivative_storage/WES.csv'.
[2025-12-01T20:49:51.889957] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WES'.
[2025-12-01T20:49:51.890240] [INFO ] [FORECASTER] Starting predict_future for WES
[2025-12-01T20:49:51.891059] [DEBUG] [LOCAL     ] No optimal features file found for WES: ./output/feature-sets/WES.txt
[2025-12-01T20:49:51.891109] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:51.891138] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:51.891162] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:51.891221] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:51.947313] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:51.947996] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:51.948072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:51.948104] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:52.066226] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:52.066374] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:52.066420] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:52.066453] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:52.069805] [DEBUG] [FORECASTER] WES: Forecast T+1@11:T+2@11: UP (p=76.23%)
[2025-12-01T20:49:52.070065] [INFO ] [FORECASTER] Completed predict_future for WES
[2025-12-01T20:49:52.070186] [INFO ] [sig       ] WES: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:52.212515] [INFO ] [LOCAL     ] Saved forecast: WES	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WES.txt
[2025-12-01T20:49:52.212670] [INFO ] [sig       ] [3518/3634] Completed WES in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 38.8s
[2025-12-01T20:49:52.212709] [INFO ] [sig       ] [3519/3634] Forecasting WEX...
[2025-12-01T20:49:52.212737] [INFO ] [sig       ] Generating forecast for: WEX
[2025-12-01T20:49:52.212776] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEX' from 'https://tdm.silogroup.org/data/derivative_storage/WEX.csv'.
[2025-12-01T20:49:52.223274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEX'.
[2025-12-01T20:49:52.223600] [INFO ] [FORECASTER] Starting predict_future for WEX
[2025-12-01T20:49:52.224354] [DEBUG] [LOCAL     ] No optimal features file found for WEX: ./output/feature-sets/WEX.txt
[2025-12-01T20:49:52.224404] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:52.224435] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:52.224460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:52.224513] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:52.283385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:52.284164] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:52.284244] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:52.284278] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:52.402505] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:52.402676] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:52.402717] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:52.402782] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:52.406128] [DEBUG] [FORECASTER] WEX: Forecast T+1@11:T+2@11: UP (p=53.23%)
[2025-12-01T20:49:52.406395] [INFO ] [FORECASTER] Completed predict_future for WEX
[2025-12-01T20:49:52.406525] [INFO ] [sig       ] WEX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:52.548921] [INFO ] [LOCAL     ] Saved forecast: WEX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WEX.txt
[2025-12-01T20:49:52.549051] [INFO ] [sig       ] [3519/3634] Completed WEX in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 38.4s
[2025-12-01T20:49:52.549088] [INFO ] [sig       ] [3520/3634] Forecasting WEYS...
[2025-12-01T20:49:52.549116] [INFO ] [sig       ] Generating forecast for: WEYS
[2025-12-01T20:49:52.549144] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WEYS' from 'https://tdm.silogroup.org/data/derivative_storage/WEYS.csv'.
[2025-12-01T20:49:52.559129] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WEYS'.
[2025-12-01T20:49:52.559471] [INFO ] [FORECASTER] Starting predict_future for WEYS
[2025-12-01T20:49:52.560291] [DEBUG] [LOCAL     ] No optimal features file found for WEYS: ./output/feature-sets/WEYS.txt
[2025-12-01T20:49:52.560343] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:52.560373] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:52.560399] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:52.560454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:52.617262] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:52.618079] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:52.618162] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:52.618194] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:52.725917] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:52.726075] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:52.726114] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:52.726143] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:52.729475] [DEBUG] [FORECASTER] WEYS: Forecast T+1@11:T+2@11: DOWN (p=28.76%)
[2025-12-01T20:49:52.729791] [INFO ] [FORECASTER] Completed predict_future for WEYS
[2025-12-01T20:49:52.729930] [INFO ] [sig       ] WEYS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:52.869026] [INFO ] [LOCAL     ] Saved forecast: WEYS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WEYS.txt
[2025-12-01T20:49:52.869153] [INFO ] [sig       ] [3520/3634] Completed WEYS in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 38.1s
[2025-12-01T20:49:52.869189] [INFO ] [sig       ] [3521/3634] Forecasting WF...
[2025-12-01T20:49:52.869217] [INFO ] [sig       ] Generating forecast for: WF
[2025-12-01T20:49:52.869245] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WF' from 'https://tdm.silogroup.org/data/derivative_storage/WF.csv'.
[2025-12-01T20:49:52.879985] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WF'.
[2025-12-01T20:49:52.880315] [INFO ] [FORECASTER] Starting predict_future for WF
[2025-12-01T20:49:52.881112] [DEBUG] [LOCAL     ] No optimal features file found for WF: ./output/feature-sets/WF.txt
[2025-12-01T20:49:52.881163] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:52.881193] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:52.881219] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:52.881276] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:52.938828] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:52.939616] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:52.939697] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:52.939737] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:53.059443] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:53.059615] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:53.059654] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:53.059682] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:53.062939] [DEBUG] [FORECASTER] WF: Forecast T+1@11:T+2@11: UP (p=94.40%)
[2025-12-01T20:49:53.063200] [INFO ] [FORECASTER] Completed predict_future for WF
[2025-12-01T20:49:53.063323] [INFO ] [sig       ] WF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:53.200193] [INFO ] [LOCAL     ] Saved forecast: WF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WF.txt
[2025-12-01T20:49:53.200332] [INFO ] [sig       ] [3521/3634] Completed WF in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 37.8s
[2025-12-01T20:49:53.200370] [INFO ] [sig       ] [3522/3634] Forecasting WFC...
[2025-12-01T20:49:53.200399] [INFO ] [sig       ] Generating forecast for: WFC
[2025-12-01T20:49:53.200427] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFC' from 'https://tdm.silogroup.org/data/derivative_storage/WFC.csv'.
[2025-12-01T20:49:53.210680] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFC'.
[2025-12-01T20:49:53.210992] [INFO ] [FORECASTER] Starting predict_future for WFC
[2025-12-01T20:49:53.211753] [DEBUG] [LOCAL     ] No optimal features file found for WFC: ./output/feature-sets/WFC.txt
[2025-12-01T20:49:53.211801] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:53.211830] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:53.211855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:53.211909] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:53.266149] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:53.266903] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:53.266981] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:53.267012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:53.394369] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:53.394524] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:53.394567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:53.394623] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:53.398012] [DEBUG] [FORECASTER] WFC: Forecast T+1@11:T+2@11: DOWN (p=44.69%)
[2025-12-01T20:49:53.398279] [INFO ] [FORECASTER] Completed predict_future for WFC
[2025-12-01T20:49:53.398435] [INFO ] [sig       ] WFC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:53.545239] [INFO ] [LOCAL     ] Saved forecast: WFC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WFC.txt
[2025-12-01T20:49:53.545372] [INFO ] [sig       ] [3522/3634] Completed WFC in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 37.4s
[2025-12-01T20:49:53.545411] [INFO ] [sig       ] [3523/3634] Forecasting WFG...
[2025-12-01T20:49:53.545440] [INFO ] [sig       ] Generating forecast for: WFG
[2025-12-01T20:49:53.545468] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFG' from 'https://tdm.silogroup.org/data/derivative_storage/WFG.csv'.
[2025-12-01T20:49:53.555948] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFG'.
[2025-12-01T20:49:53.556250] [INFO ] [FORECASTER] Starting predict_future for WFG
[2025-12-01T20:49:53.557007] [DEBUG] [LOCAL     ] No optimal features file found for WFG: ./output/feature-sets/WFG.txt
[2025-12-01T20:49:53.557058] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:53.557088] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:53.557114] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:53.557168] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:53.615032] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:53.615843] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:53.615924] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:53.615956] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:53.746339] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:53.746495] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:53.746533] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:53.746560] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:53.750010] [DEBUG] [FORECASTER] WFG: Forecast T+1@11:T+2@11: UP (p=95.49%)
[2025-12-01T20:49:53.750281] [INFO ] [FORECASTER] Completed predict_future for WFG
[2025-12-01T20:49:53.750405] [INFO ] [sig       ] WFG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:53.898175] [INFO ] [LOCAL     ] Saved forecast: WFG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WFG.txt
[2025-12-01T20:49:53.898332] [INFO ] [sig       ] [3523/3634] Completed WFG in 0.4s | 2.99 sym/s | Total: 19.6m | ETA: 37.1s
[2025-12-01T20:49:53.898373] [INFO ] [sig       ] [3524/3634] Forecasting WFRD...
[2025-12-01T20:49:53.898403] [INFO ] [sig       ] Generating forecast for: WFRD
[2025-12-01T20:49:53.898432] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WFRD' from 'https://tdm.silogroup.org/data/derivative_storage/WFRD.csv'.
[2025-12-01T20:49:53.909060] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WFRD'.
[2025-12-01T20:49:53.909401] [INFO ] [FORECASTER] Starting predict_future for WFRD
[2025-12-01T20:49:53.910167] [DEBUG] [LOCAL     ] No optimal features file found for WFRD: ./output/feature-sets/WFRD.txt
[2025-12-01T20:49:53.910216] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:53.910246] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:53.910271] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:53.910326] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:53.965984] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:53.966591] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:53.966664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:53.966695] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:54.080987] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:54.081118] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:54.081154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:54.081179] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:54.084409] [DEBUG] [FORECASTER] WFRD: Forecast T+1@11:T+2@11: UP (p=71.49%)
[2025-12-01T20:49:54.084722] [INFO ] [FORECASTER] Completed predict_future for WFRD
[2025-12-01T20:49:54.084840] [INFO ] [sig       ] WFRD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:54.222972] [INFO ] [LOCAL     ] Saved forecast: WFRD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WFRD.txt
[2025-12-01T20:49:54.223122] [INFO ] [sig       ] [3524/3634] Completed WFRD in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 36.8s
[2025-12-01T20:49:54.223159] [INFO ] [sig       ] [3525/3634] Forecasting WGMI...
[2025-12-01T20:49:54.223189] [INFO ] [sig       ] Generating forecast for: WGMI
[2025-12-01T20:49:54.223217] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGMI' from 'https://tdm.silogroup.org/data/derivative_storage/WGMI.csv'.
[2025-12-01T20:49:54.234069] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGMI'.
[2025-12-01T20:49:54.234375] [INFO ] [FORECASTER] Starting predict_future for WGMI
[2025-12-01T20:49:54.235143] [DEBUG] [LOCAL     ] No optimal features file found for WGMI: ./output/feature-sets/WGMI.txt
[2025-12-01T20:49:54.235193] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:54.235222] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:54.235247] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:54.235301] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:54.291352] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:54.292187] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:54.292267] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:54.292298] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:54.414889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:54.415048] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:54.415087] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:54.415115] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:54.418771] [DEBUG] [FORECASTER] WGMI: Forecast T+1@11:T+2@11: DOWN (p=47.39%)
[2025-12-01T20:49:54.419041] [INFO ] [FORECASTER] Completed predict_future for WGMI
[2025-12-01T20:49:54.419167] [INFO ] [sig       ] WGMI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:54.561622] [INFO ] [LOCAL     ] Saved forecast: WGMI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WGMI.txt
[2025-12-01T20:49:54.561755] [INFO ] [sig       ] [3525/3634] Completed WGMI in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 36.4s
[2025-12-01T20:49:54.561794] [INFO ] [sig       ] [3526/3634] Forecasting WGO...
[2025-12-01T20:49:54.561822] [INFO ] [sig       ] Generating forecast for: WGO
[2025-12-01T20:49:54.561851] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGO' from 'https://tdm.silogroup.org/data/derivative_storage/WGO.csv'.
[2025-12-01T20:49:54.575270] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGO'.
[2025-12-01T20:49:54.575746] [INFO ] [FORECASTER] Starting predict_future for WGO
[2025-12-01T20:49:54.576552] [DEBUG] [LOCAL     ] No optimal features file found for WGO: ./output/feature-sets/WGO.txt
[2025-12-01T20:49:54.576619] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:54.576649] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:54.576675] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:54.576740] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:54.633521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:54.634448] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:54.634617] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:54.634657] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:54.756147] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:54.756311] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:54.756349] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:54.756377] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:54.759895] [DEBUG] [FORECASTER] WGO: Forecast T+1@11:T+2@11: DOWN (p=0.61%)
[2025-12-01T20:49:54.760159] [INFO ] [FORECASTER] Completed predict_future for WGO
[2025-12-01T20:49:54.760279] [INFO ] [sig       ] WGO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:54.900704] [INFO ] [LOCAL     ] Saved forecast: WGO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WGO.txt
[2025-12-01T20:49:54.900864] [INFO ] [sig       ] [3526/3634] Completed WGO in 0.3s | 2.99 sym/s | Total: 19.6m | ETA: 36.1s
[2025-12-01T20:49:54.900904] [INFO ] [sig       ] [3527/3634] Forecasting WGS...
[2025-12-01T20:49:54.900932] [INFO ] [sig       ] Generating forecast for: WGS
[2025-12-01T20:49:54.900960] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WGS' from 'https://tdm.silogroup.org/data/derivative_storage/WGS.csv'.
[2025-12-01T20:49:54.911383] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WGS'.
[2025-12-01T20:49:54.911683] [INFO ] [FORECASTER] Starting predict_future for WGS
[2025-12-01T20:49:54.912395] [DEBUG] [LOCAL     ] No optimal features file found for WGS: ./output/feature-sets/WGS.txt
[2025-12-01T20:49:54.912443] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:54.912473] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:54.912497] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:54.912551] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:54.968115] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:54.968828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:54.968904] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:54.968935] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:55.091899] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:55.092070] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:55.092120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:55.092159] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:55.095499] [DEBUG] [FORECASTER] WGS: Forecast T+1@11:T+2@11: DOWN (p=0.98%)
[2025-12-01T20:49:55.095784] [INFO ] [FORECASTER] Completed predict_future for WGS
[2025-12-01T20:49:55.095905] [INFO ] [sig       ] WGS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:55.235459] [INFO ] [LOCAL     ] Saved forecast: WGS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WGS.txt
[2025-12-01T20:49:55.235604] [INFO ] [sig       ] [3527/3634] Completed WGS in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 35.8s
[2025-12-01T20:49:55.235643] [INFO ] [sig       ] [3528/3634] Forecasting WH...
[2025-12-01T20:49:55.235671] [INFO ] [sig       ] Generating forecast for: WH
[2025-12-01T20:49:55.235699] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WH' from 'https://tdm.silogroup.org/data/derivative_storage/WH.csv'.
[2025-12-01T20:49:55.247040] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WH'.
[2025-12-01T20:49:55.247379] [INFO ] [FORECASTER] Starting predict_future for WH
[2025-12-01T20:49:55.248185] [DEBUG] [LOCAL     ] No optimal features file found for WH: ./output/feature-sets/WH.txt
[2025-12-01T20:49:55.248260] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:55.248291] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:55.248345] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:55.248403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:55.305315] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:55.306001] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:55.306081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:55.306116] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:55.433535] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:55.433712] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:55.433751] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:55.433778] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:55.437204] [DEBUG] [FORECASTER] WH: Forecast T+1@11:T+2@11: UP (p=66.34%)
[2025-12-01T20:49:55.437475] [INFO ] [FORECASTER] Completed predict_future for WH
[2025-12-01T20:49:55.437630] [INFO ] [sig       ] WH: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:55.581433] [INFO ] [LOCAL     ] Saved forecast: WH	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WH.txt
[2025-12-01T20:49:55.581641] [INFO ] [sig       ] [3528/3634] Completed WH in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 35.4s
[2025-12-01T20:49:55.581691] [INFO ] [sig       ] [3529/3634] Forecasting WHD...
[2025-12-01T20:49:55.581726] [INFO ] [sig       ] Generating forecast for: WHD
[2025-12-01T20:49:55.581763] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHD' from 'https://tdm.silogroup.org/data/derivative_storage/WHD.csv'.
[2025-12-01T20:49:55.593613] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHD'.
[2025-12-01T20:49:55.594021] [INFO ] [FORECASTER] Starting predict_future for WHD
[2025-12-01T20:49:55.594832] [DEBUG] [LOCAL     ] No optimal features file found for WHD: ./output/feature-sets/WHD.txt
[2025-12-01T20:49:55.594881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:55.594911] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:55.594936] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:55.594990] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:55.652979] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:55.653676] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:55.653755] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:55.653787] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:55.778297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:55.778461] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:55.778499] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:55.778528] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:55.781863] [DEBUG] [FORECASTER] WHD: Forecast T+1@11:T+2@11: UP (p=74.64%)
[2025-12-01T20:49:55.782127] [INFO ] [FORECASTER] Completed predict_future for WHD
[2025-12-01T20:49:55.782248] [INFO ] [sig       ] WHD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:55.922719] [INFO ] [LOCAL     ] Saved forecast: WHD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WHD.txt
[2025-12-01T20:49:55.922892] [INFO ] [sig       ] [3529/3634] Completed WHD in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 35.1s
[2025-12-01T20:49:55.922933] [INFO ] [sig       ] [3530/3634] Forecasting WHF...
[2025-12-01T20:49:55.922962] [INFO ] [sig       ] Generating forecast for: WHF
[2025-12-01T20:49:55.922991] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHF' from 'https://tdm.silogroup.org/data/derivative_storage/WHF.csv'.
[2025-12-01T20:49:55.937362] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHF'.
[2025-12-01T20:49:55.937845] [INFO ] [FORECASTER] Starting predict_future for WHF
[2025-12-01T20:49:55.939000] [DEBUG] [LOCAL     ] No optimal features file found for WHF: ./output/feature-sets/WHF.txt
[2025-12-01T20:49:55.939067] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:55.939119] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:55.939166] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:55.939255] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:55.999736] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:56.000790] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:56.000893] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:56.000941] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:56.134334] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:56.134509] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:56.134548] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:56.134594] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:56.137874] [DEBUG] [FORECASTER] WHF: Forecast T+1@11:T+2@11: UP (p=51.17%)
[2025-12-01T20:49:56.138134] [INFO ] [FORECASTER] Completed predict_future for WHF
[2025-12-01T20:49:56.138252] [INFO ] [sig       ] WHF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:56.278205] [INFO ] [LOCAL     ] Saved forecast: WHF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WHF.txt
[2025-12-01T20:49:56.278379] [INFO ] [sig       ] [3530/3634] Completed WHF in 0.4s | 2.99 sym/s | Total: 19.7m | ETA: 34.8s
[2025-12-01T20:49:56.278422] [INFO ] [sig       ] [3531/3634] Forecasting WHG...
[2025-12-01T20:49:56.278450] [INFO ] [sig       ] Generating forecast for: WHG
[2025-12-01T20:49:56.278479] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WHG' from 'https://tdm.silogroup.org/data/derivative_storage/WHG.csv'.
[2025-12-01T20:49:56.289167] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WHG'.
[2025-12-01T20:49:56.289524] [INFO ] [FORECASTER] Starting predict_future for WHG
[2025-12-01T20:49:56.290318] [DEBUG] [LOCAL     ] No optimal features file found for WHG: ./output/feature-sets/WHG.txt
[2025-12-01T20:49:56.290368] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:56.290398] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:56.290424] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:56.290478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:56.346660] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:56.347434] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:56.347518] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:56.347549] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:56.450205] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:56.450353] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:56.450389] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:56.450416] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:56.453703] [DEBUG] [FORECASTER] WHG: Forecast T+1@11:T+2@11: DOWN (p=33.73%)
[2025-12-01T20:49:56.453996] [INFO ] [FORECASTER] Completed predict_future for WHG
[2025-12-01T20:49:56.454126] [INFO ] [sig       ] WHG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:56.592978] [INFO ] [LOCAL     ] Saved forecast: WHG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WHG.txt
[2025-12-01T20:49:56.593125] [INFO ] [sig       ] [3531/3634] Completed WHG in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 34.4s
[2025-12-01T20:49:56.593171] [INFO ] [sig       ] [3532/3634] Forecasting WIA...
[2025-12-01T20:49:56.593199] [INFO ] [sig       ] Generating forecast for: WIA
[2025-12-01T20:49:56.593228] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIA' from 'https://tdm.silogroup.org/data/derivative_storage/WIA.csv'.
[2025-12-01T20:49:56.603323] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIA'.
[2025-12-01T20:49:56.603638] [INFO ] [FORECASTER] Starting predict_future for WIA
[2025-12-01T20:49:56.604359] [DEBUG] [LOCAL     ] No optimal features file found for WIA: ./output/feature-sets/WIA.txt
[2025-12-01T20:49:56.604408] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:56.604439] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:56.604464] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:56.604517] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:56.659961] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:56.660787] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:56.660868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:56.660899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:56.775844] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:56.775994] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:56.776031] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:56.776059] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:56.779292] [DEBUG] [FORECASTER] WIA: Forecast T+1@11:T+2@11: UP (p=67.94%)
[2025-12-01T20:49:56.779545] [INFO ] [FORECASTER] Completed predict_future for WIA
[2025-12-01T20:49:56.779687] [INFO ] [sig       ] WIA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:56.918183] [INFO ] [LOCAL     ] Saved forecast: WIA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WIA.txt
[2025-12-01T20:49:56.918355] [INFO ] [sig       ] [3532/3634] Completed WIA in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 34.1s
[2025-12-01T20:49:56.918397] [INFO ] [sig       ] [3533/3634] Forecasting WIMI...
[2025-12-01T20:49:56.918425] [INFO ] [sig       ] Generating forecast for: WIMI
[2025-12-01T20:49:56.918452] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIMI' from 'https://tdm.silogroup.org/data/derivative_storage/WIMI.csv'.
[2025-12-01T20:49:56.928568] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIMI'.
[2025-12-01T20:49:56.928952] [INFO ] [FORECASTER] Starting predict_future for WIMI
[2025-12-01T20:49:56.929718] [DEBUG] [LOCAL     ] No optimal features file found for WIMI: ./output/feature-sets/WIMI.txt
[2025-12-01T20:49:56.929766] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:56.929843] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:56.929870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:56.929925] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:56.985188] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:56.985983] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:56.986060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:56.986091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:57.103204] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:57.103356] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:57.103392] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:57.103419] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:57.106822] [DEBUG] [FORECASTER] WIMI: Forecast T+1@11:T+2@11: UP (p=71.25%)
[2025-12-01T20:49:57.107089] [INFO ] [FORECASTER] Completed predict_future for WIMI
[2025-12-01T20:49:57.107228] [INFO ] [sig       ] WIMI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:57.246930] [INFO ] [LOCAL     ] Saved forecast: WIMI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WIMI.txt
[2025-12-01T20:49:57.247070] [INFO ] [sig       ] [3533/3634] Completed WIMI in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 33.8s
[2025-12-01T20:49:57.247107] [INFO ] [sig       ] [3534/3634] Forecasting WINA...
[2025-12-01T20:49:57.247137] [INFO ] [sig       ] Generating forecast for: WINA
[2025-12-01T20:49:57.247164] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINA' from 'https://tdm.silogroup.org/data/derivative_storage/WINA.csv'.
[2025-12-01T20:49:57.257260] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINA'.
[2025-12-01T20:49:57.257586] [INFO ] [FORECASTER] Starting predict_future for WINA
[2025-12-01T20:49:57.258303] [DEBUG] [LOCAL     ] No optimal features file found for WINA: ./output/feature-sets/WINA.txt
[2025-12-01T20:49:57.258375] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:57.258407] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:57.258434] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:57.258491] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:57.319473] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:57.320320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:57.320400] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:57.320433] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:57.435889] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:57.436033] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:57.436070] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:57.436098] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:57.439356] [DEBUG] [FORECASTER] WINA: Forecast T+1@11:T+2@11: UP (p=83.72%)
[2025-12-01T20:49:57.439628] [INFO ] [FORECASTER] Completed predict_future for WINA
[2025-12-01T20:49:57.439751] [INFO ] [sig       ] WINA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:57.576316] [INFO ] [LOCAL     ] Saved forecast: WINA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WINA.txt
[2025-12-01T20:49:57.576428] [INFO ] [sig       ] [3534/3634] Completed WINA in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 33.4s
[2025-12-01T20:49:57.576463] [INFO ] [sig       ] [3535/3634] Forecasting WING...
[2025-12-01T20:49:57.576492] [INFO ] [sig       ] Generating forecast for: WING
[2025-12-01T20:49:57.576519] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WING' from 'https://tdm.silogroup.org/data/derivative_storage/WING.csv'.
[2025-12-01T20:49:57.587029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WING'.
[2025-12-01T20:49:57.587293] [INFO ] [FORECASTER] Starting predict_future for WING
[2025-12-01T20:49:57.588042] [DEBUG] [LOCAL     ] No optimal features file found for WING: ./output/feature-sets/WING.txt
[2025-12-01T20:49:57.588090] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:57.588121] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:57.588147] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:57.588206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:57.645363] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:57.645964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:57.646039] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:57.646071] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:57.765596] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:57.765748] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:57.765803] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:57.765831] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:57.769117] [DEBUG] [FORECASTER] WING: Forecast T+1@11:T+2@11: UP (p=68.80%)
[2025-12-01T20:49:57.769376] [INFO ] [FORECASTER] Completed predict_future for WING
[2025-12-01T20:49:57.769494] [INFO ] [sig       ] WING: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:57.952858] [INFO ] [LOCAL     ] Saved forecast: WING	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WING.txt
[2025-12-01T20:49:57.952991] [INFO ] [sig       ] [3535/3634] Completed WING in 0.4s | 2.99 sym/s | Total: 19.7m | ETA: 33.1s
[2025-12-01T20:49:57.953028] [INFO ] [sig       ] [3536/3634] Forecasting WINN...
[2025-12-01T20:49:57.953056] [INFO ] [sig       ] Generating forecast for: WINN
[2025-12-01T20:49:57.953084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WINN' from 'https://tdm.silogroup.org/data/derivative_storage/WINN.csv'.
[2025-12-01T20:49:57.963768] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WINN'.
[2025-12-01T20:49:57.964088] [INFO ] [FORECASTER] Starting predict_future for WINN
[2025-12-01T20:49:57.964855] [DEBUG] [LOCAL     ] No optimal features file found for WINN: ./output/feature-sets/WINN.txt
[2025-12-01T20:49:57.964903] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:57.964933] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:57.964959] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:57.965014] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:58.020677] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:58.021388] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:58.021466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:58.021498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:58.140913] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:58.141047] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:58.141083] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:58.141141] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:58.144365] [DEBUG] [FORECASTER] WINN: Forecast T+1@11:T+2@11: UP (p=92.09%)
[2025-12-01T20:49:58.144668] [INFO ] [FORECASTER] Completed predict_future for WINN
[2025-12-01T20:49:58.144798] [INFO ] [sig       ] WINN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:58.283340] [INFO ] [LOCAL     ] Saved forecast: WINN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WINN.txt
[2025-12-01T20:49:58.283488] [INFO ] [sig       ] [3536/3634] Completed WINN in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 32.8s
[2025-12-01T20:49:58.283525] [INFO ] [sig       ] [3537/3634] Forecasting WIX...
[2025-12-01T20:49:58.283554] [INFO ] [sig       ] Generating forecast for: WIX
[2025-12-01T20:49:58.283605] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WIX' from 'https://tdm.silogroup.org/data/derivative_storage/WIX.csv'.
[2025-12-01T20:49:58.294161] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WIX'.
[2025-12-01T20:49:58.294519] [INFO ] [FORECASTER] Starting predict_future for WIX
[2025-12-01T20:49:58.295282] [DEBUG] [LOCAL     ] No optimal features file found for WIX: ./output/feature-sets/WIX.txt
[2025-12-01T20:49:58.295333] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:58.295363] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:58.295389] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:58.295444] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:58.351829] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:58.352655] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:58.352752] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:58.352785] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:58.477091] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:58.477257] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:58.477294] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:58.477323] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:58.480810] [DEBUG] [FORECASTER] WIX: Forecast T+1@11:T+2@11: UP (p=64.19%)
[2025-12-01T20:49:58.481086] [INFO ] [FORECASTER] Completed predict_future for WIX
[2025-12-01T20:49:58.481212] [INFO ] [sig       ] WIX: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:58.621909] [INFO ] [LOCAL     ] Saved forecast: WIX	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WIX.txt
[2025-12-01T20:49:58.622034] [INFO ] [sig       ] [3537/3634] Completed WIX in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 32.4s
[2025-12-01T20:49:58.622072] [INFO ] [sig       ] [3538/3634] Forecasting WK...
[2025-12-01T20:49:58.622100] [INFO ] [sig       ] Generating forecast for: WK
[2025-12-01T20:49:58.622128] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WK' from 'https://tdm.silogroup.org/data/derivative_storage/WK.csv'.
[2025-12-01T20:49:58.632929] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WK'.
[2025-12-01T20:49:58.633242] [INFO ] [FORECASTER] Starting predict_future for WK
[2025-12-01T20:49:58.634036] [DEBUG] [LOCAL     ] No optimal features file found for WK: ./output/feature-sets/WK.txt
[2025-12-01T20:49:58.634085] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:58.634115] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:58.634139] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:58.634193] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:58.695362] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:58.696231] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:58.696331] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:58.696362] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:58.813343] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:58.813483] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:58.813519] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:58.813547] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:58.816823] [DEBUG] [FORECASTER] WK: Forecast T+1@11:T+2@11: UP (p=94.70%)
[2025-12-01T20:49:58.817083] [INFO ] [FORECASTER] Completed predict_future for WK
[2025-12-01T20:49:58.817204] [INFO ] [sig       ] WK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:58.955738] [INFO ] [LOCAL     ] Saved forecast: WK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WK.txt
[2025-12-01T20:49:58.955891] [INFO ] [sig       ] [3538/3634] Completed WK in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 32.1s
[2025-12-01T20:49:58.955929] [INFO ] [sig       ] [3539/3634] Forecasting WKC...
[2025-12-01T20:49:58.955959] [INFO ] [sig       ] Generating forecast for: WKC
[2025-12-01T20:49:58.955989] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKC' from 'https://tdm.silogroup.org/data/derivative_storage/WKC.csv'.
[2025-12-01T20:49:58.967065] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKC'.
[2025-12-01T20:49:58.967463] [INFO ] [FORECASTER] Starting predict_future for WKC
[2025-12-01T20:49:58.968246] [DEBUG] [LOCAL     ] No optimal features file found for WKC: ./output/feature-sets/WKC.txt
[2025-12-01T20:49:58.968297] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:58.968356] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:58.968397] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:58.968452] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:59.024034] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:59.024902] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:59.024982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:59.025014] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:59.145497] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:59.145662] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:59.145700] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:59.145727] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:59.148966] [DEBUG] [FORECASTER] WKC: Forecast T+1@11:T+2@11: DOWN (p=13.54%)
[2025-12-01T20:49:59.149222] [INFO ] [FORECASTER] Completed predict_future for WKC
[2025-12-01T20:49:59.149339] [INFO ] [sig       ] WKC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:49:59.285589] [INFO ] [LOCAL     ] Saved forecast: WKC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WKC.txt
[2025-12-01T20:49:59.285705] [INFO ] [sig       ] [3539/3634] Completed WKC in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 31.8s
[2025-12-01T20:49:59.285741] [INFO ] [sig       ] [3540/3634] Forecasting WKEY...
[2025-12-01T20:49:59.285770] [INFO ] [sig       ] Generating forecast for: WKEY
[2025-12-01T20:49:59.285798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKEY' from 'https://tdm.silogroup.org/data/derivative_storage/WKEY.csv'.
[2025-12-01T20:49:59.296746] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKEY'.
[2025-12-01T20:49:59.297072] [INFO ] [FORECASTER] Starting predict_future for WKEY
[2025-12-01T20:49:59.297866] [DEBUG] [LOCAL     ] No optimal features file found for WKEY: ./output/feature-sets/WKEY.txt
[2025-12-01T20:49:59.297917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:59.297948] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:59.297975] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:59.298030] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:59.354793] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:59.355641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:59.355723] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:59.355755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:59.473636] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:59.473801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:59.473838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:59.473865] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:59.477155] [DEBUG] [FORECASTER] WKEY: Forecast T+1@11:T+2@11: UP (p=70.86%)
[2025-12-01T20:49:59.477411] [INFO ] [FORECASTER] Completed predict_future for WKEY
[2025-12-01T20:49:59.477531] [INFO ] [sig       ] WKEY: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:59.620766] [INFO ] [LOCAL     ] Saved forecast: WKEY	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WKEY.txt
[2025-12-01T20:49:59.620930] [INFO ] [sig       ] [3540/3634] Completed WKEY in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 31.4s
[2025-12-01T20:49:59.620969] [INFO ] [sig       ] [3541/3634] Forecasting WKSP...
[2025-12-01T20:49:59.620997] [INFO ] [sig       ] Generating forecast for: WKSP
[2025-12-01T20:49:59.621025] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WKSP' from 'https://tdm.silogroup.org/data/derivative_storage/WKSP.csv'.
[2025-12-01T20:49:59.631329] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WKSP'.
[2025-12-01T20:49:59.631647] [INFO ] [FORECASTER] Starting predict_future for WKSP
[2025-12-01T20:49:59.632372] [DEBUG] [LOCAL     ] No optimal features file found for WKSP: ./output/feature-sets/WKSP.txt
[2025-12-01T20:49:59.632421] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:59.632450] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:59.632476] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:59.632530] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:49:59.688225] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:49:59.688933] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:49:59.689011] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:49:59.689042] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:49:59.807383] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:49:59.807526] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:49:59.807563] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:49:59.807608] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:49:59.810911] [DEBUG] [FORECASTER] WKSP: Forecast T+1@11:T+2@11: UP (p=98.73%)
[2025-12-01T20:49:59.811169] [INFO ] [FORECASTER] Completed predict_future for WKSP
[2025-12-01T20:49:59.811285] [INFO ] [sig       ] WKSP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:49:59.948880] [INFO ] [LOCAL     ] Saved forecast: WKSP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WKSP.txt
[2025-12-01T20:49:59.948995] [INFO ] [sig       ] [3541/3634] Completed WKSP in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 31.1s
[2025-12-01T20:49:59.949030] [INFO ] [sig       ] [3542/3634] Forecasting WLDN...
[2025-12-01T20:49:59.949058] [INFO ] [sig       ] Generating forecast for: WLDN
[2025-12-01T20:49:59.949087] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDN' from 'https://tdm.silogroup.org/data/derivative_storage/WLDN.csv'.
[2025-12-01T20:49:59.959108] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDN'.
[2025-12-01T20:49:59.959382] [INFO ] [FORECASTER] Starting predict_future for WLDN
[2025-12-01T20:49:59.960127] [DEBUG] [LOCAL     ] No optimal features file found for WLDN: ./output/feature-sets/WLDN.txt
[2025-12-01T20:49:59.960176] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:49:59.960206] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:49:59.960231] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:49:59.960285] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:00.015467] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:00.016222] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:00.016300] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:00.016331] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:00.136931] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:00.137084] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:00.137120] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:00.137148] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:00.140498] [DEBUG] [FORECASTER] WLDN: Forecast T+1@11:T+2@11: DOWN (p=25.73%)
[2025-12-01T20:50:00.140781] [INFO ] [FORECASTER] Completed predict_future for WLDN
[2025-12-01T20:50:00.140903] [INFO ] [sig       ] WLDN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:00.279604] [INFO ] [LOCAL     ] Saved forecast: WLDN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WLDN.txt
[2025-12-01T20:50:00.279732] [INFO ] [sig       ] [3542/3634] Completed WLDN in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 30.8s
[2025-12-01T20:50:00.279770] [INFO ] [sig       ] [3543/3634] Forecasting WLDS...
[2025-12-01T20:50:00.279804] [INFO ] [sig       ] Generating forecast for: WLDS
[2025-12-01T20:50:00.279833] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLDS' from 'https://tdm.silogroup.org/data/derivative_storage/WLDS.csv'.
[2025-12-01T20:50:00.292558] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLDS'.
[2025-12-01T20:50:00.292871] [INFO ] [FORECASTER] Starting predict_future for WLDS
[2025-12-01T20:50:00.293603] [DEBUG] [LOCAL     ] No optimal features file found for WLDS: ./output/feature-sets/WLDS.txt
[2025-12-01T20:50:00.293656] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:00.293686] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:00.293712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:00.293765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:00.353366] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:00.354171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:00.354290] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:00.354334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:00.472035] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:00.472181] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:00.472217] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:00.472245] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:00.475500] [DEBUG] [FORECASTER] WLDS: Forecast T+1@11:T+2@11: DOWN (p=13.56%)
[2025-12-01T20:50:00.475774] [INFO ] [FORECASTER] Completed predict_future for WLDS
[2025-12-01T20:50:00.475892] [INFO ] [sig       ] WLDS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:00.614244] [INFO ] [LOCAL     ] Saved forecast: WLDS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WLDS.txt
[2025-12-01T20:50:00.614373] [INFO ] [sig       ] [3543/3634] Completed WLDS in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 30.4s
[2025-12-01T20:50:00.614409] [INFO ] [sig       ] [3544/3634] Forecasting WLFC...
[2025-12-01T20:50:00.614438] [INFO ] [sig       ] Generating forecast for: WLFC
[2025-12-01T20:50:00.614466] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLFC' from 'https://tdm.silogroup.org/data/derivative_storage/WLFC.csv'.
[2025-12-01T20:50:00.625074] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLFC'.
[2025-12-01T20:50:00.625347] [INFO ] [FORECASTER] Starting predict_future for WLFC
[2025-12-01T20:50:00.626081] [DEBUG] [LOCAL     ] No optimal features file found for WLFC: ./output/feature-sets/WLFC.txt
[2025-12-01T20:50:00.626130] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:00.626160] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:00.626186] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:00.626241] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:00.683412] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:00.684213] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:00.684292] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:00.684324] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:00.804060] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:00.804203] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:00.804240] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:00.804267] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:00.807501] [DEBUG] [FORECASTER] WLFC: Forecast T+1@11:T+2@11: DOWN (p=13.30%)
[2025-12-01T20:50:00.807778] [INFO ] [FORECASTER] Completed predict_future for WLFC
[2025-12-01T20:50:00.807895] [INFO ] [sig       ] WLFC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:00.947811] [INFO ] [LOCAL     ] Saved forecast: WLFC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WLFC.txt
[2025-12-01T20:50:00.947943] [INFO ] [sig       ] [3544/3634] Completed WLFC in 0.3s | 2.99 sym/s | Total: 19.7m | ETA: 30.1s
[2025-12-01T20:50:00.947982] [INFO ] [sig       ] [3545/3634] Forecasting WLK...
[2025-12-01T20:50:00.948013] [INFO ] [sig       ] Generating forecast for: WLK
[2025-12-01T20:50:00.948043] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLK' from 'https://tdm.silogroup.org/data/derivative_storage/WLK.csv'.
[2025-12-01T20:50:00.958394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLK'.
[2025-12-01T20:50:00.958758] [INFO ] [FORECASTER] Starting predict_future for WLK
[2025-12-01T20:50:00.959506] [DEBUG] [LOCAL     ] No optimal features file found for WLK: ./output/feature-sets/WLK.txt
[2025-12-01T20:50:00.959556] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:00.959611] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:00.959639] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:00.959695] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:01.017521] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:01.018385] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:01.018466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:01.018498] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:01.135133] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:01.135265] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:01.135300] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:01.135329] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:01.138534] [DEBUG] [FORECASTER] WLK: Forecast T+1@11:T+2@11: UP (p=62.73%)
[2025-12-01T20:50:01.138821] [INFO ] [FORECASTER] Completed predict_future for WLK
[2025-12-01T20:50:01.138943] [INFO ] [sig       ] WLK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:01.279053] [INFO ] [LOCAL     ] Saved forecast: WLK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WLK.txt
[2025-12-01T20:50:01.279168] [INFO ] [sig       ] [3545/3634] Completed WLK in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 29.8s
[2025-12-01T20:50:01.279204] [INFO ] [sig       ] [3546/3634] Forecasting WLKP...
[2025-12-01T20:50:01.279231] [INFO ] [sig       ] Generating forecast for: WLKP
[2025-12-01T20:50:01.279258] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WLKP' from 'https://tdm.silogroup.org/data/derivative_storage/WLKP.csv'.
[2025-12-01T20:50:01.288888] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WLKP'.
[2025-12-01T20:50:01.289152] [INFO ] [FORECASTER] Starting predict_future for WLKP
[2025-12-01T20:50:01.289897] [DEBUG] [LOCAL     ] No optimal features file found for WLKP: ./output/feature-sets/WLKP.txt
[2025-12-01T20:50:01.289945] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:01.289975] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:01.290001] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:01.290059] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:01.346892] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:01.347784] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:01.347867] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:01.347900] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:01.470508] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:01.470704] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:01.470745] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:01.470793] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:01.474369] [DEBUG] [FORECASTER] WLKP: Forecast T+1@11:T+2@11: UP (p=92.81%)
[2025-12-01T20:50:01.474699] [INFO ] [FORECASTER] Completed predict_future for WLKP
[2025-12-01T20:50:01.474833] [INFO ] [sig       ] WLKP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:01.621956] [INFO ] [LOCAL     ] Saved forecast: WLKP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WLKP.txt
[2025-12-01T20:50:01.622146] [INFO ] [sig       ] [3546/3634] Completed WLKP in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 29.4s
[2025-12-01T20:50:01.622187] [INFO ] [sig       ] [3547/3634] Forecasting WMG...
[2025-12-01T20:50:01.622216] [INFO ] [sig       ] Generating forecast for: WMG
[2025-12-01T20:50:01.622244] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMG' from 'https://tdm.silogroup.org/data/derivative_storage/WMG.csv'.
[2025-12-01T20:50:01.632432] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMG'.
[2025-12-01T20:50:01.632752] [INFO ] [FORECASTER] Starting predict_future for WMG
[2025-12-01T20:50:01.633469] [DEBUG] [LOCAL     ] No optimal features file found for WMG: ./output/feature-sets/WMG.txt
[2025-12-01T20:50:01.633517] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:01.633549] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:01.633594] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:01.633651] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:01.688820] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:01.689670] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:01.689762] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:01.689794] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:01.813929] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:01.814082] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:01.814118] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:01.814146] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:01.817570] [DEBUG] [FORECASTER] WMG: Forecast T+1@11:T+2@11: UP (p=68.30%)
[2025-12-01T20:50:01.817847] [INFO ] [FORECASTER] Completed predict_future for WMG
[2025-12-01T20:50:01.817968] [INFO ] [sig       ] WMG: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:01.956086] [INFO ] [LOCAL     ] Saved forecast: WMG	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WMG.txt
[2025-12-01T20:50:01.956226] [INFO ] [sig       ] [3547/3634] Completed WMG in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 29.1s
[2025-12-01T20:50:01.956263] [INFO ] [sig       ] [3548/3634] Forecasting WMK...
[2025-12-01T20:50:01.956292] [INFO ] [sig       ] Generating forecast for: WMK
[2025-12-01T20:50:01.956321] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMK' from 'https://tdm.silogroup.org/data/derivative_storage/WMK.csv'.
[2025-12-01T20:50:01.966394] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMK'.
[2025-12-01T20:50:01.966806] [INFO ] [FORECASTER] Starting predict_future for WMK
[2025-12-01T20:50:01.967622] [DEBUG] [LOCAL     ] No optimal features file found for WMK: ./output/feature-sets/WMK.txt
[2025-12-01T20:50:01.967673] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:01.967705] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:01.967732] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:01.967787] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:02.025966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:02.026869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:02.026950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:02.026983] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:02.147777] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:02.147930] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:02.147967] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:02.147994] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:02.151380] [DEBUG] [FORECASTER] WMK: Forecast T+1@11:T+2@11: UP (p=61.92%)
[2025-12-01T20:50:02.151666] [INFO ] [FORECASTER] Completed predict_future for WMK
[2025-12-01T20:50:02.151791] [INFO ] [sig       ] WMK: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:02.293702] [INFO ] [LOCAL     ] Saved forecast: WMK	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WMK.txt
[2025-12-01T20:50:02.294052] [INFO ] [sig       ] [3548/3634] Completed WMK in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 28.8s
[2025-12-01T20:50:02.294091] [INFO ] [sig       ] [3549/3634] Forecasting WMS...
[2025-12-01T20:50:02.294120] [INFO ] [sig       ] Generating forecast for: WMS
[2025-12-01T20:50:02.294148] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WMS' from 'https://tdm.silogroup.org/data/derivative_storage/WMS.csv'.
[2025-12-01T20:50:02.304984] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WMS'.
[2025-12-01T20:50:02.305300] [INFO ] [FORECASTER] Starting predict_future for WMS
[2025-12-01T20:50:02.306051] [DEBUG] [LOCAL     ] No optimal features file found for WMS: ./output/feature-sets/WMS.txt
[2025-12-01T20:50:02.306099] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:02.306129] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:02.306153] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:02.306206] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:02.361137] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:02.361865] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:02.361945] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:02.361977] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:02.483858] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:02.484011] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:02.484050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:02.484080] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:02.487607] [DEBUG] [FORECASTER] WMS: Forecast T+1@11:T+2@11: UP (p=82.09%)
[2025-12-01T20:50:02.488061] [INFO ] [FORECASTER] Completed predict_future for WMS
[2025-12-01T20:50:02.488183] [INFO ] [sig       ] WMS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:02.625312] [INFO ] [LOCAL     ] Saved forecast: WMS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WMS.txt
[2025-12-01T20:50:02.625460] [INFO ] [sig       ] [3549/3634] Completed WMS in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 28.4s
[2025-12-01T20:50:02.625498] [INFO ] [sig       ] [3550/3634] Forecasting WNC...
[2025-12-01T20:50:02.625527] [INFO ] [sig       ] Generating forecast for: WNC
[2025-12-01T20:50:02.625555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNC' from 'https://tdm.silogroup.org/data/derivative_storage/WNC.csv'.
[2025-12-01T20:50:02.636193] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNC'.
[2025-12-01T20:50:02.636526] [INFO ] [FORECASTER] Starting predict_future for WNC
[2025-12-01T20:50:02.637325] [DEBUG] [LOCAL     ] No optimal features file found for WNC: ./output/feature-sets/WNC.txt
[2025-12-01T20:50:02.637374] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:02.637433] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:02.637460] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:02.637526] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:02.696382] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:02.697224] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:02.697304] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:02.697336] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:02.820075] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:02.820227] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:02.820265] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:02.820293] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:02.823612] [DEBUG] [FORECASTER] WNC: Forecast T+1@11:T+2@11: UP (p=87.02%)
[2025-12-01T20:50:02.823876] [INFO ] [FORECASTER] Completed predict_future for WNC
[2025-12-01T20:50:02.823997] [INFO ] [sig       ] WNC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:02.966175] [INFO ] [LOCAL     ] Saved forecast: WNC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WNC.txt
[2025-12-01T20:50:02.966336] [INFO ] [sig       ] [3550/3634] Completed WNC in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 28.1s
[2025-12-01T20:50:02.966375] [INFO ] [sig       ] [3551/3634] Forecasting WNEB...
[2025-12-01T20:50:02.966404] [INFO ] [sig       ] Generating forecast for: WNEB
[2025-12-01T20:50:02.966433] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WNEB' from 'https://tdm.silogroup.org/data/derivative_storage/WNEB.csv'.
[2025-12-01T20:50:02.976982] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WNEB'.
[2025-12-01T20:50:02.977357] [INFO ] [FORECASTER] Starting predict_future for WNEB
[2025-12-01T20:50:02.978252] [DEBUG] [LOCAL     ] No optimal features file found for WNEB: ./output/feature-sets/WNEB.txt
[2025-12-01T20:50:02.978346] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:02.978387] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:02.978414] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:02.978469] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:03.037097] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:03.037964] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:03.038044] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:03.038076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:03.159975] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:03.160125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:03.160163] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:03.160190] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:03.163674] [DEBUG] [FORECASTER] WNEB: Forecast T+1@11:T+2@11: UP (p=82.29%)
[2025-12-01T20:50:03.164165] [INFO ] [FORECASTER] Completed predict_future for WNEB
[2025-12-01T20:50:03.164295] [INFO ] [sig       ] WNEB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:03.310143] [INFO ] [LOCAL     ] Saved forecast: WNEB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WNEB.txt
[2025-12-01T20:50:03.310285] [INFO ] [sig       ] [3551/3634] Completed WNEB in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 27.8s
[2025-12-01T20:50:03.310323] [INFO ] [sig       ] [3552/3634] Forecasting WOK...
[2025-12-01T20:50:03.310352] [INFO ] [sig       ] Generating forecast for: WOK
[2025-12-01T20:50:03.310389] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOK' from 'https://tdm.silogroup.org/data/derivative_storage/WOK.csv'.
[2025-12-01T20:50:03.320920] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOK'.
[2025-12-01T20:50:03.321280] [INFO ] [FORECASTER] Starting predict_future for WOK
[2025-12-01T20:50:03.322088] [DEBUG] [LOCAL     ] No optimal features file found for WOK: ./output/feature-sets/WOK.txt
[2025-12-01T20:50:03.322151] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:03.322184] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:03.322210] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:03.322264] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:03.376546] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:03.377387] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:03.377471] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:03.377502] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:03.490758] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:03.490913] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:03.490952] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:03.490979] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:03.494481] [DEBUG] [FORECASTER] WOK: Forecast T+1@11:T+2@11: DOWN (p=6.45%)
[2025-12-01T20:50:03.494783] [INFO ] [FORECASTER] Completed predict_future for WOK
[2025-12-01T20:50:03.494911] [INFO ] [sig       ] WOK: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:03.636419] [INFO ] [LOCAL     ] Saved forecast: WOK	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WOK.txt
[2025-12-01T20:50:03.636563] [INFO ] [sig       ] [3552/3634] Completed WOK in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 27.4s
[2025-12-01T20:50:03.636620] [INFO ] [sig       ] [3553/3634] Forecasting WOOD...
[2025-12-01T20:50:03.636650] [INFO ] [sig       ] Generating forecast for: WOOD
[2025-12-01T20:50:03.636680] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOD' from 'https://tdm.silogroup.org/data/derivative_storage/WOOD.csv'.
[2025-12-01T20:50:03.647274] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOD'.
[2025-12-01T20:50:03.647647] [INFO ] [FORECASTER] Starting predict_future for WOOD
[2025-12-01T20:50:03.648424] [DEBUG] [LOCAL     ] No optimal features file found for WOOD: ./output/feature-sets/WOOD.txt
[2025-12-01T20:50:03.648474] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:03.648504] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:03.648566] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:03.648646] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:03.719775] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:03.720856] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:03.720940] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:03.721123] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:03.826160] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:03.826315] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:03.826352] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:03.826413] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:03.829754] [DEBUG] [FORECASTER] WOOD: Forecast T+1@11:T+2@11: UP (p=96.21%)
[2025-12-01T20:50:03.830040] [INFO ] [FORECASTER] Completed predict_future for WOOD
[2025-12-01T20:50:03.830171] [INFO ] [sig       ] WOOD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:03.968550] [INFO ] [LOCAL     ] Saved forecast: WOOD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WOOD.txt
[2025-12-01T20:50:03.968715] [INFO ] [sig       ] [3553/3634] Completed WOOD in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 27.1s
[2025-12-01T20:50:03.968754] [INFO ] [sig       ] [3554/3634] Forecasting WOOF...
[2025-12-01T20:50:03.968783] [INFO ] [sig       ] Generating forecast for: WOOF
[2025-12-01T20:50:03.968812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WOOF' from 'https://tdm.silogroup.org/data/derivative_storage/WOOF.csv'.
[2025-12-01T20:50:03.978903] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WOOF'.
[2025-12-01T20:50:03.979192] [INFO ] [FORECASTER] Starting predict_future for WOOF
[2025-12-01T20:50:03.979966] [DEBUG] [LOCAL     ] No optimal features file found for WOOF: ./output/feature-sets/WOOF.txt
[2025-12-01T20:50:03.980017] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:03.980048] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:03.980074] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:03.980130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:04.035944] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:04.036748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:04.036831] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:04.036863] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:04.159318] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:04.159469] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:04.159520] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:04.159564] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:04.163428] [DEBUG] [FORECASTER] WOOF: Forecast T+1@11:T+2@11: UP (p=93.39%)
[2025-12-01T20:50:04.163721] [INFO ] [FORECASTER] Completed predict_future for WOOF
[2025-12-01T20:50:04.163845] [INFO ] [sig       ] WOOF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:04.314335] [INFO ] [LOCAL     ] Saved forecast: WOOF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WOOF.txt
[2025-12-01T20:50:04.314493] [INFO ] [sig       ] [3554/3634] Completed WOOF in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 26.7s
[2025-12-01T20:50:04.314533] [INFO ] [sig       ] [3555/3634] Forecasting WPC...
[2025-12-01T20:50:04.314564] [INFO ] [sig       ] Generating forecast for: WPC
[2025-12-01T20:50:04.314614] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPC' from 'https://tdm.silogroup.org/data/derivative_storage/WPC.csv'.
[2025-12-01T20:50:04.325696] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPC'.
[2025-12-01T20:50:04.326079] [INFO ] [FORECASTER] Starting predict_future for WPC
[2025-12-01T20:50:04.326867] [DEBUG] [LOCAL     ] No optimal features file found for WPC: ./output/feature-sets/WPC.txt
[2025-12-01T20:50:04.326917] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:04.326949] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:04.326976] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:04.327037] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:04.383132] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:04.383931] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:04.384008] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:04.384038] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:04.512527] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:04.512700] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:04.512741] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:04.512771] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:04.516159] [DEBUG] [FORECASTER] WPC: Forecast T+1@11:T+2@11: DOWN (p=18.82%)
[2025-12-01T20:50:04.516440] [INFO ] [FORECASTER] Completed predict_future for WPC
[2025-12-01T20:50:04.516567] [INFO ] [sig       ] WPC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:04.657628] [INFO ] [LOCAL     ] Saved forecast: WPC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WPC.txt
[2025-12-01T20:50:04.657762] [INFO ] [sig       ] [3555/3634] Completed WPC in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 26.4s
[2025-12-01T20:50:04.657802] [INFO ] [sig       ] [3556/3634] Forecasting WPP...
[2025-12-01T20:50:04.657832] [INFO ] [sig       ] Generating forecast for: WPP
[2025-12-01T20:50:04.657864] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WPP' from 'https://tdm.silogroup.org/data/derivative_storage/WPP.csv'.
[2025-12-01T20:50:04.668419] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WPP'.
[2025-12-01T20:50:04.668719] [INFO ] [FORECASTER] Starting predict_future for WPP
[2025-12-01T20:50:04.669475] [DEBUG] [LOCAL     ] No optimal features file found for WPP: ./output/feature-sets/WPP.txt
[2025-12-01T20:50:04.669525] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:04.669557] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:04.669610] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:04.669668] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:04.726651] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:04.727335] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:04.727412] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:04.727442] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:04.848435] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:04.848618] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:04.848659] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:04.848691] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:04.851999] [DEBUG] [FORECASTER] WPP: Forecast T+1@11:T+2@11: UP (p=94.80%)
[2025-12-01T20:50:04.852272] [INFO ] [FORECASTER] Completed predict_future for WPP
[2025-12-01T20:50:04.852394] [INFO ] [sig       ] WPP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:04.993782] [INFO ] [LOCAL     ] Saved forecast: WPP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WPP.txt
[2025-12-01T20:50:04.993924] [INFO ] [sig       ] [3556/3634] Completed WPP in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 26.1s
[2025-12-01T20:50:04.993962] [INFO ] [sig       ] [3557/3634] Forecasting WRAP...
[2025-12-01T20:50:04.993991] [INFO ] [sig       ] Generating forecast for: WRAP
[2025-12-01T20:50:04.994019] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRAP' from 'https://tdm.silogroup.org/data/derivative_storage/WRAP.csv'.
[2025-12-01T20:50:05.005284] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRAP'.
[2025-12-01T20:50:05.005662] [INFO ] [FORECASTER] Starting predict_future for WRAP
[2025-12-01T20:50:05.006402] [DEBUG] [LOCAL     ] No optimal features file found for WRAP: ./output/feature-sets/WRAP.txt
[2025-12-01T20:50:05.006452] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:05.006482] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:05.006508] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:05.006562] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:05.063875] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:05.064834] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:05.064918] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:05.064958] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:05.185054] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:05.185205] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:05.185242] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:05.185272] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:05.188697] [DEBUG] [FORECASTER] WRAP: Forecast T+1@11:T+2@11: DOWN (p=2.81%)
[2025-12-01T20:50:05.188987] [INFO ] [FORECASTER] Completed predict_future for WRAP
[2025-12-01T20:50:05.189114] [INFO ] [sig       ] WRAP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:05.335454] [INFO ] [LOCAL     ] Saved forecast: WRAP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WRAP.txt
[2025-12-01T20:50:05.335615] [INFO ] [sig       ] [3557/3634] Completed WRAP in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 25.7s
[2025-12-01T20:50:05.335658] [INFO ] [sig       ] [3558/3634] Forecasting WRB...
[2025-12-01T20:50:05.335689] [INFO ] [sig       ] Generating forecast for: WRB
[2025-12-01T20:50:05.335719] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRB' from 'https://tdm.silogroup.org/data/derivative_storage/WRB.csv'.
[2025-12-01T20:50:05.346626] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRB'.
[2025-12-01T20:50:05.346941] [INFO ] [FORECASTER] Starting predict_future for WRB
[2025-12-01T20:50:05.347706] [DEBUG] [LOCAL     ] No optimal features file found for WRB: ./output/feature-sets/WRB.txt
[2025-12-01T20:50:05.347756] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:05.347787] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:05.347813] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:05.347868] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:05.406267] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:05.407023] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:05.407104] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:05.407137] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:05.529331] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:05.529489] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:05.529528] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:05.529556] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:05.532971] [DEBUG] [FORECASTER] WRB: Forecast T+1@11:T+2@11: DOWN (p=17.33%)
[2025-12-01T20:50:05.533242] [INFO ] [FORECASTER] Completed predict_future for WRB
[2025-12-01T20:50:05.533367] [INFO ] [sig       ] WRB: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:05.670860] [INFO ] [LOCAL     ] Saved forecast: WRB	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WRB.txt
[2025-12-01T20:50:05.670992] [INFO ] [sig       ] [3558/3634] Completed WRB in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 25.4s
[2025-12-01T20:50:05.671028] [INFO ] [sig       ] [3559/3634] Forecasting WRBY...
[2025-12-01T20:50:05.671056] [INFO ] [sig       ] Generating forecast for: WRBY
[2025-12-01T20:50:05.671084] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRBY' from 'https://tdm.silogroup.org/data/derivative_storage/WRBY.csv'.
[2025-12-01T20:50:05.682248] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRBY'.
[2025-12-01T20:50:05.682672] [INFO ] [FORECASTER] Starting predict_future for WRBY
[2025-12-01T20:50:05.683449] [DEBUG] [LOCAL     ] No optimal features file found for WRBY: ./output/feature-sets/WRBY.txt
[2025-12-01T20:50:05.683501] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:05.683532] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:05.683560] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:05.683644] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:05.739271] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:05.740142] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:05.740224] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:05.740255] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:05.858958] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:05.859125] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:05.859181] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:05.859209] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:05.862624] [DEBUG] [FORECASTER] WRBY: Forecast T+1@11:T+2@11: DOWN (p=0.41%)
[2025-12-01T20:50:05.862952] [INFO ] [FORECASTER] Completed predict_future for WRBY
[2025-12-01T20:50:05.863090] [INFO ] [sig       ] WRBY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:06.006107] [INFO ] [LOCAL     ] Saved forecast: WRBY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WRBY.txt
[2025-12-01T20:50:06.006286] [INFO ] [sig       ] [3559/3634] Completed WRBY in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 25.1s
[2025-12-01T20:50:06.006335] [INFO ] [sig       ] [3560/3634] Forecasting WRLD...
[2025-12-01T20:50:06.006366] [INFO ] [sig       ] Generating forecast for: WRLD
[2025-12-01T20:50:06.006406] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WRLD' from 'https://tdm.silogroup.org/data/derivative_storage/WRLD.csv'.
[2025-12-01T20:50:06.017412] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WRLD'.
[2025-12-01T20:50:06.017832] [INFO ] [FORECASTER] Starting predict_future for WRLD
[2025-12-01T20:50:06.018719] [DEBUG] [LOCAL     ] No optimal features file found for WRLD: ./output/feature-sets/WRLD.txt
[2025-12-01T20:50:06.018770] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:06.018800] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:06.018825] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:06.018880] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:06.077062] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:06.077861] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:06.078001] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:06.078035] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:06.192526] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:06.192697] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:06.192736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:06.192765] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:06.195994] [DEBUG] [FORECASTER] WRLD: Forecast T+1@11:T+2@11: UP (p=98.30%)
[2025-12-01T20:50:06.196260] [INFO ] [FORECASTER] Completed predict_future for WRLD
[2025-12-01T20:50:06.196383] [INFO ] [sig       ] WRLD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:06.336428] [INFO ] [LOCAL     ] Saved forecast: WRLD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WRLD.txt
[2025-12-01T20:50:06.336559] [INFO ] [sig       ] [3560/3634] Completed WRLD in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 24.7s
[2025-12-01T20:50:06.336620] [INFO ] [sig       ] [3561/3634] Forecasting WSBC...
[2025-12-01T20:50:06.336652] [INFO ] [sig       ] Generating forecast for: WSBC
[2025-12-01T20:50:06.336681] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBC' from 'https://tdm.silogroup.org/data/derivative_storage/WSBC.csv'.
[2025-12-01T20:50:06.347687] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBC'.
[2025-12-01T20:50:06.347992] [INFO ] [FORECASTER] Starting predict_future for WSBC
[2025-12-01T20:50:06.348780] [DEBUG] [LOCAL     ] No optimal features file found for WSBC: ./output/feature-sets/WSBC.txt
[2025-12-01T20:50:06.348833] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:06.348863] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:06.348887] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:06.348941] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:06.403644] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:06.404258] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:06.404338] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:06.404368] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:06.522203] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:06.522333] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:06.522368] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:06.522395] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:06.525670] [DEBUG] [FORECASTER] WSBC: Forecast T+1@11:T+2@11: DOWN (p=1.45%)
[2025-12-01T20:50:06.525929] [INFO ] [FORECASTER] Completed predict_future for WSBC
[2025-12-01T20:50:06.526046] [INFO ] [sig       ] WSBC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:06.662181] [INFO ] [LOCAL     ] Saved forecast: WSBC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WSBC.txt
[2025-12-01T20:50:06.662303] [INFO ] [sig       ] [3561/3634] Completed WSBC in 0.3s | 2.99 sym/s | Total: 19.8m | ETA: 24.4s
[2025-12-01T20:50:06.662340] [INFO ] [sig       ] [3562/3634] Forecasting WSBF...
[2025-12-01T20:50:06.662367] [INFO ] [sig       ] Generating forecast for: WSBF
[2025-12-01T20:50:06.662395] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSBF' from 'https://tdm.silogroup.org/data/derivative_storage/WSBF.csv'.
[2025-12-01T20:50:06.673449] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSBF'.
[2025-12-01T20:50:06.673819] [INFO ] [FORECASTER] Starting predict_future for WSBF
[2025-12-01T20:50:06.674560] [DEBUG] [LOCAL     ] No optimal features file found for WSBF: ./output/feature-sets/WSBF.txt
[2025-12-01T20:50:06.674633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:06.674664] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:06.674689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:06.674747] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:06.730040] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:06.730901] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:06.730982] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:06.731012] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:06.847524] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:06.847705] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:06.847746] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:06.847775] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:06.851967] [DEBUG] [FORECASTER] WSBF: Forecast T+1@11:T+2@11: DOWN (p=20.27%)
[2025-12-01T20:50:06.852339] [INFO ] [FORECASTER] Completed predict_future for WSBF
[2025-12-01T20:50:06.852494] [INFO ] [sig       ] WSBF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:06.991654] [INFO ] [LOCAL     ] Saved forecast: WSBF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WSBF.txt
[2025-12-01T20:50:06.991806] [INFO ] [sig       ] [3562/3634] Completed WSBF in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 24.1s
[2025-12-01T20:50:06.991843] [INFO ] [sig       ] [3563/3634] Forecasting WSC...
[2025-12-01T20:50:06.991872] [INFO ] [sig       ] Generating forecast for: WSC
[2025-12-01T20:50:06.991900] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSC' from 'https://tdm.silogroup.org/data/derivative_storage/WSC.csv'.
[2025-12-01T20:50:07.001904] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSC'.
[2025-12-01T20:50:07.002271] [INFO ] [FORECASTER] Starting predict_future for WSC
[2025-12-01T20:50:07.003029] [DEBUG] [LOCAL     ] No optimal features file found for WSC: ./output/feature-sets/WSC.txt
[2025-12-01T20:50:07.003079] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:07.003123] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:07.003151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:07.003207] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:07.060560] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:07.061412] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:07.061504] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:07.061544] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:07.189447] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:07.189620] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:07.189660] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:07.189689] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:07.192994] [DEBUG] [FORECASTER] WSC: Forecast T+1@11:T+2@11: UP (p=95.95%)
[2025-12-01T20:50:07.193251] [INFO ] [FORECASTER] Completed predict_future for WSC
[2025-12-01T20:50:07.193368] [INFO ] [sig       ] WSC: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:07.336479] [INFO ] [LOCAL     ] Saved forecast: WSC	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WSC.txt
[2025-12-01T20:50:07.336675] [INFO ] [sig       ] [3563/3634] Completed WSC in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 23.7s
[2025-12-01T20:50:07.336716] [INFO ] [sig       ] [3564/3634] Forecasting WSFS...
[2025-12-01T20:50:07.336745] [INFO ] [sig       ] Generating forecast for: WSFS
[2025-12-01T20:50:07.336774] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSFS' from 'https://tdm.silogroup.org/data/derivative_storage/WSFS.csv'.
[2025-12-01T20:50:07.347168] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSFS'.
[2025-12-01T20:50:07.347417] [INFO ] [FORECASTER] Starting predict_future for WSFS
[2025-12-01T20:50:07.348163] [DEBUG] [LOCAL     ] No optimal features file found for WSFS: ./output/feature-sets/WSFS.txt
[2025-12-01T20:50:07.348213] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:07.348243] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:07.348268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:07.348346] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:07.403203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:07.403982] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:07.404060] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:07.404091] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:07.515245] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:07.515365] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:07.515401] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:07.515429] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:07.518632] [DEBUG] [FORECASTER] WSFS: Forecast T+1@11:T+2@11: UP (p=79.13%)
[2025-12-01T20:50:07.518914] [INFO ] [FORECASTER] Completed predict_future for WSFS
[2025-12-01T20:50:07.519039] [INFO ] [sig       ] WSFS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:07.659164] [INFO ] [LOCAL     ] Saved forecast: WSFS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WSFS.txt
[2025-12-01T20:50:07.659315] [INFO ] [sig       ] [3564/3634] Completed WSFS in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 23.4s
[2025-12-01T20:50:07.659353] [INFO ] [sig       ] [3565/3634] Forecasting WSM...
[2025-12-01T20:50:07.659381] [INFO ] [sig       ] Generating forecast for: WSM
[2025-12-01T20:50:07.659410] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSM' from 'https://tdm.silogroup.org/data/derivative_storage/WSM.csv'.
[2025-12-01T20:50:07.670660] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSM'.
[2025-12-01T20:50:07.671055] [INFO ] [FORECASTER] Starting predict_future for WSM
[2025-12-01T20:50:07.671840] [DEBUG] [LOCAL     ] No optimal features file found for WSM: ./output/feature-sets/WSM.txt
[2025-12-01T20:50:07.671891] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:07.671921] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:07.671947] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:07.672001] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:07.730717] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:07.731649] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:07.731746] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:07.731778] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:07.850637] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:07.850787] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:07.850824] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:07.850852] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:07.854274] [DEBUG] [FORECASTER] WSM: Forecast T+1@11:T+2@11: UP (p=62.62%)
[2025-12-01T20:50:07.854537] [INFO ] [FORECASTER] Completed predict_future for WSM
[2025-12-01T20:50:07.854673] [INFO ] [sig       ] WSM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:07.990174] [INFO ] [LOCAL     ] Saved forecast: WSM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WSM.txt
[2025-12-01T20:50:07.990313] [INFO ] [sig       ] [3565/3634] Completed WSM in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 23.1s
[2025-12-01T20:50:07.990352] [INFO ] [sig       ] [3566/3634] Forecasting WSO...
[2025-12-01T20:50:07.990380] [INFO ] [sig       ] Generating forecast for: WSO
[2025-12-01T20:50:07.990409] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WSO' from 'https://tdm.silogroup.org/data/derivative_storage/WSO.csv'.
[2025-12-01T20:50:08.001405] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WSO'.
[2025-12-01T20:50:08.001740] [INFO ] [FORECASTER] Starting predict_future for WSO
[2025-12-01T20:50:08.002470] [DEBUG] [LOCAL     ] No optimal features file found for WSO: ./output/feature-sets/WSO.txt
[2025-12-01T20:50:08.002519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:08.002550] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:08.002592] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:08.002648] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:08.057460] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:08.058078] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:08.058154] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:08.058185] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:08.173656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:08.173763] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:08.173797] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:08.173824] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:08.176898] [DEBUG] [FORECASTER] WSO: Forecast T+1@11:T+2@11: UP (p=70.70%)
[2025-12-01T20:50:08.177151] [INFO ] [FORECASTER] Completed predict_future for WSO
[2025-12-01T20:50:08.177270] [INFO ] [sig       ] WSO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:08.313338] [INFO ] [LOCAL     ] Saved forecast: WSO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WSO.txt
[2025-12-01T20:50:08.313499] [INFO ] [sig       ] [3566/3634] Completed WSO in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 22.7s
[2025-12-01T20:50:08.313543] [INFO ] [sig       ] [3567/3634] Forecasting WTBA...
[2025-12-01T20:50:08.313593] [INFO ] [sig       ] Generating forecast for: WTBA
[2025-12-01T20:50:08.313624] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTBA' from 'https://tdm.silogroup.org/data/derivative_storage/WTBA.csv'.
[2025-12-01T20:50:08.325166] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTBA'.
[2025-12-01T20:50:08.325507] [INFO ] [FORECASTER] Starting predict_future for WTBA
[2025-12-01T20:50:08.326253] [DEBUG] [LOCAL     ] No optimal features file found for WTBA: ./output/feature-sets/WTBA.txt
[2025-12-01T20:50:08.326303] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:08.326361] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:08.326388] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:08.326442] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:08.381148] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:08.381748] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:08.381823] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:08.381853] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:08.494783] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:08.494897] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:08.494931] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:08.494957] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:08.498101] [DEBUG] [FORECASTER] WTBA: Forecast T+1@11:T+2@11: UP (p=86.50%)
[2025-12-01T20:50:08.498377] [INFO ] [FORECASTER] Completed predict_future for WTBA
[2025-12-01T20:50:08.498494] [INFO ] [sig       ] WTBA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:08.637879] [INFO ] [LOCAL     ] Saved forecast: WTBA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WTBA.txt
[2025-12-01T20:50:08.638014] [INFO ] [sig       ] [3567/3634] Completed WTBA in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 22.4s
[2025-12-01T20:50:08.638055] [INFO ] [sig       ] [3568/3634] Forecasting WTFC...
[2025-12-01T20:50:08.638085] [INFO ] [sig       ] Generating forecast for: WTFC
[2025-12-01T20:50:08.638114] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTFC' from 'https://tdm.silogroup.org/data/derivative_storage/WTFC.csv'.
[2025-12-01T20:50:08.649714] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTFC'.
[2025-12-01T20:50:08.650035] [INFO ] [FORECASTER] Starting predict_future for WTFC
[2025-12-01T20:50:08.650839] [DEBUG] [LOCAL     ] No optimal features file found for WTFC: ./output/feature-sets/WTFC.txt
[2025-12-01T20:50:08.650898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:08.650934] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:08.650964] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:08.651023] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:08.706433] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:08.707048] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:08.707125] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:08.707155] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:08.823776] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:08.823907] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:08.823944] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:08.823971] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:08.827178] [DEBUG] [FORECASTER] WTFC: Forecast T+1@11:T+2@11: DOWN (p=19.14%)
[2025-12-01T20:50:08.827438] [INFO ] [FORECASTER] Completed predict_future for WTFC
[2025-12-01T20:50:08.827594] [INFO ] [sig       ] WTFC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:08.963491] [INFO ] [LOCAL     ] Saved forecast: WTFC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WTFC.txt
[2025-12-01T20:50:08.963618] [INFO ] [sig       ] [3568/3634] Completed WTFC in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 22.1s
[2025-12-01T20:50:08.963656] [INFO ] [sig       ] [3569/3634] Forecasting WTI...
[2025-12-01T20:50:08.963684] [INFO ] [sig       ] Generating forecast for: WTI
[2025-12-01T20:50:08.963711] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTI' from 'https://tdm.silogroup.org/data/derivative_storage/WTI.csv'.
[2025-12-01T20:50:08.974533] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTI'.
[2025-12-01T20:50:08.974829] [INFO ] [FORECASTER] Starting predict_future for WTI
[2025-12-01T20:50:08.975565] [DEBUG] [LOCAL     ] No optimal features file found for WTI: ./output/feature-sets/WTI.txt
[2025-12-01T20:50:08.975633] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:08.975664] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:08.975689] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:08.975743] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:09.031253] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:09.031934] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:09.032009] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:09.032040] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:09.148533] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:09.148692] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:09.148731] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:09.148759] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:09.152029] [DEBUG] [FORECASTER] WTI: Forecast T+1@11:T+2@11: UP (p=88.04%)
[2025-12-01T20:50:09.152290] [INFO ] [FORECASTER] Completed predict_future for WTI
[2025-12-01T20:50:09.152409] [INFO ] [sig       ] WTI: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:09.291241] [INFO ] [LOCAL     ] Saved forecast: WTI	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WTI.txt
[2025-12-01T20:50:09.291362] [INFO ] [sig       ] [3569/3634] Completed WTI in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 21.7s
[2025-12-01T20:50:09.291398] [INFO ] [sig       ] [3570/3634] Forecasting WTO...
[2025-12-01T20:50:09.291426] [INFO ] [sig       ] Generating forecast for: WTO
[2025-12-01T20:50:09.291455] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTO' from 'https://tdm.silogroup.org/data/derivative_storage/WTO.csv'.
[2025-12-01T20:50:09.301974] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTO'.
[2025-12-01T20:50:09.302278] [INFO ] [FORECASTER] Starting predict_future for WTO
[2025-12-01T20:50:09.303022] [DEBUG] [LOCAL     ] No optimal features file found for WTO: ./output/feature-sets/WTO.txt
[2025-12-01T20:50:09.303069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:09.303099] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:09.303124] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:09.303178] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:09.359051] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:09.359869] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:09.359950] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:09.359982] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:09.457654] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:09.457801] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:09.457838] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:09.457918] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:09.461309] [DEBUG] [FORECASTER] WTO: Forecast T+1@11:T+2@11: DOWN (p=6.76%)
[2025-12-01T20:50:09.461596] [INFO ] [FORECASTER] Completed predict_future for WTO
[2025-12-01T20:50:09.461723] [INFO ] [sig       ] WTO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:09.605151] [INFO ] [LOCAL     ] Saved forecast: WTO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WTO.txt
[2025-12-01T20:50:09.605268] [INFO ] [sig       ] [3570/3634] Completed WTO in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 21.4s
[2025-12-01T20:50:09.605305] [INFO ] [sig       ] [3571/3634] Forecasting WTRG...
[2025-12-01T20:50:09.605333] [INFO ] [sig       ] Generating forecast for: WTRG
[2025-12-01T20:50:09.605361] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTRG' from 'https://tdm.silogroup.org/data/derivative_storage/WTRG.csv'.
[2025-12-01T20:50:09.615910] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTRG'.
[2025-12-01T20:50:09.616219] [INFO ] [FORECASTER] Starting predict_future for WTRG
[2025-12-01T20:50:09.616973] [DEBUG] [LOCAL     ] No optimal features file found for WTRG: ./output/feature-sets/WTRG.txt
[2025-12-01T20:50:09.617022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:09.617053] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:09.617079] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:09.617135] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:09.674094] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:09.674703] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:09.674779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:09.674810] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:09.791618] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:09.791756] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:09.791794] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:09.791821] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:09.795115] [DEBUG] [FORECASTER] WTRG: Forecast T+1@11:T+2@11: DOWN (p=16.32%)
[2025-12-01T20:50:09.795379] [INFO ] [FORECASTER] Completed predict_future for WTRG
[2025-12-01T20:50:09.795500] [INFO ] [sig       ] WTRG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:09.940813] [INFO ] [LOCAL     ] Saved forecast: WTRG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WTRG.txt
[2025-12-01T20:50:09.940943] [INFO ] [sig       ] [3571/3634] Completed WTRG in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 21.1s
[2025-12-01T20:50:09.941005] [INFO ] [sig       ] [3572/3634] Forecasting WTS...
[2025-12-01T20:50:09.941038] [INFO ] [sig       ] Generating forecast for: WTS
[2025-12-01T20:50:09.941066] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WTS' from 'https://tdm.silogroup.org/data/derivative_storage/WTS.csv'.
[2025-12-01T20:50:09.952204] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WTS'.
[2025-12-01T20:50:09.952545] [INFO ] [FORECASTER] Starting predict_future for WTS
[2025-12-01T20:50:09.953317] [DEBUG] [LOCAL     ] No optimal features file found for WTS: ./output/feature-sets/WTS.txt
[2025-12-01T20:50:09.953367] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:09.953396] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:09.953421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:09.953476] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:10.010318] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:10.011171] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:10.011268] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:10.011300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:10.132482] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:10.132644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:10.132682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:10.132710] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:10.135967] [DEBUG] [FORECASTER] WTS: Forecast T+1@11:T+2@11: DOWN (p=47.83%)
[2025-12-01T20:50:10.136224] [INFO ] [FORECASTER] Completed predict_future for WTS
[2025-12-01T20:50:10.136340] [INFO ] [sig       ] WTS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:10.283761] [INFO ] [LOCAL     ] Saved forecast: WTS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WTS.txt
[2025-12-01T20:50:10.283905] [INFO ] [sig       ] [3572/3634] Completed WTS in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 20.7s
[2025-12-01T20:50:10.283942] [INFO ] [sig       ] [3573/3634] Forecasting WULF...
[2025-12-01T20:50:10.283971] [INFO ] [sig       ] Generating forecast for: WULF
[2025-12-01T20:50:10.284001] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WULF' from 'https://tdm.silogroup.org/data/derivative_storage/WULF.csv'.
[2025-12-01T20:50:10.294884] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WULF'.
[2025-12-01T20:50:10.295203] [INFO ] [FORECASTER] Starting predict_future for WULF
[2025-12-01T20:50:10.295972] [DEBUG] [LOCAL     ] No optimal features file found for WULF: ./output/feature-sets/WULF.txt
[2025-12-01T20:50:10.296022] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:10.296052] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:10.296076] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:10.296130] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:10.351825] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:10.352546] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:10.352647] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:10.352681] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:10.473653] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:10.473800] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:10.473837] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:10.473864] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:10.477200] [DEBUG] [FORECASTER] WULF: Forecast T+1@11:T+2@11: UP (p=77.80%)
[2025-12-01T20:50:10.477464] [INFO ] [FORECASTER] Completed predict_future for WULF
[2025-12-01T20:50:10.477603] [INFO ] [sig       ] WULF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:10.619662] [INFO ] [LOCAL     ] Saved forecast: WULF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WULF.txt
[2025-12-01T20:50:10.619800] [INFO ] [sig       ] [3573/3634] Completed WULF in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 20.4s
[2025-12-01T20:50:10.619844] [INFO ] [sig       ] [3574/3634] Forecasting WVE...
[2025-12-01T20:50:10.619879] [INFO ] [sig       ] Generating forecast for: WVE
[2025-12-01T20:50:10.619912] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WVE' from 'https://tdm.silogroup.org/data/derivative_storage/WVE.csv'.
[2025-12-01T20:50:10.630203] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WVE'.
[2025-12-01T20:50:10.630478] [INFO ] [FORECASTER] Starting predict_future for WVE
[2025-12-01T20:50:10.631220] [DEBUG] [LOCAL     ] No optimal features file found for WVE: ./output/feature-sets/WVE.txt
[2025-12-01T20:50:10.631270] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:10.631299] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:10.631347] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:10.631403] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:10.688346] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:10.689071] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:10.689149] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:10.689181] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:10.812252] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:10.812403] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:10.812440] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:10.812467] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:10.815725] [DEBUG] [FORECASTER] WVE: Forecast T+1@11:T+2@11: DOWN (p=16.32%)
[2025-12-01T20:50:10.815985] [INFO ] [FORECASTER] Completed predict_future for WVE
[2025-12-01T20:50:10.816103] [INFO ] [sig       ] WVE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:10.956288] [INFO ] [LOCAL     ] Saved forecast: WVE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WVE.txt
[2025-12-01T20:50:10.956446] [INFO ] [sig       ] [3574/3634] Completed WVE in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 20.1s
[2025-12-01T20:50:10.956485] [INFO ] [sig       ] [3575/3634] Forecasting WWD...
[2025-12-01T20:50:10.956513] [INFO ] [sig       ] Generating forecast for: WWD
[2025-12-01T20:50:10.956543] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WWD' from 'https://tdm.silogroup.org/data/derivative_storage/WWD.csv'.
[2025-12-01T20:50:10.967638] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WWD'.
[2025-12-01T20:50:10.968025] [INFO ] [FORECASTER] Starting predict_future for WWD
[2025-12-01T20:50:10.968826] [DEBUG] [LOCAL     ] No optimal features file found for WWD: ./output/feature-sets/WWD.txt
[2025-12-01T20:50:10.968876] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:10.968906] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:10.968932] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:10.968987] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:11.026683] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:11.027508] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:11.027607] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:11.027642] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:11.149229] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:11.149382] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:11.149419] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:11.149445] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:11.152729] [DEBUG] [FORECASTER] WWD: Forecast T+1@11:T+2@11: UP (p=55.34%)
[2025-12-01T20:50:11.152995] [INFO ] [FORECASTER] Completed predict_future for WWD
[2025-12-01T20:50:11.153114] [INFO ] [sig       ] WWD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:11.289912] [INFO ] [LOCAL     ] Saved forecast: WWD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WWD.txt
[2025-12-01T20:50:11.290040] [INFO ] [sig       ] [3575/3634] Completed WWD in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 19.7s
[2025-12-01T20:50:11.290079] [INFO ] [sig       ] [3576/3634] Forecasting WY...
[2025-12-01T20:50:11.290107] [INFO ] [sig       ] Generating forecast for: WY
[2025-12-01T20:50:11.290137] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WY' from 'https://tdm.silogroup.org/data/derivative_storage/WY.csv'.
[2025-12-01T20:50:11.301825] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WY'.
[2025-12-01T20:50:11.302227] [INFO ] [FORECASTER] Starting predict_future for WY
[2025-12-01T20:50:11.303043] [DEBUG] [LOCAL     ] No optimal features file found for WY: ./output/feature-sets/WY.txt
[2025-12-01T20:50:11.303094] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:11.303126] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:11.303151] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:11.303220] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:11.362236] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:11.363183] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:11.363269] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:11.363300] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:11.483657] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:11.483812] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:11.483849] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:11.483877] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:11.487207] [DEBUG] [FORECASTER] WY: Forecast T+1@11:T+2@11: DOWN (p=0.38%)
[2025-12-01T20:50:11.487485] [INFO ] [FORECASTER] Completed predict_future for WY
[2025-12-01T20:50:11.487645] [INFO ] [sig       ] WY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:11.631401] [INFO ] [LOCAL     ] Saved forecast: WY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/WY.txt
[2025-12-01T20:50:11.631535] [INFO ] [sig       ] [3576/3634] Completed WY in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 19.4s
[2025-12-01T20:50:11.631617] [INFO ] [sig       ] [3577/3634] Forecasting WYNN...
[2025-12-01T20:50:11.631650] [INFO ] [sig       ] Generating forecast for: WYNN
[2025-12-01T20:50:11.631678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'WYNN' from 'https://tdm.silogroup.org/data/derivative_storage/WYNN.csv'.
[2025-12-01T20:50:11.642766] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'WYNN'.
[2025-12-01T20:50:11.643159] [INFO ] [FORECASTER] Starting predict_future for WYNN
[2025-12-01T20:50:11.643947] [DEBUG] [LOCAL     ] No optimal features file found for WYNN: ./output/feature-sets/WYNN.txt
[2025-12-01T20:50:11.644006] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:11.644036] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:11.644061] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:11.644114] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:11.698785] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:11.699443] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:11.699545] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:11.699594] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:11.822759] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:11.822901] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:11.822937] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:11.822965] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:11.826406] [DEBUG] [FORECASTER] WYNN: Forecast T+1@11:T+2@11: UP (p=71.38%)
[2025-12-01T20:50:11.826694] [INFO ] [FORECASTER] Completed predict_future for WYNN
[2025-12-01T20:50:11.826816] [INFO ] [sig       ] WYNN: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:11.964365] [INFO ] [LOCAL     ] Saved forecast: WYNN	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/WYNN.txt
[2025-12-01T20:50:11.964509] [INFO ] [sig       ] [3577/3634] Completed WYNN in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 19.1s
[2025-12-01T20:50:11.964548] [INFO ] [sig       ] [3578/3634] Forecasting XBIL...
[2025-12-01T20:50:11.964594] [INFO ] [sig       ] Generating forecast for: XBIL
[2025-12-01T20:50:11.964632] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XBIL' from 'https://tdm.silogroup.org/data/derivative_storage/XBIL.csv'.
[2025-12-01T20:50:11.974614] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XBIL'.
[2025-12-01T20:50:11.974893] [INFO ] [FORECASTER] Starting predict_future for XBIL
[2025-12-01T20:50:11.975623] [DEBUG] [LOCAL     ] No optimal features file found for XBIL: ./output/feature-sets/XBIL.txt
[2025-12-01T20:50:11.975672] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:11.975702] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:11.975727] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:11.975782] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:12.032389] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:12.033105] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:12.033182] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:12.033214] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:12.128415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:12.128557] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:12.128610] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:12.128638] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:12.131937] [DEBUG] [FORECASTER] XBIL: Forecast T+1@11:T+2@11: UP (p=99.59%)
[2025-12-01T20:50:12.132200] [INFO ] [FORECASTER] Completed predict_future for XBIL
[2025-12-01T20:50:12.132320] [INFO ] [sig       ] XBIL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:12.272929] [INFO ] [LOCAL     ] Saved forecast: XBIL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/XBIL.txt
[2025-12-01T20:50:12.273075] [INFO ] [sig       ] [3578/3634] Completed XBIL in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 18.7s
[2025-12-01T20:50:12.273112] [INFO ] [sig       ] [3579/3634] Forecasting XEL...
[2025-12-01T20:50:12.273141] [INFO ] [sig       ] Generating forecast for: XEL
[2025-12-01T20:50:12.273169] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XEL' from 'https://tdm.silogroup.org/data/derivative_storage/XEL.csv'.
[2025-12-01T20:50:12.283430] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XEL'.
[2025-12-01T20:50:12.283800] [INFO ] [FORECASTER] Starting predict_future for XEL
[2025-12-01T20:50:12.284526] [DEBUG] [LOCAL     ] No optimal features file found for XEL: ./output/feature-sets/XEL.txt
[2025-12-01T20:50:12.284591] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:12.284624] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:12.284649] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:12.284703] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:12.341559] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:12.342371] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:12.342449] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:12.342481] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:12.462820] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:12.462971] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:12.463007] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:12.463034] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:12.466268] [DEBUG] [FORECASTER] XEL: Forecast T+1@11:T+2@11: UP (p=97.00%)
[2025-12-01T20:50:12.466523] [INFO ] [FORECASTER] Completed predict_future for XEL
[2025-12-01T20:50:12.466658] [INFO ] [sig       ] XEL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:12.604090] [INFO ] [LOCAL     ] Saved forecast: XEL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/XEL.txt
[2025-12-01T20:50:12.604214] [INFO ] [sig       ] [3579/3634] Completed XEL in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 18.4s
[2025-12-01T20:50:12.604250] [INFO ] [sig       ] [3580/3634] Forecasting XENE...
[2025-12-01T20:50:12.604278] [INFO ] [sig       ] Generating forecast for: XENE
[2025-12-01T20:50:12.604305] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XENE' from 'https://tdm.silogroup.org/data/derivative_storage/XENE.csv'.
[2025-12-01T20:50:12.614777] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XENE'.
[2025-12-01T20:50:12.615040] [INFO ] [FORECASTER] Starting predict_future for XENE
[2025-12-01T20:50:12.615768] [DEBUG] [LOCAL     ] No optimal features file found for XENE: ./output/feature-sets/XENE.txt
[2025-12-01T20:50:12.615815] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:12.615845] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:12.615870] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:12.615924] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:12.670724] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:12.671330] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:12.671404] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:12.671434] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:12.787874] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:12.788014] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:12.788050] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:12.788075] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:12.791372] [DEBUG] [FORECASTER] XENE: Forecast T+1@11:T+2@11: DOWN (p=28.24%)
[2025-12-01T20:50:12.791659] [INFO ] [FORECASTER] Completed predict_future for XENE
[2025-12-01T20:50:12.791780] [INFO ] [sig       ] XENE: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:12.930393] [INFO ] [LOCAL     ] Saved forecast: XENE	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/XENE.txt
[2025-12-01T20:50:12.930769] [INFO ] [sig       ] [3580/3634] Completed XENE in 0.3s | 2.99 sym/s | Total: 19.9m | ETA: 18.1s
[2025-12-01T20:50:12.930819] [INFO ] [sig       ] [3581/3634] Forecasting XERS...
[2025-12-01T20:50:12.930851] [INFO ] [sig       ] Generating forecast for: XERS
[2025-12-01T20:50:12.930882] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XERS' from 'https://tdm.silogroup.org/data/derivative_storage/XERS.csv'.
[2025-12-01T20:50:12.941682] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XERS'.
[2025-12-01T20:50:12.942060] [INFO ] [FORECASTER] Starting predict_future for XERS
[2025-12-01T20:50:12.942848] [DEBUG] [LOCAL     ] No optimal features file found for XERS: ./output/feature-sets/XERS.txt
[2025-12-01T20:50:12.942898] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:12.942930] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:12.942956] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:12.943010] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:12.998174] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:12.999057] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:12.999139] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:12.999170] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:13.118015] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:13.118172] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:13.118211] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:13.118239] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:13.121623] [DEBUG] [FORECASTER] XERS: Forecast T+1@11:T+2@11: DOWN (p=8.24%)
[2025-12-01T20:50:13.121897] [INFO ] [FORECASTER] Completed predict_future for XERS
[2025-12-01T20:50:13.122026] [INFO ] [sig       ] XERS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:13.265658] [INFO ] [LOCAL     ] Saved forecast: XERS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/XERS.txt
[2025-12-01T20:50:13.265806] [INFO ] [sig       ] [3581/3634] Completed XERS in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 17.7s
[2025-12-01T20:50:13.265844] [INFO ] [sig       ] [3582/3634] Forecasting XGN...
[2025-12-01T20:50:13.265873] [INFO ] [sig       ] Generating forecast for: XGN
[2025-12-01T20:50:13.265902] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XGN' from 'https://tdm.silogroup.org/data/derivative_storage/XGN.csv'.
[2025-12-01T20:50:13.276716] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XGN'.
[2025-12-01T20:50:13.277042] [INFO ] [FORECASTER] Starting predict_future for XGN
[2025-12-01T20:50:13.277831] [DEBUG] [LOCAL     ] No optimal features file found for XGN: ./output/feature-sets/XGN.txt
[2025-12-01T20:50:13.277882] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:13.277915] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:13.277941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:13.277996] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:13.333020] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:13.333658] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:13.333735] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:13.333766] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:13.455110] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:13.455232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:13.455268] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:13.455294] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:13.458504] [DEBUG] [FORECASTER] XGN: Forecast T+1@11:T+2@11: DOWN (p=27.51%)
[2025-12-01T20:50:13.458796] [INFO ] [FORECASTER] Completed predict_future for XGN
[2025-12-01T20:50:13.458923] [INFO ] [sig       ] XGN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:13.597740] [INFO ] [LOCAL     ] Saved forecast: XGN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/XGN.txt
[2025-12-01T20:50:13.597850] [INFO ] [sig       ] [3582/3634] Completed XGN in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 17.4s
[2025-12-01T20:50:13.597887] [INFO ] [sig       ] [3583/3634] Forecasting XOM...
[2025-12-01T20:50:13.597914] [INFO ] [sig       ] Generating forecast for: XOM
[2025-12-01T20:50:13.597942] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOM' from 'https://tdm.silogroup.org/data/derivative_storage/XOM.csv'.
[2025-12-01T20:50:13.608112] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOM'.
[2025-12-01T20:50:13.608427] [INFO ] [FORECASTER] Starting predict_future for XOM
[2025-12-01T20:50:13.609192] [DEBUG] [LOCAL     ] No optimal features file found for XOM: ./output/feature-sets/XOM.txt
[2025-12-01T20:50:13.609241] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:13.609272] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:13.609297] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:13.609351] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:13.665147] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:13.665739] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:13.665811] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:13.665843] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:13.787537] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:13.787677] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:13.787712] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:13.787739] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:13.790964] [DEBUG] [FORECASTER] XOM: Forecast T+1@11:T+2@11: DOWN (p=2.38%)
[2025-12-01T20:50:13.791214] [INFO ] [FORECASTER] Completed predict_future for XOM
[2025-12-01T20:50:13.791333] [INFO ] [sig       ] XOM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:13.929612] [INFO ] [LOCAL     ] Saved forecast: XOM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/XOM.txt
[2025-12-01T20:50:13.929723] [INFO ] [sig       ] [3583/3634] Completed XOM in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 17.1s
[2025-12-01T20:50:13.929758] [INFO ] [sig       ] [3584/3634] Forecasting XOMA...
[2025-12-01T20:50:13.929785] [INFO ] [sig       ] Generating forecast for: XOMA
[2025-12-01T20:50:13.929812] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOMA' from 'https://tdm.silogroup.org/data/derivative_storage/XOMA.csv'.
[2025-12-01T20:50:13.940149] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOMA'.
[2025-12-01T20:50:13.940458] [INFO ] [FORECASTER] Starting predict_future for XOMA
[2025-12-01T20:50:13.941209] [DEBUG] [LOCAL     ] No optimal features file found for XOMA: ./output/feature-sets/XOMA.txt
[2025-12-01T20:50:13.941257] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:13.941322] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:13.941361] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:13.941440] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:13.999358] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:14.000080] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:14.000159] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:14.000191] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:14.115286] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:14.115393] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:14.115427] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:14.115453] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:14.118538] [DEBUG] [FORECASTER] XOMA: Forecast T+1@11:T+2@11: UP (p=55.49%)
[2025-12-01T20:50:14.118808] [INFO ] [FORECASTER] Completed predict_future for XOMA
[2025-12-01T20:50:14.118924] [INFO ] [sig       ] XOMA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:14.257461] [INFO ] [LOCAL     ] Saved forecast: XOMA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/XOMA.txt
[2025-12-01T20:50:14.257583] [INFO ] [sig       ] [3584/3634] Completed XOMA in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 16.7s
[2025-12-01T20:50:14.257622] [INFO ] [sig       ] [3585/3634] Forecasting XOS...
[2025-12-01T20:50:14.257650] [INFO ] [sig       ] Generating forecast for: XOS
[2025-12-01T20:50:14.257678] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XOS' from 'https://tdm.silogroup.org/data/derivative_storage/XOS.csv'.
[2025-12-01T20:50:14.268098] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XOS'.
[2025-12-01T20:50:14.268432] [INFO ] [FORECASTER] Starting predict_future for XOS
[2025-12-01T20:50:14.269217] [DEBUG] [LOCAL     ] No optimal features file found for XOS: ./output/feature-sets/XOS.txt
[2025-12-01T20:50:14.269266] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:14.269296] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:14.269324] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:14.269380] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:14.325252] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:14.325828] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:14.325901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:14.325932] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:14.445560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:14.445685] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:14.445720] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:14.445746] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:14.448841] [DEBUG] [FORECASTER] XOS: Forecast T+1@11:T+2@11: DOWN (p=40.75%)
[2025-12-01T20:50:14.449119] [INFO ] [FORECASTER] Completed predict_future for XOS
[2025-12-01T20:50:14.449235] [INFO ] [sig       ] XOS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:14.587310] [INFO ] [LOCAL     ] Saved forecast: XOS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/XOS.txt
[2025-12-01T20:50:14.587427] [INFO ] [sig       ] [3585/3634] Completed XOS in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 16.4s
[2025-12-01T20:50:14.587466] [INFO ] [sig       ] [3586/3634] Forecasting XP...
[2025-12-01T20:50:14.587494] [INFO ] [sig       ] Generating forecast for: XP
[2025-12-01T20:50:14.587524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XP' from 'https://tdm.silogroup.org/data/derivative_storage/XP.csv'.
[2025-12-01T20:50:14.597752] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XP'.
[2025-12-01T20:50:14.598034] [INFO ] [FORECASTER] Starting predict_future for XP
[2025-12-01T20:50:14.598798] [DEBUG] [LOCAL     ] No optimal features file found for XP: ./output/feature-sets/XP.txt
[2025-12-01T20:50:14.598846] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:14.598876] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:14.598907] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:14.598973] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:14.654437] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:14.655008] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:14.655081] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:14.655112] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:14.774921] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:14.775029] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:14.775062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:14.775089] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:14.778191] [DEBUG] [FORECASTER] XP: Forecast T+1@11:T+2@11: DOWN (p=6.05%)
[2025-12-01T20:50:14.778457] [INFO ] [FORECASTER] Completed predict_future for XP
[2025-12-01T20:50:14.778589] [INFO ] [sig       ] XP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:14.916750] [INFO ] [LOCAL     ] Saved forecast: XP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/XP.txt
[2025-12-01T20:50:14.916858] [INFO ] [sig       ] [3586/3634] Completed XP in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 16.0s
[2025-12-01T20:50:14.916893] [INFO ] [sig       ] [3587/3634] Forecasting XPEL...
[2025-12-01T20:50:14.916920] [INFO ] [sig       ] Generating forecast for: XPEL
[2025-12-01T20:50:14.916949] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPEL' from 'https://tdm.silogroup.org/data/derivative_storage/XPEL.csv'.
[2025-12-01T20:50:14.926907] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPEL'.
[2025-12-01T20:50:14.927188] [INFO ] [FORECASTER] Starting predict_future for XPEL
[2025-12-01T20:50:14.927923] [DEBUG] [LOCAL     ] No optimal features file found for XPEL: ./output/feature-sets/XPEL.txt
[2025-12-01T20:50:14.927982] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:14.928012] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:14.928037] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:14.928091] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:14.984200] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:14.984878] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:14.984954] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:14.984988] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:15.100668] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:15.100776] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:15.100811] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:15.100864] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:15.104030] [DEBUG] [FORECASTER] XPEL: Forecast T+1@11:T+2@11: DOWN (p=3.43%)
[2025-12-01T20:50:15.104286] [INFO ] [FORECASTER] Completed predict_future for XPEL
[2025-12-01T20:50:15.104403] [INFO ] [sig       ] XPEL: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:15.243188] [INFO ] [LOCAL     ] Saved forecast: XPEL	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/XPEL.txt
[2025-12-01T20:50:15.243306] [INFO ] [sig       ] [3587/3634] Completed XPEL in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 15.7s
[2025-12-01T20:50:15.243343] [INFO ] [sig       ] [3588/3634] Forecasting XPO...
[2025-12-01T20:50:15.243370] [INFO ] [sig       ] Generating forecast for: XPO
[2025-12-01T20:50:15.243399] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPO' from 'https://tdm.silogroup.org/data/derivative_storage/XPO.csv'.
[2025-12-01T20:50:15.253639] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPO'.
[2025-12-01T20:50:15.253915] [INFO ] [FORECASTER] Starting predict_future for XPO
[2025-12-01T20:50:15.254683] [DEBUG] [LOCAL     ] No optimal features file found for XPO: ./output/feature-sets/XPO.txt
[2025-12-01T20:50:15.254731] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:15.254769] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:15.254795] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:15.254849] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:15.310390] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:15.310965] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:15.311045] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:15.311076] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:15.426123] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:15.426230] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:15.426264] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:15.426291] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:15.429437] [DEBUG] [FORECASTER] XPO: Forecast T+1@11:T+2@11: DOWN (p=3.62%)
[2025-12-01T20:50:15.429707] [INFO ] [FORECASTER] Completed predict_future for XPO
[2025-12-01T20:50:15.429825] [INFO ] [sig       ] XPO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:15.568721] [INFO ] [LOCAL     ] Saved forecast: XPO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/XPO.txt
[2025-12-01T20:50:15.568829] [INFO ] [sig       ] [3588/3634] Completed XPO in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 15.4s
[2025-12-01T20:50:15.568865] [INFO ] [sig       ] [3589/3634] Forecasting XPOF...
[2025-12-01T20:50:15.568893] [INFO ] [sig       ] Generating forecast for: XPOF
[2025-12-01T20:50:15.568922] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPOF' from 'https://tdm.silogroup.org/data/derivative_storage/XPOF.csv'.
[2025-12-01T20:50:15.578806] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPOF'.
[2025-12-01T20:50:15.579086] [INFO ] [FORECASTER] Starting predict_future for XPOF
[2025-12-01T20:50:15.579832] [DEBUG] [LOCAL     ] No optimal features file found for XPOF: ./output/feature-sets/XPOF.txt
[2025-12-01T20:50:15.579881] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:15.579911] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:15.579941] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:15.580009] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:15.635766] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:15.636320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:15.636391] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:15.636422] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:15.756656] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:15.756774] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:15.756809] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:15.756836] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:15.763161] [DEBUG] [FORECASTER] XPOF: Forecast T+1@11:T+2@11: UP (p=61.34%)
[2025-12-01T20:50:15.763454] [INFO ] [FORECASTER] Completed predict_future for XPOF
[2025-12-01T20:50:15.763590] [INFO ] [sig       ] XPOF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:15.900379] [INFO ] [LOCAL     ] Saved forecast: XPOF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/XPOF.txt
[2025-12-01T20:50:15.900488] [INFO ] [sig       ] [3589/3634] Completed XPOF in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 15.0s
[2025-12-01T20:50:15.900522] [INFO ] [sig       ] [3590/3634] Forecasting XPON...
[2025-12-01T20:50:15.900549] [INFO ] [sig       ] Generating forecast for: XPON
[2025-12-01T20:50:15.900595] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPON' from 'https://tdm.silogroup.org/data/derivative_storage/XPON.csv'.
[2025-12-01T20:50:15.910803] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPON'.
[2025-12-01T20:50:15.911100] [INFO ] [FORECASTER] Starting predict_future for XPON
[2025-12-01T20:50:15.911882] [DEBUG] [LOCAL     ] No optimal features file found for XPON: ./output/feature-sets/XPON.txt
[2025-12-01T20:50:15.911933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:15.911963] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:15.911988] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:15.912043] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:15.968823] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:15.969503] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:15.969598] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:15.969632] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:16.084187] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:16.084288] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:16.084324] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:16.084351] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:16.088490] [DEBUG] [FORECASTER] XPON: Forecast T+1@11:T+2@11: UP (p=88.83%)
[2025-12-01T20:50:16.088889] [INFO ] [FORECASTER] Completed predict_future for XPON
[2025-12-01T20:50:16.089084] [INFO ] [sig       ] XPON: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:16.230672] [INFO ] [LOCAL     ] Saved forecast: XPON	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/XPON.txt
[2025-12-01T20:50:16.230791] [INFO ] [sig       ] [3590/3634] Completed XPON in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 14.7s
[2025-12-01T20:50:16.230834] [INFO ] [sig       ] [3591/3634] Forecasting XPRO...
[2025-12-01T20:50:16.230863] [INFO ] [sig       ] Generating forecast for: XPRO
[2025-12-01T20:50:16.230890] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XPRO' from 'https://tdm.silogroup.org/data/derivative_storage/XPRO.csv'.
[2025-12-01T20:50:16.241392] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XPRO'.
[2025-12-01T20:50:16.241690] [INFO ] [FORECASTER] Starting predict_future for XPRO
[2025-12-01T20:50:16.242422] [DEBUG] [LOCAL     ] No optimal features file found for XPRO: ./output/feature-sets/XPRO.txt
[2025-12-01T20:50:16.242472] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:16.242504] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:16.242530] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:16.242608] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:16.299360] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:16.299993] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:16.300071] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:16.300103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:16.418341] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:16.418451] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:16.418486] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:16.418513] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:16.421668] [DEBUG] [FORECASTER] XPRO: Forecast T+1@11:T+2@11: DOWN (p=13.56%)
[2025-12-01T20:50:16.421924] [INFO ] [FORECASTER] Completed predict_future for XPRO
[2025-12-01T20:50:16.422042] [INFO ] [sig       ] XPRO: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:16.559851] [INFO ] [LOCAL     ] Saved forecast: XPRO	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/XPRO.txt
[2025-12-01T20:50:16.559954] [INFO ] [sig       ] [3591/3634] Completed XPRO in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 14.4s
[2025-12-01T20:50:16.559990] [INFO ] [sig       ] [3592/3634] Forecasting XRAY...
[2025-12-01T20:50:16.560017] [INFO ] [sig       ] Generating forecast for: XRAY
[2025-12-01T20:50:16.560045] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRAY' from 'https://tdm.silogroup.org/data/derivative_storage/XRAY.csv'.
[2025-12-01T20:50:16.570078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRAY'.
[2025-12-01T20:50:16.570360] [INFO ] [FORECASTER] Starting predict_future for XRAY
[2025-12-01T20:50:16.571152] [DEBUG] [LOCAL     ] No optimal features file found for XRAY: ./output/feature-sets/XRAY.txt
[2025-12-01T20:50:16.571202] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:16.571232] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:16.571258] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:16.571314] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:16.628391] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:16.628981] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:16.629057] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:16.629088] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:16.747127] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:16.747242] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:16.747277] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:16.747304] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:16.750429] [DEBUG] [FORECASTER] XRAY: Forecast T+1@11:T+2@11: DOWN (p=25.24%)
[2025-12-01T20:50:16.750719] [INFO ] [FORECASTER] Completed predict_future for XRAY
[2025-12-01T20:50:16.750840] [INFO ] [sig       ] XRAY: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:16.887468] [INFO ] [LOCAL     ] Saved forecast: XRAY	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/XRAY.txt
[2025-12-01T20:50:16.887595] [INFO ] [sig       ] [3592/3634] Completed XRAY in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 14.0s
[2025-12-01T20:50:16.887633] [INFO ] [sig       ] [3593/3634] Forecasting XRX...
[2025-12-01T20:50:16.887661] [INFO ] [sig       ] Generating forecast for: XRX
[2025-12-01T20:50:16.887688] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XRX' from 'https://tdm.silogroup.org/data/derivative_storage/XRX.csv'.
[2025-12-01T20:50:16.897741] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XRX'.
[2025-12-01T20:50:16.898005] [INFO ] [FORECASTER] Starting predict_future for XRX
[2025-12-01T20:50:16.898784] [DEBUG] [LOCAL     ] No optimal features file found for XRX: ./output/feature-sets/XRX.txt
[2025-12-01T20:50:16.898834] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:16.898866] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:16.898892] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:16.898947] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:16.955554] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:16.956137] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:16.956212] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:16.956243] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:17.073321] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:17.073459] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:17.073495] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:17.073521] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:17.076742] [DEBUG] [FORECASTER] XRX: Forecast T+1@11:T+2@11: DOWN (p=43.57%)
[2025-12-01T20:50:17.077004] [INFO ] [FORECASTER] Completed predict_future for XRX
[2025-12-01T20:50:17.077145] [INFO ] [sig       ] XRX: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:17.215091] [INFO ] [LOCAL     ] Saved forecast: XRX	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/XRX.txt
[2025-12-01T20:50:17.215208] [INFO ] [sig       ] [3593/3634] Completed XRX in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 13.7s
[2025-12-01T20:50:17.215243] [INFO ] [sig       ] [3594/3634] Forecasting XTIA...
[2025-12-01T20:50:17.215271] [INFO ] [sig       ] Generating forecast for: XTIA
[2025-12-01T20:50:17.215299] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTIA' from 'https://tdm.silogroup.org/data/derivative_storage/XTIA.csv'.
[2025-12-01T20:50:17.225870] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTIA'.
[2025-12-01T20:50:17.226177] [INFO ] [FORECASTER] Starting predict_future for XTIA
[2025-12-01T20:50:17.227133] [DEBUG] [LOCAL     ] No optimal features file found for XTIA: ./output/feature-sets/XTIA.txt
[2025-12-01T20:50:17.227197] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:17.227243] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:17.227285] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:17.227365] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:17.288156] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:17.289037] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:17.289165] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:17.289199] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:17.416056] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:17.416255] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:17.416319] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:17.416349] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:17.419768] [DEBUG] [FORECASTER] XTIA: Forecast T+1@11:T+2@11: DOWN (p=11.18%)
[2025-12-01T20:50:17.420041] [INFO ] [FORECASTER] Completed predict_future for XTIA
[2025-12-01T20:50:17.420187] [INFO ] [sig       ] XTIA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:17.559860] [INFO ] [LOCAL     ] Saved forecast: XTIA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/XTIA.txt
[2025-12-01T20:50:17.559982] [INFO ] [sig       ] [3594/3634] Completed XTIA in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 13.4s
[2025-12-01T20:50:17.560027] [INFO ] [sig       ] [3595/3634] Forecasting XTKG...
[2025-12-01T20:50:17.560063] [INFO ] [sig       ] Generating forecast for: XTKG
[2025-12-01T20:50:17.560097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XTKG' from 'https://tdm.silogroup.org/data/derivative_storage/XTKG.csv'.
[2025-12-01T20:50:17.570926] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XTKG'.
[2025-12-01T20:50:17.571292] [INFO ] [FORECASTER] Starting predict_future for XTKG
[2025-12-01T20:50:17.572045] [DEBUG] [LOCAL     ] No optimal features file found for XTKG: ./output/feature-sets/XTKG.txt
[2025-12-01T20:50:17.572093] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:17.572123] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:17.572149] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:17.572203] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:17.629203] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:17.629842] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:17.629917] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:17.629948] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:17.744479] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:17.744644] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:17.744682] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:17.744709] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:17.747912] [DEBUG] [FORECASTER] XTKG: Forecast T+1@11:T+2@11: DOWN (p=22.73%)
[2025-12-01T20:50:17.748170] [INFO ] [FORECASTER] Completed predict_future for XTKG
[2025-12-01T20:50:17.748287] [INFO ] [sig       ] XTKG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:17.884723] [INFO ] [LOCAL     ] Saved forecast: XTKG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/XTKG.txt
[2025-12-01T20:50:17.884844] [INFO ] [sig       ] [3595/3634] Completed XTKG in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 13.0s
[2025-12-01T20:50:17.884880] [INFO ] [sig       ] [3596/3634] Forecasting XYF...
[2025-12-01T20:50:17.884908] [INFO ] [sig       ] Generating forecast for: XYF
[2025-12-01T20:50:17.884935] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYF' from 'https://tdm.silogroup.org/data/derivative_storage/XYF.csv'.
[2025-12-01T20:50:17.895029] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYF'.
[2025-12-01T20:50:17.895286] [INFO ] [FORECASTER] Starting predict_future for XYF
[2025-12-01T20:50:17.896161] [DEBUG] [LOCAL     ] No optimal features file found for XYF: ./output/feature-sets/XYF.txt
[2025-12-01T20:50:17.896210] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:17.896241] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:17.896268] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:17.896323] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:17.952511] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:17.953169] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:17.953246] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:17.953279] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:18.069792] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:18.069949] [INFO ] [FORECASTER] Trained on 297 historical samples with 26 features
[2025-12-01T20:50:18.069990] [INFO ] [FORECASTER] Stored all 299 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:18.070019] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:18.073347] [DEBUG] [FORECASTER] XYF: Forecast T+1@11:T+2@11: DOWN (p=21.35%)
[2025-12-01T20:50:18.073630] [INFO ] [FORECASTER] Completed predict_future for XYF
[2025-12-01T20:50:18.073766] [INFO ] [sig       ] XYF: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:18.210885] [INFO ] [LOCAL     ] Saved forecast: XYF	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/XYF.txt
[2025-12-01T20:50:18.211022] [INFO ] [sig       ] [3596/3634] Completed XYF in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 12.7s
[2025-12-01T20:50:18.211059] [INFO ] [sig       ] [3597/3634] Forecasting XYL...
[2025-12-01T20:50:18.211088] [INFO ] [sig       ] Generating forecast for: XYL
[2025-12-01T20:50:18.211116] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'XYL' from 'https://tdm.silogroup.org/data/derivative_storage/XYL.csv'.
[2025-12-01T20:50:18.221846] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'XYL'.
[2025-12-01T20:50:18.222142] [INFO ] [FORECASTER] Starting predict_future for XYL
[2025-12-01T20:50:18.222879] [DEBUG] [LOCAL     ] No optimal features file found for XYL: ./output/feature-sets/XYL.txt
[2025-12-01T20:50:18.222928] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:18.222958] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:18.222984] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:18.223038] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:18.278966] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:18.279766] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:18.279847] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:18.279879] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:18.400381] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:18.400531] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:18.400567] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:18.400616] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:18.403879] [DEBUG] [FORECASTER] XYL: Forecast T+1@11:T+2@11: UP (p=92.23%)
[2025-12-01T20:50:18.404209] [INFO ] [FORECASTER] Completed predict_future for XYL
[2025-12-01T20:50:18.404337] [INFO ] [sig       ] XYL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:18.540966] [INFO ] [LOCAL     ] Saved forecast: XYL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/XYL.txt
[2025-12-01T20:50:18.541126] [INFO ] [sig       ] [3597/3634] Completed XYL in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 12.4s
[2025-12-01T20:50:18.541165] [INFO ] [sig       ] [3598/3634] Forecasting YALA...
[2025-12-01T20:50:18.541194] [INFO ] [sig       ] Generating forecast for: YALA
[2025-12-01T20:50:18.541222] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YALA' from 'https://tdm.silogroup.org/data/derivative_storage/YALA.csv'.
[2025-12-01T20:50:18.551589] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YALA'.
[2025-12-01T20:50:18.551886] [INFO ] [FORECASTER] Starting predict_future for YALA
[2025-12-01T20:50:18.552660] [DEBUG] [LOCAL     ] No optimal features file found for YALA: ./output/feature-sets/YALA.txt
[2025-12-01T20:50:18.552708] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:18.552748] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:18.552775] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:18.552829] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:18.607769] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:18.608362] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:18.608440] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:18.608470] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:18.727235] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:18.727361] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:18.727394] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:18.727421] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:18.730603] [DEBUG] [FORECASTER] YALA: Forecast T+1@11:T+2@11: DOWN (p=25.25%)
[2025-12-01T20:50:18.730859] [INFO ] [FORECASTER] Completed predict_future for YALA
[2025-12-01T20:50:18.730976] [INFO ] [sig       ] YALA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:18.868173] [INFO ] [LOCAL     ] Saved forecast: YALA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/YALA.txt
[2025-12-01T20:50:18.868279] [INFO ] [sig       ] [3598/3634] Completed YALA in 0.3s | 2.99 sym/s | Total: 20.0m | ETA: 12.0s
[2025-12-01T20:50:18.868329] [INFO ] [sig       ] [3599/3634] Forecasting YELP...
[2025-12-01T20:50:18.868358] [INFO ] [sig       ] Generating forecast for: YELP
[2025-12-01T20:50:18.868388] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YELP' from 'https://tdm.silogroup.org/data/derivative_storage/YELP.csv'.
[2025-12-01T20:50:18.878002] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YELP'.
[2025-12-01T20:50:18.878289] [INFO ] [FORECASTER] Starting predict_future for YELP
[2025-12-01T20:50:18.879050] [DEBUG] [LOCAL     ] No optimal features file found for YELP: ./output/feature-sets/YELP.txt
[2025-12-01T20:50:18.879098] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:18.879127] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:18.879152] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:18.879205] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:18.934322] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:18.934898] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:18.934971] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:18.935001] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:19.057415] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:19.057562] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:19.057614] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:19.057642] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:19.060938] [DEBUG] [FORECASTER] YELP: Forecast T+1@11:T+2@11: UP (p=97.25%)
[2025-12-01T20:50:19.061193] [INFO ] [FORECASTER] Completed predict_future for YELP
[2025-12-01T20:50:19.061314] [INFO ] [sig       ] YELP: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:19.200087] [INFO ] [LOCAL     ] Saved forecast: YELP	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/YELP.txt
[2025-12-01T20:50:19.200239] [INFO ] [sig       ] [3599/3634] Completed YELP in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 11.7s
[2025-12-01T20:50:19.200277] [INFO ] [sig       ] [3600/3634] Forecasting YETI...
[2025-12-01T20:50:19.200307] [INFO ] [sig       ] Generating forecast for: YETI
[2025-12-01T20:50:19.200335] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YETI' from 'https://tdm.silogroup.org/data/derivative_storage/YETI.csv'.
[2025-12-01T20:50:19.209996] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YETI'.
[2025-12-01T20:50:19.210277] [INFO ] [FORECASTER] Starting predict_future for YETI
[2025-12-01T20:50:19.211022] [DEBUG] [LOCAL     ] No optimal features file found for YETI: ./output/feature-sets/YETI.txt
[2025-12-01T20:50:19.211077] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:19.211107] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:19.211133] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:19.211187] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:19.268921] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:19.269641] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:19.269716] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:19.269747] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:19.387419] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:19.387536] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:19.387586] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:19.387617] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:19.390736] [DEBUG] [FORECASTER] YETI: Forecast T+1@11:T+2@11: DOWN (p=29.10%)
[2025-12-01T20:50:19.390988] [INFO ] [FORECASTER] Completed predict_future for YETI
[2025-12-01T20:50:19.391106] [INFO ] [sig       ] YETI: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:19.528395] [INFO ] [LOCAL     ] Saved forecast: YETI	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/YETI.txt
[2025-12-01T20:50:19.528500] [INFO ] [sig       ] [3600/3634] Completed YETI in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 11.4s
[2025-12-01T20:50:19.528536] [INFO ] [sig       ] [3601/3634] Forecasting YMM...
[2025-12-01T20:50:19.528564] [INFO ] [sig       ] Generating forecast for: YMM
[2025-12-01T20:50:19.528612] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YMM' from 'https://tdm.silogroup.org/data/derivative_storage/YMM.csv'.
[2025-12-01T20:50:19.539078] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YMM'.
[2025-12-01T20:50:19.539355] [INFO ] [FORECASTER] Starting predict_future for YMM
[2025-12-01T20:50:19.540100] [DEBUG] [LOCAL     ] No optimal features file found for YMM: ./output/feature-sets/YMM.txt
[2025-12-01T20:50:19.540159] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:19.540217] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:19.540244] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:19.540299] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:19.595623] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:19.596200] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:19.596273] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:19.596304] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:19.713302] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:19.713436] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:19.713472] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:19.713498] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:19.716690] [DEBUG] [FORECASTER] YMM: Forecast T+1@11:T+2@11: DOWN (p=33.23%)
[2025-12-01T20:50:19.716943] [INFO ] [FORECASTER] Completed predict_future for YMM
[2025-12-01T20:50:19.717062] [INFO ] [sig       ] YMM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:19.856169] [INFO ] [LOCAL     ] Saved forecast: YMM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/YMM.txt
[2025-12-01T20:50:19.856296] [INFO ] [sig       ] [3601/3634] Completed YMM in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 11.0s
[2025-12-01T20:50:19.856345] [INFO ] [sig       ] [3602/3634] Forecasting YPF...
[2025-12-01T20:50:19.856374] [INFO ] [sig       ] Generating forecast for: YPF
[2025-12-01T20:50:19.856402] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YPF' from 'https://tdm.silogroup.org/data/derivative_storage/YPF.csv'.
[2025-12-01T20:50:19.866829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YPF'.
[2025-12-01T20:50:19.867109] [INFO ] [FORECASTER] Starting predict_future for YPF
[2025-12-01T20:50:19.867857] [DEBUG] [LOCAL     ] No optimal features file found for YPF: ./output/feature-sets/YPF.txt
[2025-12-01T20:50:19.867906] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:19.867936] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:19.867961] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:19.868015] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:19.923701] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:19.924320] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:19.924393] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:19.924423] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:20.045667] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:20.045808] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:20.045844] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:20.045872] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:20.049061] [DEBUG] [FORECASTER] YPF: Forecast T+1@11:T+2@11: UP (p=77.89%)
[2025-12-01T20:50:20.049313] [INFO ] [FORECASTER] Completed predict_future for YPF
[2025-12-01T20:50:20.049432] [INFO ] [sig       ] YPF: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:20.185200] [INFO ] [LOCAL     ] Saved forecast: YPF	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/YPF.txt
[2025-12-01T20:50:20.185308] [INFO ] [sig       ] [3602/3634] Completed YPF in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 10.7s
[2025-12-01T20:50:20.185344] [INFO ] [sig       ] [3603/3634] Forecasting YQQQ...
[2025-12-01T20:50:20.185385] [INFO ] [sig       ] Generating forecast for: YQQQ
[2025-12-01T20:50:20.185414] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YQQQ' from 'https://tdm.silogroup.org/data/derivative_storage/YQQQ.csv'.
[2025-12-01T20:50:20.196088] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YQQQ'.
[2025-12-01T20:50:20.196401] [INFO ] [FORECASTER] Starting predict_future for YQQQ
[2025-12-01T20:50:20.197248] [DEBUG] [LOCAL     ] No optimal features file found for YQQQ: ./output/feature-sets/YQQQ.txt
[2025-12-01T20:50:20.197300] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:20.197331] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:20.197356] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:20.197411] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:20.255121] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:20.255894] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:20.255973] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:20.256005] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:20.374126] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:20.374232] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:20.374266] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:20.374293] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:20.377351] [DEBUG] [FORECASTER] YQQQ: Forecast T+1@11:T+2@11: UP (p=93.65%)
[2025-12-01T20:50:20.377632] [INFO ] [FORECASTER] Completed predict_future for YQQQ
[2025-12-01T20:50:20.377748] [INFO ] [sig       ] YQQQ: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:20.519140] [INFO ] [LOCAL     ] Saved forecast: YQQQ	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/YQQQ.txt
[2025-12-01T20:50:20.519249] [INFO ] [sig       ] [3603/3634] Completed YQQQ in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 10.4s
[2025-12-01T20:50:20.519286] [INFO ] [sig       ] [3604/3634] Forecasting YRD...
[2025-12-01T20:50:20.519316] [INFO ] [sig       ] Generating forecast for: YRD
[2025-12-01T20:50:20.519345] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YRD' from 'https://tdm.silogroup.org/data/derivative_storage/YRD.csv'.
[2025-12-01T20:50:20.529428] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YRD'.
[2025-12-01T20:50:20.529729] [INFO ] [FORECASTER] Starting predict_future for YRD
[2025-12-01T20:50:20.530469] [DEBUG] [LOCAL     ] No optimal features file found for YRD: ./output/feature-sets/YRD.txt
[2025-12-01T20:50:20.530519] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:20.530550] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:20.530609] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:20.530675] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:20.586854] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:20.587562] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:20.587679] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:20.587722] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:20.705175] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:20.705306] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:20.705350] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:20.705413] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:20.708757] [DEBUG] [FORECASTER] YRD: Forecast T+1@11:T+2@11: UP (p=76.78%)
[2025-12-01T20:50:20.709022] [INFO ] [FORECASTER] Completed predict_future for YRD
[2025-12-01T20:50:20.709150] [INFO ] [sig       ] YRD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:20.854681] [INFO ] [LOCAL     ] Saved forecast: YRD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/YRD.txt
[2025-12-01T20:50:20.854814] [INFO ] [sig       ] [3604/3634] Completed YRD in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 10.0s
[2025-12-01T20:50:20.854851] [INFO ] [sig       ] [3605/3634] Forecasting YSG...
[2025-12-01T20:50:20.854880] [INFO ] [sig       ] Generating forecast for: YSG
[2025-12-01T20:50:20.854910] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YSG' from 'https://tdm.silogroup.org/data/derivative_storage/YSG.csv'.
[2025-12-01T20:50:20.865146] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YSG'.
[2025-12-01T20:50:20.865414] [INFO ] [FORECASTER] Starting predict_future for YSG
[2025-12-01T20:50:20.866220] [DEBUG] [LOCAL     ] No optimal features file found for YSG: ./output/feature-sets/YSG.txt
[2025-12-01T20:50:20.866272] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:20.866305] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:20.866332] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:20.866388] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:20.924150] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:20.924758] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:20.924849] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:20.924883] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:21.043297] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:21.043435] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:21.043473] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:21.043518] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:21.046729] [DEBUG] [FORECASTER] YSG: Forecast T+1@11:T+2@11: DOWN (p=41.13%)
[2025-12-01T20:50:21.046983] [INFO ] [FORECASTER] Completed predict_future for YSG
[2025-12-01T20:50:21.047104] [INFO ] [sig       ] YSG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:21.188341] [INFO ] [LOCAL     ] Saved forecast: YSG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/YSG.txt
[2025-12-01T20:50:21.188458] [INFO ] [sig       ] [3605/3634] Completed YSG in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 9.7s
[2025-12-01T20:50:21.188495] [INFO ] [sig       ] [3606/3634] Forecasting YTRA...
[2025-12-01T20:50:21.188525] [INFO ] [sig       ] Generating forecast for: YTRA
[2025-12-01T20:50:21.188555] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YTRA' from 'https://tdm.silogroup.org/data/derivative_storage/YTRA.csv'.
[2025-12-01T20:50:21.199313] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YTRA'.
[2025-12-01T20:50:21.199648] [INFO ] [FORECASTER] Starting predict_future for YTRA
[2025-12-01T20:50:21.200388] [DEBUG] [LOCAL     ] No optimal features file found for YTRA: ./output/feature-sets/YTRA.txt
[2025-12-01T20:50:21.200438] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:21.200468] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:21.200494] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:21.200550] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:21.255817] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:21.256424] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:21.256499] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:21.256531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:21.367563] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:21.367731] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:21.367770] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:21.367798] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:21.371060] [DEBUG] [FORECASTER] YTRA: Forecast T+1@11:T+2@11: DOWN (p=22.39%)
[2025-12-01T20:50:21.371325] [INFO ] [FORECASTER] Completed predict_future for YTRA
[2025-12-01T20:50:21.371444] [INFO ] [sig       ] YTRA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:21.510209] [INFO ] [LOCAL     ] Saved forecast: YTRA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/YTRA.txt
[2025-12-01T20:50:21.510331] [INFO ] [sig       ] [3606/3634] Completed YTRA in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 9.4s
[2025-12-01T20:50:21.510367] [INFO ] [sig       ] [3607/3634] Forecasting YUM...
[2025-12-01T20:50:21.510397] [INFO ] [sig       ] Generating forecast for: YUM
[2025-12-01T20:50:21.510426] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUM' from 'https://tdm.silogroup.org/data/derivative_storage/YUM.csv'.
[2025-12-01T20:50:21.551052] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUM'.
[2025-12-01T20:50:21.551336] [INFO ] [FORECASTER] Starting predict_future for YUM
[2025-12-01T20:50:21.552098] [DEBUG] [LOCAL     ] No optimal features file found for YUM: ./output/feature-sets/YUM.txt
[2025-12-01T20:50:21.552166] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:21.552199] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:21.552226] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:21.552281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:21.610639] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:21.611237] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:21.611332] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:21.611378] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:21.729233] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:21.729370] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:21.729408] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:21.729435] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:21.732631] [DEBUG] [FORECASTER] YUM: Forecast T+1@11:T+2@11: UP (p=69.01%)
[2025-12-01T20:50:21.732891] [INFO ] [FORECASTER] Completed predict_future for YUM
[2025-12-01T20:50:21.733007] [INFO ] [sig       ] YUM: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:21.871356] [INFO ] [LOCAL     ] Saved forecast: YUM	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/YUM.txt
[2025-12-01T20:50:21.871463] [INFO ] [sig       ] [3607/3634] Completed YUM in 0.4s | 2.99 sym/s | Total: 20.1m | ETA: 9.0s
[2025-12-01T20:50:21.871497] [INFO ] [sig       ] [3608/3634] Forecasting YUMC...
[2025-12-01T20:50:21.871525] [INFO ] [sig       ] Generating forecast for: YUMC
[2025-12-01T20:50:21.871553] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'YUMC' from 'https://tdm.silogroup.org/data/derivative_storage/YUMC.csv'.
[2025-12-01T20:50:21.881502] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'YUMC'.
[2025-12-01T20:50:21.881809] [INFO ] [FORECASTER] Starting predict_future for YUMC
[2025-12-01T20:50:21.882591] [DEBUG] [LOCAL     ] No optimal features file found for YUMC: ./output/feature-sets/YUMC.txt
[2025-12-01T20:50:21.882646] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:21.882678] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:21.882704] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:21.882760] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:21.940031] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:21.940642] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:21.940717] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:21.940749] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:22.057248] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:22.057387] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:22.057423] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:22.057450] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:22.060740] [DEBUG] [FORECASTER] YUMC: Forecast T+1@11:T+2@11: DOWN (p=2.69%)
[2025-12-01T20:50:22.060995] [INFO ] [FORECASTER] Completed predict_future for YUMC
[2025-12-01T20:50:22.061113] [INFO ] [sig       ] YUMC: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:22.201538] [INFO ] [LOCAL     ] Saved forecast: YUMC	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/YUMC.txt
[2025-12-01T20:50:22.201697] [INFO ] [sig       ] [3608/3634] Completed YUMC in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 8.7s
[2025-12-01T20:50:22.201739] [INFO ] [sig       ] [3609/3634] Forecasting Z...
[2025-12-01T20:50:22.201769] [INFO ] [sig       ] Generating forecast for: Z
[2025-12-01T20:50:22.201798] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'Z' from 'https://tdm.silogroup.org/data/derivative_storage/Z.csv'.
[2025-12-01T20:50:22.211453] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'Z'.
[2025-12-01T20:50:22.211755] [INFO ] [FORECASTER] Starting predict_future for Z
[2025-12-01T20:50:22.212535] [DEBUG] [LOCAL     ] No optimal features file found for Z: ./output/feature-sets/Z.txt
[2025-12-01T20:50:22.212608] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:22.212643] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:22.212681] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:22.212738] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:22.270228] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:22.270826] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:22.270901] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:22.270934] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:22.395551] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:22.395699] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:22.395736] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:22.395763] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:22.399066] [DEBUG] [FORECASTER] Z: Forecast T+1@11:T+2@11: UP (p=95.15%)
[2025-12-01T20:50:22.399326] [INFO ] [FORECASTER] Completed predict_future for Z
[2025-12-01T20:50:22.399443] [INFO ] [sig       ] Z: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:22.535201] [INFO ] [LOCAL     ] Saved forecast: Z	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/Z.txt
[2025-12-01T20:50:22.535307] [INFO ] [sig       ] [3609/3634] Completed Z in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 8.4s
[2025-12-01T20:50:22.535342] [INFO ] [sig       ] [3610/3634] Forecasting ZBH...
[2025-12-01T20:50:22.535370] [INFO ] [sig       ] Generating forecast for: ZBH
[2025-12-01T20:50:22.535397] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBH' from 'https://tdm.silogroup.org/data/derivative_storage/ZBH.csv'.
[2025-12-01T20:50:22.545790] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBH'.
[2025-12-01T20:50:22.546052] [INFO ] [FORECASTER] Starting predict_future for ZBH
[2025-12-01T20:50:22.546821] [DEBUG] [LOCAL     ] No optimal features file found for ZBH: ./output/feature-sets/ZBH.txt
[2025-12-01T20:50:22.546870] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:22.546899] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:22.546925] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:22.546980] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:22.602089] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:22.602704] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:22.602779] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:22.602811] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:22.720234] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:22.720350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:22.720385] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:22.720411] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:22.723471] [DEBUG] [FORECASTER] ZBH: Forecast T+1@11:T+2@11: DOWN (p=21.87%)
[2025-12-01T20:50:22.723739] [INFO ] [FORECASTER] Completed predict_future for ZBH
[2025-12-01T20:50:22.723857] [INFO ] [sig       ] ZBH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:22.860528] [INFO ] [LOCAL     ] Saved forecast: ZBH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ZBH.txt
[2025-12-01T20:50:22.860656] [INFO ] [sig       ] [3610/3634] Completed ZBH in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 8.0s
[2025-12-01T20:50:22.860693] [INFO ] [sig       ] [3611/3634] Forecasting ZBIO...
[2025-12-01T20:50:22.860721] [INFO ] [sig       ] Generating forecast for: ZBIO
[2025-12-01T20:50:22.860749] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBIO' from 'https://tdm.silogroup.org/data/derivative_storage/ZBIO.csv'.
[2025-12-01T20:50:22.870864] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBIO'.
[2025-12-01T20:50:22.871124] [INFO ] [FORECASTER] Starting predict_future for ZBIO
[2025-12-01T20:50:22.871896] [DEBUG] [LOCAL     ] No optimal features file found for ZBIO: ./output/feature-sets/ZBIO.txt
[2025-12-01T20:50:22.871955] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:22.871987] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:22.872014] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:22.872069] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:22.929746] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:22.930389] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:22.930466] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:22.930525] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:23.048437] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:23.048592] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:23.048630] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:23.048658] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:23.051829] [DEBUG] [FORECASTER] ZBIO: Forecast T+1@11:T+2@11: UP (p=60.33%)
[2025-12-01T20:50:23.052082] [INFO ] [FORECASTER] Completed predict_future for ZBIO
[2025-12-01T20:50:23.052198] [INFO ] [sig       ] ZBIO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:23.193493] [INFO ] [LOCAL     ] Saved forecast: ZBIO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ZBIO.txt
[2025-12-01T20:50:23.193620] [INFO ] [sig       ] [3611/3634] Completed ZBIO in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 7.7s
[2025-12-01T20:50:23.193658] [INFO ] [sig       ] [3612/3634] Forecasting ZBRA...
[2025-12-01T20:50:23.193686] [INFO ] [sig       ] Generating forecast for: ZBRA
[2025-12-01T20:50:23.193714] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZBRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZBRA.csv'.
[2025-12-01T20:50:23.203636] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZBRA'.
[2025-12-01T20:50:23.203911] [INFO ] [FORECASTER] Starting predict_future for ZBRA
[2025-12-01T20:50:23.204748] [DEBUG] [LOCAL     ] No optimal features file found for ZBRA: ./output/feature-sets/ZBRA.txt
[2025-12-01T20:50:23.204799] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:23.204829] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:23.204855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:23.204911] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:23.264526] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:23.265188] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:23.265261] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:23.265299] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:23.382395] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:23.382512] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:23.382547] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:23.382590] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:23.385755] [DEBUG] [FORECASTER] ZBRA: Forecast T+1@11:T+2@11: DOWN (p=27.23%)
[2025-12-01T20:50:23.386011] [INFO ] [FORECASTER] Completed predict_future for ZBRA
[2025-12-01T20:50:23.386130] [INFO ] [sig       ] ZBRA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:23.530248] [INFO ] [LOCAL     ] Saved forecast: ZBRA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ZBRA.txt
[2025-12-01T20:50:23.530356] [INFO ] [sig       ] [3612/3634] Completed ZBRA in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 7.4s
[2025-12-01T20:50:23.530392] [INFO ] [sig       ] [3613/3634] Forecasting ZD...
[2025-12-01T20:50:23.530420] [INFO ] [sig       ] Generating forecast for: ZD
[2025-12-01T20:50:23.530448] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZD' from 'https://tdm.silogroup.org/data/derivative_storage/ZD.csv'.
[2025-12-01T20:50:23.540975] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZD'.
[2025-12-01T20:50:23.541249] [INFO ] [FORECASTER] Starting predict_future for ZD
[2025-12-01T20:50:23.542019] [DEBUG] [LOCAL     ] No optimal features file found for ZD: ./output/feature-sets/ZD.txt
[2025-12-01T20:50:23.542069] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:23.542100] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:23.542126] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:23.542181] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:23.598067] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:23.598714] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:23.598787] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:23.598819] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:23.717840] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:23.717949] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:23.717984] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:23.718012] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:23.721258] [DEBUG] [FORECASTER] ZD: Forecast T+1@11:T+2@11: UP (p=64.01%)
[2025-12-01T20:50:23.721510] [INFO ] [FORECASTER] Completed predict_future for ZD
[2025-12-01T20:50:23.721645] [INFO ] [sig       ] ZD: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:23.861421] [INFO ] [LOCAL     ] Saved forecast: ZD	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ZD.txt
[2025-12-01T20:50:23.861545] [INFO ] [sig       ] [3613/3634] Completed ZD in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 7.0s
[2025-12-01T20:50:23.861598] [INFO ] [sig       ] [3614/3634] Forecasting ZEPP...
[2025-12-01T20:50:23.861628] [INFO ] [sig       ] Generating forecast for: ZEPP
[2025-12-01T20:50:23.861656] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEPP' from 'https://tdm.silogroup.org/data/derivative_storage/ZEPP.csv'.
[2025-12-01T20:50:23.871922] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEPP'.
[2025-12-01T20:50:23.872238] [INFO ] [FORECASTER] Starting predict_future for ZEPP
[2025-12-01T20:50:23.873060] [DEBUG] [LOCAL     ] No optimal features file found for ZEPP: ./output/feature-sets/ZEPP.txt
[2025-12-01T20:50:23.873110] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:23.873140] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:23.873168] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:23.873223] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:23.931201] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:23.931822] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:23.931898] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:23.931929] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:24.045006] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:24.045151] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:24.045196] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:24.045228] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:24.048616] [DEBUG] [FORECASTER] ZEPP: Forecast T+1@11:T+2@11: DOWN (p=27.71%)
[2025-12-01T20:50:24.048881] [INFO ] [FORECASTER] Completed predict_future for ZEPP
[2025-12-01T20:50:24.049004] [INFO ] [sig       ] ZEPP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:24.198523] [INFO ] [LOCAL     ] Saved forecast: ZEPP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ZEPP.txt
[2025-12-01T20:50:24.198710] [INFO ] [sig       ] [3614/3634] Completed ZEPP in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 6.7s
[2025-12-01T20:50:24.198756] [INFO ] [sig       ] [3615/3634] Forecasting ZETA...
[2025-12-01T20:50:24.198786] [INFO ] [sig       ] Generating forecast for: ZETA
[2025-12-01T20:50:24.198815] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZETA' from 'https://tdm.silogroup.org/data/derivative_storage/ZETA.csv'.
[2025-12-01T20:50:24.209039] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZETA'.
[2025-12-01T20:50:24.209349] [INFO ] [FORECASTER] Starting predict_future for ZETA
[2025-12-01T20:50:24.210144] [DEBUG] [LOCAL     ] No optimal features file found for ZETA: ./output/feature-sets/ZETA.txt
[2025-12-01T20:50:24.210199] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:24.210230] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:24.210256] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:24.210311] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:24.269343] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:24.270206] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:24.270285] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:24.270318] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:24.393805] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:24.393955] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:24.393991] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:24.394019] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:24.397271] [DEBUG] [FORECASTER] ZETA: Forecast T+1@11:T+2@11: DOWN (p=36.31%)
[2025-12-01T20:50:24.397541] [INFO ] [FORECASTER] Completed predict_future for ZETA
[2025-12-01T20:50:24.397681] [INFO ] [sig       ] ZETA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:24.544403] [INFO ] [LOCAL     ] Saved forecast: ZETA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ZETA.txt
[2025-12-01T20:50:24.544524] [INFO ] [sig       ] [3615/3634] Completed ZETA in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 6.4s
[2025-12-01T20:50:24.544560] [INFO ] [sig       ] [3616/3634] Forecasting ZEUS...
[2025-12-01T20:50:24.544606] [INFO ] [sig       ] Generating forecast for: ZEUS
[2025-12-01T20:50:24.544635] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZEUS' from 'https://tdm.silogroup.org/data/derivative_storage/ZEUS.csv'.
[2025-12-01T20:50:24.554820] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZEUS'.
[2025-12-01T20:50:24.555093] [INFO ] [FORECASTER] Starting predict_future for ZEUS
[2025-12-01T20:50:24.555884] [DEBUG] [LOCAL     ] No optimal features file found for ZEUS: ./output/feature-sets/ZEUS.txt
[2025-12-01T20:50:24.555933] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:24.555965] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:24.555991] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:24.556048] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:24.614153] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:24.614799] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:24.614874] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:24.614905] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:24.735682] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:24.735838] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:24.735882] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:24.735914] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:24.739435] [DEBUG] [FORECASTER] ZEUS: Forecast T+1@11:T+2@11: DOWN (p=28.55%)
[2025-12-01T20:50:24.739747] [INFO ] [FORECASTER] Completed predict_future for ZEUS
[2025-12-01T20:50:24.739874] [INFO ] [sig       ] ZEUS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:24.882798] [INFO ] [LOCAL     ] Saved forecast: ZEUS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ZEUS.txt
[2025-12-01T20:50:24.882946] [INFO ] [sig       ] [3616/3634] Completed ZEUS in 0.3s | 2.99 sym/s | Total: 20.1m | ETA: 6.0s
[2025-12-01T20:50:24.882985] [INFO ] [sig       ] [3617/3634] Forecasting ZG...
[2025-12-01T20:50:24.883013] [INFO ] [sig       ] Generating forecast for: ZG
[2025-12-01T20:50:24.883042] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZG' from 'https://tdm.silogroup.org/data/derivative_storage/ZG.csv'.
[2025-12-01T20:50:24.893829] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZG'.
[2025-12-01T20:50:24.894132] [INFO ] [FORECASTER] Starting predict_future for ZG
[2025-12-01T20:50:24.894936] [DEBUG] [LOCAL     ] No optimal features file found for ZG: ./output/feature-sets/ZG.txt
[2025-12-01T20:50:24.894985] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:24.895016] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:24.895042] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:24.895100] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:24.949707] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:24.950295] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:24.950371] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:24.950401] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:25.070560] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:25.070703] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:25.070740] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:25.070768] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:25.074055] [DEBUG] [FORECASTER] ZG: Forecast T+1@11:T+2@11: DOWN (p=36.94%)
[2025-12-01T20:50:25.074314] [INFO ] [FORECASTER] Completed predict_future for ZG
[2025-12-01T20:50:25.074432] [INFO ] [sig       ] ZG: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:25.212699] [INFO ] [LOCAL     ] Saved forecast: ZG	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ZG.txt
[2025-12-01T20:50:25.212831] [INFO ] [sig       ] [3617/3634] Completed ZG in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 5.7s
[2025-12-01T20:50:25.212868] [INFO ] [sig       ] [3618/3634] Forecasting ZGN...
[2025-12-01T20:50:25.212896] [INFO ] [sig       ] Generating forecast for: ZGN
[2025-12-01T20:50:25.212925] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZGN' from 'https://tdm.silogroup.org/data/derivative_storage/ZGN.csv'.
[2025-12-01T20:50:25.222343] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZGN'.
[2025-12-01T20:50:25.222652] [INFO ] [FORECASTER] Starting predict_future for ZGN
[2025-12-01T20:50:25.223374] [DEBUG] [LOCAL     ] No optimal features file found for ZGN: ./output/feature-sets/ZGN.txt
[2025-12-01T20:50:25.223423] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:25.223480] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:25.223506] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:25.223561] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:25.279523] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:25.280129] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:25.280214] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:25.280251] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:25.400218] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:25.400367] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:25.400403] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:25.400429] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:25.403611] [DEBUG] [FORECASTER] ZGN: Forecast T+1@11:T+2@11: DOWN (p=0.72%)
[2025-12-01T20:50:25.403863] [INFO ] [FORECASTER] Completed predict_future for ZGN
[2025-12-01T20:50:25.403981] [INFO ] [sig       ] ZGN: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:25.542598] [INFO ] [LOCAL     ] Saved forecast: ZGN	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ZGN.txt
[2025-12-01T20:50:25.542710] [INFO ] [sig       ] [3618/3634] Completed ZGN in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 5.3s
[2025-12-01T20:50:25.542745] [INFO ] [sig       ] [3619/3634] Forecasting ZH...
[2025-12-01T20:50:25.542773] [INFO ] [sig       ] Generating forecast for: ZH
[2025-12-01T20:50:25.542800] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZH' from 'https://tdm.silogroup.org/data/derivative_storage/ZH.csv'.
[2025-12-01T20:50:25.552619] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZH'.
[2025-12-01T20:50:25.552878] [INFO ] [FORECASTER] Starting predict_future for ZH
[2025-12-01T20:50:25.553609] [DEBUG] [LOCAL     ] No optimal features file found for ZH: ./output/feature-sets/ZH.txt
[2025-12-01T20:50:25.553657] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:25.553687] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:25.553712] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:25.553765] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:25.609753] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:25.610319] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:25.610390] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:25.610421] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:25.727411] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:25.727555] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:25.727611] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:25.727640] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:25.730911] [DEBUG] [FORECASTER] ZH: Forecast T+1@11:T+2@11: DOWN (p=12.24%)
[2025-12-01T20:50:25.731180] [INFO ] [FORECASTER] Completed predict_future for ZH
[2025-12-01T20:50:25.731323] [INFO ] [sig       ] ZH: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:25.869316] [INFO ] [LOCAL     ] Saved forecast: ZH	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ZH.txt
[2025-12-01T20:50:25.869438] [INFO ] [sig       ] [3619/3634] Completed ZH in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 5.0s
[2025-12-01T20:50:25.869473] [INFO ] [sig       ] [3620/3634] Forecasting ZIM...
[2025-12-01T20:50:25.869501] [INFO ] [sig       ] Generating forecast for: ZIM
[2025-12-01T20:50:25.869528] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIM' from 'https://tdm.silogroup.org/data/derivative_storage/ZIM.csv'.
[2025-12-01T20:50:25.879724] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIM'.
[2025-12-01T20:50:25.879980] [INFO ] [FORECASTER] Starting predict_future for ZIM
[2025-12-01T20:50:25.880752] [DEBUG] [LOCAL     ] No optimal features file found for ZIM: ./output/feature-sets/ZIM.txt
[2025-12-01T20:50:25.880800] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:25.880830] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:25.880855] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:25.880908] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:25.936802] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:25.937403] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:25.937477] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:25.937508] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:26.053981] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:26.054119] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:26.054154] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:26.054187] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:26.057423] [DEBUG] [FORECASTER] ZIM: Forecast T+1@11:T+2@11: DOWN (p=7.49%)
[2025-12-01T20:50:26.057694] [INFO ] [FORECASTER] Completed predict_future for ZIM
[2025-12-01T20:50:26.057812] [INFO ] [sig       ] ZIM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:26.195702] [INFO ] [LOCAL     ] Saved forecast: ZIM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ZIM.txt
[2025-12-01T20:50:26.195814] [INFO ] [sig       ] [3620/3634] Completed ZIM in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 4.7s
[2025-12-01T20:50:26.195849] [INFO ] [sig       ] [3621/3634] Forecasting ZION...
[2025-12-01T20:50:26.195877] [INFO ] [sig       ] Generating forecast for: ZION
[2025-12-01T20:50:26.195905] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZION' from 'https://tdm.silogroup.org/data/derivative_storage/ZION.csv'.
[2025-12-01T20:50:26.205938] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZION'.
[2025-12-01T20:50:26.206198] [INFO ] [FORECASTER] Starting predict_future for ZION
[2025-12-01T20:50:26.206924] [DEBUG] [LOCAL     ] No optimal features file found for ZION: ./output/feature-sets/ZION.txt
[2025-12-01T20:50:26.206972] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:26.207002] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:26.207027] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:26.207081] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:26.263229] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:26.264113] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:26.264197] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:26.264229] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:26.394194] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:26.394350] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:26.394390] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:26.394419] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:26.397875] [DEBUG] [FORECASTER] ZION: Forecast T+1@11:T+2@11: UP (p=54.51%)
[2025-12-01T20:50:26.398148] [INFO ] [FORECASTER] Completed predict_future for ZION
[2025-12-01T20:50:26.398273] [INFO ] [sig       ] ZION: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:26.540442] [INFO ] [LOCAL     ] Saved forecast: ZION	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ZION.txt
[2025-12-01T20:50:26.540587] [INFO ] [sig       ] [3621/3634] Completed ZION in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 4.3s
[2025-12-01T20:50:26.540627] [INFO ] [sig       ] [3622/3634] Forecasting ZIP...
[2025-12-01T20:50:26.540655] [INFO ] [sig       ] Generating forecast for: ZIP
[2025-12-01T20:50:26.540684] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZIP' from 'https://tdm.silogroup.org/data/derivative_storage/ZIP.csv'.
[2025-12-01T20:50:26.551290] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZIP'.
[2025-12-01T20:50:26.551668] [INFO ] [FORECASTER] Starting predict_future for ZIP
[2025-12-01T20:50:26.552459] [DEBUG] [LOCAL     ] No optimal features file found for ZIP: ./output/feature-sets/ZIP.txt
[2025-12-01T20:50:26.552511] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:26.552560] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:26.552630] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:26.552691] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:26.610119] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:26.610905] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:26.610985] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:26.611015] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:26.736611] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:26.736760] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:26.736798] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:26.736826] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:26.740040] [DEBUG] [FORECASTER] ZIP: Forecast T+1@11:T+2@11: DOWN (p=44.85%)
[2025-12-01T20:50:26.740300] [INFO ] [FORECASTER] Completed predict_future for ZIP
[2025-12-01T20:50:26.740420] [INFO ] [sig       ] ZIP: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:26.878429] [INFO ] [LOCAL     ] Saved forecast: ZIP	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ZIP.txt
[2025-12-01T20:50:26.878562] [INFO ] [sig       ] [3622/3634] Completed ZIP in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 4.0s
[2025-12-01T20:50:26.878616] [INFO ] [sig       ] [3623/3634] Forecasting ZLAB...
[2025-12-01T20:50:26.878645] [INFO ] [sig       ] Generating forecast for: ZLAB
[2025-12-01T20:50:26.878673] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZLAB' from 'https://tdm.silogroup.org/data/derivative_storage/ZLAB.csv'.
[2025-12-01T20:50:26.888770] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZLAB'.
[2025-12-01T20:50:26.889050] [INFO ] [FORECASTER] Starting predict_future for ZLAB
[2025-12-01T20:50:26.889836] [DEBUG] [LOCAL     ] No optimal features file found for ZLAB: ./output/feature-sets/ZLAB.txt
[2025-12-01T20:50:26.889885] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:26.889914] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:26.889939] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:26.889993] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:26.944385] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:26.944985] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:26.945063] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:26.945093] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:27.068790] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:27.068952] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:27.068989] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:27.069015] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:27.072323] [DEBUG] [FORECASTER] ZLAB: Forecast T+1@11:T+2@11: UP (p=95.09%)
[2025-12-01T20:50:27.072594] [INFO ] [FORECASTER] Completed predict_future for ZLAB
[2025-12-01T20:50:27.072714] [INFO ] [sig       ] ZLAB: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:27.209659] [INFO ] [LOCAL     ] Saved forecast: ZLAB	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ZLAB.txt
[2025-12-01T20:50:27.209782] [INFO ] [sig       ] [3623/3634] Completed ZLAB in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 3.7s
[2025-12-01T20:50:27.209817] [INFO ] [sig       ] [3624/3634] Forecasting ZM...
[2025-12-01T20:50:27.209846] [INFO ] [sig       ] Generating forecast for: ZM
[2025-12-01T20:50:27.209873] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZM' from 'https://tdm.silogroup.org/data/derivative_storage/ZM.csv'.
[2025-12-01T20:50:27.219992] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZM'.
[2025-12-01T20:50:27.220292] [INFO ] [FORECASTER] Starting predict_future for ZM
[2025-12-01T20:50:27.221067] [DEBUG] [LOCAL     ] No optimal features file found for ZM: ./output/feature-sets/ZM.txt
[2025-12-01T20:50:27.221119] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:27.221151] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:27.221178] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:27.221238] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:27.277730] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:27.278346] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:27.278424] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:27.278458] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:27.396376] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:27.396491] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:27.396526] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:27.396553] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:27.399728] [DEBUG] [FORECASTER] ZM: Forecast T+1@11:T+2@11: DOWN (p=5.73%)
[2025-12-01T20:50:27.400003] [INFO ] [FORECASTER] Completed predict_future for ZM
[2025-12-01T20:50:27.400125] [INFO ] [sig       ] ZM: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:27.540312] [INFO ] [LOCAL     ] Saved forecast: ZM	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ZM.txt
[2025-12-01T20:50:27.540445] [INFO ] [sig       ] [3624/3634] Completed ZM in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 3.3s
[2025-12-01T20:50:27.540483] [INFO ] [sig       ] [3625/3634] Forecasting ZNTL...
[2025-12-01T20:50:27.540512] [INFO ] [sig       ] Generating forecast for: ZNTL
[2025-12-01T20:50:27.540541] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZNTL' from 'https://tdm.silogroup.org/data/derivative_storage/ZNTL.csv'.
[2025-12-01T20:50:27.550633] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZNTL'.
[2025-12-01T20:50:27.550901] [INFO ] [FORECASTER] Starting predict_future for ZNTL
[2025-12-01T20:50:27.551636] [DEBUG] [LOCAL     ] No optimal features file found for ZNTL: ./output/feature-sets/ZNTL.txt
[2025-12-01T20:50:27.551685] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:27.551715] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:27.551740] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:27.551794] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:27.608002] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:27.608652] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:27.608724] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:27.608755] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:27.727308] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:27.727439] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:27.727475] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:27.727503] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:27.730669] [DEBUG] [FORECASTER] ZNTL: Forecast T+1@11:T+2@11: UP (p=68.61%)
[2025-12-01T20:50:27.730921] [INFO ] [FORECASTER] Completed predict_future for ZNTL
[2025-12-01T20:50:27.731040] [INFO ] [sig       ] ZNTL: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:27.868239] [INFO ] [LOCAL     ] Saved forecast: ZNTL	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ZNTL.txt
[2025-12-01T20:50:27.868371] [INFO ] [sig       ] [3625/3634] Completed ZNTL in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 3.0s
[2025-12-01T20:50:27.868407] [INFO ] [sig       ] [3626/3634] Forecasting ZS...
[2025-12-01T20:50:27.868443] [INFO ] [sig       ] Generating forecast for: ZS
[2025-12-01T20:50:27.868472] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZS' from 'https://tdm.silogroup.org/data/derivative_storage/ZS.csv'.
[2025-12-01T20:50:27.878540] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZS'.
[2025-12-01T20:50:27.878805] [INFO ] [FORECASTER] Starting predict_future for ZS
[2025-12-01T20:50:27.879513] [DEBUG] [LOCAL     ] No optimal features file found for ZS: ./output/feature-sets/ZS.txt
[2025-12-01T20:50:27.879561] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:27.879619] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:27.879645] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:27.879699] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:27.935193] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:27.935794] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:27.935868] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:27.935899] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:28.057152] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:28.057296] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:28.057337] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:28.057365] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:28.060630] [DEBUG] [FORECASTER] ZS: Forecast T+1@11:T+2@11: DOWN (p=2.17%)
[2025-12-01T20:50:28.060883] [INFO ] [FORECASTER] Completed predict_future for ZS
[2025-12-01T20:50:28.061000] [INFO ] [sig       ] ZS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:28.197523] [INFO ] [LOCAL     ] Saved forecast: ZS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ZS.txt
[2025-12-01T20:50:28.197649] [INFO ] [sig       ] [3626/3634] Completed ZS in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 2.7s
[2025-12-01T20:50:28.197685] [INFO ] [sig       ] [3627/3634] Forecasting ZTO...
[2025-12-01T20:50:28.197714] [INFO ] [sig       ] Generating forecast for: ZTO
[2025-12-01T20:50:28.197743] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTO' from 'https://tdm.silogroup.org/data/derivative_storage/ZTO.csv'.
[2025-12-01T20:50:28.207967] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTO'.
[2025-12-01T20:50:28.208226] [INFO ] [FORECASTER] Starting predict_future for ZTO
[2025-12-01T20:50:28.209139] [DEBUG] [LOCAL     ] No optimal features file found for ZTO: ./output/feature-sets/ZTO.txt
[2025-12-01T20:50:28.209188] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:28.209218] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:28.209249] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:28.209315] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:28.265068] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:28.265803] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:28.265878] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:28.265909] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:28.384095] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:28.384201] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:28.384235] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:28.384263] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:28.387333] [DEBUG] [FORECASTER] ZTO: Forecast T+1@11:T+2@11: UP (p=54.89%)
[2025-12-01T20:50:28.387600] [INFO ] [FORECASTER] Completed predict_future for ZTO
[2025-12-01T20:50:28.387718] [INFO ] [sig       ] ZTO: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:28.526469] [INFO ] [LOCAL     ] Saved forecast: ZTO	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ZTO.txt
[2025-12-01T20:50:28.526596] [INFO ] [sig       ] [3627/3634] Completed ZTO in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 2.3s
[2025-12-01T20:50:28.526633] [INFO ] [sig       ] [3628/3634] Forecasting ZTS...
[2025-12-01T20:50:28.526661] [INFO ] [sig       ] Generating forecast for: ZTS
[2025-12-01T20:50:28.526689] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZTS' from 'https://tdm.silogroup.org/data/derivative_storage/ZTS.csv'.
[2025-12-01T20:50:28.536898] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZTS'.
[2025-12-01T20:50:28.537156] [INFO ] [FORECASTER] Starting predict_future for ZTS
[2025-12-01T20:50:28.537895] [DEBUG] [LOCAL     ] No optimal features file found for ZTS: ./output/feature-sets/ZTS.txt
[2025-12-01T20:50:28.537943] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:28.537973] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:28.537998] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:28.538052] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:28.596141] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:28.596792] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:28.596864] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:28.596923] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:28.718135] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:28.718256] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:28.718292] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:28.718342] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:28.721563] [DEBUG] [FORECASTER] ZTS: Forecast T+1@11:T+2@11: DOWN (p=30.94%)
[2025-12-01T20:50:28.721832] [INFO ] [FORECASTER] Completed predict_future for ZTS
[2025-12-01T20:50:28.721950] [INFO ] [sig       ] ZTS: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:28.860686] [INFO ] [LOCAL     ] Saved forecast: ZTS	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ZTS.txt
[2025-12-01T20:50:28.860817] [INFO ] [sig       ] [3628/3634] Completed ZTS in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 2.0s
[2025-12-01T20:50:28.860855] [INFO ] [sig       ] [3629/3634] Forecasting ZUMZ...
[2025-12-01T20:50:28.860885] [INFO ] [sig       ] Generating forecast for: ZUMZ
[2025-12-01T20:50:28.860913] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZUMZ' from 'https://tdm.silogroup.org/data/derivative_storage/ZUMZ.csv'.
[2025-12-01T20:50:28.871051] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZUMZ'.
[2025-12-01T20:50:28.871328] [INFO ] [FORECASTER] Starting predict_future for ZUMZ
[2025-12-01T20:50:28.872109] [DEBUG] [LOCAL     ] No optimal features file found for ZUMZ: ./output/feature-sets/ZUMZ.txt
[2025-12-01T20:50:28.872161] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:28.872194] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:28.872221] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:28.872278] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:28.928120] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:28.928781] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:28.928854] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:28.928885] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:29.048880] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:29.049025] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:29.049062] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:29.049106] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:29.052358] [DEBUG] [FORECASTER] ZUMZ: Forecast T+1@11:T+2@11: DOWN (p=47.45%)
[2025-12-01T20:50:29.052636] [INFO ] [FORECASTER] Completed predict_future for ZUMZ
[2025-12-01T20:50:29.052755] [INFO ] [sig       ] ZUMZ: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:29.190664] [INFO ] [LOCAL     ] Saved forecast: ZUMZ	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ZUMZ.txt
[2025-12-01T20:50:29.190776] [INFO ] [sig       ] [3629/3634] Completed ZUMZ in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 1.7s
[2025-12-01T20:50:29.190813] [INFO ] [sig       ] [3630/3634] Forecasting ZURA...
[2025-12-01T20:50:29.190840] [INFO ] [sig       ] Generating forecast for: ZURA
[2025-12-01T20:50:29.190867] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZURA' from 'https://tdm.silogroup.org/data/derivative_storage/ZURA.csv'.
[2025-12-01T20:50:29.201037] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZURA'.
[2025-12-01T20:50:29.201328] [INFO ] [FORECASTER] Starting predict_future for ZURA
[2025-12-01T20:50:29.202113] [DEBUG] [LOCAL     ] No optimal features file found for ZURA: ./output/feature-sets/ZURA.txt
[2025-12-01T20:50:29.202164] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:29.202196] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:29.202224] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:29.202281] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:29.257732] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:29.258410] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:29.258495] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:29.258531] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:29.380671] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:29.380825] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:29.380865] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:29.380892] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:29.384257] [DEBUG] [FORECASTER] ZURA: Forecast T+1@11:T+2@11: UP (p=93.04%)
[2025-12-01T20:50:29.384531] [INFO ] [FORECASTER] Completed predict_future for ZURA
[2025-12-01T20:50:29.384677] [INFO ] [sig       ] ZURA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:29.522031] [INFO ] [LOCAL     ] Saved forecast: ZURA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ZURA.txt
[2025-12-01T20:50:29.522160] [INFO ] [sig       ] [3630/3634] Completed ZURA in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 1.3s
[2025-12-01T20:50:29.522196] [INFO ] [sig       ] [3631/3634] Forecasting ZVIA...
[2025-12-01T20:50:29.522224] [INFO ] [sig       ] Generating forecast for: ZVIA
[2025-12-01T20:50:29.522252] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVIA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVIA.csv'.
[2025-12-01T20:50:29.533176] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVIA'.
[2025-12-01T20:50:29.533529] [INFO ] [FORECASTER] Starting predict_future for ZVIA
[2025-12-01T20:50:29.534312] [DEBUG] [LOCAL     ] No optimal features file found for ZVIA: ./output/feature-sets/ZVIA.txt
[2025-12-01T20:50:29.534365] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:29.534395] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:29.534421] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:29.534478] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:29.591503] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:29.592209] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:29.592288] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:29.592334] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:29.713111] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:29.713266] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:29.713305] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:29.713333] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:29.716648] [DEBUG] [FORECASTER] ZVIA: Forecast T+1@11:T+2@11: DOWN (p=20.46%)
[2025-12-01T20:50:29.716909] [INFO ] [FORECASTER] Completed predict_future for ZVIA
[2025-12-01T20:50:29.717029] [INFO ] [sig       ] ZVIA: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:29.853469] [INFO ] [LOCAL     ] Saved forecast: ZVIA	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ZVIA.txt
[2025-12-01T20:50:29.853622] [INFO ] [sig       ] [3631/3634] Completed ZVIA in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 1.0s
[2025-12-01T20:50:29.853660] [INFO ] [sig       ] [3632/3634] Forecasting ZVRA...
[2025-12-01T20:50:29.853688] [INFO ] [sig       ] Generating forecast for: ZVRA
[2025-12-01T20:50:29.853717] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZVRA' from 'https://tdm.silogroup.org/data/derivative_storage/ZVRA.csv'.
[2025-12-01T20:50:29.864241] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZVRA'.
[2025-12-01T20:50:29.864542] [INFO ] [FORECASTER] Starting predict_future for ZVRA
[2025-12-01T20:50:29.865292] [DEBUG] [LOCAL     ] No optimal features file found for ZVRA: ./output/feature-sets/ZVRA.txt
[2025-12-01T20:50:29.865345] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:29.865375] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:29.865400] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:29.865454] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:29.920392] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:29.920997] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:29.921072] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:29.921103] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:30.034710] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:30.034819] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:30.034853] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:30.034879] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:30.037915] [DEBUG] [FORECASTER] ZVRA: Forecast T+1@11:T+2@11: UP (p=68.86%)
[2025-12-01T20:50:30.038166] [INFO ] [FORECASTER] Completed predict_future for ZVRA
[2025-12-01T20:50:30.038285] [INFO ] [sig       ] ZVRA: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:30.174900] [INFO ] [LOCAL     ] Saved forecast: ZVRA	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ZVRA.txt
[2025-12-01T20:50:30.175005] [INFO ] [sig       ] [3632/3634] Completed ZVRA in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 0.7s
[2025-12-01T20:50:30.175041] [INFO ] [sig       ] [3633/3634] Forecasting ZWS...
[2025-12-01T20:50:30.175069] [INFO ] [sig       ] Generating forecast for: ZWS
[2025-12-01T20:50:30.175097] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZWS' from 'https://tdm.silogroup.org/data/derivative_storage/ZWS.csv'.
[2025-12-01T20:50:30.185174] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZWS'.
[2025-12-01T20:50:30.185430] [INFO ] [FORECASTER] Starting predict_future for ZWS
[2025-12-01T20:50:30.186159] [DEBUG] [LOCAL     ] No optimal features file found for ZWS: ./output/feature-sets/ZWS.txt
[2025-12-01T20:50:30.186208] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:30.186237] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:30.186274] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:30.186330] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:30.240791] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:30.241368] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:30.241442] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:30.241471] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:30.364237] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:30.364392] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:30.364429] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:30.364456] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:30.367701] [DEBUG] [FORECASTER] ZWS: Forecast T+1@11:T+2@11: UP (p=55.05%)
[2025-12-01T20:50:30.367964] [INFO ] [FORECASTER] Completed predict_future for ZWS
[2025-12-01T20:50:30.368080] [INFO ] [sig       ] ZWS: Forecast for 2025-12-01: UP (sign=1.00)
[2025-12-01T20:50:30.507257] [INFO ] [LOCAL     ] Saved forecast: ZWS	2025-12-02	1 -> ./output/forecasts/individual/2025-12-02/ZWS.txt
[2025-12-01T20:50:30.507426] [INFO ] [sig       ] [3633/3634] Completed ZWS in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 0.3s
[2025-12-01T20:50:30.507466] [INFO ] [sig       ] [3634/3634] Forecasting ZYME...
[2025-12-01T20:50:30.507496] [INFO ] [sig       ] Generating forecast for: ZYME
[2025-12-01T20:50:30.507524] [DEBUG] [REMOTE    ] Fetching historical data for symbol 'ZYME' from 'https://tdm.silogroup.org/data/derivative_storage/ZYME.csv'.
[2025-12-01T20:50:30.518718] [DEBUG] [REMOTE    ] Successfully parsed 300 rows of historical data for symbol 'ZYME'.
[2025-12-01T20:50:30.519100] [INFO ] [FORECASTER] Starting predict_future for ZYME
[2025-12-01T20:50:30.519925] [DEBUG] [LOCAL     ] No optimal features file found for ZYME: ./output/feature-sets/ZYME.txt
[2025-12-01T20:50:30.519976] [DEBUG] [FEATURES  ] DataBuilder: No feature methods specified and no optimal features found, returning after step 3.
[2025-12-01T20:50:30.520009] [DEBUG] [FORECASTER] Starting train method
[2025-12-01T20:50:30.520035] [DEBUG] [FORECASTER] Extracting feature columns
[2025-12-01T20:50:30.520092] [DEBUG] [FORECASTER] Creating target_sign column
[2025-12-01T20:50:30.578738] [DEBUG] [FORECASTER] Completed target_sign creation
[2025-12-01T20:50:30.579566] [DEBUG] [FORECASTER] Creating XGBClassifier
[2025-12-01T20:50:30.579664] [DEBUG] [FORECASTER] XGBClassifier created
[2025-12-01T20:50:30.579696] [DEBUG] [FORECASTER] Starting model.fit
[2025-12-01T20:50:30.701096] [DEBUG] [FORECASTER] Completed model.fit
[2025-12-01T20:50:30.701249] [INFO ] [FORECASTER] Trained on 298 historical samples with 26 features
[2025-12-01T20:50:30.701288] [INFO ] [FORECASTER] Stored all 300 rows including last two days with critical feature signal for forecasting
[2025-12-01T20:50:30.701316] [INFO ] [FORECASTER] Training complete
[2025-12-01T20:50:30.704912] [DEBUG] [FORECASTER] ZYME: Forecast T+1@11:T+2@11: DOWN (p=46.15%)
[2025-12-01T20:50:30.705196] [INFO ] [FORECASTER] Completed predict_future for ZYME
[2025-12-01T20:50:30.705324] [INFO ] [sig       ] ZYME: Forecast for 2025-12-01: DOWN (sign=0.00)
[2025-12-01T20:50:30.852311] [INFO ] [LOCAL     ] Saved forecast: ZYME	2025-12-02	0 -> ./output/forecasts/individual/2025-12-02/ZYME.txt
[2025-12-01T20:50:30.852472] [INFO ] [sig       ] [3634/3634] Completed ZYME in 0.3s | 2.99 sym/s | Total: 20.2m | ETA: 0.0s
[2025-12-01T20:50:30.852510] [INFO ] [sig       ] ==================================================
[2025-12-01T20:50:30.852548] [INFO ] [sig       ] Forecasts complete: 3634/3634 symbols succeeded
[2025-12-01T20:50:30.852595] [INFO ] [sig       ] Automatically generating consolidated reports...
[2025-12-01T20:50:30.852630] [INFO ] [sig       ] Generating consolidated forecast reports
[2025-12-01T20:50:30.852868] [INFO ] [sig       ] Found 35 forecast dates to process
[2025-12-01T20:50:30.852905] [INFO ] [sig       ] [1/35] Processing report for 2025-10-10...
[2025-12-01T20:50:30.852957] [INFO ] [sig       ] [1/35] Report for 2025-10-10 already exists, skipping...
[2025-12-01T20:50:30.852986] [INFO ] [sig       ] [2/35] Processing report for 2025-10-13...
[2025-12-01T20:50:30.853048] [INFO ] [sig       ] [2/35] Report for 2025-10-13 already exists, skipping...
[2025-12-01T20:50:30.853076] [INFO ] [sig       ] [3/35] Processing report for 2025-10-14...
[2025-12-01T20:50:30.853107] [INFO ] [sig       ] [3/35] Report for 2025-10-14 already exists, skipping...
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[2025-12-01T20:50:30.903206] [DEBUG] [LOCAL     ] Loaded configuration for NVAX: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.903341] [DEBUG] [LOCAL     ] Loaded configuration for NTRS: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.903405] [DEBUG] [LOCAL     ] Loaded configuration for RMD: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.903465] [DEBUG] [LOCAL     ] Loaded configuration for LTRN: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.903523] [DEBUG] [LOCAL     ] Loaded configuration for OBIL: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.903597] [DEBUG] [LOCAL     ] Loaded configuration for TILE: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.903657] [DEBUG] [LOCAL     ] Loaded configuration for FHI: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.903714] [DEBUG] [LOCAL     ] Loaded configuration for MP: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.903771] [DEBUG] [LOCAL     ] Loaded configuration for WK: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.903856] [DEBUG] [LOCAL     ] Loaded configuration for FIX: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.903914] [DEBUG] [LOCAL     ] Loaded configuration for COEP: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.903971] [DEBUG] [LOCAL     ] Loaded configuration for SLXN: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.904041] [DEBUG] [LOCAL     ] Loaded configuration for RGLD: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.904099] [DEBUG] [LOCAL     ] Loaded configuration for WSC: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.904154] [DEBUG] [LOCAL     ] Loaded configuration for FNF: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.904210] [DEBUG] [LOCAL     ] Loaded configuration for BXC: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.904267] [DEBUG] [LOCAL     ] Loaded configuration for SEDG: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.904325] [DEBUG] [LOCAL     ] Loaded configuration for NMCO: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.904386] [DEBUG] [LOCAL     ] Loaded configuration for LOMA: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.904443] [DEBUG] [LOCAL     ] Loaded configuration for CCBG: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.904499] [DEBUG] [LOCAL     ] Loaded configuration for TRS: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.904556] [DEBUG] [LOCAL     ] Loaded configuration for GOSS: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.904634] [DEBUG] [LOCAL     ] Loaded configuration for TCBI: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.904691] [DEBUG] [LOCAL     ] Loaded configuration for INSP: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.904748] [DEBUG] [LOCAL     ] Loaded configuration for IBEX: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.904804] [DEBUG] [LOCAL     ] Loaded configuration for HUBG: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.904860] [DEBUG] [LOCAL     ] Loaded configuration for ADTX: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.904916] [DEBUG] [LOCAL     ] Loaded configuration for BPYPO: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.904972] [DEBUG] [LOCAL     ] Loaded configuration for IX: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.905030] [DEBUG] [LOCAL     ] Loaded configuration for AVAL: 6 features, 90.0% accuracy
[2025-12-01T20:50:30.905086] [DEBUG] [LOCAL     ] Loaded configuration for TNGX: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.905142] [DEBUG] [LOCAL     ] Loaded configuration for INTZ: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.905197] [DEBUG] [LOCAL     ] Loaded configuration for NMAI: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.905252] [DEBUG] [LOCAL     ] Loaded configuration for J: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.905317] [DEBUG] [LOCAL     ] Loaded configuration for GFS: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.905375] [DEBUG] [LOCAL     ] Loaded configuration for FJP: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.905429] [DEBUG] [LOCAL     ] Loaded configuration for CMCO: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.905484] [DEBUG] [LOCAL     ] Loaded configuration for MGIC: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.905537] [DEBUG] [LOCAL     ] Loaded configuration for FFIN: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.905612] [DEBUG] [LOCAL     ] Loaded configuration for CTLP: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.905670] [DEBUG] [LOCAL     ] Loaded configuration for MTCH: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.905724] [DEBUG] [LOCAL     ] Loaded configuration for BILI: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.905778] [DEBUG] [LOCAL     ] Loaded configuration for AAXJ: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.905833] [DEBUG] [LOCAL     ] Loaded configuration for NWSA: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.905887] [DEBUG] [LOCAL     ] Loaded configuration for SCHL: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.905940] [DEBUG] [LOCAL     ] Loaded configuration for KROS: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.905993] [DEBUG] [LOCAL     ] Loaded configuration for UPC: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.906056] [DEBUG] [LOCAL     ] Loaded configuration for FLS: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.906112] [DEBUG] [LOCAL     ] Loaded configuration for XBIL: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.906165] [DEBUG] [LOCAL     ] Loaded configuration for FTGC: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.906227] [DEBUG] [LOCAL     ] Loaded configuration for HCI: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.906282] [DEBUG] [LOCAL     ] Loaded configuration for ALGM: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.906337] [DEBUG] [LOCAL     ] Loaded configuration for RY: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.906391] [DEBUG] [LOCAL     ] Loaded configuration for TSHA: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.906446] [DEBUG] [LOCAL     ] Loaded configuration for BABA: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.906520] [DEBUG] [LOCAL     ] Loaded configuration for BYRN: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.906630] [DEBUG] [LOCAL     ] Loaded configuration for ERII: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.906691] [DEBUG] [LOCAL     ] Loaded configuration for NGVC: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.906747] [DEBUG] [LOCAL     ] Loaded configuration for PVH: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.906802] [DEBUG] [LOCAL     ] Loaded configuration for FARM: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.906856] [DEBUG] [LOCAL     ] Loaded configuration for VRRM: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.906910] [DEBUG] [LOCAL     ] Loaded configuration for ACRE: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.906963] [DEBUG] [LOCAL     ] Loaded configuration for CLX: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.907018] [DEBUG] [LOCAL     ] Loaded configuration for SKWD: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.907072] [DEBUG] [LOCAL     ] Loaded configuration for AAOI: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.907127] [DEBUG] [LOCAL     ] Loaded configuration for SVCO: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.907181] [DEBUG] [LOCAL     ] Loaded configuration for TIMB: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.907234] [DEBUG] [LOCAL     ] Loaded configuration for NRK: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.907288] [DEBUG] [LOCAL     ] Loaded configuration for EPSN: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.907342] [DEBUG] [LOCAL     ] Loaded configuration for IDN: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.907396] [DEBUG] [LOCAL     ] Loaded configuration for PRG: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.907451] [DEBUG] [LOCAL     ] Loaded configuration for CMS: 6 features, 80.0% accuracy
[2025-12-01T20:50:30.907504] [DEBUG] [LOCAL     ] Loaded configuration for CCEC: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.907560] [DEBUG] [LOCAL     ] Loaded configuration for GMED: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.907634] [DEBUG] [LOCAL     ] Loaded configuration for SKYX: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.907690] [DEBUG] [LOCAL     ] Loaded configuration for IGA: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.907744] [DEBUG] [LOCAL     ] Loaded configuration for ARE: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.907799] [DEBUG] [LOCAL     ] Loaded configuration for BRX: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.907852] [DEBUG] [LOCAL     ] Loaded configuration for RXO: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.907906] [DEBUG] [LOCAL     ] Loaded configuration for LZ: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.907979] [DEBUG] [LOCAL     ] Loaded configuration for ELTX: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.908036] [DEBUG] [LOCAL     ] Loaded configuration for ADP: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.908092] [DEBUG] [LOCAL     ] Loaded configuration for APRE: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.908147] [DEBUG] [LOCAL     ] Loaded configuration for AZO: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.908202] [DEBUG] [LOCAL     ] Loaded configuration for PDP: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.908257] [DEBUG] [LOCAL     ] Loaded configuration for AMX: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.908335] [DEBUG] [LOCAL     ] Loaded configuration for PAC: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.908394] [DEBUG] [LOCAL     ] Loaded configuration for AIMD: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.908477] [DEBUG] [LOCAL     ] Loaded configuration for NLY: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.908534] [DEBUG] [LOCAL     ] Loaded configuration for LINE: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.908608] [DEBUG] [LOCAL     ] Loaded configuration for KDP: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.908666] [DEBUG] [LOCAL     ] Loaded configuration for OGI: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.908722] [DEBUG] [LOCAL     ] Loaded configuration for GLAD: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.908778] [DEBUG] [LOCAL     ] Loaded configuration for CMA: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.908833] [DEBUG] [LOCAL     ] Loaded configuration for CARS: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.908887] [DEBUG] [LOCAL     ] Loaded configuration for CCSI: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.908942] [DEBUG] [LOCAL     ] Loaded configuration for TDSC: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.908997] [DEBUG] [LOCAL     ] Loaded configuration for AQNB: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.909053] [DEBUG] [LOCAL     ] Loaded configuration for EPC: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.909110] [DEBUG] [LOCAL     ] Loaded configuration for FIP: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.909166] [DEBUG] [LOCAL     ] Loaded configuration for DGRE: 6 features, 100.0% accuracy
[2025-12-01T20:50:30.909222] [DEBUG] [LOCAL     ] Loaded configuration for GNMA: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.909278] [DEBUG] [LOCAL     ] Loaded configuration for PBM: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.909334] [DEBUG] [LOCAL     ] Loaded configuration for CWH: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.909400] [DEBUG] [LOCAL     ] Loaded configuration for PCN: 3 features, 100.0% accuracy
[2025-12-01T20:50:30.909463] [DEBUG] [LOCAL     ] Loaded configuration for AGZD: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.909518] [DEBUG] [LOCAL     ] Loaded configuration for SSP: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.909586] [DEBUG] [LOCAL     ] Loaded configuration for FCFS: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.909654] [DEBUG] [LOCAL     ] Loaded configuration for OTLY: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.909710] [DEBUG] [LOCAL     ] Loaded configuration for DWAS: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.909764] [DEBUG] [LOCAL     ] Loaded configuration for NPFD: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.909818] [DEBUG] [LOCAL     ] Loaded configuration for NVEC: 1 features, 40.0% accuracy
[2025-12-01T20:50:30.909871] [DEBUG] [LOCAL     ] Loaded configuration for SIBN: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.909926] [DEBUG] [LOCAL     ] Loaded configuration for GPIX: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.909981] [DEBUG] [LOCAL     ] Loaded configuration for MA: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.910035] [DEBUG] [LOCAL     ] Loaded configuration for KNF: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.910088] [DEBUG] [LOCAL     ] Loaded configuration for WING: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.910142] [DEBUG] [LOCAL     ] Loaded configuration for YMM: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.910196] [DEBUG] [LOCAL     ] Loaded configuration for FRPH: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.910250] [DEBUG] [LOCAL     ] Loaded configuration for RLX: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.910305] [DEBUG] [LOCAL     ] Loaded configuration for JMSB: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.910358] [DEBUG] [LOCAL     ] Loaded configuration for BHC: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.910412] [DEBUG] [LOCAL     ] Loaded configuration for SLDP: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.910466] [DEBUG] [LOCAL     ] Loaded configuration for WHD: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.910521] [DEBUG] [LOCAL     ] Loaded configuration for BKN: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.910596] [DEBUG] [LOCAL     ] Loaded configuration for ELF: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.910656] [DEBUG] [LOCAL     ] Loaded configuration for STEL: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.910717] [DEBUG] [LOCAL     ] Loaded configuration for ESGD: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.910771] [DEBUG] [LOCAL     ] Loaded configuration for TOL: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.910825] [DEBUG] [LOCAL     ] Loaded configuration for ACNB: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.910879] [DEBUG] [LOCAL     ] Loaded configuration for RERE: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.910934] [DEBUG] [LOCAL     ] Loaded configuration for BITF: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.910988] [DEBUG] [LOCAL     ] Loaded configuration for KIM: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.911042] [DEBUG] [LOCAL     ] Loaded configuration for CLRB: 2 features, 50.0% accuracy
[2025-12-01T20:50:30.911096] [DEBUG] [LOCAL     ] Loaded configuration for ZUMZ: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.911150] [DEBUG] [LOCAL     ] Loaded configuration for ISSC: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.911203] [DEBUG] [LOCAL     ] Loaded configuration for PRGS: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.911256] [DEBUG] [LOCAL     ] Loaded configuration for AXTI: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.911310] [DEBUG] [LOCAL     ] Loaded configuration for NEO: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.911363] [DEBUG] [LOCAL     ] Loaded configuration for FUND: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.911417] [DEBUG] [LOCAL     ] Loaded configuration for TGLS: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.911471] [DEBUG] [LOCAL     ] Loaded configuration for VSCO: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.911525] [DEBUG] [LOCAL     ] Loaded configuration for ZD: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.911599] [DEBUG] [LOCAL     ] Loaded configuration for CB: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.911657] [DEBUG] [LOCAL     ] Loaded configuration for SMPL: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.911711] [DEBUG] [LOCAL     ] Loaded configuration for IEX: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.911766] [DEBUG] [LOCAL     ] Loaded configuration for CTRM: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.911820] [DEBUG] [LOCAL     ] Loaded configuration for AXL: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.911873] [DEBUG] [LOCAL     ] Loaded configuration for UBS: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.911926] [DEBUG] [LOCAL     ] Loaded configuration for RLJ: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.911980] [DEBUG] [LOCAL     ] Loaded configuration for DRVN: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.912051] [DEBUG] [LOCAL     ] Loaded configuration for HRL: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.912107] [DEBUG] [LOCAL     ] Loaded configuration for FFBC: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.912161] [DEBUG] [LOCAL     ] Loaded configuration for BSX: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.912217] [DEBUG] [LOCAL     ] Loaded configuration for MFIN: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.912270] [DEBUG] [LOCAL     ] Loaded configuration for LIN: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.912324] [DEBUG] [LOCAL     ] Loaded configuration for OFIX: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.912379] [DEBUG] [LOCAL     ] Loaded configuration for JEPQ: 6 features, 80.0% accuracy
[2025-12-01T20:50:30.912443] [DEBUG] [LOCAL     ] Loaded configuration for BTZ: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.912500] [DEBUG] [LOCAL     ] Loaded configuration for ALTS: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.912555] [DEBUG] [LOCAL     ] Loaded configuration for ALAB: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.912631] [DEBUG] [LOCAL     ] Loaded configuration for IDCC: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.912687] [DEBUG] [LOCAL     ] Loaded configuration for DOUG: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.912743] [DEBUG] [LOCAL     ] Loaded configuration for GDHG: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.912798] [DEBUG] [LOCAL     ] Loaded configuration for BTMD: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.912861] [DEBUG] [LOCAL     ] Loaded configuration for NXE: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.912918] [DEBUG] [LOCAL     ] Loaded configuration for NTNX: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.912974] [DEBUG] [LOCAL     ] Loaded configuration for AIRJ: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.913028] [DEBUG] [LOCAL     ] Loaded configuration for REGN: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.913101] [DEBUG] [LOCAL     ] Loaded configuration for CACC: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.913201] [DEBUG] [LOCAL     ] Loaded configuration for CION: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.913272] [DEBUG] [LOCAL     ] Loaded configuration for IHG: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.913330] [DEBUG] [LOCAL     ] Loaded configuration for TNK: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.913387] [DEBUG] [LOCAL     ] Loaded configuration for PRCH: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.913442] [DEBUG] [LOCAL     ] Loaded configuration for WCC: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.913497] [DEBUG] [LOCAL     ] Loaded configuration for LYG: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.913552] [DEBUG] [LOCAL     ] Loaded configuration for CADL: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.913627] [DEBUG] [LOCAL     ] Loaded configuration for DG: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.913684] [DEBUG] [LOCAL     ] Loaded configuration for OSIS: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.913739] [DEBUG] [LOCAL     ] Loaded configuration for DKNG: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.913794] [DEBUG] [LOCAL     ] Loaded configuration for NWE: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.913851] [DEBUG] [LOCAL     ] Loaded configuration for TTEC: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.913907] [DEBUG] [LOCAL     ] Loaded configuration for KOS: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.913962] [DEBUG] [LOCAL     ] Loaded configuration for NATL: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.914018] [DEBUG] [LOCAL     ] Loaded configuration for ORGO: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.914073] [DEBUG] [LOCAL     ] Loaded configuration for LGIH: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.914137] [DEBUG] [LOCAL     ] Loaded configuration for LZB: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.914193] [DEBUG] [LOCAL     ] Loaded configuration for MPB: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.914248] [DEBUG] [LOCAL     ] Loaded configuration for RICK: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.914303] [DEBUG] [LOCAL     ] Loaded configuration for IDE: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.914358] [DEBUG] [LOCAL     ] Loaded configuration for GOOG: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.914413] [DEBUG] [LOCAL     ] Loaded configuration for JBL: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.914468] [DEBUG] [LOCAL     ] Loaded configuration for IRDM: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.914532] [DEBUG] [LOCAL     ] Loaded configuration for AIP: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.914619] [DEBUG] [LOCAL     ] Loaded configuration for FUN: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.914678] [DEBUG] [LOCAL     ] Loaded configuration for CTO: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.914734] [DEBUG] [LOCAL     ] Loaded configuration for CPSS: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.914789] [DEBUG] [LOCAL     ] Loaded configuration for HIFS: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.914844] [DEBUG] [LOCAL     ] Loaded configuration for ECC: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.914899] [DEBUG] [LOCAL     ] Loaded configuration for HUMA: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.914953] [DEBUG] [LOCAL     ] Loaded configuration for CMPX: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.915009] [DEBUG] [LOCAL     ] Loaded configuration for ORMP: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.915064] [DEBUG] [LOCAL     ] Loaded configuration for ORKA: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.915127] [DEBUG] [LOCAL     ] Loaded configuration for THFF: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.915182] [DEBUG] [LOCAL     ] Loaded configuration for KTF: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.915238] [DEBUG] [LOCAL     ] Loaded configuration for TBLD: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.915294] [DEBUG] [LOCAL     ] Loaded configuration for ACAD: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.915349] [DEBUG] [LOCAL     ] Loaded configuration for INMB: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.915404] [DEBUG] [LOCAL     ] Loaded configuration for TSQ: 3 features, 100.0% accuracy
[2025-12-01T20:50:30.915459] [DEBUG] [LOCAL     ] Loaded configuration for CNC: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.915514] [DEBUG] [LOCAL     ] Loaded configuration for LZM: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.915584] [DEBUG] [LOCAL     ] Loaded configuration for ATGE: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.915644] [DEBUG] [LOCAL     ] Loaded configuration for BXMX: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.915699] [DEBUG] [LOCAL     ] Loaded configuration for AQN: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.915754] [DEBUG] [LOCAL     ] Loaded configuration for SPAI: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.915810] [DEBUG] [LOCAL     ] Loaded configuration for KLIC: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.915865] [DEBUG] [LOCAL     ] Loaded configuration for MBB: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.915920] [DEBUG] [LOCAL     ] Loaded configuration for RYI: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.915974] [DEBUG] [LOCAL     ] Loaded configuration for HPE: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.916029] [DEBUG] [LOCAL     ] Loaded configuration for MSGS: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.916085] [DEBUG] [LOCAL     ] Loaded configuration for LYEL: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.916143] [DEBUG] [LOCAL     ] Loaded configuration for FBIZ: 6 features, 70.0% accuracy
[2025-12-01T20:50:30.916217] [DEBUG] [LOCAL     ] Loaded configuration for VTLE: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.916275] [DEBUG] [LOCAL     ] Loaded configuration for TELO: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.916331] [DEBUG] [LOCAL     ] Loaded configuration for GHM: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.916392] [DEBUG] [LOCAL     ] Loaded configuration for FTLF: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.916448] [DEBUG] [LOCAL     ] Loaded configuration for OXLC: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.916512] [DEBUG] [LOCAL     ] Loaded configuration for HSII: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.916587] [DEBUG] [LOCAL     ] Loaded configuration for AFL: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.916646] [DEBUG] [LOCAL     ] Loaded configuration for FEMS: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.916703] [DEBUG] [LOCAL     ] Loaded configuration for LMND: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.916759] [DEBUG] [LOCAL     ] Loaded configuration for BJ: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.916814] [DEBUG] [LOCAL     ] Loaded configuration for ODP: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.916872] [DEBUG] [LOCAL     ] Loaded configuration for PMAX: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.916928] [DEBUG] [LOCAL     ] Loaded configuration for SQNS: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.916984] [DEBUG] [LOCAL     ] Loaded configuration for CNK: 4 features, 100.0% accuracy
[2025-12-01T20:50:30.917040] [DEBUG] [LOCAL     ] Loaded configuration for TSLQ: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.917095] [DEBUG] [LOCAL     ] Loaded configuration for STEM: 3 features, 100.0% accuracy
[2025-12-01T20:50:30.917151] [DEBUG] [LOCAL     ] Loaded configuration for FIHL: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.917205] [DEBUG] [LOCAL     ] Loaded configuration for PAA: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.917260] [DEBUG] [LOCAL     ] Loaded configuration for CTBI: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.917322] [DEBUG] [LOCAL     ] Loaded configuration for RRGB: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.917379] [DEBUG] [LOCAL     ] Loaded configuration for VOC: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.917434] [DEBUG] [LOCAL     ] Loaded configuration for HWH: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.917489] [DEBUG] [LOCAL     ] Loaded configuration for IMMP: 3 features, 50.0% accuracy
[2025-12-01T20:50:30.917544] [DEBUG] [LOCAL     ] Loaded configuration for HLIO: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.917617] [DEBUG] [LOCAL     ] Loaded configuration for SGBX: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.917673] [DEBUG] [LOCAL     ] Loaded configuration for KBWY: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.917729] [DEBUG] [LOCAL     ] Loaded configuration for JKHY: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.917784] [DEBUG] [LOCAL     ] Loaded configuration for AXON: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.917839] [DEBUG] [LOCAL     ] Loaded configuration for RDVY: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.917893] [DEBUG] [LOCAL     ] Loaded configuration for PAYS: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.917948] [DEBUG] [LOCAL     ] Loaded configuration for NTRA: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.918004] [DEBUG] [LOCAL     ] Loaded configuration for OLMA: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.918059] [DEBUG] [LOCAL     ] Loaded configuration for XOM: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.918115] [DEBUG] [LOCAL     ] Loaded configuration for BUG: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.918172] [DEBUG] [LOCAL     ] Loaded configuration for UAA: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.918227] [DEBUG] [LOCAL     ] Loaded configuration for DCO: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.918282] [DEBUG] [LOCAL     ] Loaded configuration for BGS: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.918371] [DEBUG] [LOCAL     ] Loaded configuration for HUN: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.918433] [DEBUG] [LOCAL     ] Loaded configuration for BE: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.918492] [DEBUG] [LOCAL     ] Loaded configuration for ULY: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.918549] [DEBUG] [LOCAL     ] Loaded configuration for PATH: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.918628] [DEBUG] [LOCAL     ] Loaded configuration for AGNCL: 6 features, 90.0% accuracy
[2025-12-01T20:50:30.918688] [DEBUG] [LOCAL     ] Loaded configuration for CTRN: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.918745] [DEBUG] [LOCAL     ] Loaded configuration for ACWX: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.918803] [DEBUG] [LOCAL     ] Loaded configuration for NB: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.918860] [DEBUG] [LOCAL     ] Loaded configuration for GUG: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.918918] [DEBUG] [LOCAL     ] Loaded configuration for TX: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.918975] [DEBUG] [LOCAL     ] Loaded configuration for KN: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.919031] [DEBUG] [LOCAL     ] Loaded configuration for RSKD: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.919087] [DEBUG] [LOCAL     ] Loaded configuration for ARES: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.919144] [DEBUG] [LOCAL     ] Loaded configuration for BMY: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.919201] [DEBUG] [LOCAL     ] Loaded configuration for GGLS: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.919257] [DEBUG] [LOCAL     ] Loaded configuration for GLBE: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.919313] [DEBUG] [LOCAL     ] Loaded configuration for TOI: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.919375] [DEBUG] [LOCAL     ] Loaded configuration for NUVL: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.919468] [DEBUG] [LOCAL     ] Loaded configuration for ATRO: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.919544] [DEBUG] [LOCAL     ] Loaded configuration for CRON: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.919636] [DEBUG] [LOCAL     ] Loaded configuration for GLRE: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.919696] [DEBUG] [LOCAL     ] Loaded configuration for TS: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.919753] [DEBUG] [LOCAL     ] Loaded configuration for VSTM: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.919808] [DEBUG] [LOCAL     ] Loaded configuration for GRFS: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.919863] [DEBUG] [LOCAL     ] Loaded configuration for RELL: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.919919] [DEBUG] [LOCAL     ] Loaded configuration for WDH: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.919977] [DEBUG] [LOCAL     ] Loaded configuration for LILA: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.920035] [DEBUG] [LOCAL     ] Loaded configuration for HIG: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.920093] [DEBUG] [LOCAL     ] Loaded configuration for NOTE: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.920150] [DEBUG] [LOCAL     ] Loaded configuration for TPZ: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.920217] [DEBUG] [LOCAL     ] Loaded configuration for APLD: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.920277] [DEBUG] [LOCAL     ] Loaded configuration for FWRG: 2 features, 50.0% accuracy
[2025-12-01T20:50:30.920337] [DEBUG] [LOCAL     ] Loaded configuration for UPXI: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.920397] [DEBUG] [LOCAL     ] Loaded configuration for ALE: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.920474] [DEBUG] [LOCAL     ] Loaded configuration for USXF: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.920533] [DEBUG] [LOCAL     ] Loaded configuration for ICE: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.920613] [DEBUG] [LOCAL     ] Loaded configuration for ESGE: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.920682] [DEBUG] [LOCAL     ] Loaded configuration for TBIL: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.920743] [DEBUG] [LOCAL     ] Loaded configuration for FITBO: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.920800] [DEBUG] [LOCAL     ] Loaded configuration for IHS: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.920857] [DEBUG] [LOCAL     ] Loaded configuration for RYAAY: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.920915] [DEBUG] [LOCAL     ] Loaded configuration for AUID: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.920974] [DEBUG] [LOCAL     ] Loaded configuration for ZETA: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.921033] [DEBUG] [LOCAL     ] Loaded configuration for VPLS: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.921091] [DEBUG] [LOCAL     ] Loaded configuration for DMAC: 5 features, 70.0% accuracy
[2025-12-01T20:50:30.921149] [DEBUG] [LOCAL     ] Loaded configuration for PACB: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.921210] [DEBUG] [LOCAL     ] Loaded configuration for WASH: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.921269] [DEBUG] [LOCAL     ] Loaded configuration for NFLX: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.921327] [DEBUG] [LOCAL     ] Loaded configuration for FIGS: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.921389] [DEBUG] [LOCAL     ] Loaded configuration for KPRX: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.921449] [DEBUG] [LOCAL     ] Loaded configuration for AMCX: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.921507] [DEBUG] [LOCAL     ] Loaded configuration for TVC: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.921565] [DEBUG] [LOCAL     ] Loaded configuration for SKYE: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.921644] [DEBUG] [LOCAL     ] Loaded configuration for SPRC: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.921707] [DEBUG] [LOCAL     ] Loaded configuration for LRCX: 3 features, 66.66666666666666% accuracy
[2025-12-01T20:50:30.921766] [DEBUG] [LOCAL     ] Loaded configuration for ETG: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.921824] [DEBUG] [LOCAL     ] Loaded configuration for DSP: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.921883] [DEBUG] [LOCAL     ] Loaded configuration for LII: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.921949] [DEBUG] [LOCAL     ] Loaded configuration for SYY: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.922009] [DEBUG] [LOCAL     ] Loaded configuration for ZBIO: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.922068] [DEBUG] [LOCAL     ] Loaded configuration for CGO: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.922127] [DEBUG] [LOCAL     ] Loaded configuration for FGEN: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.922188] [DEBUG] [LOCAL     ] Loaded configuration for AKRO: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.922259] [DEBUG] [LOCAL     ] Loaded configuration for PCF: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.922319] [DEBUG] [LOCAL     ] Loaded configuration for F: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.922377] [DEBUG] [LOCAL     ] Loaded configuration for FEX: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.922435] [DEBUG] [LOCAL     ] Loaded configuration for ASBA: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.922492] [DEBUG] [LOCAL     ] Loaded configuration for CTRE: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.922550] [DEBUG] [LOCAL     ] Loaded configuration for THG: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.922634] [DEBUG] [LOCAL     ] Loaded configuration for LCID: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.922693] [DEBUG] [LOCAL     ] Loaded configuration for PH: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.922751] [DEBUG] [LOCAL     ] Loaded configuration for DTM: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.922811] [DEBUG] [LOCAL     ] Loaded configuration for DHIL: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.922870] [DEBUG] [LOCAL     ] Loaded configuration for AFYA: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.922929] [DEBUG] [LOCAL     ] Loaded configuration for QVAL: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.922986] [DEBUG] [LOCAL     ] Loaded configuration for SCS: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.923043] [DEBUG] [LOCAL     ] Loaded configuration for SNGX: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.923101] [DEBUG] [LOCAL     ] Loaded configuration for SMX: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.923158] [DEBUG] [LOCAL     ] Loaded configuration for IIM: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.923216] [DEBUG] [LOCAL     ] Loaded configuration for CETY: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.923275] [DEBUG] [LOCAL     ] Loaded configuration for WKSP: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.923333] [DEBUG] [LOCAL     ] Loaded configuration for BCML: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.923391] [DEBUG] [LOCAL     ] Loaded configuration for BJDX: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.923449] [DEBUG] [LOCAL     ] Loaded configuration for FTQI: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.923518] [DEBUG] [LOCAL     ] Loaded configuration for CBNK: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.923593] [DEBUG] [LOCAL     ] Loaded configuration for PROK: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.923656] [DEBUG] [LOCAL     ] Loaded configuration for AEFC: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.923714] [DEBUG] [LOCAL     ] Loaded configuration for AMDL: 5 features, 70.0% accuracy
[2025-12-01T20:50:30.923773] [DEBUG] [LOCAL     ] Loaded configuration for BRSP: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.923832] [DEBUG] [LOCAL     ] Loaded configuration for SEM: 4 features, 100.0% accuracy
[2025-12-01T20:50:30.923889] [DEBUG] [LOCAL     ] Loaded configuration for SOJC: 3 features, 100.0% accuracy
[2025-12-01T20:50:30.923948] [DEBUG] [LOCAL     ] Loaded configuration for GBIO: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.924005] [DEBUG] [LOCAL     ] Loaded configuration for ARDC: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.924063] [DEBUG] [LOCAL     ] Loaded configuration for SVRA: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.924123] [DEBUG] [LOCAL     ] Loaded configuration for VSH: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.924181] [DEBUG] [LOCAL     ] Loaded configuration for SURG: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.924246] [DEBUG] [LOCAL     ] Loaded configuration for NVO: 3 features, 100.0% accuracy
[2025-12-01T20:50:30.924304] [DEBUG] [LOCAL     ] Loaded configuration for SLNO: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.924364] [DEBUG] [LOCAL     ] Loaded configuration for BEPH: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.924424] [DEBUG] [LOCAL     ] Loaded configuration for LINC: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.924482] [DEBUG] [LOCAL     ] Loaded configuration for IAE: 2 features, 50.0% accuracy
[2025-12-01T20:50:30.924540] [DEBUG] [LOCAL     ] Loaded configuration for NGG: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.924617] [DEBUG] [LOCAL     ] Loaded configuration for DFH: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.924677] [DEBUG] [LOCAL     ] Loaded configuration for TPG: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.924735] [DEBUG] [LOCAL     ] Loaded configuration for VPG: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.924813] [DEBUG] [LOCAL     ] Loaded configuration for PHIO: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.924873] [DEBUG] [LOCAL     ] Loaded configuration for CHMI: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.924932] [DEBUG] [LOCAL     ] Loaded configuration for UTI: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.924991] [DEBUG] [LOCAL     ] Loaded configuration for GPRO: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.925050] [DEBUG] [LOCAL     ] Loaded configuration for STRA: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.925108] [DEBUG] [LOCAL     ] Loaded configuration for FOX: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.925166] [DEBUG] [LOCAL     ] Loaded configuration for VTOL: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.925224] [DEBUG] [LOCAL     ] Loaded configuration for PAHC: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.925282] [DEBUG] [LOCAL     ] Loaded configuration for MPC: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.925342] [DEBUG] [LOCAL     ] Loaded configuration for FINX: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.925400] [DEBUG] [LOCAL     ] Loaded configuration for GEF: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.925457] [DEBUG] [LOCAL     ] Loaded configuration for CHD: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.925516] [DEBUG] [LOCAL     ] Loaded configuration for PVL: 1 features, 100.0% accuracy
[2025-12-01T20:50:30.925593] [DEBUG] [LOCAL     ] Loaded configuration for TAOP: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.925655] [DEBUG] [LOCAL     ] Loaded configuration for PINE: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.925713] [DEBUG] [LOCAL     ] Loaded configuration for LTRX: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.925771] [DEBUG] [LOCAL     ] Loaded configuration for ACTG: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.925829] [DEBUG] [LOCAL     ] Loaded configuration for AURA: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.925887] [DEBUG] [LOCAL     ] Loaded configuration for GBAB: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.925945] [DEBUG] [LOCAL     ] Loaded configuration for DRUG: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.926004] [DEBUG] [LOCAL     ] Loaded configuration for FDS: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.926062] [DEBUG] [LOCAL     ] Loaded configuration for PINS: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.926119] [DEBUG] [LOCAL     ] Loaded configuration for FUBO: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.926177] [DEBUG] [LOCAL     ] Loaded configuration for MURA: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.926235] [DEBUG] [LOCAL     ] Loaded configuration for ZEUS: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.926294] [DEBUG] [LOCAL     ] Loaded configuration for BLMN: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.926354] [DEBUG] [LOCAL     ] Loaded configuration for CATY: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.926413] [DEBUG] [LOCAL     ] Loaded configuration for VRSK: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.926471] [DEBUG] [LOCAL     ] Loaded configuration for IGI: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.926536] [DEBUG] [LOCAL     ] Loaded configuration for TAL: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.926620] [DEBUG] [LOCAL     ] Loaded configuration for CDNS: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.926681] [DEBUG] [LOCAL     ] Loaded configuration for SERA: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.926740] [DEBUG] [LOCAL     ] Loaded configuration for SIG: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.926799] [DEBUG] [LOCAL     ] Loaded configuration for FTXL: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.926856] [DEBUG] [LOCAL     ] Loaded configuration for CBZ: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.926914] [DEBUG] [LOCAL     ] Loaded configuration for SN: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.926973] [DEBUG] [LOCAL     ] Loaded configuration for GECC: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.927032] [DEBUG] [LOCAL     ] Loaded configuration for ABCL: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.927090] [DEBUG] [LOCAL     ] Loaded configuration for SHOO: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.927147] [DEBUG] [LOCAL     ] Loaded configuration for FND: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.927205] [DEBUG] [LOCAL     ] Loaded configuration for KTOS: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.927262] [DEBUG] [LOCAL     ] Loaded configuration for TBPH: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.927320] [DEBUG] [LOCAL     ] Loaded configuration for WCLD: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.927377] [DEBUG] [LOCAL     ] Loaded configuration for OVID: 1 features, 100.0% accuracy
[2025-12-01T20:50:30.927435] [DEBUG] [LOCAL     ] Loaded configuration for GRX: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.927492] [DEBUG] [LOCAL     ] Loaded configuration for ACRS: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.927551] [DEBUG] [LOCAL     ] Loaded configuration for EIG: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.927628] [DEBUG] [LOCAL     ] Loaded configuration for HCA: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.927687] [DEBUG] [LOCAL     ] Loaded configuration for CMSD: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.927745] [DEBUG] [LOCAL     ] Loaded configuration for PLUS: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.927802] [DEBUG] [LOCAL     ] Loaded configuration for TEF: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.927869] [DEBUG] [LOCAL     ] Loaded configuration for GRAL: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.927929] [DEBUG] [LOCAL     ] Loaded configuration for CI: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.927988] [DEBUG] [LOCAL     ] Loaded configuration for KIO: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.928047] [DEBUG] [LOCAL     ] Loaded configuration for TVTX: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.928106] [DEBUG] [LOCAL     ] Loaded configuration for PNC: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.928163] [DEBUG] [LOCAL     ] Loaded configuration for AEG: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.928222] [DEBUG] [LOCAL     ] Loaded configuration for ALGN: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.928280] [DEBUG] [LOCAL     ] Loaded configuration for MLCO: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.928725] [DEBUG] [LOCAL     ] Loaded configuration for JPC: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.928920] [DEBUG] [LOCAL     ] Loaded configuration for FSS: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.929038] [DEBUG] [LOCAL     ] Loaded configuration for RGEN: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.929147] [DEBUG] [LOCAL     ] Loaded configuration for SMBC: 0 features, 50.0% accuracy
[2025-12-01T20:50:30.929257] [DEBUG] [LOCAL     ] Loaded configuration for CONL: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.929355] [DEBUG] [LOCAL     ] Loaded configuration for PAL: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.929412] [DEBUG] [LOCAL     ] Loaded configuration for ELAB: 0 features, 50.0% accuracy
[2025-12-01T20:50:30.929469] [DEBUG] [LOCAL     ] Loaded configuration for UNCY: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.929545] [DEBUG] [LOCAL     ] Loaded configuration for HI: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.929620] [DEBUG] [LOCAL     ] Loaded configuration for SRBK: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.929678] [DEBUG] [LOCAL     ] Loaded configuration for MXF: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.929733] [DEBUG] [LOCAL     ] Loaded configuration for VIPS: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.929818] [DEBUG] [LOCAL     ] Loaded configuration for QFIN: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.929877] [DEBUG] [LOCAL     ] Loaded configuration for DVY: 3 features, 100.0% accuracy
[2025-12-01T20:50:30.929938] [DEBUG] [LOCAL     ] Loaded configuration for CDXS: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.929994] [DEBUG] [LOCAL     ] Loaded configuration for BFH: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.930050] [DEBUG] [LOCAL     ] Loaded configuration for OBDC: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.930107] [DEBUG] [LOCAL     ] Loaded configuration for CSTL: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.930164] [DEBUG] [LOCAL     ] Loaded configuration for SUZ: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.930221] [DEBUG] [LOCAL     ] Loaded configuration for MKC: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.930276] [DEBUG] [LOCAL     ] Loaded configuration for ARCB: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.930331] [DEBUG] [LOCAL     ] Loaded configuration for TECH: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.930391] [DEBUG] [LOCAL     ] Loaded configuration for LYB: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.930447] [DEBUG] [LOCAL     ] Loaded configuration for AN: 4 features, 100.0% accuracy
[2025-12-01T20:50:30.930503] [DEBUG] [LOCAL     ] Loaded configuration for TFII: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.930558] [DEBUG] [LOCAL     ] Loaded configuration for UITB: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.930634] [DEBUG] [LOCAL     ] Loaded configuration for OFG: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.930691] [DEBUG] [LOCAL     ] Loaded configuration for DGICA: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.930746] [DEBUG] [LOCAL     ] Loaded configuration for NNE: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.930802] [DEBUG] [LOCAL     ] Loaded configuration for NKSH: 4 features, 100.0% accuracy
[2025-12-01T20:50:30.930857] [DEBUG] [LOCAL     ] Loaded configuration for WDFC: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.930913] [DEBUG] [LOCAL     ] Loaded configuration for CYH: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.930968] [DEBUG] [LOCAL     ] Loaded configuration for MSEX: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.931023] [DEBUG] [LOCAL     ] Loaded configuration for ULH: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.931080] [DEBUG] [LOCAL     ] Loaded configuration for AAP: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.931135] [DEBUG] [LOCAL     ] Loaded configuration for TNYA: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.931190] [DEBUG] [LOCAL     ] Loaded configuration for CRVS: 6 features, 80.0% accuracy
[2025-12-01T20:50:30.931246] [DEBUG] [LOCAL     ] Loaded configuration for WNC: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.931303] [DEBUG] [LOCAL     ] Loaded configuration for BSSX: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.931359] [DEBUG] [LOCAL     ] Loaded configuration for HNI: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.931414] [DEBUG] [LOCAL     ] Loaded configuration for ENTX: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.931470] [DEBUG] [LOCAL     ] Loaded configuration for IQQQ: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.931525] [DEBUG] [LOCAL     ] Loaded configuration for LHX: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.931600] [DEBUG] [LOCAL     ] Loaded configuration for RVMD: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.931661] [DEBUG] [LOCAL     ] Loaded configuration for QQQ: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.931716] [DEBUG] [LOCAL     ] Loaded configuration for SBSI: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.931779] [DEBUG] [LOCAL     ] Loaded configuration for IAS: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.931836] [DEBUG] [LOCAL     ] Loaded configuration for ENS: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.931890] [DEBUG] [LOCAL     ] Loaded configuration for YALA: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.931945] [DEBUG] [LOCAL     ] Loaded configuration for BSJS: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.932002] [DEBUG] [LOCAL     ] Loaded configuration for VFF: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.932057] [DEBUG] [LOCAL     ] Loaded configuration for WSM: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.932113] [DEBUG] [LOCAL     ] Loaded configuration for YUMC: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.932169] [DEBUG] [LOCAL     ] Loaded configuration for TBLA: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.932224] [DEBUG] [LOCAL     ] Loaded configuration for COCO: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.932279] [DEBUG] [LOCAL     ] Loaded configuration for DOOO: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.932333] [DEBUG] [LOCAL     ] Loaded configuration for CAAS: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.932393] [DEBUG] [LOCAL     ] Loaded configuration for GES: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.932448] [DEBUG] [LOCAL     ] Loaded configuration for SANA: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.932503] [DEBUG] [LOCAL     ] Loaded configuration for HCSG: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.932559] [DEBUG] [LOCAL     ] Loaded configuration for TEX: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.932632] [DEBUG] [LOCAL     ] Loaded configuration for NOAH: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.932688] [DEBUG] [LOCAL     ] Loaded configuration for INVZ: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.932742] [DEBUG] [LOCAL     ] Loaded configuration for WULF: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.932797] [DEBUG] [LOCAL     ] Loaded configuration for ASG: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.932853] [DEBUG] [LOCAL     ] Loaded configuration for CLDX: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.932908] [DEBUG] [LOCAL     ] Loaded configuration for BB: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.932963] [DEBUG] [LOCAL     ] Loaded configuration for IMPP: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.933017] [DEBUG] [LOCAL     ] Loaded configuration for RRC: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.933072] [DEBUG] [LOCAL     ] Loaded configuration for RUSHB: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.933126] [DEBUG] [LOCAL     ] Loaded configuration for BCS: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.933184] [DEBUG] [LOCAL     ] Loaded configuration for AGRO: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.933255] [DEBUG] [LOCAL     ] Loaded configuration for MTX: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.933313] [DEBUG] [LOCAL     ] Loaded configuration for DPG: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.933369] [DEBUG] [LOCAL     ] Loaded configuration for IMNM: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.933429] [DEBUG] [LOCAL     ] Loaded configuration for BLFY: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.933484] [DEBUG] [LOCAL     ] Loaded configuration for AMZN: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.933538] [DEBUG] [LOCAL     ] Loaded configuration for IUSG: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.933611] [DEBUG] [LOCAL     ] Loaded configuration for SLVO: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.933669] [DEBUG] [LOCAL     ] Loaded configuration for OCCI: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.933724] [DEBUG] [LOCAL     ] Loaded configuration for XOS: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.933781] [DEBUG] [LOCAL     ] Loaded configuration for VKTX: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.933835] [DEBUG] [LOCAL     ] Loaded configuration for INBK: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.933907] [DEBUG] [LOCAL     ] Loaded configuration for IRTC: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.933970] [DEBUG] [LOCAL     ] Loaded configuration for HLAL: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.934043] [DEBUG] [LOCAL     ] Loaded configuration for RAMP: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.934101] [DEBUG] [LOCAL     ] Loaded configuration for CHCI: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.934158] [DEBUG] [LOCAL     ] Loaded configuration for FBK: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.934223] [DEBUG] [LOCAL     ] Loaded configuration for EXC: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.934280] [DEBUG] [LOCAL     ] Loaded configuration for CPZ: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.934336] [DEBUG] [LOCAL     ] Loaded configuration for PRTA: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.934392] [DEBUG] [LOCAL     ] Loaded configuration for RBA: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.934447] [DEBUG] [LOCAL     ] Loaded configuration for RH: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.934502] [DEBUG] [LOCAL     ] Loaded configuration for EVEX: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.934558] [DEBUG] [LOCAL     ] Loaded configuration for LMB: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.934634] [DEBUG] [LOCAL     ] Loaded configuration for AAPL: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.934700] [DEBUG] [LOCAL     ] Loaded configuration for WLK: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.934758] [DEBUG] [LOCAL     ] Loaded configuration for TNL: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.934815] [DEBUG] [LOCAL     ] Loaded configuration for PBA: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.934872] [DEBUG] [LOCAL     ] Loaded configuration for EVN: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.934927] [DEBUG] [LOCAL     ] Loaded configuration for DDS: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.934987] [DEBUG] [LOCAL     ] Loaded configuration for KD: 6 features, 80.0% accuracy
[2025-12-01T20:50:30.935042] [DEBUG] [LOCAL     ] Loaded configuration for RHI: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.935097] [DEBUG] [LOCAL     ] Loaded configuration for EWZS: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.935154] [DEBUG] [LOCAL     ] Loaded configuration for KBH: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.935208] [DEBUG] [LOCAL     ] Loaded configuration for DCTH: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.935265] [DEBUG] [LOCAL     ] Loaded configuration for CLBK: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.935325] [DEBUG] [LOCAL     ] Loaded configuration for PFG: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.935383] [DEBUG] [LOCAL     ] Loaded configuration for TTD: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.935438] [DEBUG] [LOCAL     ] Loaded configuration for LAD: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.935493] [DEBUG] [LOCAL     ] Loaded configuration for KMI: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.935548] [DEBUG] [LOCAL     ] Loaded configuration for CRGO: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.935646] [DEBUG] [LOCAL     ] Loaded configuration for PLCE: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.935713] [DEBUG] [LOCAL     ] Loaded configuration for PSO: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.935770] [DEBUG] [LOCAL     ] Loaded configuration for AMBP: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.935825] [DEBUG] [LOCAL     ] Loaded configuration for TRIN: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.935880] [DEBUG] [LOCAL     ] Loaded configuration for FUNC: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.935935] [DEBUG] [LOCAL     ] Loaded configuration for NHTC: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.935989] [DEBUG] [LOCAL     ] Loaded configuration for MDB: 0 features, 50.0% accuracy
[2025-12-01T20:50:30.936045] [DEBUG] [LOCAL     ] Loaded configuration for MFA: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.936100] [DEBUG] [LOCAL     ] Loaded configuration for ATI: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.936156] [DEBUG] [LOCAL     ] Loaded configuration for CMP: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.936218] [DEBUG] [LOCAL     ] Loaded configuration for ADBE: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.936274] [DEBUG] [LOCAL     ] Loaded configuration for HAIN: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.936332] [DEBUG] [LOCAL     ] Loaded configuration for RBCAA: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.936389] [DEBUG] [LOCAL     ] Loaded configuration for RRBI: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.936444] [DEBUG] [LOCAL     ] Loaded configuration for FCNCP: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.936500] [DEBUG] [LOCAL     ] Loaded configuration for ALZN: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.936556] [DEBUG] [LOCAL     ] Loaded configuration for LYTS: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.936636] [DEBUG] [LOCAL     ] Loaded configuration for GDRX: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.936693] [DEBUG] [LOCAL     ] Loaded configuration for MDXG: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.936749] [DEBUG] [LOCAL     ] Loaded configuration for NEA: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.936804] [DEBUG] [LOCAL     ] Loaded configuration for AIPI: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.936859] [DEBUG] [LOCAL     ] Loaded configuration for SNTI: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.936914] [DEBUG] [LOCAL     ] Loaded configuration for MAN: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.936969] [DEBUG] [LOCAL     ] Loaded configuration for TAC: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.937024] [DEBUG] [LOCAL     ] Loaded configuration for FBIO: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.937080] [DEBUG] [LOCAL     ] Loaded configuration for MATX: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.937135] [DEBUG] [LOCAL     ] Loaded configuration for SARK: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.937190] [DEBUG] [LOCAL     ] Loaded configuration for CRVO: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.937245] [DEBUG] [LOCAL     ] Loaded configuration for AGIO: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.937299] [DEBUG] [LOCAL     ] Loaded configuration for EFSC: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.937359] [DEBUG] [LOCAL     ] Loaded configuration for SLG: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.937414] [DEBUG] [LOCAL     ] Loaded configuration for XTKG: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.937469] [DEBUG] [LOCAL     ] Loaded configuration for ICFI: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.937524] [DEBUG] [LOCAL     ] Loaded configuration for EQBK: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.937594] [DEBUG] [LOCAL     ] Loaded configuration for CZNC: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.937652] [DEBUG] [LOCAL     ] Loaded configuration for HGTY: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.937707] [DEBUG] [LOCAL     ] Loaded configuration for PCH: 3 features, 50.0% accuracy
[2025-12-01T20:50:30.937762] [DEBUG] [LOCAL     ] Loaded configuration for OLN: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.937826] [DEBUG] [LOCAL     ] Loaded configuration for INDB: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.937882] [DEBUG] [LOCAL     ] Loaded configuration for BBLG: 3 features, 100.0% accuracy
[2025-12-01T20:50:30.937941] [DEBUG] [LOCAL     ] Loaded configuration for PSCH: 4 features, 100.0% accuracy
[2025-12-01T20:50:30.937996] [DEBUG] [LOCAL     ] Loaded configuration for FMNB: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.938068] [DEBUG] [LOCAL     ] Loaded configuration for MDAI: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.938124] [DEBUG] [LOCAL     ] Loaded configuration for HUBB: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.938179] [DEBUG] [LOCAL     ] Loaded configuration for BFK: 5 features, 100.0% accuracy
[2025-12-01T20:50:30.938234] [DEBUG] [LOCAL     ] Loaded configuration for GRC: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.938291] [DEBUG] [LOCAL     ] Loaded configuration for IIIN: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.938371] [DEBUG] [LOCAL     ] Loaded configuration for MDGL: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.938439] [DEBUG] [LOCAL     ] Loaded configuration for RWAY: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.938495] [DEBUG] [LOCAL     ] Loaded configuration for TSLA: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.938550] [DEBUG] [LOCAL     ] Loaded configuration for ANIP: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.938628] [DEBUG] [LOCAL     ] Loaded configuration for AOS: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.938684] [DEBUG] [LOCAL     ] Loaded configuration for KODK: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.938739] [DEBUG] [LOCAL     ] Loaded configuration for FTCS: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.938802] [DEBUG] [LOCAL     ] Loaded configuration for LITE: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.938859] [DEBUG] [LOCAL     ] Loaded configuration for DAPP: 3 features, 50.0% accuracy
[2025-12-01T20:50:30.938915] [DEBUG] [LOCAL     ] Loaded configuration for PBF: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.938970] [DEBUG] [LOCAL     ] Loaded configuration for BFC: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.939027] [DEBUG] [LOCAL     ] Loaded configuration for SLQD: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.939082] [DEBUG] [LOCAL     ] Loaded configuration for IIF: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.939137] [DEBUG] [LOCAL     ] Loaded configuration for BME: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.939191] [DEBUG] [LOCAL     ] Loaded configuration for OHI: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.939247] [DEBUG] [LOCAL     ] Loaded configuration for VXUS: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.939304] [DEBUG] [LOCAL     ] Loaded configuration for HOTH: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.939361] [DEBUG] [LOCAL     ] Loaded configuration for AMPH: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.939419] [DEBUG] [LOCAL     ] Loaded configuration for CLOA: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.939477] [DEBUG] [LOCAL     ] Loaded configuration for CDRO: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.939532] [DEBUG] [LOCAL     ] Loaded configuration for OII: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.939610] [DEBUG] [LOCAL     ] Loaded configuration for REYN: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.939668] [DEBUG] [LOCAL     ] Loaded configuration for TPB: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.939723] [DEBUG] [LOCAL     ] Loaded configuration for FFWM: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.939778] [DEBUG] [LOCAL     ] Loaded configuration for OXM: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.939833] [DEBUG] [LOCAL     ] Loaded configuration for MBC: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.939889] [DEBUG] [LOCAL     ] Loaded configuration for IMMX: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.939944] [DEBUG] [LOCAL     ] Loaded configuration for BWMN: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.940008] [DEBUG] [LOCAL     ] Loaded configuration for ARRY: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.940065] [DEBUG] [LOCAL     ] Loaded configuration for FITB: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.940120] [DEBUG] [LOCAL     ] Loaded configuration for CING: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.940175] [DEBUG] [LOCAL     ] Loaded configuration for SE: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.940230] [DEBUG] [LOCAL     ] Loaded configuration for PD: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.940286] [DEBUG] [LOCAL     ] Loaded configuration for KRMD: 3 features, 50.0% accuracy
[2025-12-01T20:50:30.940341] [DEBUG] [LOCAL     ] Loaded configuration for LPG: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.940399] [DEBUG] [LOCAL     ] Loaded configuration for PDI: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.940457] [DEBUG] [LOCAL     ] Loaded configuration for APGE: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.940513] [DEBUG] [LOCAL     ] Loaded configuration for XPOF: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.940567] [DEBUG] [LOCAL     ] Loaded configuration for JHX: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.940649] [DEBUG] [LOCAL     ] Loaded configuration for HFRO: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.940705] [DEBUG] [LOCAL     ] Loaded configuration for PNQI: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.940761] [DEBUG] [LOCAL     ] Loaded configuration for COP: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.940815] [DEBUG] [LOCAL     ] Loaded configuration for COLD: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.940872] [DEBUG] [LOCAL     ] Loaded configuration for ATXS: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.940928] [DEBUG] [LOCAL     ] Loaded configuration for HTLD: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.940984] [DEBUG] [LOCAL     ] Loaded configuration for PBYI: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.941039] [DEBUG] [LOCAL     ] Loaded configuration for ZLAB: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.941093] [DEBUG] [LOCAL     ] Loaded configuration for UNFI: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.941149] [DEBUG] [LOCAL     ] Loaded configuration for CASI: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.941207] [DEBUG] [LOCAL     ] Loaded configuration for PAYX: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.941263] [DEBUG] [LOCAL     ] Loaded configuration for PAY: 5 features, 70.0% accuracy
[2025-12-01T20:50:30.941318] [DEBUG] [LOCAL     ] Loaded configuration for VMO: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.941375] [DEBUG] [LOCAL     ] Loaded configuration for BEPI: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.941431] [DEBUG] [LOCAL     ] Loaded configuration for BALL: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.941486] [DEBUG] [LOCAL     ] Loaded configuration for RYTM: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.941541] [DEBUG] [LOCAL     ] Loaded configuration for TRP: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.941614] [DEBUG] [LOCAL     ] Loaded configuration for JBND: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.941670] [DEBUG] [LOCAL     ] Loaded configuration for NCNO: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.941726] [DEBUG] [LOCAL     ] Loaded configuration for KLXE: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.941782] [DEBUG] [LOCAL     ] Loaded configuration for SF: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.941836] [DEBUG] [LOCAL     ] Loaded configuration for GOVI: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.941892] [DEBUG] [LOCAL     ] Loaded configuration for GPK: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.941947] [DEBUG] [LOCAL     ] Loaded configuration for CTAS: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.942002] [DEBUG] [LOCAL     ] Loaded configuration for ATRA: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.942057] [DEBUG] [LOCAL     ] Loaded configuration for VOTE: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.942120] [DEBUG] [LOCAL     ] Loaded configuration for RSSS: 2 features, 50.0% accuracy
[2025-12-01T20:50:30.942192] [DEBUG] [LOCAL     ] Loaded configuration for DGX: 4 features, 50.0% accuracy
[2025-12-01T20:50:30.942248] [DEBUG] [LOCAL     ] Loaded configuration for PM: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.942309] [DEBUG] [LOCAL     ] Loaded configuration for MANH: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.942368] [DEBUG] [LOCAL     ] Loaded configuration for GLPG: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.942423] [DEBUG] [LOCAL     ] Loaded configuration for LLYVA: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.942477] [DEBUG] [LOCAL     ] Loaded configuration for VGI: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.942531] [DEBUG] [LOCAL     ] Loaded configuration for JKS: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.942605] [DEBUG] [LOCAL     ] Loaded configuration for TBBK: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.942662] [DEBUG] [LOCAL     ] Loaded configuration for RXRX: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.942717] [DEBUG] [LOCAL     ] Loaded configuration for CNTA: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.942770] [DEBUG] [LOCAL     ] Loaded configuration for HNRG: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.942833] [DEBUG] [LOCAL     ] Loaded configuration for VMD: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.942888] [DEBUG] [LOCAL     ] Loaded configuration for AFCG: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.942942] [DEBUG] [LOCAL     ] Loaded configuration for PAAS: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.942997] [DEBUG] [LOCAL     ] Loaded configuration for CPS: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.943050] [DEBUG] [LOCAL     ] Loaded configuration for CVS: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.943104] [DEBUG] [LOCAL     ] Loaded configuration for CROX: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.943158] [DEBUG] [LOCAL     ] Loaded configuration for HTOO: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.943220] [DEBUG] [LOCAL     ] Loaded configuration for JACK: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.943273] [DEBUG] [LOCAL     ] Loaded configuration for BRAG: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.943327] [DEBUG] [LOCAL     ] Loaded configuration for CUBI: 2 features, 50.0% accuracy
[2025-12-01T20:50:30.943380] [DEBUG] [LOCAL     ] Loaded configuration for ASB: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.943434] [DEBUG] [LOCAL     ] Loaded configuration for SYM: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.943488] [DEBUG] [LOCAL     ] Loaded configuration for HP: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.943543] [DEBUG] [LOCAL     ] Loaded configuration for CGTX: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.943617] [DEBUG] [LOCAL     ] Loaded configuration for IQ: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.943673] [DEBUG] [LOCAL     ] Loaded configuration for UDMY: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.943728] [DEBUG] [LOCAL     ] Loaded configuration for FLUX: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.943782] [DEBUG] [LOCAL     ] Loaded configuration for IOVA: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.943837] [DEBUG] [LOCAL     ] Loaded configuration for MCY: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.943890] [DEBUG] [LOCAL     ] Loaded configuration for MREO: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.943945] [DEBUG] [LOCAL     ] Loaded configuration for JCE: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.944001] [DEBUG] [LOCAL     ] Loaded configuration for MYE: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.944054] [DEBUG] [LOCAL     ] Loaded configuration for BSCY: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.944108] [DEBUG] [LOCAL     ] Loaded configuration for BLCO: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.944161] [DEBUG] [LOCAL     ] Loaded configuration for BZUN: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.944221] [DEBUG] [LOCAL     ] Loaded configuration for META: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.944277] [DEBUG] [LOCAL     ] Loaded configuration for FRGE: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.944331] [DEBUG] [LOCAL     ] Loaded configuration for NBN: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.944386] [DEBUG] [LOCAL     ] Loaded configuration for SEIC: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.944443] [DEBUG] [LOCAL     ] Loaded configuration for ETO: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.944497] [DEBUG] [LOCAL     ] Loaded configuration for MTRX: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.944551] [DEBUG] [LOCAL     ] Loaded configuration for MDLZ: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.944629] [DEBUG] [LOCAL     ] Loaded configuration for CBSH: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.944685] [DEBUG] [LOCAL     ] Loaded configuration for AXP: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.944739] [DEBUG] [LOCAL     ] Loaded configuration for MIGI: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.944793] [DEBUG] [LOCAL     ] Loaded configuration for RMI: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.944846] [DEBUG] [LOCAL     ] Loaded configuration for JBI: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.944899] [DEBUG] [LOCAL     ] Loaded configuration for NAD: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.944960] [DEBUG] [LOCAL     ] Loaded configuration for FMB: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.945016] [DEBUG] [LOCAL     ] Loaded configuration for IBN: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.945075] [DEBUG] [LOCAL     ] Loaded configuration for BCX: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.945129] [DEBUG] [LOCAL     ] Loaded configuration for IBTH: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.945182] [DEBUG] [LOCAL     ] Loaded configuration for PTH: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.945236] [DEBUG] [LOCAL     ] Loaded configuration for BPRN: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.945290] [DEBUG] [LOCAL     ] Loaded configuration for XYL: 3 features, 100.0% accuracy
[2025-12-01T20:50:30.945343] [DEBUG] [LOCAL     ] Loaded configuration for AMN: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.945399] [DEBUG] [LOCAL     ] Loaded configuration for SSRM: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.945455] [DEBUG] [LOCAL     ] Loaded configuration for IBRX: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.945509] [DEBUG] [LOCAL     ] Loaded configuration for ETD: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.945563] [DEBUG] [LOCAL     ] Loaded configuration for BGSF: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.945635] [DEBUG] [LOCAL     ] Loaded configuration for TEI: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.945689] [DEBUG] [LOCAL     ] Loaded configuration for VRA: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.945744] [DEBUG] [LOCAL     ] Loaded configuration for FTEK: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.945799] [DEBUG] [LOCAL     ] Loaded configuration for RLTY: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.945854] [DEBUG] [LOCAL     ] Loaded configuration for AGI: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.945908] [DEBUG] [LOCAL     ] Loaded configuration for WEC: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.945962] [DEBUG] [LOCAL     ] Loaded configuration for PBI: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.946016] [DEBUG] [LOCAL     ] Loaded configuration for CIB: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.946070] [DEBUG] [LOCAL     ] Loaded configuration for USAC: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.946123] [DEBUG] [LOCAL     ] Loaded configuration for FBNC: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.946195] [DEBUG] [LOCAL     ] Loaded configuration for WDI: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.946250] [DEBUG] [LOCAL     ] Loaded configuration for AGD: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.946305] [DEBUG] [LOCAL     ] Loaded configuration for RLMD: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.946359] [DEBUG] [LOCAL     ] Loaded configuration for BLDP: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.946418] [DEBUG] [LOCAL     ] Loaded configuration for CHRD: 1 features, 40.0% accuracy
[2025-12-01T20:50:30.946471] [DEBUG] [LOCAL     ] Loaded configuration for CSTM: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.946524] [DEBUG] [LOCAL     ] Loaded configuration for RDY: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.946596] [DEBUG] [LOCAL     ] Loaded configuration for SHCO: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.946655] [DEBUG] [LOCAL     ] Loaded configuration for BILL: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.946710] [DEBUG] [LOCAL     ] Loaded configuration for THC: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.946764] [DEBUG] [LOCAL     ] Loaded configuration for SUI: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.946817] [DEBUG] [LOCAL     ] Loaded configuration for HFWA: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.946871] [DEBUG] [LOCAL     ] Loaded configuration for UHS: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.946925] [DEBUG] [LOCAL     ] Loaded configuration for DRS: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.946980] [DEBUG] [LOCAL     ] Loaded configuration for MEGI: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.947035] [DEBUG] [LOCAL     ] Loaded configuration for BIRK: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.947097] [DEBUG] [LOCAL     ] Loaded configuration for BHK: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.947152] [DEBUG] [LOCAL     ] Loaded configuration for AREC: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.947206] [DEBUG] [LOCAL     ] Loaded configuration for NDAQ: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.947260] [DEBUG] [LOCAL     ] Loaded configuration for INVH: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.947315] [DEBUG] [LOCAL     ] Loaded configuration for CFFN: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.947369] [DEBUG] [LOCAL     ] Loaded configuration for WD: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.947424] [DEBUG] [LOCAL     ] Loaded configuration for SOXX: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.947478] [DEBUG] [LOCAL     ] Loaded configuration for IBM: 1 features, 100.0% accuracy
[2025-12-01T20:50:30.947537] [DEBUG] [LOCAL     ] Loaded configuration for RAIL: 7 features, 100.0% accuracy
[2025-12-01T20:50:30.947611] [DEBUG] [LOCAL     ] Loaded configuration for NIO: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.947667] [DEBUG] [LOCAL     ] Loaded configuration for TSLX: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.947723] [DEBUG] [LOCAL     ] Loaded configuration for PNRG: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.947777] [DEBUG] [LOCAL     ] Loaded configuration for VLO: 4 features, 100.0% accuracy
[2025-12-01T20:50:30.947831] [DEBUG] [LOCAL     ] Loaded configuration for ALGS: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.947885] [DEBUG] [LOCAL     ] Loaded configuration for MSA: 4 features, 100.0% accuracy
[2025-12-01T20:50:30.947939] [DEBUG] [LOCAL     ] Loaded configuration for IEF: 3 features, 100.0% accuracy
[2025-12-01T20:50:30.947993] [DEBUG] [LOCAL     ] Loaded configuration for TXO: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.948048] [DEBUG] [LOCAL     ] Loaded configuration for HOLX: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.948102] [DEBUG] [LOCAL     ] Loaded configuration for MUE: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.948156] [DEBUG] [LOCAL     ] Loaded configuration for BSCQ: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.948210] [DEBUG] [LOCAL     ] Loaded configuration for EHAB: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.948264] [DEBUG] [LOCAL     ] Loaded configuration for SIMO: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.948336] [DEBUG] [LOCAL     ] Loaded configuration for PDFS: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.948398] [DEBUG] [LOCAL     ] Loaded configuration for CGBD: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.948453] [DEBUG] [LOCAL     ] Loaded configuration for TEM: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.948507] [DEBUG] [LOCAL     ] Loaded configuration for EA: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.948562] [DEBUG] [LOCAL     ] Loaded configuration for NX: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.948642] [DEBUG] [LOCAL     ] Loaded configuration for NTES: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.948697] [DEBUG] [LOCAL     ] Loaded configuration for HMC: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.948751] [DEBUG] [LOCAL     ] Loaded configuration for CHSCL: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.948806] [DEBUG] [LOCAL     ] Loaded configuration for NMIH: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.948861] [DEBUG] [LOCAL     ] Loaded configuration for MIND: 6 features, 80.0% accuracy
[2025-12-01T20:50:30.948921] [DEBUG] [LOCAL     ] Loaded configuration for POWI: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.948975] [DEBUG] [LOCAL     ] Loaded configuration for EC: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.949029] [DEBUG] [LOCAL     ] Loaded configuration for ATLC: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.949084] [DEBUG] [LOCAL     ] Loaded configuration for RING: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.949138] [DEBUG] [LOCAL     ] Loaded configuration for NPO: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.949191] [DEBUG] [LOCAL     ] Loaded configuration for ISRG: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.949254] [DEBUG] [LOCAL     ] Loaded configuration for BPYPM: 4 features, 100.0% accuracy
[2025-12-01T20:50:30.949316] [DEBUG] [LOCAL     ] Loaded configuration for TCPC: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.949382] [DEBUG] [LOCAL     ] Loaded configuration for FOSL: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.949447] [DEBUG] [LOCAL     ] Loaded configuration for GLDD: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.949506] [DEBUG] [LOCAL     ] Loaded configuration for PTA: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.949559] [DEBUG] [LOCAL     ] Loaded configuration for SCZ: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.949634] [DEBUG] [LOCAL     ] Loaded configuration for TCOM: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.949692] [DEBUG] [LOCAL     ] Loaded configuration for LPSN: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.949747] [DEBUG] [LOCAL     ] Loaded configuration for FLEX: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.949801] [DEBUG] [LOCAL     ] Loaded configuration for RPAY: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.949855] [DEBUG] [LOCAL     ] Loaded configuration for IGF: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.949909] [DEBUG] [LOCAL     ] Loaded configuration for PSC: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.949963] [DEBUG] [LOCAL     ] Loaded configuration for SQM: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.950018] [DEBUG] [LOCAL     ] Loaded configuration for AME: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.950071] [DEBUG] [LOCAL     ] Loaded configuration for PRIM: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.950124] [DEBUG] [LOCAL     ] Loaded configuration for BTSG: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.950177] [DEBUG] [LOCAL     ] Loaded configuration for DD: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.950249] [DEBUG] [LOCAL     ] Loaded configuration for SHFS: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.950315] [DEBUG] [LOCAL     ] Loaded configuration for VVOS: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.950382] [DEBUG] [LOCAL     ] Loaded configuration for FPXI: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.950449] [DEBUG] [LOCAL     ] Loaded configuration for FISI: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.950505] [DEBUG] [LOCAL     ] Loaded configuration for AAL: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.950559] [DEBUG] [LOCAL     ] Loaded configuration for TTEK: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.950634] [DEBUG] [LOCAL     ] Loaded configuration for BANF: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.950689] [DEBUG] [LOCAL     ] Loaded configuration for RZC: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.950744] [DEBUG] [LOCAL     ] Loaded configuration for EXPD: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.950797] [DEBUG] [LOCAL     ] Loaded configuration for LGCL: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.950851] [DEBUG] [LOCAL     ] Loaded configuration for DDOG: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.950905] [DEBUG] [LOCAL     ] Loaded configuration for STM: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.950959] [DEBUG] [LOCAL     ] Loaded configuration for CDL: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.951012] [DEBUG] [LOCAL     ] Loaded configuration for CORZZ: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.951067] [DEBUG] [LOCAL     ] Loaded configuration for ORLY: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.951120] [DEBUG] [LOCAL     ] Loaded configuration for TERN: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.951174] [DEBUG] [LOCAL     ] Loaded configuration for ITIC: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.951227] [DEBUG] [LOCAL     ] Loaded configuration for MEC: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.951282] [DEBUG] [LOCAL     ] Loaded configuration for TLK: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.951336] [DEBUG] [LOCAL     ] Loaded configuration for KRP: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.951390] [DEBUG] [LOCAL     ] Loaded configuration for APP: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.951452] [DEBUG] [LOCAL     ] Loaded configuration for IRWD: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.951507] [DEBUG] [LOCAL     ] Loaded configuration for ECL: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.951561] [DEBUG] [LOCAL     ] Loaded configuration for LOCO: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.951634] [DEBUG] [LOCAL     ] Loaded configuration for BCTX: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.951696] [DEBUG] [LOCAL     ] Loaded configuration for FEPI: 3 features, 100.0% accuracy
[2025-12-01T20:50:30.951751] [DEBUG] [LOCAL     ] Loaded configuration for KRO: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.951805] [DEBUG] [LOCAL     ] Loaded configuration for MLP: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.951870] [DEBUG] [LOCAL     ] Loaded configuration for WSBF: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.951926] [DEBUG] [LOCAL     ] Loaded configuration for SWIM: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.951979] [DEBUG] [LOCAL     ] Loaded configuration for NTAP: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.952032] [DEBUG] [LOCAL     ] Loaded configuration for OLLI: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.952086] [DEBUG] [LOCAL     ] Loaded configuration for PRZO: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.952140] [DEBUG] [LOCAL     ] Loaded configuration for AMD: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.952195] [DEBUG] [LOCAL     ] Loaded configuration for WHG: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.952249] [DEBUG] [LOCAL     ] Loaded configuration for MD: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.952303] [DEBUG] [LOCAL     ] Loaded configuration for CMTL: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.952356] [DEBUG] [LOCAL     ] Loaded configuration for NBBK: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.952411] [DEBUG] [LOCAL     ] Loaded configuration for NWBI: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.952464] [DEBUG] [LOCAL     ] Loaded configuration for TARK: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.952518] [DEBUG] [LOCAL     ] Loaded configuration for OPBK: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.952592] [DEBUG] [LOCAL     ] Loaded configuration for AUTL: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.952650] [DEBUG] [LOCAL     ] Loaded configuration for AEI: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.952703] [DEBUG] [LOCAL     ] Loaded configuration for HQY: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.952757] [DEBUG] [LOCAL     ] Loaded configuration for EXP: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.952823] [DEBUG] [LOCAL     ] Loaded configuration for ONL: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.952879] [DEBUG] [LOCAL     ] Loaded configuration for UFO: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.952933] [DEBUG] [LOCAL     ] Loaded configuration for POAI: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.952995] [DEBUG] [LOCAL     ] Loaded configuration for MLYS: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.953049] [DEBUG] [LOCAL     ] Loaded configuration for LBRDA: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.953102] [DEBUG] [LOCAL     ] Loaded configuration for MGNI: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.953156] [DEBUG] [LOCAL     ] Loaded configuration for TXG: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.953209] [DEBUG] [LOCAL     ] Loaded configuration for STXE: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.953262] [DEBUG] [LOCAL     ] Loaded configuration for HIMX: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.953316] [DEBUG] [LOCAL     ] Loaded configuration for NNY: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.953373] [DEBUG] [LOCAL     ] Loaded configuration for EE: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.953427] [DEBUG] [LOCAL     ] Loaded configuration for AGCO: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.953480] [DEBUG] [LOCAL     ] Loaded configuration for OPFI: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.953533] [DEBUG] [LOCAL     ] Loaded configuration for FF: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.953612] [DEBUG] [LOCAL     ] Loaded configuration for FDX: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.953667] [DEBUG] [LOCAL     ] Loaded configuration for ARKO: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.953720] [DEBUG] [LOCAL     ] Loaded configuration for SWBI: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.953774] [DEBUG] [LOCAL     ] Loaded configuration for PERI: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.953828] [DEBUG] [LOCAL     ] Loaded configuration for WLDS: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.953883] [DEBUG] [LOCAL     ] Loaded configuration for WES: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.953937] [DEBUG] [LOCAL     ] Loaded configuration for CHY: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.953992] [DEBUG] [LOCAL     ] Loaded configuration for HIPO: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.954046] [DEBUG] [LOCAL     ] Loaded configuration for FHN: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.954100] [DEBUG] [LOCAL     ] Loaded configuration for PAGP: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.954155] [DEBUG] [LOCAL     ] Loaded configuration for INSG: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.954209] [DEBUG] [LOCAL     ] Loaded configuration for LH: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.954283] [DEBUG] [LOCAL     ] Loaded configuration for CETX: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.954339] [DEBUG] [LOCAL     ] Loaded configuration for LITM: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.954394] [DEBUG] [LOCAL     ] Loaded configuration for API: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.954449] [DEBUG] [LOCAL     ] Loaded configuration for UEIC: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.954504] [DEBUG] [LOCAL     ] Loaded configuration for MSFL: 5 features, 70.0% accuracy
[2025-12-01T20:50:30.954558] [DEBUG] [LOCAL     ] Loaded configuration for EVF: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.954634] [DEBUG] [LOCAL     ] Loaded configuration for RMAX: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.954690] [DEBUG] [LOCAL     ] Loaded configuration for KEP: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.954746] [DEBUG] [LOCAL     ] Loaded configuration for PCTY: 5 features, 60.0% accuracy
[2025-12-01T20:50:30.954800] [DEBUG] [LOCAL     ] Loaded configuration for NVDA: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.954854] [DEBUG] [LOCAL     ] Loaded configuration for RAVE: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.954907] [DEBUG] [LOCAL     ] Loaded configuration for ENVA: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.954960] [DEBUG] [LOCAL     ] Loaded configuration for MCHI: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.955015] [DEBUG] [LOCAL     ] Loaded configuration for VREX: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.955069] [DEBUG] [LOCAL     ] Loaded configuration for VC: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.955123] [DEBUG] [LOCAL     ] Loaded configuration for H: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.955177] [DEBUG] [LOCAL     ] Loaded configuration for BLD: 2 features, 50.0% accuracy
[2025-12-01T20:50:30.955230] [DEBUG] [LOCAL     ] Loaded configuration for FENC: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.955284] [DEBUG] [LOCAL     ] Loaded configuration for TSM: 6 features, 70.0% accuracy
[2025-12-01T20:50:30.955339] [DEBUG] [LOCAL     ] Loaded configuration for CMPO: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.955393] [DEBUG] [LOCAL     ] Loaded configuration for TRVG: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.955448] [DEBUG] [LOCAL     ] Loaded configuration for PLAB: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.955501] [DEBUG] [LOCAL     ] Loaded configuration for DGII: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.955556] [DEBUG] [LOCAL     ] Loaded configuration for INCY: 6 features, 80.0% accuracy
[2025-12-01T20:50:30.955629] [DEBUG] [LOCAL     ] Loaded configuration for CGABL: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.955685] [DEBUG] [LOCAL     ] Loaded configuration for SO: 3 features, 100.0% accuracy
[2025-12-01T20:50:30.955739] [DEBUG] [LOCAL     ] Loaded configuration for JOF: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.955799] [DEBUG] [LOCAL     ] Loaded configuration for EBON: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.955853] [DEBUG] [LOCAL     ] Loaded configuration for AWF: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.955908] [DEBUG] [LOCAL     ] Loaded configuration for M: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.955962] [DEBUG] [LOCAL     ] Loaded configuration for TREE: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.956015] [DEBUG] [LOCAL     ] Loaded configuration for PRGO: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.956070] [DEBUG] [LOCAL     ] Loaded configuration for DSM: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.956125] [DEBUG] [LOCAL     ] Loaded configuration for MTB: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.956181] [DEBUG] [LOCAL     ] Loaded configuration for DNP: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.956236] [DEBUG] [LOCAL     ] Loaded configuration for EAF: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.956291] [DEBUG] [LOCAL     ] Loaded configuration for JNJ: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.956346] [DEBUG] [LOCAL     ] Loaded configuration for CELC: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.956402] [DEBUG] [LOCAL     ] Loaded configuration for MFI: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.956456] [DEBUG] [LOCAL     ] Loaded configuration for INM: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.956511] [DEBUG] [LOCAL     ] Loaded configuration for BEEM: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.956564] [DEBUG] [LOCAL     ] Loaded configuration for PLUG: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.956643] [DEBUG] [LOCAL     ] Loaded configuration for CHSCN: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.956698] [DEBUG] [LOCAL     ] Loaded configuration for RGS: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.956753] [DEBUG] [LOCAL     ] Loaded configuration for HE: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.956808] [DEBUG] [LOCAL     ] Loaded configuration for BAH: 5 features, 70.0% accuracy
[2025-12-01T20:50:30.956862] [DEBUG] [LOCAL     ] Loaded configuration for OPEN: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.956917] [DEBUG] [LOCAL     ] Loaded configuration for LYRA: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.956970] [DEBUG] [LOCAL     ] Loaded configuration for ARGX: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.957024] [DEBUG] [LOCAL     ] Loaded configuration for CDNA: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.957078] [DEBUG] [LOCAL     ] Loaded configuration for URNJ: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.957132] [DEBUG] [LOCAL     ] Loaded configuration for MARA: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.957186] [DEBUG] [LOCAL     ] Loaded configuration for MTD: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.957241] [DEBUG] [LOCAL     ] Loaded configuration for OBIO: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.957297] [DEBUG] [LOCAL     ] Loaded configuration for WAY: 5 features, 70.0% accuracy
[2025-12-01T20:50:30.957352] [DEBUG] [LOCAL     ] Loaded configuration for COWG: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.957407] [DEBUG] [LOCAL     ] Loaded configuration for SMWB: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.957460] [DEBUG] [LOCAL     ] Loaded configuration for AGYS: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.957516] [DEBUG] [LOCAL     ] Loaded configuration for BNDX: 6 features, 70.0% accuracy
[2025-12-01T20:50:30.957570] [DEBUG] [LOCAL     ] Loaded configuration for CMTG: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.957644] [DEBUG] [LOCAL     ] Loaded configuration for ABVE: 3 features, 50.0% accuracy
[2025-12-01T20:50:30.957698] [DEBUG] [LOCAL     ] Loaded configuration for GPIQ: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.957752] [DEBUG] [LOCAL     ] Loaded configuration for AMTX: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.957806] [DEBUG] [LOCAL     ] Loaded configuration for CEVA: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.957861] [DEBUG] [LOCAL     ] Loaded configuration for CPK: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.957923] [DEBUG] [LOCAL     ] Loaded configuration for IBCP: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.957977] [DEBUG] [LOCAL     ] Loaded configuration for PFS: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.958032] [DEBUG] [LOCAL     ] Loaded configuration for ROCK: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.958086] [DEBUG] [LOCAL     ] Loaded configuration for IMRX: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.958140] [DEBUG] [LOCAL     ] Loaded configuration for NRC: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.958194] [DEBUG] [LOCAL     ] Loaded configuration for WDS: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.958265] [DEBUG] [LOCAL     ] Loaded configuration for WPC: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.960253] [DEBUG] [LOCAL     ] Loaded configuration for UAL: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.960337] [DEBUG] [LOCAL     ] Loaded configuration for CAPL: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.960399] [DEBUG] [LOCAL     ] Loaded configuration for INGN: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.960461] [DEBUG] [LOCAL     ] Loaded configuration for BOC: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.960523] [DEBUG] [LOCAL     ] Loaded configuration for PKG: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.960599] [DEBUG] [LOCAL     ] Loaded configuration for CE: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.960664] [DEBUG] [LOCAL     ] Loaded configuration for TWFG: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.960720] [DEBUG] [LOCAL     ] Loaded configuration for MGTX: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.960781] [DEBUG] [LOCAL     ] Loaded configuration for RILYZ: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.960838] [DEBUG] [LOCAL     ] Loaded configuration for FTHM: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.960892] [DEBUG] [LOCAL     ] Loaded configuration for VSDA: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.960958] [DEBUG] [LOCAL     ] Loaded configuration for DSGN: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.961020] [DEBUG] [LOCAL     ] Loaded configuration for KFY: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.961077] [DEBUG] [LOCAL     ] Loaded configuration for GPJA: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.961132] [DEBUG] [LOCAL     ] Loaded configuration for EARN: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.961190] [DEBUG] [LOCAL     ] Loaded configuration for OTIS: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.961251] [DEBUG] [LOCAL     ] Loaded configuration for UGI: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.961313] [DEBUG] [LOCAL     ] Loaded configuration for XEL: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.961369] [DEBUG] [LOCAL     ] Loaded configuration for MCK: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.961424] [DEBUG] [LOCAL     ] Loaded configuration for MG: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.961485] [DEBUG] [LOCAL     ] Loaded configuration for RGCO: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.961549] [DEBUG] [LOCAL     ] Loaded configuration for PTY: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.961628] [DEBUG] [LOCAL     ] Loaded configuration for ASLE: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.961686] [DEBUG] [LOCAL     ] Loaded configuration for ECPG: 1 features, 100.0% accuracy
[2025-12-01T20:50:30.961749] [DEBUG] [LOCAL     ] Loaded configuration for SONO: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.961811] [DEBUG] [LOCAL     ] Loaded configuration for SKM: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.961870] [DEBUG] [LOCAL     ] Loaded configuration for AEO: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.961933] [DEBUG] [LOCAL     ] Loaded configuration for FSLY: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.961990] [DEBUG] [LOCAL     ] Loaded configuration for PETS: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.962045] [DEBUG] [LOCAL     ] Loaded configuration for RACE: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.962101] [DEBUG] [LOCAL     ] Loaded configuration for ASPN: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.962170] [DEBUG] [LOCAL     ] Loaded configuration for BHVN: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.962232] [DEBUG] [LOCAL     ] Loaded configuration for FDIF: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.962289] [DEBUG] [LOCAL     ] Loaded configuration for DGLY: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.962350] [DEBUG] [LOCAL     ] Loaded configuration for BMBL: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.962407] [DEBUG] [LOCAL     ] Loaded configuration for CTBB: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.962463] [DEBUG] [LOCAL     ] Loaded configuration for MIY: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.962525] [DEBUG] [LOCAL     ] Loaded configuration for HXL: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.962598] [DEBUG] [LOCAL     ] Loaded configuration for PEO: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.962656] [DEBUG] [LOCAL     ] Loaded configuration for ATRC: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.962713] [DEBUG] [LOCAL     ] Loaded configuration for WIA: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.962775] [DEBUG] [LOCAL     ] Loaded configuration for BDTX: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.962831] [DEBUG] [LOCAL     ] Loaded configuration for HIO: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.962891] [DEBUG] [LOCAL     ] Loaded configuration for GASS: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.962954] [DEBUG] [LOCAL     ] Loaded configuration for GSBD: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.963012] [DEBUG] [LOCAL     ] Loaded configuration for MSBI: 6 features, 90.0% accuracy
[2025-12-01T20:50:30.963068] [DEBUG] [LOCAL     ] Loaded configuration for BHFAO: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.963124] [DEBUG] [LOCAL     ] Loaded configuration for RNA: 4 features, 50.0% accuracy
[2025-12-01T20:50:30.963187] [DEBUG] [LOCAL     ] Loaded configuration for PTLO: 5 features, 70.0% accuracy
[2025-12-01T20:50:30.963243] [DEBUG] [LOCAL     ] Loaded configuration for ALC: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.963299] [DEBUG] [LOCAL     ] Loaded configuration for TSL: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.963354] [DEBUG] [LOCAL     ] Loaded configuration for SOJE: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.963423] [DEBUG] [LOCAL     ] Loaded configuration for BAM: 5 features, 100.0% accuracy
[2025-12-01T20:50:30.963481] [DEBUG] [LOCAL     ] Loaded configuration for TMUS: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.963536] [DEBUG] [LOCAL     ] Loaded configuration for CCI: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.963610] [DEBUG] [LOCAL     ] Loaded configuration for NMG: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.963675] [DEBUG] [LOCAL     ] Loaded configuration for YETI: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.963732] [DEBUG] [LOCAL     ] Loaded configuration for UHG: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.963788] [DEBUG] [LOCAL     ] Loaded configuration for SNA: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.963843] [DEBUG] [LOCAL     ] Loaded configuration for WWD: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.963898] [DEBUG] [LOCAL     ] Loaded configuration for XTIA: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.963953] [DEBUG] [LOCAL     ] Loaded configuration for RMM: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.964009] [DEBUG] [LOCAL     ] Loaded configuration for WEN: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.964074] [DEBUG] [LOCAL     ] Loaded configuration for DBI: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.964129] [DEBUG] [LOCAL     ] Loaded configuration for MCRI: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.964184] [DEBUG] [LOCAL     ] Loaded configuration for LAC: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.964238] [DEBUG] [LOCAL     ] Loaded configuration for FBP: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.964291] [DEBUG] [LOCAL     ] Loaded configuration for TALO: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.964352] [DEBUG] [LOCAL     ] Loaded configuration for EVGN: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.964420] [DEBUG] [LOCAL     ] Loaded configuration for AXGN: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.964499] [DEBUG] [LOCAL     ] Loaded configuration for BC: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.964556] [DEBUG] [LOCAL     ] Loaded configuration for ESAB: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.964630] [DEBUG] [LOCAL     ] Loaded configuration for MGM: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.964687] [DEBUG] [LOCAL     ] Loaded configuration for DOGZ: 2 features, 50.0% accuracy
[2025-12-01T20:50:30.964749] [DEBUG] [LOCAL     ] Loaded configuration for SVC: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.964806] [DEBUG] [LOCAL     ] Loaded configuration for OPTX: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.964868] [DEBUG] [LOCAL     ] Loaded configuration for KBWB: 4 features, 100.0% accuracy
[2025-12-01T20:50:30.964924] [DEBUG] [LOCAL     ] Loaded configuration for STN: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.964978] [DEBUG] [LOCAL     ] Loaded configuration for FCNCO: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.965032] [DEBUG] [LOCAL     ] Loaded configuration for BLE: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.965086] [DEBUG] [LOCAL     ] Loaded configuration for MCS: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.965140] [DEBUG] [LOCAL     ] Loaded configuration for PGNY: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.965198] [DEBUG] [LOCAL     ] Loaded configuration for TTI: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.965252] [DEBUG] [LOCAL     ] Loaded configuration for ETHA: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.965306] [DEBUG] [LOCAL     ] Loaded configuration for MNRO: 3 features, 100.0% accuracy
[2025-12-01T20:50:30.965360] [DEBUG] [LOCAL     ] Loaded configuration for ZGN: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.965415] [DEBUG] [LOCAL     ] Loaded configuration for AESI: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.965469] [DEBUG] [LOCAL     ] Loaded configuration for IQI: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.965523] [DEBUG] [LOCAL     ] Loaded configuration for DNLI: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.965596] [DEBUG] [LOCAL     ] Loaded configuration for SPRY: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.965655] [DEBUG] [LOCAL     ] Loaded configuration for ADM: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.965709] [DEBUG] [LOCAL     ] Loaded configuration for MHK: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.965763] [DEBUG] [LOCAL     ] Loaded configuration for AJG: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.965818] [DEBUG] [LOCAL     ] Loaded configuration for MTZ: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.965874] [DEBUG] [LOCAL     ] Loaded configuration for CTVA: 2 features, 50.0% accuracy
[2025-12-01T20:50:30.965928] [DEBUG] [LOCAL     ] Loaded configuration for NC: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.965983] [DEBUG] [LOCAL     ] Loaded configuration for USOI: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.966038] [DEBUG] [LOCAL     ] Loaded configuration for TREX: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.966093] [DEBUG] [LOCAL     ] Loaded configuration for TPYP: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.966146] [DEBUG] [LOCAL     ] Loaded configuration for SNES: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.966311] [DEBUG] [LOCAL     ] Loaded configuration for ALCO: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.966375] [DEBUG] [LOCAL     ] Loaded configuration for IMOS: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.966437] [DEBUG] [LOCAL     ] Loaded configuration for CYD: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.966493] [DEBUG] [LOCAL     ] Loaded configuration for MRK: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.966552] [DEBUG] [LOCAL     ] Loaded configuration for MUA: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.966631] [DEBUG] [LOCAL     ] Loaded configuration for GNL: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.966689] [DEBUG] [LOCAL     ] Loaded configuration for LBTYK: 5 features, 100.0% accuracy
[2025-12-01T20:50:30.966755] [DEBUG] [LOCAL     ] Loaded configuration for ACCO: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.966813] [DEBUG] [LOCAL     ] Loaded configuration for TME: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.966872] [DEBUG] [LOCAL     ] Loaded configuration for MAMA: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.966927] [DEBUG] [LOCAL     ] Loaded configuration for FCCO: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.966982] [DEBUG] [LOCAL     ] Loaded configuration for PLYM: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.967038] [DEBUG] [LOCAL     ] Loaded configuration for TROX: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.967095] [DEBUG] [LOCAL     ] Loaded configuration for WFC: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.967150] [DEBUG] [LOCAL     ] Loaded configuration for MTH: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.967204] [DEBUG] [LOCAL     ] Loaded configuration for SWK: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.967258] [DEBUG] [LOCAL     ] Loaded configuration for HL: 6 features, 90.0% accuracy
[2025-12-01T20:50:30.967315] [DEBUG] [LOCAL     ] Loaded configuration for IRON: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.967369] [DEBUG] [LOCAL     ] Loaded configuration for BL: 3 features, 50.0% accuracy
[2025-12-01T20:50:30.967423] [DEBUG] [LOCAL     ] Loaded configuration for INO: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.967477] [DEBUG] [LOCAL     ] Loaded configuration for INDP: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.967530] [DEBUG] [LOCAL     ] Loaded configuration for PDM: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.967602] [DEBUG] [LOCAL     ] Loaded configuration for RDN: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.967659] [DEBUG] [LOCAL     ] Loaded configuration for STEP: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.967713] [DEBUG] [LOCAL     ] Loaded configuration for PLD: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.967767] [DEBUG] [LOCAL     ] Loaded configuration for URBN: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.967822] [DEBUG] [LOCAL     ] Loaded configuration for TPCS: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.967876] [DEBUG] [LOCAL     ] Loaded configuration for AEVA: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.967938] [DEBUG] [LOCAL     ] Loaded configuration for DQ: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.967995] [DEBUG] [LOCAL     ] Loaded configuration for COPP: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.968048] [DEBUG] [LOCAL     ] Loaded configuration for OFLX: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.968102] [DEBUG] [LOCAL     ] Loaded configuration for VTYX: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.968157] [DEBUG] [LOCAL     ] Loaded configuration for GREE: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.968211] [DEBUG] [LOCAL     ] Loaded configuration for AEMD: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.968266] [DEBUG] [LOCAL     ] Loaded configuration for RSI: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.968346] [DEBUG] [LOCAL     ] Loaded configuration for HBM: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.968402] [DEBUG] [LOCAL     ] Loaded configuration for YELP: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.968456] [DEBUG] [LOCAL     ] Loaded configuration for NHI: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.968511] [DEBUG] [LOCAL     ] Loaded configuration for BPOP: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.968565] [DEBUG] [LOCAL     ] Loaded configuration for EBC: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.968638] [DEBUG] [LOCAL     ] Loaded configuration for BNED: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.968710] [DEBUG] [LOCAL     ] Loaded configuration for BSM: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.968766] [DEBUG] [LOCAL     ] Loaded configuration for SMBK: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.968820] [DEBUG] [LOCAL     ] Loaded configuration for PMTS: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.968876] [DEBUG] [LOCAL     ] Loaded configuration for STC: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.968939] [DEBUG] [LOCAL     ] Loaded configuration for GRBK: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.968993] [DEBUG] [LOCAL     ] Loaded configuration for UPS: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.969047] [DEBUG] [LOCAL     ] Loaded configuration for CMCSA: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.969100] [DEBUG] [LOCAL     ] Loaded configuration for SDRL: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.969156] [DEBUG] [LOCAL     ] Loaded configuration for HBAN: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.969209] [DEBUG] [LOCAL     ] Loaded configuration for WKEY: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.969263] [DEBUG] [LOCAL     ] Loaded configuration for TYGO: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.969318] [DEBUG] [LOCAL     ] Loaded configuration for BSMS: 3 features, 100.0% accuracy
[2025-12-01T20:50:30.969373] [DEBUG] [LOCAL     ] Loaded configuration for CNX: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.969431] [DEBUG] [LOCAL     ] Loaded configuration for SD: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.969486] [DEBUG] [LOCAL     ] Loaded configuration for TEVA: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.969540] [DEBUG] [LOCAL     ] Loaded configuration for RILYN: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.969615] [DEBUG] [LOCAL     ] Loaded configuration for MVO: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.969671] [DEBUG] [LOCAL     ] Loaded configuration for AGNCO: 3 features, 100.0% accuracy
[2025-12-01T20:50:30.969725] [DEBUG] [LOCAL     ] Loaded configuration for WAB: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.969781] [DEBUG] [LOCAL     ] Loaded configuration for PHG: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.969836] [DEBUG] [LOCAL     ] Loaded configuration for OPAL: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.969890] [DEBUG] [LOCAL     ] Loaded configuration for AVTX: 0 features, 50.0% accuracy
[2025-12-01T20:50:30.969955] [DEBUG] [LOCAL     ] Loaded configuration for FTRI: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.970011] [DEBUG] [LOCAL     ] Loaded configuration for DXC: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.970065] [DEBUG] [LOCAL     ] Loaded configuration for CSQ: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.970120] [DEBUG] [LOCAL     ] Loaded configuration for TG: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.970174] [DEBUG] [LOCAL     ] Loaded configuration for KGS: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.970229] [DEBUG] [LOCAL     ] Loaded configuration for EQIX: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.970283] [DEBUG] [LOCAL     ] Loaded configuration for HYMC: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.970337] [DEBUG] [LOCAL     ] Loaded configuration for URGN: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.970395] [DEBUG] [LOCAL     ] Loaded configuration for DAIO: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.970450] [DEBUG] [LOCAL     ] Loaded configuration for TALK: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.970504] [DEBUG] [LOCAL     ] Loaded configuration for MOS: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.970558] [DEBUG] [LOCAL     ] Loaded configuration for FWRD: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.970638] [DEBUG] [LOCAL     ] Loaded configuration for BIP: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.970692] [DEBUG] [LOCAL     ] Loaded configuration for PEN: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.970746] [DEBUG] [LOCAL     ] Loaded configuration for BFS: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.970800] [DEBUG] [LOCAL     ] Loaded configuration for HLN: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.970854] [DEBUG] [LOCAL     ] Loaded configuration for ARCC: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.970907] [DEBUG] [LOCAL     ] Loaded configuration for BEP: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.970961] [DEBUG] [LOCAL     ] Loaded configuration for PTGX: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.971023] [DEBUG] [LOCAL     ] Loaded configuration for EMXC: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.971086] [DEBUG] [LOCAL     ] Loaded configuration for HAS: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.971141] [DEBUG] [LOCAL     ] Loaded configuration for NEM: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.971195] [DEBUG] [LOCAL     ] Loaded configuration for JBSS: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.971248] [DEBUG] [LOCAL     ] Loaded configuration for SYNA: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.971303] [DEBUG] [LOCAL     ] Loaded configuration for TAP: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.971356] [DEBUG] [LOCAL     ] Loaded configuration for OMI: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.971409] [DEBUG] [LOCAL     ] Loaded configuration for PKE: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.971463] [DEBUG] [LOCAL     ] Loaded configuration for PHM: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.971517] [DEBUG] [LOCAL     ] Loaded configuration for HOUS: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.971586] [DEBUG] [LOCAL     ] Loaded configuration for IGIB: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.971646] [DEBUG] [LOCAL     ] Loaded configuration for AOSL: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.971700] [DEBUG] [LOCAL     ] Loaded configuration for AMSF: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.971756] [DEBUG] [LOCAL     ] Loaded configuration for AEHL: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.971811] [DEBUG] [LOCAL     ] Loaded configuration for GHY: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.971864] [DEBUG] [LOCAL     ] Loaded configuration for IPI: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.971918] [DEBUG] [LOCAL     ] Loaded configuration for RKLB: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.971973] [DEBUG] [LOCAL     ] Loaded configuration for PSFE: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.972027] [DEBUG] [LOCAL     ] Loaded configuration for LEVI: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.972081] [DEBUG] [LOCAL     ] Loaded configuration for ALX: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.972135] [DEBUG] [LOCAL     ] Loaded configuration for SM: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.972191] [DEBUG] [LOCAL     ] Loaded configuration for QQQI: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.972245] [DEBUG] [LOCAL     ] Loaded configuration for RL: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.972300] [DEBUG] [LOCAL     ] Loaded configuration for BLK: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.972353] [DEBUG] [LOCAL     ] Loaded configuration for WALD: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.972412] [DEBUG] [LOCAL     ] Loaded configuration for FTXO: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.972466] [DEBUG] [LOCAL     ] Loaded configuration for INN: 6 features, 80.0% accuracy
[2025-12-01T20:50:30.972522] [DEBUG] [LOCAL     ] Loaded configuration for GNSS: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.972592] [DEBUG] [LOCAL     ] Loaded configuration for QQMG: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.972651] [DEBUG] [LOCAL     ] Loaded configuration for BLTE: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.972723] [DEBUG] [LOCAL     ] Loaded configuration for TNON: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.972780] [DEBUG] [LOCAL     ] Loaded configuration for NNN: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.972834] [DEBUG] [LOCAL     ] Loaded configuration for WTBA: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.972889] [DEBUG] [LOCAL     ] Loaded configuration for WRB: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.972943] [DEBUG] [LOCAL     ] Loaded configuration for IVAL: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.972997] [DEBUG] [LOCAL     ] Loaded configuration for WINA: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.973051] [DEBUG] [LOCAL     ] Loaded configuration for PTON: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.973104] [DEBUG] [LOCAL     ] Loaded configuration for MBIN: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.973159] [DEBUG] [LOCAL     ] Loaded configuration for SSTI: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.973222] [DEBUG] [LOCAL     ] Loaded configuration for LPRO: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.973277] [DEBUG] [LOCAL     ] Loaded configuration for SKIL: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.973332] [DEBUG] [LOCAL     ] Loaded configuration for IBTF: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.973399] [DEBUG] [LOCAL     ] Loaded configuration for NXGL: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.973456] [DEBUG] [LOCAL     ] Loaded configuration for BDC: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.973511] [DEBUG] [LOCAL     ] Loaded configuration for IUSB: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.973564] [DEBUG] [LOCAL     ] Loaded configuration for PTF: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.973640] [DEBUG] [LOCAL     ] Loaded configuration for PCRX: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.973696] [DEBUG] [LOCAL     ] Loaded configuration for MIRA: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.973751] [DEBUG] [LOCAL     ] Loaded configuration for SYK: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.973806] [DEBUG] [LOCAL     ] Loaded configuration for CLRO: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.973860] [DEBUG] [LOCAL     ] Loaded configuration for ELC: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.973915] [DEBUG] [LOCAL     ] Loaded configuration for CAH: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.973969] [DEBUG] [LOCAL     ] Loaded configuration for TTC: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.974023] [DEBUG] [LOCAL     ] Loaded configuration for FCTE: 4 features, 100.0% accuracy
[2025-12-01T20:50:30.974077] [DEBUG] [LOCAL     ] Loaded configuration for EGY: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.974131] [DEBUG] [LOCAL     ] Loaded configuration for SITM: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.974186] [DEBUG] [LOCAL     ] Loaded configuration for INTA: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.974240] [DEBUG] [LOCAL     ] Loaded configuration for ARCO: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.974295] [DEBUG] [LOCAL     ] Loaded configuration for ONTO: 3 features, 100.0% accuracy
[2025-12-01T20:50:30.974349] [DEBUG] [LOCAL     ] Loaded configuration for TCBK: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.974408] [DEBUG] [LOCAL     ] Loaded configuration for DVA: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.974462] [DEBUG] [LOCAL     ] Loaded configuration for ONDS: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.974517] [DEBUG] [LOCAL     ] Loaded configuration for PSEC: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.974591] [DEBUG] [LOCAL     ] Loaded configuration for CPA: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.974652] [DEBUG] [LOCAL     ] Loaded configuration for AMPG: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.974707] [DEBUG] [LOCAL     ] Loaded configuration for ESQ: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.974762] [DEBUG] [LOCAL     ] Loaded configuration for DXPE: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.974817] [DEBUG] [LOCAL     ] Loaded configuration for DMXF: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.974872] [DEBUG] [LOCAL     ] Loaded configuration for HSTM: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.974926] [DEBUG] [LOCAL     ] Loaded configuration for FLGC: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.974980] [DEBUG] [LOCAL     ] Loaded configuration for K: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.975035] [DEBUG] [LOCAL     ] Loaded configuration for IGSB: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.975088] [DEBUG] [LOCAL     ] Loaded configuration for ABOS: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.975143] [DEBUG] [LOCAL     ] Loaded configuration for LNTH: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.975198] [DEBUG] [LOCAL     ] Loaded configuration for MCBS: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.975252] [DEBUG] [LOCAL     ] Loaded configuration for BVN: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.975307] [DEBUG] [LOCAL     ] Loaded configuration for BBIO: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.975368] [DEBUG] [LOCAL     ] Loaded configuration for THS: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.975423] [DEBUG] [LOCAL     ] Loaded configuration for BGB: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.975477] [DEBUG] [LOCAL     ] Loaded configuration for WRAP: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.975531] [DEBUG] [LOCAL     ] Loaded configuration for ALRM: 5 features, 70.0% accuracy
[2025-12-01T20:50:30.975602] [DEBUG] [LOCAL     ] Loaded configuration for NFTY: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.975660] [DEBUG] [LOCAL     ] Loaded configuration for OGE: 5 features, 70.0% accuracy
[2025-12-01T20:50:30.975715] [DEBUG] [LOCAL     ] Loaded configuration for ASTE: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.975771] [DEBUG] [LOCAL     ] Loaded configuration for NRDS: 5 features, 100.0% accuracy
[2025-12-01T20:50:30.975825] [DEBUG] [LOCAL     ] Loaded configuration for FSBC: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.975879] [DEBUG] [LOCAL     ] Loaded configuration for LGND: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.975934] [DEBUG] [LOCAL     ] Loaded configuration for COTY: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.975989] [DEBUG] [LOCAL     ] Loaded configuration for CZFS: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.976044] [DEBUG] [LOCAL     ] Loaded configuration for FVCB: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.976098] [DEBUG] [LOCAL     ] Loaded configuration for PID: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.976152] [DEBUG] [LOCAL     ] Loaded configuration for LLY: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.976206] [DEBUG] [LOCAL     ] Loaded configuration for PKBK: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.976261] [DEBUG] [LOCAL     ] Loaded configuration for GERN: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.976315] [DEBUG] [LOCAL     ] Loaded configuration for PRTH: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.976370] [DEBUG] [LOCAL     ] Loaded configuration for LKFN: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.976424] [DEBUG] [LOCAL     ] Loaded configuration for HTD: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.976478] [DEBUG] [LOCAL     ] Loaded configuration for BMRC: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.976532] [DEBUG] [LOCAL     ] Loaded configuration for BZ: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.976604] [DEBUG] [LOCAL     ] Loaded configuration for IONS: 4 features, 100.0% accuracy
[2025-12-01T20:50:30.976660] [DEBUG] [LOCAL     ] Loaded configuration for NFG: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.976732] [DEBUG] [LOCAL     ] Loaded configuration for GLPI: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.976788] [DEBUG] [LOCAL     ] Loaded configuration for RGA: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.976843] [DEBUG] [LOCAL     ] Loaded configuration for OZK: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.976897] [DEBUG] [LOCAL     ] Loaded configuration for KE: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.976952] [DEBUG] [LOCAL     ] Loaded configuration for CGEN: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.977006] [DEBUG] [LOCAL     ] Loaded configuration for MGEE: 5 features, 70.0% accuracy
[2025-12-01T20:50:30.977061] [DEBUG] [LOCAL     ] Loaded configuration for PHIN: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.977115] [DEBUG] [LOCAL     ] Loaded configuration for INDY: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.977169] [DEBUG] [LOCAL     ] Loaded configuration for ZVIA: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.977223] [DEBUG] [LOCAL     ] Loaded configuration for APYX: 2 features, 50.0% accuracy
[2025-12-01T20:50:30.977278] [DEBUG] [LOCAL     ] Loaded configuration for ESOA: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.977332] [DEBUG] [LOCAL     ] Loaded configuration for ICLN: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.977386] [DEBUG] [LOCAL     ] Loaded configuration for SEVN: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.977439] [DEBUG] [LOCAL     ] Loaded configuration for JHG: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.977502] [DEBUG] [LOCAL     ] Loaded configuration for CNP: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.977557] [DEBUG] [LOCAL     ] Loaded configuration for DKS: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.977633] [DEBUG] [LOCAL     ] Loaded configuration for RIO: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.977689] [DEBUG] [LOCAL     ] Loaded configuration for DIS: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.977743] [DEBUG] [LOCAL     ] Loaded configuration for BLRX: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.977798] [DEBUG] [LOCAL     ] Loaded configuration for GS: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.977851] [DEBUG] [LOCAL     ] Loaded configuration for KEN: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.977905] [DEBUG] [LOCAL     ] Loaded configuration for PGRE: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.977960] [DEBUG] [LOCAL     ] Loaded configuration for APPS: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.978015] [DEBUG] [LOCAL     ] Loaded configuration for KC: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.978070] [DEBUG] [LOCAL     ] Loaded configuration for NUVB: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.978124] [DEBUG] [LOCAL     ] Loaded configuration for QURE: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.978179] [DEBUG] [LOCAL     ] Loaded configuration for EML: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.978233] [DEBUG] [LOCAL     ] Loaded configuration for RILY: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.978287] [DEBUG] [LOCAL     ] Loaded configuration for CHE: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.978362] [DEBUG] [LOCAL     ] Loaded configuration for DAVE: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.978422] [DEBUG] [LOCAL     ] Loaded configuration for TCBIO: 2 features, 50.0% accuracy
[2025-12-01T20:50:30.978477] [DEBUG] [LOCAL     ] Loaded configuration for CNO: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.978532] [DEBUG] [LOCAL     ] Loaded configuration for VTMX: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.978610] [DEBUG] [LOCAL     ] Loaded configuration for BNH: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.978668] [DEBUG] [LOCAL     ] Loaded configuration for CGNX: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.978724] [DEBUG] [LOCAL     ] Loaded configuration for VTWG: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.978778] [DEBUG] [LOCAL     ] Loaded configuration for DFGX: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.978831] [DEBUG] [LOCAL     ] Loaded configuration for OPCH: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.978886] [DEBUG] [LOCAL     ] Loaded configuration for HTH: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.978940] [DEBUG] [LOCAL     ] Loaded configuration for REZI: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.978995] [DEBUG] [LOCAL     ] Loaded configuration for NVX: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.979048] [DEBUG] [LOCAL     ] Loaded configuration for NEOG: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.979102] [DEBUG] [LOCAL     ] Loaded configuration for ALDX: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.979156] [DEBUG] [LOCAL     ] Loaded configuration for NVDS: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.979210] [DEBUG] [LOCAL     ] Loaded configuration for RUSHA: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.979264] [DEBUG] [LOCAL     ] Loaded configuration for GYRE: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.979319] [DEBUG] [LOCAL     ] Loaded configuration for JANX: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.979373] [DEBUG] [LOCAL     ] Loaded configuration for HWC: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.979432] [DEBUG] [LOCAL     ] Loaded configuration for WEA: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.979486] [DEBUG] [LOCAL     ] Loaded configuration for MLGO: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.979540] [DEBUG] [LOCAL     ] Loaded configuration for KEYS: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.979612] [DEBUG] [LOCAL     ] Loaded configuration for FOA: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.979683] [DEBUG] [LOCAL     ] Loaded configuration for KPTI: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.979738] [DEBUG] [LOCAL     ] Loaded configuration for RUM: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.979793] [DEBUG] [LOCAL     ] Loaded configuration for NUKK: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.979847] [DEBUG] [LOCAL     ] Loaded configuration for INVA: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.979902] [DEBUG] [LOCAL     ] Loaded configuration for DLB: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.979957] [DEBUG] [LOCAL     ] Loaded configuration for QQQE: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.980011] [DEBUG] [LOCAL     ] Loaded configuration for MRVL: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.980068] [DEBUG] [LOCAL     ] Loaded configuration for VIRC: 7 features, 100.0% accuracy
[2025-12-01T20:50:30.980123] [DEBUG] [LOCAL     ] Loaded configuration for SSD: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.980178] [DEBUG] [LOCAL     ] Loaded configuration for SID: 5 features, 70.0% accuracy
[2025-12-01T20:50:30.980233] [DEBUG] [LOCAL     ] Loaded configuration for TDY: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.980287] [DEBUG] [LOCAL     ] Loaded configuration for RCKY: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.980342] [DEBUG] [LOCAL     ] Loaded configuration for NAC: 4 features, 100.0% accuracy
[2025-12-01T20:50:30.980397] [DEBUG] [LOCAL     ] Loaded configuration for MOGO: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.980452] [DEBUG] [LOCAL     ] Loaded configuration for DARE: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.980506] [DEBUG] [LOCAL     ] Loaded configuration for FE: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.980561] [DEBUG] [LOCAL     ] Loaded configuration for WSBC: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.980632] [DEBUG] [LOCAL     ] Loaded configuration for SBCF: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.980687] [DEBUG] [LOCAL     ] Loaded configuration for GANX: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.980758] [DEBUG] [LOCAL     ] Loaded configuration for HMY: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.980813] [DEBUG] [LOCAL     ] Loaded configuration for PDEX: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.980868] [DEBUG] [LOCAL     ] Loaded configuration for LSPD: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.980922] [DEBUG] [LOCAL     ] Loaded configuration for ZIP: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.980976] [DEBUG] [LOCAL     ] Loaded configuration for JSML: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.981030] [DEBUG] [LOCAL     ] Loaded configuration for HPP: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.981085] [DEBUG] [LOCAL     ] Loaded configuration for IBTL: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.981139] [DEBUG] [LOCAL     ] Loaded configuration for RRX: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.981194] [DEBUG] [LOCAL     ] Loaded configuration for ARLO: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.981249] [DEBUG] [LOCAL     ] Loaded configuration for NXP: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.981303] [DEBUG] [LOCAL     ] Loaded configuration for GVA: 5 features, 70.0% accuracy
[2025-12-01T20:50:30.981358] [DEBUG] [LOCAL     ] Loaded configuration for VLGEA: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.981413] [DEBUG] [LOCAL     ] Loaded configuration for ARI: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.981468] [DEBUG] [LOCAL     ] Loaded configuration for AGMH: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.981522] [DEBUG] [LOCAL     ] Loaded configuration for MEOH: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.981594] [DEBUG] [LOCAL     ] Loaded configuration for TMC: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.981653] [DEBUG] [LOCAL     ] Loaded configuration for GLOB: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.981707] [DEBUG] [LOCAL     ] Loaded configuration for CDRE: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.981762] [DEBUG] [LOCAL     ] Loaded configuration for DERM: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.981824] [DEBUG] [LOCAL     ] Loaded configuration for VWOB: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.981879] [DEBUG] [LOCAL     ] Loaded configuration for CCS: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.981934] [DEBUG] [LOCAL     ] Loaded configuration for PROF: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.981988] [DEBUG] [LOCAL     ] Loaded configuration for SMTC: 6 features, 90.0% accuracy
[2025-12-01T20:50:30.982041] [DEBUG] [LOCAL     ] Loaded configuration for EVSD: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.982095] [DEBUG] [LOCAL     ] Loaded configuration for THRY: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.982150] [DEBUG] [LOCAL     ] Loaded configuration for MRCY: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.982204] [DEBUG] [LOCAL     ] Loaded configuration for SRE: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.982259] [DEBUG] [LOCAL     ] Loaded configuration for FFA: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.982313] [DEBUG] [LOCAL     ] Loaded configuration for MOMO: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.982368] [DEBUG] [LOCAL     ] Loaded configuration for TH: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.982423] [DEBUG] [LOCAL     ] Loaded configuration for PRFZ: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.982478] [DEBUG] [LOCAL     ] Loaded configuration for ALG: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.982532] [DEBUG] [LOCAL     ] Loaded configuration for ULTA: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.982609] [DEBUG] [LOCAL     ] Loaded configuration for HTZ: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.982667] [DEBUG] [LOCAL     ] Loaded configuration for ETON: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.982721] [DEBUG] [LOCAL     ] Loaded configuration for PKX: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.982776] [DEBUG] [LOCAL     ] Loaded configuration for ADI: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.982830] [DEBUG] [LOCAL     ] Loaded configuration for TWG: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.982885] [DEBUG] [LOCAL     ] Loaded configuration for AMGN: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.982939] [DEBUG] [LOCAL     ] Loaded configuration for CIG: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.983002] [DEBUG] [LOCAL     ] Loaded configuration for DRIO: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.983059] [DEBUG] [LOCAL     ] Loaded configuration for UZE: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.983114] [DEBUG] [LOCAL     ] Loaded configuration for TPGXL: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.983168] [DEBUG] [LOCAL     ] Loaded configuration for SBI: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.983222] [DEBUG] [LOCAL     ] Loaded configuration for AIZN: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.983276] [DEBUG] [LOCAL     ] Loaded configuration for VANI: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.983332] [DEBUG] [LOCAL     ] Loaded configuration for TPC: 5 features, 60.0% accuracy
[2025-12-01T20:50:30.983388] [DEBUG] [LOCAL     ] Loaded configuration for HALO: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.983445] [DEBUG] [LOCAL     ] Loaded configuration for EHI: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.983500] [DEBUG] [LOCAL     ] Loaded configuration for TYG: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.983554] [DEBUG] [LOCAL     ] Loaded configuration for VLRS: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.983627] [DEBUG] [LOCAL     ] Loaded configuration for PZZA: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.983683] [DEBUG] [LOCAL     ] Loaded configuration for ESEA: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.983737] [DEBUG] [LOCAL     ] Loaded configuration for CPSH: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.983792] [DEBUG] [LOCAL     ] Loaded configuration for MGX: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.983847] [DEBUG] [LOCAL     ] Loaded configuration for FEMB: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.983901] [DEBUG] [LOCAL     ] Loaded configuration for UTF: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.983964] [DEBUG] [LOCAL     ] Loaded configuration for NCTY: 7 features, 80.0% accuracy
[2025-12-01T20:50:30.984020] [DEBUG] [LOCAL     ] Loaded configuration for WBS: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.984075] [DEBUG] [LOCAL     ] Loaded configuration for CPRX: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.984129] [DEBUG] [LOCAL     ] Loaded configuration for PLAY: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.984182] [DEBUG] [LOCAL     ] Loaded configuration for VTRS: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.984236] [DEBUG] [LOCAL     ] Loaded configuration for HAL: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.984290] [DEBUG] [LOCAL     ] Loaded configuration for PKOH: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.984346] [DEBUG] [LOCAL     ] Loaded configuration for CRWD: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.984399] [DEBUG] [LOCAL     ] Loaded configuration for WAFD: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.984457] [DEBUG] [LOCAL     ] Loaded configuration for MAXI: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.984511] [DEBUG] [LOCAL     ] Loaded configuration for PDO: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.984566] [DEBUG] [LOCAL     ] Loaded configuration for ZM: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.984639] [DEBUG] [LOCAL     ] Loaded configuration for MSFD: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.984694] [DEBUG] [LOCAL     ] Loaded configuration for PRAX: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.984766] [DEBUG] [LOCAL     ] Loaded configuration for TOWN: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.984822] [DEBUG] [LOCAL     ] Loaded configuration for AVAH: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.984877] [DEBUG] [LOCAL     ] Loaded configuration for VMBS: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.984933] [DEBUG] [LOCAL     ] Loaded configuration for OVLY: 4 features, 100.0% accuracy
[2025-12-01T20:50:30.984989] [DEBUG] [LOCAL     ] Loaded configuration for JIVE: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.985045] [DEBUG] [LOCAL     ] Loaded configuration for SUSL: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.985100] [DEBUG] [LOCAL     ] Loaded configuration for TRI: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.985155] [DEBUG] [LOCAL     ] Loaded configuration for ANGL: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.985210] [DEBUG] [LOCAL     ] Loaded configuration for RYAN: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.985266] [DEBUG] [LOCAL     ] Loaded configuration for UIS: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.985322] [DEBUG] [LOCAL     ] Loaded configuration for EWTX: 3 features, 100.0% accuracy
[2025-12-01T20:50:30.985378] [DEBUG] [LOCAL     ] Loaded configuration for CWAN: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.985435] [DEBUG] [LOCAL     ] Loaded configuration for PRAA: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.985491] [DEBUG] [LOCAL     ] Loaded configuration for HBNC: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.985547] [DEBUG] [LOCAL     ] Loaded configuration for DLNG: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.985624] [DEBUG] [LOCAL     ] Loaded configuration for CAE: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.985682] [DEBUG] [LOCAL     ] Loaded configuration for LNC: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.985738] [DEBUG] [LOCAL     ] Loaded configuration for LKQ: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.985795] [DEBUG] [LOCAL     ] Loaded configuration for SATL: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.985851] [DEBUG] [LOCAL     ] Loaded configuration for STX: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.985907] [DEBUG] [LOCAL     ] Loaded configuration for SONN: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.985961] [DEBUG] [LOCAL     ] Loaded configuration for GTY: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.986017] [DEBUG] [LOCAL     ] Loaded configuration for WEX: 1 features, 100.0% accuracy
[2025-12-01T20:50:30.986072] [DEBUG] [LOCAL     ] Loaded configuration for SCI: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.986136] [DEBUG] [LOCAL     ] Loaded configuration for PEG: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.986193] [DEBUG] [LOCAL     ] Loaded configuration for ABSI: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.986249] [DEBUG] [LOCAL     ] Loaded configuration for BCH: 2 features, 50.0% accuracy
[2025-12-01T20:50:30.986305] [DEBUG] [LOCAL     ] Loaded configuration for LOAN: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.986365] [DEBUG] [LOCAL     ] Loaded configuration for PPTA: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.986420] [DEBUG] [LOCAL     ] Loaded configuration for CDZI: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.986475] [DEBUG] [LOCAL     ] Loaded configuration for SPCB: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.986530] [DEBUG] [LOCAL     ] Loaded configuration for MGA: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.986608] [DEBUG] [LOCAL     ] Loaded configuration for TENB: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.986668] [DEBUG] [LOCAL     ] Loaded configuration for LOPE: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.986724] [DEBUG] [LOCAL     ] Loaded configuration for ATNI: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.986781] [DEBUG] [LOCAL     ] Loaded configuration for OMEX: 6 features, 90.0% accuracy
[2025-12-01T20:50:30.986837] [DEBUG] [LOCAL     ] Loaded configuration for VNQI: 1 features, 100.0% accuracy
[2025-12-01T20:50:30.986893] [DEBUG] [LOCAL     ] Loaded configuration for VCSH: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.986950] [DEBUG] [LOCAL     ] Loaded configuration for AEYE: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.987005] [DEBUG] [LOCAL     ] Loaded configuration for SPRX: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.987061] [DEBUG] [LOCAL     ] Loaded configuration for BIO: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.987116] [DEBUG] [LOCAL     ] Loaded configuration for OMF: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.987171] [DEBUG] [LOCAL     ] Loaded configuration for SEZL: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.987226] [DEBUG] [LOCAL     ] Loaded configuration for KTCC: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.987281] [DEBUG] [LOCAL     ] Loaded configuration for XP: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.987336] [DEBUG] [LOCAL     ] Loaded configuration for UXIN: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.987397] [DEBUG] [LOCAL     ] Loaded configuration for DCI: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.987455] [DEBUG] [LOCAL     ] Loaded configuration for GMAB: 4 features, 100.0% accuracy
[2025-12-01T20:50:30.987520] [DEBUG] [LOCAL     ] Loaded configuration for BOLD: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.987592] [DEBUG] [LOCAL     ] Loaded configuration for NBIX: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.987651] [DEBUG] [LOCAL     ] Loaded configuration for OIA: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.987707] [DEBUG] [LOCAL     ] Loaded configuration for UBRL: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.987762] [DEBUG] [LOCAL     ] Loaded configuration for QDEL: 1 features, 100.0% accuracy
[2025-12-01T20:50:30.987818] [DEBUG] [LOCAL     ] Loaded configuration for MHD: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.987874] [DEBUG] [LOCAL     ] Loaded configuration for EHC: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.987930] [DEBUG] [LOCAL     ] Loaded configuration for IEP: 1 features, 100.0% accuracy
[2025-12-01T20:50:30.987985] [DEBUG] [LOCAL     ] Loaded configuration for VTC: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.988041] [DEBUG] [LOCAL     ] Loaded configuration for NFBK: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.988097] [DEBUG] [LOCAL     ] Loaded configuration for KOSS: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.988154] [DEBUG] [LOCAL     ] Loaded configuration for SAM: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.988210] [DEBUG] [LOCAL     ] Loaded configuration for MRAM: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.988265] [DEBUG] [LOCAL     ] Loaded configuration for PDD: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.988352] [DEBUG] [LOCAL     ] Loaded configuration for VVX: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.988415] [DEBUG] [LOCAL     ] Loaded configuration for CLS: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.988470] [DEBUG] [LOCAL     ] Loaded configuration for LCII: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.988526] [DEBUG] [LOCAL     ] Loaded configuration for TSBK: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.988599] [DEBUG] [LOCAL     ] Loaded configuration for SKIN: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.988657] [DEBUG] [LOCAL     ] Loaded configuration for KRNY: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.988714] [DEBUG] [LOCAL     ] Loaded configuration for TFSL: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.988769] [DEBUG] [LOCAL     ] Loaded configuration for KINS: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.988824] [DEBUG] [LOCAL     ] Loaded configuration for GE: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.988896] [DEBUG] [LOCAL     ] Loaded configuration for ANIX: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.988953] [DEBUG] [LOCAL     ] Loaded configuration for BCC: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.989008] [DEBUG] [LOCAL     ] Loaded configuration for LCNB: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.989063] [DEBUG] [LOCAL     ] Loaded configuration for FFIC: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.989118] [DEBUG] [LOCAL     ] Loaded configuration for TMHC: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.989174] [DEBUG] [LOCAL     ] Loaded configuration for GRID: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.989230] [DEBUG] [LOCAL     ] Loaded configuration for MCI: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.989286] [DEBUG] [LOCAL     ] Loaded configuration for FTXG: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.989345] [DEBUG] [LOCAL     ] Loaded configuration for SND: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.989403] [DEBUG] [LOCAL     ] Loaded configuration for BNRG: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.989459] [DEBUG] [LOCAL     ] Loaded configuration for WBX: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.989515] [DEBUG] [LOCAL     ] Loaded configuration for QYLG: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.989587] [DEBUG] [LOCAL     ] Loaded configuration for YRD: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.989647] [DEBUG] [LOCAL     ] Loaded configuration for SHOC: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.989703] [DEBUG] [LOCAL     ] Loaded configuration for MQY: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.989768] [DEBUG] [LOCAL     ] Loaded configuration for GPC: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.989833] [DEBUG] [LOCAL     ] Loaded configuration for WFRD: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.989889] [DEBUG] [LOCAL     ] Loaded configuration for NABL: 0 features, 90.0% accuracy
[2025-12-01T20:50:30.989946] [DEBUG] [LOCAL     ] Loaded configuration for AWI: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.990002] [DEBUG] [LOCAL     ] Loaded configuration for GNE: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.990058] [DEBUG] [LOCAL     ] Loaded configuration for HQI: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.990113] [DEBUG] [LOCAL     ] Loaded configuration for WDC: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.990168] [DEBUG] [LOCAL     ] Loaded configuration for LAB: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.990223] [DEBUG] [LOCAL     ] Loaded configuration for CNSP: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.990277] [DEBUG] [LOCAL     ] Loaded configuration for ILMN: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.990332] [DEBUG] [LOCAL     ] Loaded configuration for DKL: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.990393] [DEBUG] [LOCAL     ] Loaded configuration for RPID: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.990449] [DEBUG] [LOCAL     ] Loaded configuration for TSDD: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.990504] [DEBUG] [LOCAL     ] Loaded configuration for GPN: 3 features, 50.0% accuracy
[2025-12-01T20:50:30.990568] [DEBUG] [LOCAL     ] Loaded configuration for ARBB: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.990649] [DEBUG] [LOCAL     ] Loaded configuration for NLOP: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.990705] [DEBUG] [LOCAL     ] Loaded configuration for QCLN: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.990761] [DEBUG] [LOCAL     ] Loaded configuration for TRGP: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.990815] [DEBUG] [LOCAL     ] Loaded configuration for SHY: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.990870] [DEBUG] [LOCAL     ] Loaded configuration for BND: 0 features, 50.0% accuracy
[2025-12-01T20:50:30.990926] [DEBUG] [LOCAL     ] Loaded configuration for WBTN: 6 features, 90.0% accuracy
[2025-12-01T20:50:30.990983] [DEBUG] [LOCAL     ] Loaded configuration for DMLP: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.991039] [DEBUG] [LOCAL     ] Loaded configuration for INFY: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.991094] [DEBUG] [LOCAL     ] Loaded configuration for GAIA: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.991149] [DEBUG] [LOCAL     ] Loaded configuration for FTSL: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.991204] [DEBUG] [LOCAL     ] Loaded configuration for DFP: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.991259] [DEBUG] [LOCAL     ] Loaded configuration for PTC: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.991315] [DEBUG] [LOCAL     ] Loaded configuration for KMX: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.991375] [DEBUG] [LOCAL     ] Loaded configuration for TM: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.991430] [DEBUG] [LOCAL     ] Loaded configuration for BWEN: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.991484] [DEBUG] [LOCAL     ] Loaded configuration for INMD: 4 features, 100.0% accuracy
[2025-12-01T20:50:30.991540] [DEBUG] [LOCAL     ] Loaded configuration for AROC: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.991613] [DEBUG] [LOCAL     ] Loaded configuration for MTN: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.991670] [DEBUG] [LOCAL     ] Loaded configuration for MRM: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.991725] [DEBUG] [LOCAL     ] Loaded configuration for ABEO: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.991780] [DEBUG] [LOCAL     ] Loaded configuration for CGEM: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.991836] [DEBUG] [LOCAL     ] Loaded configuration for ZH: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.991892] [DEBUG] [LOCAL     ] Loaded configuration for ARBE: 5 features, 70.0% accuracy
[2025-12-01T20:50:30.991948] [DEBUG] [LOCAL     ] Loaded configuration for PDLB: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.992003] [DEBUG] [LOCAL     ] Loaded configuration for SIFY: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.992058] [DEBUG] [LOCAL     ] Loaded configuration for FA: 0 features, 50.0% accuracy
[2025-12-01T20:50:30.992113] [DEBUG] [LOCAL     ] Loaded configuration for STKS: 6 features, 80.0% accuracy
[2025-12-01T20:50:30.992167] [DEBUG] [LOCAL     ] Loaded configuration for IFRX: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.992221] [DEBUG] [LOCAL     ] Loaded configuration for DRH: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.992275] [DEBUG] [LOCAL     ] Loaded configuration for SFB: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.992332] [DEBUG] [LOCAL     ] Loaded configuration for FAF: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.992388] [DEBUG] [LOCAL     ] Loaded configuration for TFC: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.992441] [DEBUG] [LOCAL     ] Loaded configuration for NVS: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.992496] [DEBUG] [LOCAL     ] Loaded configuration for NDMO: 6 features, 80.0% accuracy
[2025-12-01T20:50:30.992552] [DEBUG] [LOCAL     ] Loaded configuration for BOH: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.992625] [DEBUG] [LOCAL     ] Loaded configuration for VEEE: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.992681] [DEBUG] [LOCAL     ] Loaded configuration for STK: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.992736] [DEBUG] [LOCAL     ] Loaded configuration for DEO: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.992798] [DEBUG] [LOCAL     ] Loaded configuration for FERG: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.992855] [DEBUG] [LOCAL     ] Loaded configuration for JILL: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.992909] [DEBUG] [LOCAL     ] Loaded configuration for INTC: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.992980] [DEBUG] [LOCAL     ] Loaded configuration for PPIH: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.993035] [DEBUG] [LOCAL     ] Loaded configuration for UBSI: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.993089] [DEBUG] [LOCAL     ] Loaded configuration for CIA: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.993143] [DEBUG] [LOCAL     ] Loaded configuration for IFS: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.993200] [DEBUG] [LOCAL     ] Loaded configuration for VTWO: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.993255] [DEBUG] [LOCAL     ] Loaded configuration for DSGX: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.993310] [DEBUG] [LOCAL     ] Loaded configuration for SPB: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.993364] [DEBUG] [LOCAL     ] Loaded configuration for UMC: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.993419] [DEBUG] [LOCAL     ] Loaded configuration for HOLO: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.993473] [DEBUG] [LOCAL     ] Loaded configuration for TWI: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.993527] [DEBUG] [LOCAL     ] Loaded configuration for MLM: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.993604] [DEBUG] [LOCAL     ] Loaded configuration for TXRH: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.993663] [DEBUG] [LOCAL     ] Loaded configuration for XPON: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.993717] [DEBUG] [LOCAL     ] Loaded configuration for TPVG: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.993772] [DEBUG] [LOCAL     ] Loaded configuration for TDOC: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.993826] [DEBUG] [LOCAL     ] Loaded configuration for SOXQ: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.993882] [DEBUG] [LOCAL     ] Loaded configuration for ICOP: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.993936] [DEBUG] [LOCAL     ] Loaded configuration for CLLS: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.993990] [DEBUG] [LOCAL     ] Loaded configuration for HBANL: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.994045] [DEBUG] [LOCAL     ] Loaded configuration for EYE: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.994099] [DEBUG] [LOCAL     ] Loaded configuration for TCBX: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.994153] [DEBUG] [LOCAL     ] Loaded configuration for PPH: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.994207] [DEBUG] [LOCAL     ] Loaded configuration for ATLO: 2 features, 100.0% accuracy
[2025-12-01T20:50:30.994260] [DEBUG] [LOCAL     ] Loaded configuration for NCNA: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.994314] [DEBUG] [LOCAL     ] Loaded configuration for MKSI: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.994367] [DEBUG] [LOCAL     ] Loaded configuration for MUC: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.994421] [DEBUG] [LOCAL     ] Loaded configuration for FICS: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.994474] [DEBUG] [LOCAL     ] Loaded configuration for JVA: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.994528] [DEBUG] [LOCAL     ] Loaded configuration for REFI: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.994604] [DEBUG] [LOCAL     ] Loaded configuration for ALLY: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.994662] [DEBUG] [LOCAL     ] Loaded configuration for PCQ: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.994717] [DEBUG] [LOCAL     ] Loaded configuration for ICUI: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.994771] [DEBUG] [LOCAL     ] Loaded configuration for FLYE: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.994826] [DEBUG] [LOCAL     ] Loaded configuration for JD: 4 features, 50.0% accuracy
[2025-12-01T20:50:30.994881] [DEBUG] [LOCAL     ] Loaded configuration for GRI: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.994944] [DEBUG] [LOCAL     ] Loaded configuration for OLP: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.994999] [DEBUG] [LOCAL     ] Loaded configuration for C: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.995054] [DEBUG] [LOCAL     ] Loaded configuration for NISN: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.995108] [DEBUG] [LOCAL     ] Loaded configuration for AVXL: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.995162] [DEBUG] [LOCAL     ] Loaded configuration for TRMB: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.995217] [DEBUG] [LOCAL     ] Loaded configuration for GOGO: 2 features, 50.0% accuracy
[2025-12-01T20:50:30.995271] [DEBUG] [LOCAL     ] Loaded configuration for SCLX: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.995328] [DEBUG] [LOCAL     ] Loaded configuration for LCFY: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.995384] [DEBUG] [LOCAL     ] Loaded configuration for ORN: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.995438] [DEBUG] [LOCAL     ] Loaded configuration for QNCX: 1 features, 50.0% accuracy
[2025-12-01T20:50:30.995491] [DEBUG] [LOCAL     ] Loaded configuration for SCVL: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.995546] [DEBUG] [LOCAL     ] Loaded configuration for SB: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.995618] [DEBUG] [LOCAL     ] Loaded configuration for CIVB: 4 features, 100.0% accuracy
[2025-12-01T20:50:30.995675] [DEBUG] [LOCAL     ] Loaded configuration for DDI: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.995729] [DEBUG] [LOCAL     ] Loaded configuration for STHO: 4 features, 80.0% accuracy
[2025-12-01T20:50:30.995784] [DEBUG] [LOCAL     ] Loaded configuration for BANX: 4 features, 90.0% accuracy
[2025-12-01T20:50:30.995838] [DEBUG] [LOCAL     ] Loaded configuration for SBUX: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.995902] [DEBUG] [LOCAL     ] Loaded configuration for PHVS: 4 features, 60.0% accuracy
[2025-12-01T20:50:30.995959] [DEBUG] [LOCAL     ] Loaded configuration for RDHL: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.996015] [DEBUG] [LOCAL     ] Loaded configuration for MASI: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.996069] [DEBUG] [LOCAL     ] Loaded configuration for OOMA: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.996123] [DEBUG] [LOCAL     ] Loaded configuration for NVTS: 6 features, 90.0% accuracy
[2025-12-01T20:50:30.996178] [DEBUG] [LOCAL     ] Loaded configuration for IBTO: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.996232] [DEBUG] [LOCAL     ] Loaded configuration for BOKF: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.996285] [DEBUG] [LOCAL     ] Loaded configuration for LVS: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.996339] [DEBUG] [LOCAL     ] Loaded configuration for BHFAM: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.996393] [DEBUG] [LOCAL     ] Loaded configuration for DTSS: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.996447] [DEBUG] [LOCAL     ] Loaded configuration for NMM: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.996502] [DEBUG] [LOCAL     ] Loaded configuration for ATHA: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.996557] [DEBUG] [LOCAL     ] Loaded configuration for THQ: 5 features, 90.0% accuracy
[2025-12-01T20:50:30.996631] [DEBUG] [LOCAL     ] Loaded configuration for SJM: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.996686] [DEBUG] [LOCAL     ] Loaded configuration for HGLB: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.996740] [DEBUG] [LOCAL     ] Loaded configuration for ZURA: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.996795] [DEBUG] [LOCAL     ] Loaded configuration for PFGC: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.996850] [DEBUG] [LOCAL     ] Loaded configuration for ACLS: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.996903] [DEBUG] [LOCAL     ] Loaded configuration for LNZA: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.996976] [DEBUG] [LOCAL     ] Loaded configuration for IDA: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.997032] [DEBUG] [LOCAL     ] Loaded configuration for HIVE: 3 features, 70.0% accuracy
[2025-12-01T20:50:30.997094] [DEBUG] [LOCAL     ] Loaded configuration for BKH: 1 features, 80.0% accuracy
[2025-12-01T20:50:30.997149] [DEBUG] [LOCAL     ] Loaded configuration for CLNN: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.997204] [DEBUG] [LOCAL     ] Loaded configuration for BGH: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.997258] [DEBUG] [LOCAL     ] Loaded configuration for ALHC: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.997312] [DEBUG] [LOCAL     ] Loaded configuration for LOGI: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.997371] [DEBUG] [LOCAL     ] Loaded configuration for DYN: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.997426] [DEBUG] [LOCAL     ] Loaded configuration for TRMK: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.997480] [DEBUG] [LOCAL     ] Loaded configuration for LIND: 0 features, 70.0% accuracy
[2025-12-01T20:50:30.997534] [DEBUG] [LOCAL     ] Loaded configuration for VLTO: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.997612] [DEBUG] [LOCAL     ] Loaded configuration for OMC: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.997686] [DEBUG] [LOCAL     ] Loaded configuration for WERN: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.997741] [DEBUG] [LOCAL     ] Loaded configuration for BXSL: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.997800] [DEBUG] [LOCAL     ] Loaded configuration for FN: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.997855] [DEBUG] [LOCAL     ] Loaded configuration for MGPI: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.997909] [DEBUG] [LOCAL     ] Loaded configuration for SON: 0 features, 60.0% accuracy
[2025-12-01T20:50:30.997965] [DEBUG] [LOCAL     ] Loaded configuration for SQQQ: 7 features, 90.0% accuracy
[2025-12-01T20:50:30.998020] [DEBUG] [LOCAL     ] Loaded configuration for ASGN: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.998075] [DEBUG] [LOCAL     ] Loaded configuration for BN: 3 features, 60.0% accuracy
[2025-12-01T20:50:30.998130] [DEBUG] [LOCAL     ] Loaded configuration for VCRB: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.998184] [DEBUG] [LOCAL     ] Loaded configuration for RVTY: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.998237] [DEBUG] [LOCAL     ] Loaded configuration for MDXH: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.998291] [DEBUG] [LOCAL     ] Loaded configuration for ACEL: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.998371] [DEBUG] [LOCAL     ] Loaded configuration for LE: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.998427] [DEBUG] [LOCAL     ] Loaded configuration for MODG: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.998481] [DEBUG] [LOCAL     ] Loaded configuration for DB: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.998535] [DEBUG] [LOCAL     ] Loaded configuration for SPSC: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.998611] [DEBUG] [LOCAL     ] Loaded configuration for METCB: 2 features, 90.0% accuracy
[2025-12-01T20:50:30.998669] [DEBUG] [LOCAL     ] Loaded configuration for INDI: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.998723] [DEBUG] [LOCAL     ] Loaded configuration for RHP: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.998776] [DEBUG] [LOCAL     ] Loaded configuration for BNTC: 4 features, 70.0% accuracy
[2025-12-01T20:50:30.998830] [DEBUG] [LOCAL     ] Loaded configuration for CLF: 2 features, 60.0% accuracy
[2025-12-01T20:50:30.998884] [DEBUG] [LOCAL     ] Loaded configuration for MTLS: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.998939] [DEBUG] [LOCAL     ] Loaded configuration for ENSC: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.998993] [DEBUG] [LOCAL     ] Loaded configuration for JMIA: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.999047] [DEBUG] [LOCAL     ] Loaded configuration for USEA: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.999100] [DEBUG] [LOCAL     ] Loaded configuration for LX: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.999155] [DEBUG] [LOCAL     ] Loaded configuration for BCE: 3 features, 80.0% accuracy
[2025-12-01T20:50:30.999209] [DEBUG] [LOCAL     ] Loaded configuration for DXCM: 1 features, 60.0% accuracy
[2025-12-01T20:50:30.999270] [DEBUG] [LOCAL     ] Loaded configuration for TNC: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.999325] [DEBUG] [LOCAL     ] Loaded configuration for DGRS: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.999378] [DEBUG] [LOCAL     ] Loaded configuration for SUSB: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.999432] [DEBUG] [LOCAL     ] Loaded configuration for BKE: 5 features, 80.0% accuracy
[2025-12-01T20:50:30.999487] [DEBUG] [LOCAL     ] Loaded configuration for BAX: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.999540] [DEBUG] [LOCAL     ] Loaded configuration for LND: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.999614] [DEBUG] [LOCAL     ] Loaded configuration for FCNCA: 0 features, 80.0% accuracy
[2025-12-01T20:50:30.999671] [DEBUG] [LOCAL     ] Loaded configuration for WOOD: 3 features, 90.0% accuracy
[2025-12-01T20:50:30.999725] [DEBUG] [LOCAL     ] Loaded configuration for CVGI: 2 features, 70.0% accuracy
[2025-12-01T20:50:30.999780] [DEBUG] [LOCAL     ] Loaded configuration for PDBC: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.999834] [DEBUG] [LOCAL     ] Loaded configuration for ITRI: 2 features, 80.0% accuracy
[2025-12-01T20:50:30.999888] [DEBUG] [LOCAL     ] Loaded configuration for CELH: 1 features, 90.0% accuracy
[2025-12-01T20:50:30.999943] [DEBUG] [LOCAL     ] Loaded configuration for PK: 1 features, 70.0% accuracy
[2025-12-01T20:50:30.999996] [DEBUG] [LOCAL     ] Loaded configuration for BRO: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.000050] [DEBUG] [LOCAL     ] Loaded configuration for SEE: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.000106] [DEBUG] [LOCAL     ] Loaded configuration for REAL: 4 features, 60.0% accuracy
[2025-12-01T20:50:31.000159] [DEBUG] [LOCAL     ] Loaded configuration for OGN: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.000214] [DEBUG] [LOCAL     ] Loaded configuration for SGC: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.000268] [DEBUG] [LOCAL     ] Loaded configuration for GFI: 6 features, 90.0% accuracy
[2025-12-01T20:50:31.000325] [DEBUG] [LOCAL     ] Loaded configuration for ALLO: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.000381] [DEBUG] [LOCAL     ] Loaded configuration for MMD: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.000436] [DEBUG] [LOCAL     ] Loaded configuration for QQQM: 5 features, 70.0% accuracy
[2025-12-01T20:50:31.000490] [DEBUG] [LOCAL     ] Loaded configuration for POOL: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.000543] [DEBUG] [LOCAL     ] Loaded configuration for TTWO: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.000619] [DEBUG] [LOCAL     ] Loaded configuration for DMB: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.000675] [DEBUG] [LOCAL     ] Loaded configuration for PII: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.000729] [DEBUG] [LOCAL     ] Loaded configuration for DVN: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.000784] [DEBUG] [LOCAL     ] Loaded configuration for ETB: 5 features, 80.0% accuracy
[2025-12-01T20:50:31.000838] [DEBUG] [LOCAL     ] Loaded configuration for BEAM: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.000892] [DEBUG] [LOCAL     ] Loaded configuration for ORIC: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.000945] [DEBUG] [LOCAL     ] Loaded configuration for POWL: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.001020] [DEBUG] [LOCAL     ] Loaded configuration for FPI: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.001076] [DEBUG] [LOCAL     ] Loaded configuration for PMO: 0 features, 60.0% accuracy
[2025-12-01T20:50:31.001131] [DEBUG] [LOCAL     ] Loaded configuration for PAYO: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.001186] [DEBUG] [LOCAL     ] Loaded configuration for KYTX: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.001249] [DEBUG] [LOCAL     ] Loaded configuration for EGP: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.001304] [DEBUG] [LOCAL     ] Loaded configuration for ISPO: 5 features, 80.0% accuracy
[2025-12-01T20:50:31.001359] [DEBUG] [LOCAL     ] Loaded configuration for SDHY: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.001421] [DEBUG] [LOCAL     ] Loaded configuration for USFD: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.001477] [DEBUG] [LOCAL     ] Loaded configuration for CCIF: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.001532] [DEBUG] [LOCAL     ] Loaded configuration for FDP: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.001606] [DEBUG] [LOCAL     ] Loaded configuration for MNY: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.001664] [DEBUG] [LOCAL     ] Loaded configuration for NCA: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.001720] [DEBUG] [LOCAL     ] Loaded configuration for SGHC: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.001776] [DEBUG] [LOCAL     ] Loaded configuration for RFI: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.001830] [DEBUG] [LOCAL     ] Loaded configuration for HUM: 3 features, 100.0% accuracy
[2025-12-01T20:50:31.001889] [DEBUG] [LOCAL     ] Loaded configuration for OPRX: 5 features, 100.0% accuracy
[2025-12-01T20:50:31.001943] [DEBUG] [LOCAL     ] Loaded configuration for FIVE: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.001997] [DEBUG] [LOCAL     ] Loaded configuration for SDVY: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.002052] [DEBUG] [LOCAL     ] Loaded configuration for SPE: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.002107] [DEBUG] [LOCAL     ] Loaded configuration for PCG: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.002162] [DEBUG] [LOCAL     ] Loaded configuration for PASG: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.002217] [DEBUG] [LOCAL     ] Loaded configuration for XENE: 6 features, 90.0% accuracy
[2025-12-01T20:50:31.002272] [DEBUG] [LOCAL     ] Loaded configuration for NRG: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.002327] [DEBUG] [LOCAL     ] Loaded configuration for INSM: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.002382] [DEBUG] [LOCAL     ] Loaded configuration for UPLD: 3 features, 100.0% accuracy
[2025-12-01T20:50:31.002436] [DEBUG] [LOCAL     ] Loaded configuration for WAL: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.002490] [DEBUG] [LOCAL     ] Loaded configuration for THO: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.002545] [DEBUG] [LOCAL     ] Loaded configuration for SOJD: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.002619] [DEBUG] [LOCAL     ] Loaded configuration for ABCB: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.002676] [DEBUG] [LOCAL     ] Loaded configuration for AEM: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.002731] [DEBUG] [LOCAL     ] Loaded configuration for FMC: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.002785] [DEBUG] [LOCAL     ] Loaded configuration for UNMA: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.002839] [DEBUG] [LOCAL     ] Loaded configuration for GIS: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.002895] [DEBUG] [LOCAL     ] Loaded configuration for FHB: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.002949] [DEBUG] [LOCAL     ] Loaded configuration for USGO: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.003003] [DEBUG] [LOCAL     ] Loaded configuration for FRBA: 4 features, 100.0% accuracy
[2025-12-01T20:50:31.003058] [DEBUG] [LOCAL     ] Loaded configuration for EBF: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.003112] [DEBUG] [LOCAL     ] Loaded configuration for DBRG: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.003166] [DEBUG] [LOCAL     ] Loaded configuration for DAO: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.003221] [DEBUG] [LOCAL     ] Loaded configuration for FTCI: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.003275] [DEBUG] [LOCAL     ] Loaded configuration for VTS: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.003329] [DEBUG] [LOCAL     ] Loaded configuration for OLPX: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.003382] [DEBUG] [LOCAL     ] Loaded configuration for AIO: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.003436] [DEBUG] [LOCAL     ] Loaded configuration for GTLS: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.003489] [DEBUG] [LOCAL     ] Loaded configuration for BMEZ: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.003551] [DEBUG] [LOCAL     ] Loaded configuration for BNGO: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.003631] [DEBUG] [LOCAL     ] Loaded configuration for GRMN: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.003688] [DEBUG] [LOCAL     ] Loaded configuration for AXS: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.003742] [DEBUG] [LOCAL     ] Loaded configuration for SPWH: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.003797] [DEBUG] [LOCAL     ] Loaded configuration for S: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.003852] [DEBUG] [LOCAL     ] Loaded configuration for KBWP: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.003906] [DEBUG] [LOCAL     ] Loaded configuration for TNXP: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.003960] [DEBUG] [LOCAL     ] Loaded configuration for VKQ: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.004014] [DEBUG] [LOCAL     ] Loaded configuration for ARM: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.004070] [DEBUG] [LOCAL     ] Loaded configuration for VS: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.004123] [DEBUG] [LOCAL     ] Loaded configuration for NE: 0 features, 60.0% accuracy
[2025-12-01T20:50:31.004178] [DEBUG] [LOCAL     ] Loaded configuration for CCO: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.004231] [DEBUG] [LOCAL     ] Loaded configuration for VRIG: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.004286] [DEBUG] [LOCAL     ] Loaded configuration for VOD: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.004344] [DEBUG] [LOCAL     ] Loaded configuration for HITI: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.004399] [DEBUG] [LOCAL     ] Loaded configuration for HAFC: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.004454] [DEBUG] [LOCAL     ] Loaded configuration for BCPC: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.004509] [DEBUG] [LOCAL     ] Loaded configuration for CBL: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.004564] [DEBUG] [LOCAL     ] Loaded configuration for FRSH: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.004638] [DEBUG] [LOCAL     ] Loaded configuration for WPP: 0 features, 60.0% accuracy
[2025-12-01T20:50:31.004694] [DEBUG] [LOCAL     ] Loaded configuration for PECO: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.004749] [DEBUG] [LOCAL     ] Loaded configuration for CVX: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.004803] [DEBUG] [LOCAL     ] Loaded configuration for LAZ: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.004857] [DEBUG] [LOCAL     ] Loaded configuration for ADEA: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.004911] [DEBUG] [LOCAL     ] Loaded configuration for NEGG: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.004965] [DEBUG] [LOCAL     ] Loaded configuration for ICL: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.005036] [DEBUG] [LOCAL     ] Loaded configuration for CRM: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.005092] [DEBUG] [LOCAL     ] Loaded configuration for CNM: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.005146] [DEBUG] [LOCAL     ] Loaded configuration for MTEN: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.005201] [DEBUG] [LOCAL     ] Loaded configuration for TEAM: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.005262] [DEBUG] [LOCAL     ] Loaded configuration for TCX: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.005316] [DEBUG] [LOCAL     ] Loaded configuration for DTG: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.005371] [DEBUG] [LOCAL     ] Loaded configuration for STNE: 6 features, 80.0% accuracy
[2025-12-01T20:50:31.005425] [DEBUG] [LOCAL     ] Loaded configuration for ARLP: 4 features, 100.0% accuracy
[2025-12-01T20:50:31.005479] [DEBUG] [LOCAL     ] Loaded configuration for DTB: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.005534] [DEBUG] [LOCAL     ] Loaded configuration for MSM: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.005609] [DEBUG] [LOCAL     ] Loaded configuration for HSHP: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.005666] [DEBUG] [LOCAL     ] Loaded configuration for IBTJ: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.005728] [DEBUG] [LOCAL     ] Loaded configuration for NPCE: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.005783] [DEBUG] [LOCAL     ] Loaded configuration for WSFS: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.005838] [DEBUG] [LOCAL     ] Loaded configuration for WTI: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.005892] [DEBUG] [LOCAL     ] Loaded configuration for OXSQ: 5 features, 60.0% accuracy
[2025-12-01T20:50:31.005946] [DEBUG] [LOCAL     ] Loaded configuration for SLAB: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.005999] [DEBUG] [LOCAL     ] Loaded configuration for BMRA: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.006053] [DEBUG] [LOCAL     ] Loaded configuration for AISP: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.006108] [DEBUG] [LOCAL     ] Loaded configuration for TSI: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.006164] [DEBUG] [LOCAL     ] Loaded configuration for MOFG: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.006218] [DEBUG] [LOCAL     ] Loaded configuration for MFG: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.006272] [DEBUG] [LOCAL     ] Loaded configuration for EMN: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.006328] [DEBUG] [LOCAL     ] Loaded configuration for MRUS: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.006385] [DEBUG] [LOCAL     ] Loaded configuration for JOBY: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.006439] [DEBUG] [LOCAL     ] Loaded configuration for UHAL: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.006494] [DEBUG] [LOCAL     ] Loaded configuration for ZBH: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.006548] [DEBUG] [LOCAL     ] Loaded configuration for INOD: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.006628] [DEBUG] [LOCAL     ] Loaded configuration for EMO: 5 features, 70.0% accuracy
[2025-12-01T20:50:31.006685] [DEBUG] [LOCAL     ] Loaded configuration for MHN: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.006739] [DEBUG] [LOCAL     ] Loaded configuration for ULCC: 3 features, 100.0% accuracy
[2025-12-01T20:50:31.006793] [DEBUG] [LOCAL     ] Loaded configuration for KVHI: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.006847] [DEBUG] [LOCAL     ] Loaded configuration for QCRH: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.006904] [DEBUG] [LOCAL     ] Loaded configuration for CALM: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.006958] [DEBUG] [LOCAL     ] Loaded configuration for SSTK: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.007012] [DEBUG] [LOCAL     ] Loaded configuration for ERIC: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.007065] [DEBUG] [LOCAL     ] Loaded configuration for KNSA: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.007119] [DEBUG] [LOCAL     ] Loaded configuration for MPAA: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.007174] [DEBUG] [LOCAL     ] Loaded configuration for UBFO: 4 features, 60.0% accuracy
[2025-12-01T20:50:31.007228] [DEBUG] [LOCAL     ] Loaded configuration for HRB: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.007281] [DEBUG] [LOCAL     ] Loaded configuration for XGN: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.007438] [DEBUG] [LOCAL     ] Loaded configuration for VYX: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.007501] [DEBUG] [LOCAL     ] Loaded configuration for EIX: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.007559] [DEBUG] [LOCAL     ] Loaded configuration for ARDX: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.007639] [DEBUG] [LOCAL     ] Loaded configuration for NITO: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.007695] [DEBUG] [LOCAL     ] Loaded configuration for NAMS: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.007751] [DEBUG] [LOCAL     ] Loaded configuration for ETY: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.007806] [DEBUG] [LOCAL     ] Loaded configuration for LOB: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.007862] [DEBUG] [LOCAL     ] Loaded configuration for WOK: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.007917] [DEBUG] [LOCAL     ] Loaded configuration for IMAX: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.007979] [DEBUG] [LOCAL     ] Loaded configuration for TSLS: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.008034] [DEBUG] [LOCAL     ] Loaded configuration for ZIM: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.008090] [DEBUG] [LOCAL     ] Loaded configuration for BSJQ: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.008146] [DEBUG] [LOCAL     ] Loaded configuration for WAVE: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.008202] [DEBUG] [LOCAL     ] Loaded configuration for HURC: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.008258] [DEBUG] [LOCAL     ] Loaded configuration for BRC: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.008335] [DEBUG] [LOCAL     ] Loaded configuration for MSTX: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.008395] [DEBUG] [LOCAL     ] Loaded configuration for PFN: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.008451] [DEBUG] [LOCAL     ] Loaded configuration for KNSL: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.008507] [DEBUG] [LOCAL     ] Loaded configuration for KOF: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.008562] [DEBUG] [LOCAL     ] Loaded configuration for EQH: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.008635] [DEBUG] [LOCAL     ] Loaded configuration for BSL: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.008692] [DEBUG] [LOCAL     ] Loaded configuration for KELYA: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.008748] [DEBUG] [LOCAL     ] Loaded configuration for RITM: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.008804] [DEBUG] [LOCAL     ] Loaded configuration for FRA: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.008860] [DEBUG] [LOCAL     ] Loaded configuration for STLA: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.008916] [DEBUG] [LOCAL     ] Loaded configuration for HPK: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.008971] [DEBUG] [LOCAL     ] Loaded configuration for OM: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.009026] [DEBUG] [LOCAL     ] Loaded configuration for ACGLN: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.009082] [DEBUG] [LOCAL     ] Loaded configuration for RGP: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.009136] [DEBUG] [LOCAL     ] Loaded configuration for AIFF: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.009210] [DEBUG] [LOCAL     ] Loaded configuration for MCN: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.009266] [DEBUG] [LOCAL     ] Loaded configuration for SWKS: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.009324] [DEBUG] [LOCAL     ] Loaded configuration for CSGP: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.009383] [DEBUG] [LOCAL     ] Loaded configuration for NBTB: 6 features, 70.0% accuracy
[2025-12-01T20:50:31.009439] [DEBUG] [LOCAL     ] Loaded configuration for HYI: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.009498] [DEBUG] [LOCAL     ] Loaded configuration for TRDA: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.009553] [DEBUG] [LOCAL     ] Loaded configuration for SKE: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.009629] [DEBUG] [LOCAL     ] Loaded configuration for OKE: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.009686] [DEBUG] [LOCAL     ] Loaded configuration for ZS: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.009742] [DEBUG] [LOCAL     ] Loaded configuration for XPEL: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.009798] [DEBUG] [LOCAL     ] Loaded configuration for SPG: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.009854] [DEBUG] [LOCAL     ] Loaded configuration for JFIN: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.009911] [DEBUG] [LOCAL     ] Loaded configuration for ROAD: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.009967] [DEBUG] [LOCAL     ] Loaded configuration for SHIP: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.010022] [DEBUG] [LOCAL     ] Loaded configuration for IMXI: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.010077] [DEBUG] [LOCAL     ] Loaded configuration for SBS: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.010132] [DEBUG] [LOCAL     ] Loaded configuration for PFH: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.010195] [DEBUG] [LOCAL     ] Loaded configuration for EDBL: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.010252] [DEBUG] [LOCAL     ] Loaded configuration for PBFS: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.010307] [DEBUG] [LOCAL     ] Loaded configuration for SNAP: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.010367] [DEBUG] [LOCAL     ] Loaded configuration for SOGP: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.010423] [DEBUG] [LOCAL     ] Loaded configuration for RTO: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.010480] [DEBUG] [LOCAL     ] Loaded configuration for PSF: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.010536] [DEBUG] [LOCAL     ] Loaded configuration for PSN: 0 features, 90.0% accuracy
[2025-12-01T20:50:31.010611] [DEBUG] [LOCAL     ] Loaded configuration for GEOS: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.010677] [DEBUG] [LOCAL     ] Loaded configuration for SNN: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.010732] [DEBUG] [LOCAL     ] Loaded configuration for DIBS: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.010788] [DEBUG] [LOCAL     ] Loaded configuration for ACWI: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.010844] [DEBUG] [LOCAL     ] Loaded configuration for PDS: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.010900] [DEBUG] [LOCAL     ] Loaded configuration for STRL: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.010955] [DEBUG] [LOCAL     ] Loaded configuration for FTI: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.011011] [DEBUG] [LOCAL     ] Loaded configuration for CHEF: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.011066] [DEBUG] [LOCAL     ] Loaded configuration for LNG: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.011120] [DEBUG] [LOCAL     ] Loaded configuration for WSO: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.011175] [DEBUG] [LOCAL     ] Loaded configuration for CNS: 4 features, 100.0% accuracy
[2025-12-01T20:50:31.011231] [DEBUG] [LOCAL     ] Loaded configuration for NEXN: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.011286] [DEBUG] [LOCAL     ] Loaded configuration for LXP: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.011341] [DEBUG] [LOCAL     ] Loaded configuration for AGNCM: 3 features, 100.0% accuracy
[2025-12-01T20:50:31.011401] [DEBUG] [LOCAL     ] Loaded configuration for SNX: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.011457] [DEBUG] [LOCAL     ] Loaded configuration for ABM: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.011512] [DEBUG] [LOCAL     ] Loaded configuration for BSLK: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.011568] [DEBUG] [LOCAL     ] Loaded configuration for AIG: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.011648] [DEBUG] [LOCAL     ] Loaded configuration for SIRI: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.011714] [DEBUG] [LOCAL     ] Loaded configuration for TEL: 1 features, 100.0% accuracy
[2025-12-01T20:50:31.011771] [DEBUG] [LOCAL     ] Loaded configuration for GAB: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.011827] [DEBUG] [LOCAL     ] Loaded configuration for HIX: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.011883] [DEBUG] [LOCAL     ] Loaded configuration for DINO: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.011939] [DEBUG] [LOCAL     ] Loaded configuration for AMPX: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.011995] [DEBUG] [LOCAL     ] Loaded configuration for OC: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.012051] [DEBUG] [LOCAL     ] Loaded configuration for NNDM: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.012106] [DEBUG] [LOCAL     ] Loaded configuration for UVE: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.012161] [DEBUG] [LOCAL     ] Loaded configuration for GABC: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.012216] [DEBUG] [LOCAL     ] Loaded configuration for HWKN: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.012271] [DEBUG] [LOCAL     ] Loaded configuration for ZNTL: 2 features, 40.0% accuracy
[2025-12-01T20:50:31.012329] [DEBUG] [LOCAL     ] Loaded configuration for GNOM: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.012394] [DEBUG] [LOCAL     ] Loaded configuration for MSI: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.012450] [DEBUG] [LOCAL     ] Loaded configuration for LVHD: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.012505] [DEBUG] [LOCAL     ] Loaded configuration for EGAN: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.012560] [DEBUG] [LOCAL     ] Loaded configuration for MPA: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.012635] [DEBUG] [LOCAL     ] Loaded configuration for HRTX: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.012691] [DEBUG] [LOCAL     ] Loaded configuration for RMMZ: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.012746] [DEBUG] [LOCAL     ] Loaded configuration for FTXN: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.012801] [DEBUG] [LOCAL     ] Loaded configuration for SFNC: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.012856] [DEBUG] [LOCAL     ] Loaded configuration for CRNX: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.012911] [DEBUG] [LOCAL     ] Loaded configuration for NIKL: 0 features, 60.0% accuracy
[2025-12-01T20:50:31.012967] [DEBUG] [LOCAL     ] Loaded configuration for SPFI: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.013022] [DEBUG] [LOCAL     ] Loaded configuration for FMBH: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.013077] [DEBUG] [LOCAL     ] Loaded configuration for IHD: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.013133] [DEBUG] [LOCAL     ] Loaded configuration for RVSB: 1 features, 50.0% accuracy
[2025-12-01T20:50:31.013188] [DEBUG] [LOCAL     ] Loaded configuration for PSCE: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.013243] [DEBUG] [LOCAL     ] Loaded configuration for IBTG: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.013315] [DEBUG] [LOCAL     ] Loaded configuration for NNI: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.013370] [DEBUG] [LOCAL     ] Loaded configuration for BSVO: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.013425] [DEBUG] [LOCAL     ] Loaded configuration for MEI: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.013478] [DEBUG] [LOCAL     ] Loaded configuration for URI: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.013533] [DEBUG] [LOCAL     ] Loaded configuration for CWBC: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.013606] [DEBUG] [LOCAL     ] Loaded configuration for IOSP: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.013662] [DEBUG] [LOCAL     ] Loaded configuration for NMRA: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.013717] [DEBUG] [LOCAL     ] Loaded configuration for SBRA: 6 features, 90.0% accuracy
[2025-12-01T20:50:31.013771] [DEBUG] [LOCAL     ] Loaded configuration for SBH: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.013826] [DEBUG] [LOCAL     ] Loaded configuration for FTHY: 3 features, 100.0% accuracy
[2025-12-01T20:50:31.013881] [DEBUG] [LOCAL     ] Loaded configuration for SHPH: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.013937] [DEBUG] [LOCAL     ] Loaded configuration for NVDL: 6 features, 90.0% accuracy
[2025-12-01T20:50:31.013991] [DEBUG] [LOCAL     ] Loaded configuration for CLCO: 0 features, 90.0% accuracy
[2025-12-01T20:50:31.014045] [DEBUG] [LOCAL     ] Loaded configuration for QMCO: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.014099] [DEBUG] [LOCAL     ] Loaded configuration for AGNC: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.014154] [DEBUG] [LOCAL     ] Loaded configuration for BOND: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.014208] [DEBUG] [LOCAL     ] Loaded configuration for MHO: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.014262] [DEBUG] [LOCAL     ] Loaded configuration for AMC: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.014317] [DEBUG] [LOCAL     ] Loaded configuration for TDF: 6 features, 90.0% accuracy
[2025-12-01T20:50:31.014380] [DEBUG] [LOCAL     ] Loaded configuration for XERS: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.014436] [DEBUG] [LOCAL     ] Loaded configuration for ALK: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.014491] [DEBUG] [LOCAL     ] Loaded configuration for BNTX: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.014553] [DEBUG] [LOCAL     ] Loaded configuration for WY: 0 features, 90.0% accuracy
[2025-12-01T20:50:31.014630] [DEBUG] [LOCAL     ] Loaded configuration for PPL: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.014685] [DEBUG] [LOCAL     ] Loaded configuration for IMKTA: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.014740] [DEBUG] [LOCAL     ] Loaded configuration for MCHP: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.014796] [DEBUG] [LOCAL     ] Loaded configuration for FBIN: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.014851] [DEBUG] [LOCAL     ] Loaded configuration for JRS: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.014905] [DEBUG] [LOCAL     ] Loaded configuration for AMG: 2 features, 100.0% accuracy
[2025-12-01T20:50:31.014960] [DEBUG] [LOCAL     ] Loaded configuration for TQQQ: 6 features, 80.0% accuracy
[2025-12-01T20:50:31.015015] [DEBUG] [LOCAL     ] Loaded configuration for KMDA: 6 features, 100.0% accuracy
[2025-12-01T20:50:31.015070] [DEBUG] [LOCAL     ] Loaded configuration for BWFG: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.015124] [DEBUG] [LOCAL     ] Loaded configuration for PFBC: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.015178] [DEBUG] [LOCAL     ] Loaded configuration for ADTN: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.015233] [DEBUG] [LOCAL     ] Loaded configuration for GOLF: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.015287] [DEBUG] [LOCAL     ] Loaded configuration for WDAY: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.015343] [DEBUG] [LOCAL     ] Loaded configuration for CASY: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.015400] [DEBUG] [LOCAL     ] Loaded configuration for CENTA: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.015454] [DEBUG] [LOCAL     ] Loaded configuration for GWH: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.015509] [DEBUG] [LOCAL     ] Loaded configuration for BOTZ: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.015563] [DEBUG] [LOCAL     ] Loaded configuration for COLM: 0 features, 90.0% accuracy
[2025-12-01T20:50:31.015652] [DEBUG] [LOCAL     ] Loaded configuration for IRM: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.015708] [DEBUG] [LOCAL     ] Loaded configuration for CHDN: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.015763] [DEBUG] [LOCAL     ] Loaded configuration for EXLS: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.015817] [DEBUG] [LOCAL     ] Loaded configuration for SELF: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.015872] [DEBUG] [LOCAL     ] Loaded configuration for MMSI: 4 features, 60.0% accuracy
[2025-12-01T20:50:31.015926] [DEBUG] [LOCAL     ] Loaded configuration for KARO: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.015980] [DEBUG] [LOCAL     ] Loaded configuration for DLO: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.016035] [DEBUG] [LOCAL     ] Loaded configuration for WKC: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.016089] [DEBUG] [LOCAL     ] Loaded configuration for BEEP: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.016143] [DEBUG] [LOCAL     ] Loaded configuration for ARQ: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.016197] [DEBUG] [LOCAL     ] Loaded configuration for MITK: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.016252] [DEBUG] [LOCAL     ] Loaded configuration for VRSN: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.016306] [DEBUG] [LOCAL     ] Loaded configuration for PGEN: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.016365] [DEBUG] [LOCAL     ] Loaded configuration for DDD: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.016421] [DEBUG] [LOCAL     ] Loaded configuration for JCI: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.016475] [DEBUG] [LOCAL     ] Loaded configuration for GNLX: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.016530] [DEBUG] [LOCAL     ] Loaded configuration for VTGN: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.016601] [DEBUG] [LOCAL     ] Loaded configuration for TZOO: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.016658] [DEBUG] [LOCAL     ] Loaded configuration for VRTS: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.016720] [DEBUG] [LOCAL     ] Loaded configuration for TWIN: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.016774] [DEBUG] [LOCAL     ] Loaded configuration for FDTX: 1 features, 50.0% accuracy
[2025-12-01T20:50:31.016827] [DEBUG] [LOCAL     ] Loaded configuration for AAPB: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.016881] [DEBUG] [LOCAL     ] Loaded configuration for BFLY: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.016935] [DEBUG] [LOCAL     ] Loaded configuration for KB: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.016990] [DEBUG] [LOCAL     ] Loaded configuration for ZWS: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.017043] [DEBUG] [LOCAL     ] Loaded configuration for ACA: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.017098] [DEBUG] [LOCAL     ] Loaded configuration for NWS: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.017152] [DEBUG] [LOCAL     ] Loaded configuration for CAL: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.017206] [DEBUG] [LOCAL     ] Loaded configuration for DELL: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.017261] [DEBUG] [LOCAL     ] Loaded configuration for IAG: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.017333] [DEBUG] [LOCAL     ] Loaded configuration for CDTX: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.017388] [DEBUG] [LOCAL     ] Loaded configuration for IREN: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.017442] [DEBUG] [LOCAL     ] Loaded configuration for MC: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.017498] [DEBUG] [LOCAL     ] Loaded configuration for FIVN: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.017552] [DEBUG] [LOCAL     ] Loaded configuration for MED: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.017635] [DEBUG] [LOCAL     ] Loaded configuration for VALN: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.017691] [DEBUG] [LOCAL     ] Loaded configuration for BUI: 4 features, 50.0% accuracy
[2025-12-01T20:50:31.017746] [DEBUG] [LOCAL     ] Loaded configuration for SWX: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.017801] [DEBUG] [LOCAL     ] Loaded configuration for FCAL: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.017855] [DEBUG] [LOCAL     ] Loaded configuration for JAKK: 5 features, 80.0% accuracy
[2025-12-01T20:50:31.017911] [DEBUG] [LOCAL     ] Loaded configuration for BXP: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.017966] [DEBUG] [LOCAL     ] Loaded configuration for IEI: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.018021] [DEBUG] [LOCAL     ] Loaded configuration for APLE: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.018074] [DEBUG] [LOCAL     ] Loaded configuration for ZTS: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.018129] [DEBUG] [LOCAL     ] Loaded configuration for PXS: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.018182] [DEBUG] [LOCAL     ] Loaded configuration for ZTO: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.018237] [DEBUG] [LOCAL     ] Loaded configuration for MUX: 5 features, 70.0% accuracy
[2025-12-01T20:50:31.018290] [DEBUG] [LOCAL     ] Loaded configuration for GIL: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.018360] [DEBUG] [LOCAL     ] Loaded configuration for COMP: 6 features, 70.0% accuracy
[2025-12-01T20:50:31.018417] [DEBUG] [LOCAL     ] Loaded configuration for BHFAP: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.018473] [DEBUG] [LOCAL     ] Loaded configuration for SIXG: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.018527] [DEBUG] [LOCAL     ] Loaded configuration for BUD: 3 features, 100.0% accuracy
[2025-12-01T20:50:31.018598] [DEBUG] [LOCAL     ] Loaded configuration for PLPC: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.018656] [DEBUG] [LOCAL     ] Loaded configuration for ALMS: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.018710] [DEBUG] [LOCAL     ] Loaded configuration for KRRO: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.018764] [DEBUG] [LOCAL     ] Loaded configuration for GH: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.018819] [DEBUG] [LOCAL     ] Loaded configuration for AVO: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.018881] [DEBUG] [LOCAL     ] Loaded configuration for ORRF: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.018935] [DEBUG] [LOCAL     ] Loaded configuration for CRBP: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.018989] [DEBUG] [LOCAL     ] Loaded configuration for CRGY: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.019043] [DEBUG] [LOCAL     ] Loaded configuration for SFIX: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.019097] [DEBUG] [LOCAL     ] Loaded configuration for BHP: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.019150] [DEBUG] [LOCAL     ] Loaded configuration for FIXD: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.019203] [DEBUG] [LOCAL     ] Loaded configuration for MSGE: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.019257] [DEBUG] [LOCAL     ] Loaded configuration for ENPH: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.019311] [DEBUG] [LOCAL     ] Loaded configuration for VRCA: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.019367] [DEBUG] [LOCAL     ] Loaded configuration for PRME: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.019423] [DEBUG] [LOCAL     ] Loaded configuration for BSCP: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.019477] [DEBUG] [LOCAL     ] Loaded configuration for DCOM: 0 features, 90.0% accuracy
[2025-12-01T20:50:31.019531] [DEBUG] [LOCAL     ] Loaded configuration for RLI: 0 features, 90.0% accuracy
[2025-12-01T20:50:31.019609] [DEBUG] [LOCAL     ] Loaded configuration for TENX: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.019667] [DEBUG] [LOCAL     ] Loaded configuration for QTRX: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.019721] [DEBUG] [LOCAL     ] Loaded configuration for HSIC: 2 features, 100.0% accuracy
[2025-12-01T20:50:31.019776] [DEBUG] [LOCAL     ] Loaded configuration for TRC: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.019830] [DEBUG] [LOCAL     ] Loaded configuration for AMRN: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.019885] [DEBUG] [LOCAL     ] Loaded configuration for ENSG: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.019939] [DEBUG] [LOCAL     ] Loaded configuration for GLSI: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.019993] [DEBUG] [LOCAL     ] Loaded configuration for RMBI: 4 features, 100.0% accuracy
[2025-12-01T20:50:31.020048] [DEBUG] [LOCAL     ] Loaded configuration for BOF: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.020103] [DEBUG] [LOCAL     ] Loaded configuration for FROG: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.020157] [DEBUG] [LOCAL     ] Loaded configuration for JAGX: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.020210] [DEBUG] [LOCAL     ] Loaded configuration for DSL: 0 features, 60.0% accuracy
[2025-12-01T20:50:31.020264] [DEBUG] [LOCAL     ] Loaded configuration for NIM: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.020318] [DEBUG] [LOCAL     ] Loaded configuration for XRAY: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.020377] [DEBUG] [LOCAL     ] Loaded configuration for VICI: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.020433] [DEBUG] [LOCAL     ] Loaded configuration for DK: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.020487] [DEBUG] [LOCAL     ] Loaded configuration for DDL: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.020540] [DEBUG] [LOCAL     ] Loaded configuration for SAIA: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.020612] [DEBUG] [LOCAL     ] Loaded configuration for PRI: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.020668] [DEBUG] [LOCAL     ] Loaded configuration for AHCO: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.020723] [DEBUG] [LOCAL     ] Loaded configuration for ESE: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.020777] [DEBUG] [LOCAL     ] Loaded configuration for STOK: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.020840] [DEBUG] [LOCAL     ] Loaded configuration for HOOD: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.020893] [DEBUG] [LOCAL     ] Loaded configuration for WRBY: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.020949] [DEBUG] [LOCAL     ] Loaded configuration for WGMI: 4 features, 60.0% accuracy
[2025-12-01T20:50:31.021010] [DEBUG] [LOCAL     ] Loaded configuration for FCN: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.021065] [DEBUG] [LOCAL     ] Loaded configuration for GTLB: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.021119] [DEBUG] [LOCAL     ] Loaded configuration for WNEB: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.021172] [DEBUG] [LOCAL     ] Loaded configuration for LILAK: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.021226] [DEBUG] [LOCAL     ] Loaded configuration for ZBRA: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.021280] [DEBUG] [LOCAL     ] Loaded configuration for SSNC: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.021358] [DEBUG] [LOCAL     ] Loaded configuration for RUN: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.021412] [DEBUG] [LOCAL     ] Loaded configuration for GFL: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.021467] [DEBUG] [LOCAL     ] Loaded configuration for YTRA: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.021521] [DEBUG] [LOCAL     ] Loaded configuration for RSG: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.021592] [DEBUG] [LOCAL     ] Loaded configuration for NVMI: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.021651] [DEBUG] [LOCAL     ] Loaded configuration for SKRE: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.021705] [DEBUG] [LOCAL     ] Loaded configuration for MVBF: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.021760] [DEBUG] [LOCAL     ] Loaded configuration for HTGC: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.021814] [DEBUG] [LOCAL     ] Loaded configuration for CSIQ: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.021868] [DEBUG] [LOCAL     ] Loaded configuration for IFN: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.021923] [DEBUG] [LOCAL     ] Loaded configuration for SFLO: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.021976] [DEBUG] [LOCAL     ] Loaded configuration for MYN: 1 features, 100.0% accuracy
[2025-12-01T20:50:31.022031] [DEBUG] [LOCAL     ] Loaded configuration for HELE: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.022086] [DEBUG] [LOCAL     ] Loaded configuration for DECK: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.022140] [DEBUG] [LOCAL     ] Loaded configuration for HRMY: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.022194] [DEBUG] [LOCAL     ] Loaded configuration for EMBC: 3 features, 100.0% accuracy
[2025-12-01T20:50:31.022248] [DEBUG] [LOCAL     ] Loaded configuration for WB: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.022302] [DEBUG] [LOCAL     ] Loaded configuration for GNK: 2 features, 50.0% accuracy
[2025-12-01T20:50:31.022362] [DEBUG] [LOCAL     ] Loaded configuration for SMFG: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.022417] [DEBUG] [LOCAL     ] Loaded configuration for BGX: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.022473] [DEBUG] [LOCAL     ] Loaded configuration for ASML: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.022528] [DEBUG] [LOCAL     ] Loaded configuration for USIG: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.022600] [DEBUG] [LOCAL     ] Loaded configuration for NRIM: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.022658] [DEBUG] [LOCAL     ] Loaded configuration for MGRC: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.022721] [DEBUG] [LOCAL     ] Loaded configuration for DNA: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.022783] [DEBUG] [LOCAL     ] Loaded configuration for MODL: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.022839] [DEBUG] [LOCAL     ] Loaded configuration for TNDM: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.022893] [DEBUG] [LOCAL     ] Loaded configuration for FTGS: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.022948] [DEBUG] [LOCAL     ] Loaded configuration for BLZE: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.023002] [DEBUG] [LOCAL     ] Loaded configuration for GCMG: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.023056] [DEBUG] [LOCAL     ] Loaded configuration for SMH: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.023110] [DEBUG] [LOCAL     ] Loaded configuration for HLMN: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.023171] [DEBUG] [LOCAL     ] Loaded configuration for NFE: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.023226] [DEBUG] [LOCAL     ] Loaded configuration for MSGM: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.023281] [DEBUG] [LOCAL     ] Loaded configuration for ALSN: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.023335] [DEBUG] [LOCAL     ] Loaded configuration for NTRB: 1 features, 100.0% accuracy
[2025-12-01T20:50:31.023389] [DEBUG] [LOCAL     ] Loaded configuration for NTB: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.023444] [DEBUG] [LOCAL     ] Loaded configuration for STKL: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.023498] [DEBUG] [LOCAL     ] Loaded configuration for EWCZ: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.023552] [DEBUG] [LOCAL     ] Loaded configuration for EVRG: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.023670] [DEBUG] [LOCAL     ] Loaded configuration for UTEN: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.023728] [DEBUG] [LOCAL     ] Loaded configuration for SPGI: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.023783] [DEBUG] [LOCAL     ] Loaded configuration for PI: 3 features, 50.0% accuracy
[2025-12-01T20:50:31.023837] [DEBUG] [LOCAL     ] Loaded configuration for OSBC: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.023890] [DEBUG] [LOCAL     ] Loaded configuration for SCD: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.023945] [DEBUG] [LOCAL     ] Loaded configuration for KTB: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.023999] [DEBUG] [LOCAL     ] Loaded configuration for MELI: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.024054] [DEBUG] [LOCAL     ] Loaded configuration for EOI: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.024108] [DEBUG] [LOCAL     ] Loaded configuration for NCZ: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.024162] [DEBUG] [LOCAL     ] Loaded configuration for NVA: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.024216] [DEBUG] [LOCAL     ] Loaded configuration for JLL: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.024269] [DEBUG] [LOCAL     ] Loaded configuration for NICE: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.024323] [DEBUG] [LOCAL     ] Loaded configuration for HPQ: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.024391] [DEBUG] [LOCAL     ] Loaded configuration for CHCO: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.024448] [DEBUG] [LOCAL     ] Loaded configuration for AON: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.024502] [DEBUG] [LOCAL     ] Loaded configuration for NCLH: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.024556] [DEBUG] [LOCAL     ] Loaded configuration for UL: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.024630] [DEBUG] [LOCAL     ] Loaded configuration for FEP: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.024686] [DEBUG] [LOCAL     ] Loaded configuration for CHKP: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.024740] [DEBUG] [LOCAL     ] Loaded configuration for PSNL: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.024794] [DEBUG] [LOCAL     ] Loaded configuration for CRNC: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.024848] [DEBUG] [LOCAL     ] Loaded configuration for CQP: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.024902] [DEBUG] [LOCAL     ] Loaded configuration for SOL: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.024956] [DEBUG] [LOCAL     ] Loaded configuration for OZKAP: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.025010] [DEBUG] [LOCAL     ] Loaded configuration for APEI: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.025064] [DEBUG] [LOCAL     ] Loaded configuration for MRVI: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.025119] [DEBUG] [LOCAL     ] Loaded configuration for BEKE: 6 features, 80.0% accuracy
[2025-12-01T20:50:31.025177] [DEBUG] [LOCAL     ] Loaded configuration for WIX: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.025231] [DEBUG] [LOCAL     ] Loaded configuration for CVI: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.025285] [DEBUG] [LOCAL     ] Loaded configuration for DMRC: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.025345] [DEBUG] [LOCAL     ] Loaded configuration for IZEA: 1 features, 100.0% accuracy
[2025-12-01T20:50:31.025417] [DEBUG] [LOCAL     ] Loaded configuration for NBXG: 4 features, 60.0% accuracy
[2025-12-01T20:50:31.025473] [DEBUG] [LOCAL     ] Loaded configuration for ZYME: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.025527] [DEBUG] [LOCAL     ] Loaded configuration for QCOM: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.025601] [DEBUG] [LOCAL     ] Loaded configuration for CNQ: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.025660] [DEBUG] [LOCAL     ] Loaded configuration for VZ: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.025714] [DEBUG] [LOCAL     ] Loaded configuration for AMH: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.025769] [DEBUG] [LOCAL     ] Loaded configuration for DOCS: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.025823] [DEBUG] [LOCAL     ] Loaded configuration for ERIE: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.025878] [DEBUG] [LOCAL     ] Loaded configuration for SNPS: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.025932] [DEBUG] [LOCAL     ] Loaded configuration for NGS: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.025986] [DEBUG] [LOCAL     ] Loaded configuration for BAC: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.026041] [DEBUG] [LOCAL     ] Loaded configuration for HEQ: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.026095] [DEBUG] [LOCAL     ] Loaded configuration for MORN: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.026150] [DEBUG] [LOCAL     ] Loaded configuration for MBWM: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.026205] [DEBUG] [LOCAL     ] Loaded configuration for HBANP: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.026259] [DEBUG] [LOCAL     ] Loaded configuration for SSB: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.026314] [DEBUG] [LOCAL     ] Loaded configuration for TK: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.026367] [DEBUG] [LOCAL     ] Loaded configuration for NVGS: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.026421] [DEBUG] [LOCAL     ] Loaded configuration for ISD: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.026475] [DEBUG] [LOCAL     ] Loaded configuration for FLXS: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.026529] [DEBUG] [LOCAL     ] Loaded configuration for III: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.026602] [DEBUG] [LOCAL     ] Loaded configuration for PMM: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.026659] [DEBUG] [LOCAL     ] Loaded configuration for WFG: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.026725] [DEBUG] [LOCAL     ] Loaded configuration for AVY: 1 features, 40.0% accuracy
[2025-12-01T20:50:31.026780] [DEBUG] [LOCAL     ] Loaded configuration for HG: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.026834] [DEBUG] [LOCAL     ] Loaded configuration for MNTK: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.026890] [DEBUG] [LOCAL     ] Loaded configuration for SENEA: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.026944] [DEBUG] [LOCAL     ] Loaded configuration for CALC: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.026998] [DEBUG] [LOCAL     ] Loaded configuration for SPOK: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.027052] [DEBUG] [LOCAL     ] Loaded configuration for NMFC: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.027106] [DEBUG] [LOCAL     ] Loaded configuration for MYI: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.027160] [DEBUG] [LOCAL     ] Loaded configuration for LDP: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.027215] [DEBUG] [LOCAL     ] Loaded configuration for DY: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.027270] [DEBUG] [LOCAL     ] Loaded configuration for FORM: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.027326] [DEBUG] [LOCAL     ] Loaded configuration for CENX: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.027383] [DEBUG] [LOCAL     ] Loaded configuration for WLDN: 1 features, 50.0% accuracy
[2025-12-01T20:50:31.027438] [DEBUG] [LOCAL     ] Loaded configuration for DBL: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.027492] [DEBUG] [LOCAL     ] Loaded configuration for CASH: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.027553] [DEBUG] [LOCAL     ] Loaded configuration for CRUS: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.027632] [DEBUG] [LOCAL     ] Loaded configuration for ADSE: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.027688] [DEBUG] [LOCAL     ] Loaded configuration for LECO: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.027742] [DEBUG] [LOCAL     ] Loaded configuration for STAG: 0 features, 60.0% accuracy
[2025-12-01T20:50:31.027796] [DEBUG] [LOCAL     ] Loaded configuration for BTCS: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.027850] [DEBUG] [LOCAL     ] Loaded configuration for LIF: 4 features, 60.0% accuracy
[2025-12-01T20:50:31.027905] [DEBUG] [LOCAL     ] Loaded configuration for IMTX: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.027959] [DEBUG] [LOCAL     ] Loaded configuration for EVCM: 5 features, 70.0% accuracy
[2025-12-01T20:50:31.028015] [DEBUG] [LOCAL     ] Loaded configuration for EMB: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.028070] [DEBUG] [LOCAL     ] Loaded configuration for BYM: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.028124] [DEBUG] [LOCAL     ] Loaded configuration for PHO: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.028179] [DEBUG] [LOCAL     ] Loaded configuration for DAL: 0 features, 60.0% accuracy
[2025-12-01T20:50:31.028234] [DEBUG] [LOCAL     ] Loaded configuration for AMBA: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.028288] [DEBUG] [LOCAL     ] Loaded configuration for SAH: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.028356] [DEBUG] [LOCAL     ] Loaded configuration for CPIX: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.028416] [DEBUG] [LOCAL     ] Loaded configuration for ATLCZ: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.028471] [DEBUG] [LOCAL     ] Loaded configuration for BROS: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.028526] [DEBUG] [LOCAL     ] Loaded configuration for CRESY: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.028598] [DEBUG] [LOCAL     ] Loaded configuration for PCM: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.028656] [DEBUG] [LOCAL     ] Loaded configuration for CMSA: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.028711] [DEBUG] [LOCAL     ] Loaded configuration for ONEQ: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.028765] [DEBUG] [LOCAL     ] Loaded configuration for UTZ: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.028819] [DEBUG] [LOCAL     ] Loaded configuration for CBAN: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.028873] [DEBUG] [LOCAL     ] Loaded configuration for SLB: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.028926] [DEBUG] [LOCAL     ] Loaded configuration for BRY: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.028980] [DEBUG] [LOCAL     ] Loaded configuration for DPZ: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.029034] [DEBUG] [LOCAL     ] Loaded configuration for VGM: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.029088] [DEBUG] [LOCAL     ] Loaded configuration for MRCC: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.029141] [DEBUG] [LOCAL     ] Loaded configuration for SPXC: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.029194] [DEBUG] [LOCAL     ] Loaded configuration for HSBC: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.029247] [DEBUG] [LOCAL     ] Loaded configuration for NOG: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.029302] [DEBUG] [LOCAL     ] Loaded configuration for TRTX: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.029357] [DEBUG] [LOCAL     ] Loaded configuration for SHG: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.029429] [DEBUG] [LOCAL     ] Loaded configuration for SLF: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.029484] [DEBUG] [LOCAL     ] Loaded configuration for KRC: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.029538] [DEBUG] [LOCAL     ] Loaded configuration for SKY: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.029611] [DEBUG] [LOCAL     ] Loaded configuration for NATH: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.029667] [DEBUG] [LOCAL     ] Loaded configuration for BDJ: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.029729] [DEBUG] [LOCAL     ] Loaded configuration for TLS: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.029786] [DEBUG] [LOCAL     ] Loaded configuration for MTSI: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.029841] [DEBUG] [LOCAL     ] Loaded configuration for ALEC: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.029895] [DEBUG] [LOCAL     ] Loaded configuration for MAS: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.029950] [DEBUG] [LOCAL     ] Loaded configuration for SITC: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.030004] [DEBUG] [LOCAL     ] Loaded configuration for CUBE: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.030058] [DEBUG] [LOCAL     ] Loaded configuration for SGRY: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.030112] [DEBUG] [LOCAL     ] Loaded configuration for GEVO: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.030166] [DEBUG] [LOCAL     ] Loaded configuration for WLKP: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.030221] [DEBUG] [LOCAL     ] Loaded configuration for PERF: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.030276] [DEBUG] [LOCAL     ] Loaded configuration for SSL: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.030330] [DEBUG] [LOCAL     ] Loaded configuration for RAY: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.030384] [DEBUG] [LOCAL     ] Loaded configuration for VERA: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.030438] [DEBUG] [LOCAL     ] Loaded configuration for CORZ: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.030492] [DEBUG] [LOCAL     ] Loaded configuration for CCNE: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.030546] [DEBUG] [LOCAL     ] Loaded configuration for PYXS: 5 features, 80.0% accuracy
[2025-12-01T20:50:31.030620] [DEBUG] [LOCAL     ] Loaded configuration for IBP: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.030677] [DEBUG] [LOCAL     ] Loaded configuration for EHTH: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.030732] [DEBUG] [LOCAL     ] Loaded configuration for UGP: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.030787] [DEBUG] [LOCAL     ] Loaded configuration for FUL: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.030841] [DEBUG] [LOCAL     ] Loaded configuration for YSG: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.030899] [DEBUG] [LOCAL     ] Loaded configuration for FNLC: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.030953] [DEBUG] [LOCAL     ] Loaded configuration for CSAN: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.031007] [DEBUG] [LOCAL     ] Loaded configuration for BCYC: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.031061] [DEBUG] [LOCAL     ] Loaded configuration for PEGA: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.031115] [DEBUG] [LOCAL     ] Loaded configuration for PMVP: 0 features, 90.0% accuracy
[2025-12-01T20:50:31.031169] [DEBUG] [LOCAL     ] Loaded configuration for GLNG: 5 features, 80.0% accuracy
[2025-12-01T20:50:31.031224] [DEBUG] [LOCAL     ] Loaded configuration for VFC: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.031278] [DEBUG] [LOCAL     ] Loaded configuration for ABVC: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.031332] [DEBUG] [LOCAL     ] Loaded configuration for CDP: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.031387] [DEBUG] [LOCAL     ] Loaded configuration for MRX: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.031440] [DEBUG] [LOCAL     ] Loaded configuration for SAMG: 0 features, 50.0% accuracy
[2025-12-01T20:50:31.031494] [DEBUG] [LOCAL     ] Loaded configuration for NVRI: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.031549] [DEBUG] [LOCAL     ] Loaded configuration for USMC: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.031629] [DEBUG] [LOCAL     ] Loaded configuration for EVGO: 1 features, 100.0% accuracy
[2025-12-01T20:50:31.031686] [DEBUG] [LOCAL     ] Loaded configuration for SLGN: 5 features, 80.0% accuracy
[2025-12-01T20:50:31.031741] [DEBUG] [LOCAL     ] Loaded configuration for BKD: 4 features, 100.0% accuracy
[2025-12-01T20:50:31.031796] [DEBUG] [LOCAL     ] Loaded configuration for PAM: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.031858] [DEBUG] [LOCAL     ] Loaded configuration for SRG: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.031914] [DEBUG] [LOCAL     ] Loaded configuration for MNSO: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.031968] [DEBUG] [LOCAL     ] Loaded configuration for ENTA: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.032022] [DEBUG] [LOCAL     ] Loaded configuration for VITL: 5 features, 80.0% accuracy
[2025-12-01T20:50:31.032075] [DEBUG] [LOCAL     ] Loaded configuration for DOCN: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.032130] [DEBUG] [LOCAL     ] Loaded configuration for ONCO: 4 features, 60.0% accuracy
[2025-12-01T20:50:31.032183] [DEBUG] [LOCAL     ] Loaded configuration for NI: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.032237] [DEBUG] [LOCAL     ] Loaded configuration for VUZI: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.032291] [DEBUG] [LOCAL     ] Loaded configuration for BYSI: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.032349] [DEBUG] [LOCAL     ] Loaded configuration for SNDX: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.032406] [DEBUG] [LOCAL     ] Loaded configuration for IBTM: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.032460] [DEBUG] [LOCAL     ] Loaded configuration for ZION: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.032514] [DEBUG] [LOCAL     ] Loaded configuration for MRTN: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.032568] [DEBUG] [LOCAL     ] Loaded configuration for PDX: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.032641] [DEBUG] [LOCAL     ] Loaded configuration for BSVN: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.032696] [DEBUG] [LOCAL     ] Loaded configuration for OKYO: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.032751] [DEBUG] [LOCAL     ] Loaded configuration for RFM: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.032805] [DEBUG] [LOCAL     ] Loaded configuration for GSM: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.032860] [DEBUG] [LOCAL     ] Loaded configuration for DLPN: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.032923] [DEBUG] [LOCAL     ] Loaded configuration for WABC: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.032979] [DEBUG] [LOCAL     ] Loaded configuration for EEMA: 2 features, 40.0% accuracy
[2025-12-01T20:50:31.033034] [DEBUG] [LOCAL     ] Loaded configuration for IBBQ: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.033089] [DEBUG] [LOCAL     ] Loaded configuration for CPNG: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.033143] [DEBUG] [LOCAL     ] Loaded configuration for WINN: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.033197] [DEBUG] [LOCAL     ] Loaded configuration for CMG: 6 features, 80.0% accuracy
[2025-12-01T20:50:31.033251] [DEBUG] [LOCAL     ] Loaded configuration for MSCI: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.033305] [DEBUG] [LOCAL     ] Loaded configuration for ALRS: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.033360] [DEBUG] [LOCAL     ] Loaded configuration for EEX: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.033432] [DEBUG] [LOCAL     ] Loaded configuration for LPTH: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.033489] [DEBUG] [LOCAL     ] Loaded configuration for GOOS: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.033543] [DEBUG] [LOCAL     ] Loaded configuration for WTS: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.033618] [DEBUG] [LOCAL     ] Loaded configuration for UFCS: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.033674] [DEBUG] [LOCAL     ] Loaded configuration for EWBC: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.033728] [DEBUG] [LOCAL     ] Loaded configuration for BTAI: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.033782] [DEBUG] [LOCAL     ] Loaded configuration for AMRK: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.033836] [DEBUG] [LOCAL     ] Loaded configuration for JRI: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.033890] [DEBUG] [LOCAL     ] Loaded configuration for KOP: 0 features, 90.0% accuracy
[2025-12-01T20:50:31.033946] [DEBUG] [LOCAL     ] Loaded configuration for JBGS: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.034016] [DEBUG] [LOCAL     ] Loaded configuration for ASIX: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.034071] [DEBUG] [LOCAL     ] Loaded configuration for USVM: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.034125] [DEBUG] [LOCAL     ] Loaded configuration for ECX: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.034179] [DEBUG] [LOCAL     ] Loaded configuration for TPL: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.034233] [DEBUG] [LOCAL     ] Loaded configuration for PIM: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.034287] [DEBUG] [LOCAL     ] Loaded configuration for SBGI: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.034342] [DEBUG] [LOCAL     ] Loaded configuration for EB: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.034397] [DEBUG] [LOCAL     ] Loaded configuration for VYMI: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.034451] [DEBUG] [LOCAL     ] Loaded configuration for FSM: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.034506] [DEBUG] [LOCAL     ] Loaded configuration for SIGA: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.034561] [DEBUG] [LOCAL     ] Loaded configuration for GLBS: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.034635] [DEBUG] [LOCAL     ] Loaded configuration for METC: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.034689] [DEBUG] [LOCAL     ] Loaded configuration for LRGE: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.034743] [DEBUG] [LOCAL     ] Loaded configuration for EM: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.034797] [DEBUG] [LOCAL     ] Loaded configuration for GPRK: 1 features, 100.0% accuracy
[2025-12-01T20:50:31.034851] [DEBUG] [LOCAL     ] Loaded configuration for UNM: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.034906] [DEBUG] [LOCAL     ] Loaded configuration for LDOS: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.034961] [DEBUG] [LOCAL     ] Loaded configuration for TSCO: 2 features, 100.0% accuracy
[2025-12-01T20:50:31.035015] [DEBUG] [LOCAL     ] Loaded configuration for PL: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.035069] [DEBUG] [LOCAL     ] Loaded configuration for Z: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.035123] [DEBUG] [LOCAL     ] Loaded configuration for AMAL: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.035177] [DEBUG] [LOCAL     ] Loaded configuration for TUSK: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.035231] [DEBUG] [LOCAL     ] Loaded configuration for STRS: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.035285] [DEBUG] [LOCAL     ] Loaded configuration for STZ: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.035338] [DEBUG] [LOCAL     ] Loaded configuration for CARE: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.035393] [DEBUG] [LOCAL     ] Loaded configuration for UMBF: 2 features, 50.0% accuracy
[2025-12-01T20:50:31.035446] [DEBUG] [LOCAL     ] Loaded configuration for NDRA: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.035500] [DEBUG] [LOCAL     ] Loaded configuration for TARS: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.035554] [DEBUG] [LOCAL     ] Loaded configuration for LTC: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.035635] [DEBUG] [LOCAL     ] Loaded configuration for USLM: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.035691] [DEBUG] [LOCAL     ] Loaded configuration for LWAY: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.035746] [DEBUG] [LOCAL     ] Loaded configuration for DORM: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.035809] [DEBUG] [LOCAL     ] Loaded configuration for CREG: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.035866] [DEBUG] [LOCAL     ] Loaded configuration for ASPI: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.035921] [DEBUG] [LOCAL     ] Loaded configuration for FLWS: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.035976] [DEBUG] [LOCAL     ] Loaded configuration for WYNN: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.036032] [DEBUG] [LOCAL     ] Loaded configuration for FMAO: 5 features, 80.0% accuracy
[2025-12-01T20:50:31.036086] [DEBUG] [LOCAL     ] Loaded configuration for ASTS: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.036148] [DEBUG] [LOCAL     ] Loaded configuration for USCB: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.036203] [DEBUG] [LOCAL     ] Loaded configuration for LRHC: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.036258] [DEBUG] [LOCAL     ] Loaded configuration for RC: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.036312] [DEBUG] [LOCAL     ] Loaded configuration for JGLO: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.036366] [DEBUG] [LOCAL     ] Loaded configuration for FWONK: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.036422] [DEBUG] [LOCAL     ] Loaded configuration for OFS: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.036476] [DEBUG] [LOCAL     ] Loaded configuration for STWD: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.036531] [DEBUG] [LOCAL     ] Loaded configuration for IAC: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.036603] [DEBUG] [LOCAL     ] Loaded configuration for RCL: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.036660] [DEBUG] [LOCAL     ] Loaded configuration for ANIK: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.036715] [DEBUG] [LOCAL     ] Loaded configuration for DRMA: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.036770] [DEBUG] [LOCAL     ] Loaded configuration for EVOK: 4 features, 60.0% accuracy
[2025-12-01T20:50:31.036825] [DEBUG] [LOCAL     ] Loaded configuration for APH: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.036879] [DEBUG] [LOCAL     ] Loaded configuration for GRWG: 5 features, 80.0% accuracy
[2025-12-01T20:50:31.036934] [DEBUG] [LOCAL     ] Loaded configuration for SOFI: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.036989] [DEBUG] [LOCAL     ] Loaded configuration for MLAB: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.037044] [DEBUG] [LOCAL     ] Loaded configuration for PRLB: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.037098] [DEBUG] [LOCAL     ] Loaded configuration for PGZ: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.037155] [DEBUG] [LOCAL     ] Loaded configuration for MERC: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.037210] [DEBUG] [LOCAL     ] Loaded configuration for SUSC: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.037264] [DEBUG] [LOCAL     ] Loaded configuration for LSCC: 2 features, 100.0% accuracy
[2025-12-01T20:50:31.037322] [DEBUG] [LOCAL     ] Loaded configuration for GAIN: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.037380] [DEBUG] [LOCAL     ] Loaded configuration for SLRC: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.037452] [DEBUG] [LOCAL     ] Loaded configuration for YUM: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.037508] [DEBUG] [LOCAL     ] Loaded configuration for NTIC: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.037562] [DEBUG] [LOCAL     ] Loaded configuration for SPRO: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.037637] [DEBUG] [LOCAL     ] Loaded configuration for BRCC: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.037693] [DEBUG] [LOCAL     ] Loaded configuration for OI: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.037748] [DEBUG] [LOCAL     ] Loaded configuration for PCYO: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.037803] [DEBUG] [LOCAL     ] Loaded configuration for VNO: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.037857] [DEBUG] [LOCAL     ] Loaded configuration for FBL: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.037912] [DEBUG] [LOCAL     ] Loaded configuration for PAGS: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.037966] [DEBUG] [LOCAL     ] Loaded configuration for CHSCP: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.038021] [DEBUG] [LOCAL     ] Loaded configuration for AGX: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.038075] [DEBUG] [LOCAL     ] Loaded configuration for DUK: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.038130] [DEBUG] [LOCAL     ] Loaded configuration for SLDB: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.038185] [DEBUG] [LOCAL     ] Loaded configuration for GDC: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.038240] [DEBUG] [LOCAL     ] Loaded configuration for IRMD: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.038303] [DEBUG] [LOCAL     ] Loaded configuration for CWEN: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.038377] [DEBUG] [LOCAL     ] Loaded configuration for FIZZ: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.038435] [DEBUG] [LOCAL     ] Loaded configuration for AMRX: 2 features, 100.0% accuracy
[2025-12-01T20:50:31.038491] [DEBUG] [LOCAL     ] Loaded configuration for HLX: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.038546] [DEBUG] [LOCAL     ] Loaded configuration for OMAB: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.038622] [DEBUG] [LOCAL     ] Loaded configuration for OS: 5 features, 80.0% accuracy
[2025-12-01T20:50:31.038680] [DEBUG] [LOCAL     ] Loaded configuration for ASX: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.038736] [DEBUG] [LOCAL     ] Loaded configuration for AEE: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.038791] [DEBUG] [LOCAL     ] Loaded configuration for RBLX: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.038846] [DEBUG] [LOCAL     ] Loaded configuration for CNI: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.038901] [DEBUG] [LOCAL     ] Loaded configuration for AMLX: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.038957] [DEBUG] [LOCAL     ] Loaded configuration for TXN: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.039012] [DEBUG] [LOCAL     ] Loaded configuration for EVG: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.039067] [DEBUG] [LOCAL     ] Loaded configuration for MHF: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.039122] [DEBUG] [LOCAL     ] Loaded configuration for FID: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.039178] [DEBUG] [LOCAL     ] Loaded configuration for AVDL: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.039233] [DEBUG] [LOCAL     ] Loaded configuration for TDC: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.039289] [DEBUG] [LOCAL     ] Loaded configuration for MFIC: 5 features, 80.0% accuracy
[2025-12-01T20:50:31.039345] [DEBUG] [LOCAL     ] Loaded configuration for GOF: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.039401] [DEBUG] [LOCAL     ] Loaded configuration for UE: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.039455] [DEBUG] [LOCAL     ] Loaded configuration for PHUN: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.039510] [DEBUG] [LOCAL     ] Loaded configuration for WTFC: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.039566] [DEBUG] [LOCAL     ] Loaded configuration for SIGI: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.039673] [DEBUG] [LOCAL     ] Loaded configuration for NWL: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.039730] [DEBUG] [LOCAL     ] Loaded configuration for BGRN: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.039786] [DEBUG] [LOCAL     ] Loaded configuration for BMRN: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.039841] [DEBUG] [LOCAL     ] Loaded configuration for DFIN: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.039896] [DEBUG] [LOCAL     ] Loaded configuration for PLSE: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.039951] [DEBUG] [LOCAL     ] Loaded configuration for IPGP: 0 features, 90.0% accuracy
[2025-12-01T20:50:31.040005] [DEBUG] [LOCAL     ] Loaded configuration for CDIO: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.040061] [DEBUG] [LOCAL     ] Loaded configuration for ADX: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.040116] [DEBUG] [LOCAL     ] Loaded configuration for DAWN: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.040171] [DEBUG] [LOCAL     ] Loaded configuration for RGNX: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.040225] [DEBUG] [LOCAL     ] Loaded configuration for WTRG: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.040281] [DEBUG] [LOCAL     ] Loaded configuration for CRL: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.040340] [DEBUG] [LOCAL     ] Loaded configuration for CARG: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.040396] [DEBUG] [LOCAL     ] Loaded configuration for SUUN: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.040451] [DEBUG] [LOCAL     ] Loaded configuration for BSY: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.040513] [DEBUG] [LOCAL     ] Loaded configuration for NWFL: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.040570] [DEBUG] [LOCAL     ] Loaded configuration for KMB: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.040652] [DEBUG] [LOCAL     ] Loaded configuration for XPRO: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.040708] [DEBUG] [LOCAL     ] Loaded configuration for IGIC: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.040763] [DEBUG] [LOCAL     ] Loaded configuration for ATO: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.040818] [DEBUG] [LOCAL     ] Loaded configuration for CLMB: 0 features, 50.0% accuracy
[2025-12-01T20:50:31.040873] [DEBUG] [LOCAL     ] Loaded configuration for ESPO: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.040928] [DEBUG] [LOCAL     ] Loaded configuration for MOH: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.040983] [DEBUG] [LOCAL     ] Loaded configuration for FC: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.041039] [DEBUG] [LOCAL     ] Loaded configuration for SHEN: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.041093] [DEBUG] [LOCAL     ] Loaded configuration for TAK: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.041149] [DEBUG] [LOCAL     ] Loaded configuration for TD: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.041204] [DEBUG] [LOCAL     ] Loaded configuration for NUWE: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.041268] [DEBUG] [LOCAL     ] Loaded configuration for SANM: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.041325] [DEBUG] [LOCAL     ] Loaded configuration for AQMS: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.041379] [DEBUG] [LOCAL     ] Loaded configuration for BCBP: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.041434] [DEBUG] [LOCAL     ] Loaded configuration for KRG: 4 features, 100.0% accuracy
[2025-12-01T20:50:31.041489] [DEBUG] [LOCAL     ] Loaded configuration for NVD: 2 features, 100.0% accuracy
[2025-12-01T20:50:31.041563] [DEBUG] [LOCAL     ] Loaded configuration for KNTK: 5 features, 100.0% accuracy
[2025-12-01T20:50:31.041640] [DEBUG] [LOCAL     ] Loaded configuration for INSE: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.041698] [DEBUG] [LOCAL     ] Loaded configuration for UFPI: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.041755] [DEBUG] [LOCAL     ] Loaded configuration for YQQQ: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.041811] [DEBUG] [LOCAL     ] Loaded configuration for SBFM: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.041867] [DEBUG] [LOCAL     ] Loaded configuration for TFPM: 5 features, 60.0% accuracy
[2025-12-01T20:50:31.041922] [DEBUG] [LOCAL     ] Loaded configuration for RIVN: 0 features, 60.0% accuracy
[2025-12-01T20:50:31.041979] [DEBUG] [LOCAL     ] Loaded configuration for ASTI: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.042035] [DEBUG] [LOCAL     ] Loaded configuration for G: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.042091] [DEBUG] [LOCAL     ] Loaded configuration for FLNC: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.042147] [DEBUG] [LOCAL     ] Loaded configuration for ROP: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.042203] [DEBUG] [LOCAL     ] Loaded configuration for SNFCA: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.042260] [DEBUG] [LOCAL     ] Loaded configuration for DJCO: 6 features, 90.0% accuracy
[2025-12-01T20:50:31.042317] [DEBUG] [LOCAL     ] Loaded configuration for WHF: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.042372] [DEBUG] [LOCAL     ] Loaded configuration for AUB: 1 features, 50.0% accuracy
[2025-12-01T20:50:31.042432] [DEBUG] [LOCAL     ] Loaded configuration for BYD: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.042496] [DEBUG] [LOCAL     ] Loaded configuration for WIMI: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.042554] [DEBUG] [LOCAL     ] Loaded configuration for BWA: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.042630] [DEBUG] [LOCAL     ] Loaded configuration for EXPO: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.042687] [DEBUG] [LOCAL     ] Loaded configuration for ING: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.042751] [DEBUG] [LOCAL     ] Loaded configuration for CYN: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.042807] [DEBUG] [LOCAL     ] Loaded configuration for PTEN: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.042861] [DEBUG] [LOCAL     ] Loaded configuration for APD: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.042915] [DEBUG] [LOCAL     ] Loaded configuration for BEN: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.042969] [DEBUG] [LOCAL     ] Loaded configuration for DLX: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.043023] [DEBUG] [LOCAL     ] Loaded configuration for CNF: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.043078] [DEBUG] [LOCAL     ] Loaded configuration for WAFDP: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.043135] [DEBUG] [LOCAL     ] Loaded configuration for ACGL: 5 features, 60.0% accuracy
[2025-12-01T20:50:31.043191] [DEBUG] [LOCAL     ] Loaded configuration for NTLA: 5 features, 50.0% accuracy
[2025-12-01T20:50:31.043246] [DEBUG] [LOCAL     ] Loaded configuration for PFO: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.043301] [DEBUG] [LOCAL     ] Loaded configuration for TFIN: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.043359] [DEBUG] [LOCAL     ] Loaded configuration for OPRA: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.043413] [DEBUG] [LOCAL     ] Loaded configuration for ERO: 3 features, 100.0% accuracy
[2025-12-01T20:50:31.043467] [DEBUG] [LOCAL     ] Loaded configuration for NFJ: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.043521] [DEBUG] [LOCAL     ] Loaded configuration for SYRE: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.043593] [DEBUG] [LOCAL     ] Loaded configuration for UNF: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.043650] [DEBUG] [LOCAL     ] Loaded configuration for JTEK: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.043705] [DEBUG] [LOCAL     ] Loaded configuration for HURN: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.043761] [DEBUG] [LOCAL     ] Loaded configuration for VSEC: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.043816] [DEBUG] [LOCAL     ] Loaded configuration for ACLX: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.043871] [DEBUG] [LOCAL     ] Loaded configuration for KZIA: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.043926] [DEBUG] [LOCAL     ] Loaded configuration for WRLD: 1 features, 50.0% accuracy
[2025-12-01T20:50:31.043981] [DEBUG] [LOCAL     ] Loaded configuration for SRI: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.044036] [DEBUG] [LOCAL     ] Loaded configuration for IBOC: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.044090] [DEBUG] [LOCAL     ] Loaded configuration for BJRI: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.044154] [DEBUG] [LOCAL     ] Loaded configuration for TASK: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.044210] [DEBUG] [LOCAL     ] Loaded configuration for RLAY: 0 features, 60.0% accuracy
[2025-12-01T20:50:31.044265] [DEBUG] [LOCAL     ] Loaded configuration for FG: 1 features, 100.0% accuracy
[2025-12-01T20:50:31.044322] [DEBUG] [LOCAL     ] Loaded configuration for MXL: 4 features, 60.0% accuracy
[2025-12-01T20:50:31.044379] [DEBUG] [LOCAL     ] Loaded configuration for DTIL: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.044432] [DEBUG] [LOCAL     ] Loaded configuration for SHBI: 1 features, 40.0% accuracy
[2025-12-01T20:50:31.044486] [DEBUG] [LOCAL     ] Loaded configuration for EXPE: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.044540] [DEBUG] [LOCAL     ] Loaded configuration for SMCX: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.044612] [DEBUG] [LOCAL     ] Loaded configuration for OLED: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.044669] [DEBUG] [LOCAL     ] Loaded configuration for AGM: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.044725] [DEBUG] [LOCAL     ] Loaded configuration for GRND: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.044779] [DEBUG] [LOCAL     ] Loaded configuration for GFF: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.044833] [DEBUG] [LOCAL     ] Loaded configuration for BURL: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.044894] [DEBUG] [LOCAL     ] Loaded configuration for AVB: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.044949] [DEBUG] [LOCAL     ] Loaded configuration for VECO: 0 features, 90.0% accuracy
[2025-12-01T20:50:31.045003] [DEBUG] [LOCAL     ] Loaded configuration for RBC: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.045057] [DEBUG] [LOCAL     ] Loaded configuration for WTO: 2 features, 100.0% accuracy
[2025-12-01T20:50:31.045112] [DEBUG] [LOCAL     ] Loaded configuration for CXSE: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.045166] [DEBUG] [LOCAL     ] Loaded configuration for HLLY: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.045220] [DEBUG] [LOCAL     ] Loaded configuration for FTA: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.045274] [DEBUG] [LOCAL     ] Loaded configuration for JJSF: 0 features, 60.0% accuracy
[2025-12-01T20:50:31.045328] [DEBUG] [LOCAL     ] Loaded configuration for MFC: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.045387] [DEBUG] [LOCAL     ] Loaded configuration for CIM: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.045442] [DEBUG] [LOCAL     ] Loaded configuration for QNTM: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.045496] [DEBUG] [LOCAL     ] Loaded configuration for AMTB: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.045549] [DEBUG] [LOCAL     ] Loaded configuration for ARHS: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.045638] [DEBUG] [LOCAL     ] Loaded configuration for WGS: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.045696] [DEBUG] [LOCAL     ] Loaded configuration for SOCL: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.045751] [DEBUG] [LOCAL     ] Loaded configuration for HY: 3 features, 100.0% accuracy
[2025-12-01T20:50:31.045806] [DEBUG] [LOCAL     ] Loaded configuration for IDXX: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.045862] [DEBUG] [LOCAL     ] Loaded configuration for UPBD: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.045917] [DEBUG] [LOCAL     ] Loaded configuration for CLFD: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.045970] [DEBUG] [LOCAL     ] Loaded configuration for PATK: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.046024] [DEBUG] [LOCAL     ] Loaded configuration for TLSI: 0 features, 50.0% accuracy
[2025-12-01T20:50:31.046080] [DEBUG] [LOCAL     ] Loaded configuration for TY: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.046134] [DEBUG] [LOCAL     ] Loaded configuration for L: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.046189] [DEBUG] [LOCAL     ] Loaded configuration for E: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.046243] [DEBUG] [LOCAL     ] Loaded configuration for CRBG: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.046298] [DEBUG] [LOCAL     ] Loaded configuration for TMDX: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.046352] [DEBUG] [LOCAL     ] Loaded configuration for UONE: 2 features, 100.0% accuracy
[2025-12-01T20:50:31.046407] [DEBUG] [LOCAL     ] Loaded configuration for AMRC: 2 features, 100.0% accuracy
[2025-12-01T20:50:31.046461] [DEBUG] [LOCAL     ] Loaded configuration for MNDO: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.046515] [DEBUG] [LOCAL     ] Loaded configuration for RFMZ: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.046570] [DEBUG] [LOCAL     ] Loaded configuration for FWONA: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.046647] [DEBUG] [LOCAL     ] Loaded configuration for RES: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.046701] [DEBUG] [LOCAL     ] Loaded configuration for SBLK: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.046756] [DEBUG] [LOCAL     ] Loaded configuration for BAK: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.046810] [DEBUG] [LOCAL     ] Loaded configuration for EOS: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.046864] [DEBUG] [LOCAL     ] Loaded configuration for OBLG: 1 features, 40.0% accuracy
[2025-12-01T20:50:31.046918] [DEBUG] [LOCAL     ] Loaded configuration for NAZ: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.046972] [DEBUG] [LOCAL     ] Loaded configuration for FTRE: 1 features, 50.0% accuracy
[2025-12-01T20:50:31.047040] [DEBUG] [LOCAL     ] Loaded configuration for LINK: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.047094] [DEBUG] [LOCAL     ] Loaded configuration for HCM: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.047156] [DEBUG] [LOCAL     ] Loaded configuration for CLNE: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.047212] [DEBUG] [LOCAL     ] Loaded configuration for MSD: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.047275] [DEBUG] [LOCAL     ] Loaded configuration for NIPG: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.047329] [DEBUG] [LOCAL     ] Loaded configuration for SXTC: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.047383] [DEBUG] [LOCAL     ] Loaded configuration for UNH: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.047437] [DEBUG] [LOCAL     ] Loaded configuration for USDX: 0 features, 50.0% accuracy
[2025-12-01T20:50:31.047492] [DEBUG] [LOCAL     ] Loaded configuration for VLN: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.047546] [DEBUG] [LOCAL     ] Loaded configuration for AFG: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.047625] [DEBUG] [LOCAL     ] Loaded configuration for REG: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.047682] [DEBUG] [LOCAL     ] Loaded configuration for TSLL: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.047737] [DEBUG] [LOCAL     ] Loaded configuration for LOVE: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.047792] [DEBUG] [LOCAL     ] Loaded configuration for HBCP: 1 features, 50.0% accuracy
[2025-12-01T20:50:31.047846] [DEBUG] [LOCAL     ] Loaded configuration for SNOA: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.047901] [DEBUG] [LOCAL     ] Loaded configuration for TYL: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.047955] [DEBUG] [LOCAL     ] Loaded configuration for DWSH: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.048008] [DEBUG] [LOCAL     ] Loaded configuration for TBB: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.048063] [DEBUG] [LOCAL     ] Loaded configuration for RM: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.048117] [DEBUG] [LOCAL     ] Loaded configuration for BANC: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.048171] [DEBUG] [LOCAL     ] Loaded configuration for CADE: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.048226] [DEBUG] [LOCAL     ] Loaded configuration for AMZD: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.048280] [DEBUG] [LOCAL     ] Loaded configuration for SAN: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.048351] [DEBUG] [LOCAL     ] Loaded configuration for RBB: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.048410] [DEBUG] [LOCAL     ] Loaded configuration for SAFE: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.048464] [DEBUG] [LOCAL     ] Loaded configuration for NUS: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.048518] [DEBUG] [LOCAL     ] Loaded configuration for FPF: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.048587] [DEBUG] [LOCAL     ] Loaded configuration for QVCC: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.048646] [DEBUG] [LOCAL     ] Loaded configuration for ONTF: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.048701] [DEBUG] [LOCAL     ] Loaded configuration for LUMN: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.048755] [DEBUG] [LOCAL     ] Loaded configuration for RMBS: 3 features, 100.0% accuracy
[2025-12-01T20:50:31.048809] [DEBUG] [LOCAL     ] Loaded configuration for TLSA: 5 features, 60.0% accuracy
[2025-12-01T20:50:31.048863] [DEBUG] [LOCAL     ] Loaded configuration for CCLD: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.048917] [DEBUG] [LOCAL     ] Loaded configuration for RYAM: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.048971] [DEBUG] [LOCAL     ] Loaded configuration for EOSE: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.049024] [DEBUG] [LOCAL     ] Loaded configuration for TGS: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.049078] [DEBUG] [LOCAL     ] Loaded configuration for MAXN: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.049132] [DEBUG] [LOCAL     ] Loaded configuration for HSAI: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.049194] [DEBUG] [LOCAL     ] Loaded configuration for PEY: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.049249] [DEBUG] [LOCAL     ] Loaded configuration for ADVM: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.049304] [DEBUG] [LOCAL     ] Loaded configuration for APG: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.049357] [DEBUG] [LOCAL     ] Loaded configuration for NSC: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.049411] [DEBUG] [LOCAL     ] Loaded configuration for EKSO: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.049466] [DEBUG] [LOCAL     ] Loaded configuration for ZVRA: 4 features, 60.0% accuracy
[2025-12-01T20:50:31.049519] [DEBUG] [LOCAL     ] Loaded configuration for FOXF: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.049590] [DEBUG] [LOCAL     ] Loaded configuration for DBX: 5 features, 100.0% accuracy
[2025-12-01T20:50:31.049663] [DEBUG] [LOCAL     ] Loaded configuration for SHOP: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.049719] [DEBUG] [LOCAL     ] Loaded configuration for USB: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.049775] [DEBUG] [LOCAL     ] Loaded configuration for MNMD: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.049830] [DEBUG] [LOCAL     ] Loaded configuration for CVAC: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.049885] [DEBUG] [LOCAL     ] Loaded configuration for AYI: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.049939] [DEBUG] [LOCAL     ] Loaded configuration for PPSI: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.049993] [DEBUG] [LOCAL     ] Loaded configuration for CLH: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.050047] [DEBUG] [LOCAL     ] Loaded configuration for AMPL: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.050101] [DEBUG] [LOCAL     ] Loaded configuration for SMHX: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.050156] [DEBUG] [LOCAL     ] Loaded configuration for DUKB: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.050211] [DEBUG] [LOCAL     ] Loaded configuration for JELD: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.050265] [DEBUG] [LOCAL     ] Loaded configuration for BRZE: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.050320] [DEBUG] [LOCAL     ] Loaded configuration for TRIP: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.050379] [DEBUG] [LOCAL     ] Loaded configuration for EG: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.050453] [DEBUG] [LOCAL     ] Loaded configuration for STKH: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.050512] [DEBUG] [LOCAL     ] Loaded configuration for SUPN: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.050567] [DEBUG] [LOCAL     ] Loaded configuration for CP: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.050642] [DEBUG] [LOCAL     ] Loaded configuration for ERAS: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.050696] [DEBUG] [LOCAL     ] Loaded configuration for PFD: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.050751] [DEBUG] [LOCAL     ] Loaded configuration for BVFL: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.050807] [DEBUG] [LOCAL     ] Loaded configuration for MTG: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.050861] [DEBUG] [LOCAL     ] Loaded configuration for XRX: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.050916] [DEBUG] [LOCAL     ] Loaded configuration for NODK: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.050969] [DEBUG] [LOCAL     ] Loaded configuration for EDD: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.051023] [DEBUG] [LOCAL     ] Loaded configuration for LUCY: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.051078] [DEBUG] [LOCAL     ] Loaded configuration for LPLA: 2 features, 50.0% accuracy
[2025-12-01T20:50:31.051133] [DEBUG] [LOCAL     ] Loaded configuration for CVNA: 5 features, 100.0% accuracy
[2025-12-01T20:50:31.051196] [DEBUG] [LOCAL     ] Loaded configuration for DHI: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.051250] [DEBUG] [LOCAL     ] Loaded configuration for RNAC: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.051305] [DEBUG] [LOCAL     ] Loaded configuration for ARVN: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.051375] [DEBUG] [LOCAL     ] Loaded configuration for ENGN: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.051432] [DEBUG] [LOCAL     ] Loaded configuration for JQC: 0 features, 60.0% accuracy
[2025-12-01T20:50:31.051486] [DEBUG] [LOCAL     ] Loaded configuration for SKLZ: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.051543] [DEBUG] [LOCAL     ] Loaded configuration for WMS: 8 features, 100.0% accuracy
[2025-12-01T20:50:31.051623] [DEBUG] [LOCAL     ] Loaded configuration for CYRX: 6 features, 80.0% accuracy
[2025-12-01T20:50:31.051680] [DEBUG] [LOCAL     ] Loaded configuration for BELFB: 5 features, 100.0% accuracy
[2025-12-01T20:50:31.051735] [DEBUG] [LOCAL     ] Loaded configuration for MHUA: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.051789] [DEBUG] [LOCAL     ] Loaded configuration for CREX: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.051844] [DEBUG] [LOCAL     ] Loaded configuration for UAE: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.051900] [DEBUG] [LOCAL     ] Loaded configuration for GIII: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.051954] [DEBUG] [LOCAL     ] Loaded configuration for GNLN: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.052008] [DEBUG] [LOCAL     ] Loaded configuration for WF: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.052062] [DEBUG] [LOCAL     ] Loaded configuration for LAES: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.052116] [DEBUG] [LOCAL     ] Loaded configuration for EUFN: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.052170] [DEBUG] [LOCAL     ] Loaded configuration for GENK: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.052225] [DEBUG] [LOCAL     ] Loaded configuration for ETN: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.052280] [DEBUG] [LOCAL     ] Loaded configuration for RZB: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.052338] [DEBUG] [LOCAL     ] Loaded configuration for RPD: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.052397] [DEBUG] [LOCAL     ] Loaded configuration for QGEN: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.052452] [DEBUG] [LOCAL     ] Loaded configuration for CNVS: 6 features, 80.0% accuracy
[2025-12-01T20:50:31.052508] [DEBUG] [LOCAL     ] Loaded configuration for COMM: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.052564] [DEBUG] [LOCAL     ] Loaded configuration for UWMC: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.052639] [DEBUG] [LOCAL     ] Loaded configuration for DRTS: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.052695] [DEBUG] [LOCAL     ] Loaded configuration for CGON: 0 features, 90.0% accuracy
[2025-12-01T20:50:31.052751] [DEBUG] [LOCAL     ] Loaded configuration for WOOF: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.052807] [DEBUG] [LOCAL     ] Loaded configuration for SHC: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.052863] [DEBUG] [LOCAL     ] Loaded configuration for PRA: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.052918] [DEBUG] [LOCAL     ] Loaded configuration for ELP: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.052974] [DEBUG] [LOCAL     ] Loaded configuration for REX: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.053029] [DEBUG] [LOCAL     ] Loaded configuration for AVBP: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.053085] [DEBUG] [LOCAL     ] Loaded configuration for MMS: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.053139] [DEBUG] [LOCAL     ] Loaded configuration for IGD: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.053195] [DEBUG] [LOCAL     ] Loaded configuration for EMF: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.053251] [DEBUG] [LOCAL     ] Loaded configuration for ELDN: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.053309] [DEBUG] [LOCAL     ] Loaded configuration for FFC: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.053366] [DEBUG] [LOCAL     ] Loaded configuration for VERO: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.053424] [DEBUG] [LOCAL     ] Loaded configuration for CGC: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.053481] [DEBUG] [LOCAL     ] Loaded configuration for BKSY: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.053544] [DEBUG] [LOCAL     ] Loaded configuration for PIE: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.053617] [DEBUG] [LOCAL     ] Loaded configuration for EH: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.053674] [DEBUG] [LOCAL     ] Loaded configuration for ASA: 0 features, 90.0% accuracy
[2025-12-01T20:50:31.053746] [DEBUG] [LOCAL     ] Loaded configuration for NZF: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.053802] [DEBUG] [LOCAL     ] Loaded configuration for MDWD: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.053858] [DEBUG] [LOCAL     ] Loaded configuration for CVEO: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.053914] [DEBUG] [LOCAL     ] Loaded configuration for BNL: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.053970] [DEBUG] [LOCAL     ] Loaded configuration for SES: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.054027] [DEBUG] [LOCAL     ] Loaded configuration for WMK: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.054083] [DEBUG] [LOCAL     ] Loaded configuration for EXG: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.054138] [DEBUG] [LOCAL     ] Loaded configuration for RAPP: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.054195] [DEBUG] [LOCAL     ] Loaded configuration for DENN: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.054250] [DEBUG] [LOCAL     ] Loaded configuration for RA: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.054306] [DEBUG] [LOCAL     ] Loaded configuration for MX: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.054367] [DEBUG] [LOCAL     ] Loaded configuration for BBH: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.054423] [DEBUG] [LOCAL     ] Loaded configuration for EPAC: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.054477] [DEBUG] [LOCAL     ] Loaded configuration for GSHD: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.054533] [DEBUG] [LOCAL     ] Loaded configuration for RS: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.054607] [DEBUG] [LOCAL     ] Loaded configuration for YPF: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.054665] [DEBUG] [LOCAL     ] Loaded configuration for IFF: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.054721] [DEBUG] [LOCAL     ] Loaded configuration for PLBY: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.054778] [DEBUG] [LOCAL     ] Loaded configuration for RBBN: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.054833] [DEBUG] [LOCAL     ] Loaded configuration for ASYS: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.054889] [DEBUG] [LOCAL     ] Loaded configuration for NA: 5 features, 80.0% accuracy
[2025-12-01T20:50:31.054945] [DEBUG] [LOCAL     ] Loaded configuration for FEM: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.055001] [DEBUG] [LOCAL     ] Loaded configuration for IVZ: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.055056] [DEBUG] [LOCAL     ] Loaded configuration for NAVI: 2 features, 100.0% accuracy
[2025-12-01T20:50:31.055111] [DEBUG] [LOCAL     ] Loaded configuration for EBS: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.055166] [DEBUG] [LOCAL     ] Loaded configuration for TVE: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.055224] [DEBUG] [LOCAL     ] Loaded configuration for MRBK: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.055279] [DEBUG] [LOCAL     ] Loaded configuration for SLN: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.055336] [DEBUG] [LOCAL     ] Loaded configuration for VGSH: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.055394] [DEBUG] [LOCAL     ] Loaded configuration for ELVA: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.055449] [DEBUG] [LOCAL     ] Loaded configuration for AG: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.055504] [DEBUG] [LOCAL     ] Loaded configuration for SRCE: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.055559] [DEBUG] [LOCAL     ] Loaded configuration for UMH: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.055640] [DEBUG] [LOCAL     ] Loaded configuration for CAF: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.055696] [DEBUG] [LOCAL     ] Loaded configuration for HTBK: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.055760] [DEBUG] [LOCAL     ] Loaded configuration for LFUS: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.055817] [DEBUG] [LOCAL     ] Loaded configuration for MCHX: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.055873] [DEBUG] [LOCAL     ] Loaded configuration for WGO: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.055929] [DEBUG] [LOCAL     ] Loaded configuration for LFMD: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.055985] [DEBUG] [LOCAL     ] Loaded configuration for MIRM: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.056041] [DEBUG] [LOCAL     ] Loaded configuration for PB: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.056096] [DEBUG] [LOCAL     ] Loaded configuration for VTSI: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.056152] [DEBUG] [LOCAL     ] Loaded configuration for SDA: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.056208] [DEBUG] [LOCAL     ] Loaded configuration for VMI: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.056263] [DEBUG] [LOCAL     ] Loaded configuration for HPI: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.056319] [DEBUG] [LOCAL     ] Loaded configuration for ELME: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.056380] [DEBUG] [LOCAL     ] Loaded configuration for PX: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.056435] [DEBUG] [LOCAL     ] Loaded configuration for CXDO: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.056490] [DEBUG] [LOCAL     ] Loaded configuration for VRE: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.056546] [DEBUG] [LOCAL     ] Loaded configuration for SCM: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.056620] [DEBUG] [LOCAL     ] Loaded configuration for TITN: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.056677] [DEBUG] [LOCAL     ] Loaded configuration for CIEN: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.056733] [DEBUG] [LOCAL     ] Loaded configuration for RELY: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.056788] [DEBUG] [LOCAL     ] Loaded configuration for VINP: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.056844] [DEBUG] [LOCAL     ] Loaded configuration for RARE: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.056900] [DEBUG] [LOCAL     ] Loaded configuration for FYX: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.056955] [DEBUG] [LOCAL     ] Loaded configuration for KBWD: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.057009] [DEBUG] [LOCAL     ] Loaded configuration for CUZ: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.057064] [DEBUG] [LOCAL     ] Loaded configuration for TEO: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.057118] [DEBUG] [LOCAL     ] Loaded configuration for FULC: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.057172] [DEBUG] [LOCAL     ] Loaded configuration for PYPL: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.057226] [DEBUG] [LOCAL     ] Loaded configuration for DIN: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.057280] [DEBUG] [LOCAL     ] Loaded configuration for CHH: 1 features, 100.0% accuracy
[2025-12-01T20:50:31.057334] [DEBUG] [LOCAL     ] Loaded configuration for GRAB: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.057389] [DEBUG] [LOCAL     ] Loaded configuration for AVGX: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.057443] [DEBUG] [LOCAL     ] Loaded configuration for BCDA: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.057498] [DEBUG] [LOCAL     ] Loaded configuration for PDYN: 2 features, 100.0% accuracy
[2025-12-01T20:50:31.057552] [DEBUG] [LOCAL     ] Loaded configuration for GLP: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.057624] [DEBUG] [LOCAL     ] Loaded configuration for EPAM: 2 features, 50.0% accuracy
[2025-12-01T20:50:31.057680] [DEBUG] [LOCAL     ] Loaded configuration for GLTO: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.057734] [DEBUG] [LOCAL     ] Loaded configuration for TGNA: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.057805] [DEBUG] [LOCAL     ] Loaded configuration for HYXF: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.057873] [DEBUG] [LOCAL     ] Loaded configuration for NUTX: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.057937] [DEBUG] [LOCAL     ] Loaded configuration for HII: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.057994] [DEBUG] [LOCAL     ] Loaded configuration for CISS: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.058050] [DEBUG] [LOCAL     ] Loaded configuration for CMI: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.058106] [DEBUG] [LOCAL     ] Loaded configuration for TLYS: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.058162] [DEBUG] [LOCAL     ] Loaded configuration for FLL: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.058217] [DEBUG] [LOCAL     ] Loaded configuration for UVSP: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.058272] [DEBUG] [LOCAL     ] Loaded configuration for GSL: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.058344] [DEBUG] [LOCAL     ] Loaded configuration for STXG: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.058400] [DEBUG] [LOCAL     ] Loaded configuration for AMSC: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.058456] [DEBUG] [LOCAL     ] Loaded configuration for TRN: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.058512] [DEBUG] [LOCAL     ] Loaded configuration for NKX: 5 features, 80.0% accuracy
[2025-12-01T20:50:31.058585] [DEBUG] [LOCAL     ] Loaded configuration for GME: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.058645] [DEBUG] [LOCAL     ] Loaded configuration for BMI: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.058702] [DEBUG] [LOCAL     ] Loaded configuration for ENVX: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.058758] [DEBUG] [LOCAL     ] Loaded configuration for HPF: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.058813] [DEBUG] [LOCAL     ] Loaded configuration for PY: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.058869] [DEBUG] [LOCAL     ] Loaded configuration for PSHG: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.058925] [DEBUG] [LOCAL     ] Loaded configuration for LANDO: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.058981] [DEBUG] [LOCAL     ] Loaded configuration for MBCN: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.059036] [DEBUG] [LOCAL     ] Loaded configuration for CAKE: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.059092] [DEBUG] [LOCAL     ] Loaded configuration for FTHI: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.059147] [DEBUG] [LOCAL     ] Loaded configuration for HUYA: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.059202] [DEBUG] [LOCAL     ] Loaded configuration for GEHC: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.059258] [DEBUG] [LOCAL     ] Loaded configuration for VFLO: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.059314] [DEBUG] [LOCAL     ] Loaded configuration for IBTK: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.059370] [DEBUG] [LOCAL     ] Loaded configuration for OSS: 3 features, 100.0% accuracy
[2025-12-01T20:50:31.059425] [DEBUG] [LOCAL     ] Loaded configuration for WVE: 5 features, 60.0% accuracy
[2025-12-01T20:50:31.059491] [DEBUG] [LOCAL     ] Loaded configuration for BSJP: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.059547] [DEBUG] [LOCAL     ] Loaded configuration for ZG: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.059627] [DEBUG] [LOCAL     ] Loaded configuration for SITE: 2 features, 100.0% accuracy
[2025-12-01T20:50:31.059685] [DEBUG] [LOCAL     ] Loaded configuration for CFG: 4 features, 100.0% accuracy
[2025-12-01T20:50:31.059741] [DEBUG] [LOCAL     ] Loaded configuration for ELAN: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.059796] [DEBUG] [LOCAL     ] Loaded configuration for TDS: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.059852] [DEBUG] [LOCAL     ] Loaded configuration for BDSX: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.059908] [DEBUG] [LOCAL     ] Loaded configuration for FTC: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.059964] [DEBUG] [LOCAL     ] Loaded configuration for ALVO: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.060020] [DEBUG] [LOCAL     ] Loaded configuration for OSPN: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.060076] [DEBUG] [LOCAL     ] Loaded configuration for GAUZ: 5 features, 80.0% accuracy
[2025-12-01T20:50:31.060139] [DEBUG] [LOCAL     ] Loaded configuration for DUOL: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.060196] [DEBUG] [LOCAL     ] Loaded configuration for REBN: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.060252] [DEBUG] [LOCAL     ] Loaded configuration for CABA: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.060307] [DEBUG] [LOCAL     ] Loaded configuration for SKYH: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.060361] [DEBUG] [LOCAL     ] Loaded configuration for CIVI: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.060416] [DEBUG] [LOCAL     ] Loaded configuration for TTSH: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.060471] [DEBUG] [LOCAL     ] Loaded configuration for DMO: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.060527] [DEBUG] [LOCAL     ] Loaded configuration for CINF: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.060599] [DEBUG] [LOCAL     ] Loaded configuration for EDF: 3 features, 100.0% accuracy
[2025-12-01T20:50:31.060656] [DEBUG] [LOCAL     ] Loaded configuration for OKTA: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.060711] [DEBUG] [LOCAL     ] Loaded configuration for CRI: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.060766] [DEBUG] [LOCAL     ] Loaded configuration for GRPN: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.060822] [DEBUG] [LOCAL     ] Loaded configuration for GEN: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.060878] [DEBUG] [LOCAL     ] Loaded configuration for SATS: 7 features, 90.0% accuracy
[2025-12-01T20:50:31.060936] [DEBUG] [LOCAL     ] Loaded configuration for DOLE: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.060991] [DEBUG] [LOCAL     ] Loaded configuration for KNOP: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.061046] [DEBUG] [LOCAL     ] Loaded configuration for PRN: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.061101] [DEBUG] [LOCAL     ] Loaded configuration for SMID: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.061157] [DEBUG] [LOCAL     ] Loaded configuration for THRM: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.061212] [DEBUG] [LOCAL     ] Loaded configuration for ITUB: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.061267] [DEBUG] [LOCAL     ] Loaded configuration for ENB: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.061321] [DEBUG] [LOCAL     ] Loaded configuration for HPS: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.061375] [DEBUG] [LOCAL     ] Loaded configuration for INAB: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.061429] [DEBUG] [LOCAL     ] Loaded configuration for HYLS: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.061484] [DEBUG] [LOCAL     ] Loaded configuration for OESX: 2 features, 50.0% accuracy
[2025-12-01T20:50:31.061539] [DEBUG] [LOCAL     ] Loaded configuration for JLS: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.061611] [DEBUG] [LOCAL     ] Loaded configuration for JEF: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.061667] [DEBUG] [LOCAL     ] Loaded configuration for ASO: 3 features, 100.0% accuracy
[2025-12-01T20:50:31.061721] [DEBUG] [LOCAL     ] Loaded configuration for HRTG: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.061775] [DEBUG] [LOCAL     ] Loaded configuration for EVAX: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.061830] [DEBUG] [LOCAL     ] Loaded configuration for PUK: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.061901] [DEBUG] [LOCAL     ] Loaded configuration for XPO: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.061957] [DEBUG] [LOCAL     ] Loaded configuration for MVF: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.062013] [DEBUG] [LOCAL     ] Loaded configuration for ARMK: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.062068] [DEBUG] [LOCAL     ] Loaded configuration for BAND: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.062122] [DEBUG] [LOCAL     ] Loaded configuration for MTRN: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.062177] [DEBUG] [LOCAL     ] Loaded configuration for VNDA: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.062231] [DEBUG] [LOCAL     ] Loaded configuration for CNXN: 4 features, 60.0% accuracy
[2025-12-01T20:50:31.062286] [DEBUG] [LOCAL     ] Loaded configuration for ITRN: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.062348] [DEBUG] [LOCAL     ] Loaded configuration for WEYS: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.062402] [DEBUG] [LOCAL     ] Loaded configuration for AZTA: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.062457] [DEBUG] [LOCAL     ] Loaded configuration for CCOI: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.062511] [DEBUG] [LOCAL     ] Loaded configuration for RCS: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.062566] [DEBUG] [LOCAL     ] Loaded configuration for SXI: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.062641] [DEBUG] [LOCAL     ] Loaded configuration for GXAI: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.062697] [DEBUG] [LOCAL     ] Loaded configuration for HERO: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.062752] [DEBUG] [LOCAL     ] Loaded configuration for JTAI: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.062807] [DEBUG] [LOCAL     ] Loaded configuration for AEP: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.062864] [DEBUG] [LOCAL     ] Loaded configuration for DRI: 4 features, 60.0% accuracy
[2025-12-01T20:50:31.062919] [DEBUG] [LOCAL     ] Loaded configuration for HUBS: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.062973] [DEBUG] [LOCAL     ] Loaded configuration for AIA: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.063027] [DEBUG] [LOCAL     ] Loaded configuration for CTDD: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.063081] [DEBUG] [LOCAL     ] Loaded configuration for QSI: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.063136] [DEBUG] [LOCAL     ] Loaded configuration for DAVA: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.063190] [DEBUG] [LOCAL     ] Loaded configuration for ESI: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.063245] [DEBUG] [LOCAL     ] Loaded configuration for MLI: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.063300] [DEBUG] [LOCAL     ] Loaded configuration for RPRX: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.063354] [DEBUG] [LOCAL     ] Loaded configuration for UROY: 5 features, 60.0% accuracy
[2025-12-01T20:50:31.063409] [DEBUG] [LOCAL     ] Loaded configuration for PRH: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.063463] [DEBUG] [LOCAL     ] Loaded configuration for CCEP: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.063520] [DEBUG] [LOCAL     ] Loaded configuration for IBTI: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.063597] [DEBUG] [LOCAL     ] Loaded configuration for HQL: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.063656] [DEBUG] [LOCAL     ] Loaded configuration for IMNN: 4 features, 100.0% accuracy
[2025-12-01T20:50:31.063711] [DEBUG] [LOCAL     ] Loaded configuration for ZEPP: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.063765] [DEBUG] [LOCAL     ] Loaded configuration for FLO: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.063819] [DEBUG] [LOCAL     ] Loaded configuration for MSB: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.063873] [DEBUG] [LOCAL     ] Loaded configuration for ALL: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.063927] [DEBUG] [LOCAL     ] Loaded configuration for XOMA: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.063981] [DEBUG] [LOCAL     ] Loaded configuration for KREF: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.064037] [DEBUG] [LOCAL     ] Loaded configuration for WH: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.064091] [DEBUG] [LOCAL     ] Loaded configuration for TKNO: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.064145] [DEBUG] [LOCAL     ] Loaded configuration for PEPG: 2 features, 60.0% accuracy
[2025-12-01T20:50:31.064199] [DEBUG] [LOCAL     ] Loaded configuration for TTMI: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.064253] [DEBUG] [LOCAL     ] Loaded configuration for FPH: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.064306] [DEBUG] [LOCAL     ] Loaded configuration for QRHC: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.064360] [DEBUG] [LOCAL     ] Loaded configuration for SYF: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.064414] [DEBUG] [LOCAL     ] Loaded configuration for TOYO: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.064476] [DEBUG] [LOCAL     ] Loaded configuration for OWL: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.064531] [DEBUG] [LOCAL     ] Loaded configuration for CZWI: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.064604] [DEBUG] [LOCAL     ] Loaded configuration for TYRA: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.064661] [DEBUG] [LOCAL     ] Loaded configuration for AWK: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.064716] [DEBUG] [LOCAL     ] Loaded configuration for CTS: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.064770] [DEBUG] [LOCAL     ] Loaded configuration for CULP: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.064824] [DEBUG] [LOCAL     ] Loaded configuration for WMG: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.064879] [DEBUG] [LOCAL     ] Loaded configuration for PGP: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.064933] [DEBUG] [LOCAL     ] Loaded configuration for OIS: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.064987] [DEBUG] [LOCAL     ] Loaded configuration for PPC: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.065040] [DEBUG] [LOCAL     ] Loaded configuration for BOX: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.065094] [DEBUG] [LOCAL     ] Loaded configuration for VCEL: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.065148] [DEBUG] [LOCAL     ] Loaded configuration for VCIG: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.065202] [DEBUG] [LOCAL     ] Loaded configuration for NCMI: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.065257] [DEBUG] [LOCAL     ] Loaded configuration for EVH: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.065311] [DEBUG] [LOCAL     ] Loaded configuration for MGNX: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.065370] [DEBUG] [LOCAL     ] Loaded configuration for VLY: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.065424] [DEBUG] [LOCAL     ] Loaded configuration for NWG: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.065479] [DEBUG] [LOCAL     ] Loaded configuration for AOHY: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.065532] [DEBUG] [LOCAL     ] Loaded configuration for LPCN: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.065603] [DEBUG] [LOCAL     ] Loaded configuration for RIGL: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.065661] [DEBUG] [LOCAL     ] Loaded configuration for CHRS: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.065715] [DEBUG] [LOCAL     ] Loaded configuration for SRRK: 0 features, 60.0% accuracy
[2025-12-01T20:50:31.065770] [DEBUG] [LOCAL     ] Loaded configuration for CHWY: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.065824] [DEBUG] [LOCAL     ] Loaded configuration for ODC: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.065896] [DEBUG] [LOCAL     ] Loaded configuration for BDRX: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.065952] [DEBUG] [LOCAL     ] Loaded configuration for SCSC: 2 features, 100.0% accuracy
[2025-12-01T20:50:31.066008] [DEBUG] [LOCAL     ] Loaded configuration for EVTL: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.066062] [DEBUG] [LOCAL     ] Loaded configuration for BFZ: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.066116] [DEBUG] [LOCAL     ] Loaded configuration for IDYA: 3 features, 50.0% accuracy
[2025-12-01T20:50:31.066172] [DEBUG] [LOCAL     ] Loaded configuration for MGRX: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.066226] [DEBUG] [LOCAL     ] Loaded configuration for ANVS: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.066280] [DEBUG] [LOCAL     ] Loaded configuration for RFL: 4 features, 70.0% accuracy
[2025-12-01T20:50:31.066335] [DEBUG] [LOCAL     ] Loaded configuration for PLRX: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.066390] [DEBUG] [LOCAL     ] Loaded configuration for ETSY: 2 features, 90.0% accuracy
[2025-12-01T20:50:31.066443] [DEBUG] [LOCAL     ] Loaded configuration for VERI: 2 features, 50.0% accuracy
[2025-12-01T20:50:31.066498] [DEBUG] [LOCAL     ] Loaded configuration for FIBK: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.066552] [DEBUG] [LOCAL     ] Loaded configuration for VAL: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.066635] [DEBUG] [LOCAL     ] Loaded configuration for LAND: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.066692] [DEBUG] [LOCAL     ] Loaded configuration for MNDY: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.066746] [DEBUG] [LOCAL     ] Loaded configuration for MAA: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.066801] [DEBUG] [LOCAL     ] Loaded configuration for ICMB: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.066856] [DEBUG] [LOCAL     ] Loaded configuration for XYF: 5 features, 70.0% accuracy
[2025-12-01T20:50:31.066911] [DEBUG] [LOCAL     ] Loaded configuration for SNDL: 5 features, 80.0% accuracy
[2025-12-01T20:50:31.066966] [DEBUG] [LOCAL     ] Loaded configuration for MLTX: 1 features, 80.0% accuracy
[2025-12-01T20:50:31.067021] [DEBUG] [LOCAL     ] Loaded configuration for DOMO: 4 features, 90.0% accuracy
[2025-12-01T20:50:31.067076] [DEBUG] [LOCAL     ] Loaded configuration for ALTY: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.067130] [DEBUG] [LOCAL     ] Loaded configuration for NMI: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.067185] [DEBUG] [LOCAL     ] Loaded configuration for UFI: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.067240] [DEBUG] [LOCAL     ] Loaded configuration for MLKN: 1 features, 60.0% accuracy
[2025-12-01T20:50:31.067294] [DEBUG] [LOCAL     ] Loaded configuration for DFGP: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.067349] [DEBUG] [LOCAL     ] Loaded configuration for RF: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.067404] [DEBUG] [LOCAL     ] Loaded configuration for GMRE: 6 features, 80.0% accuracy
[2025-12-01T20:50:31.067459] [DEBUG] [LOCAL     ] Loaded configuration for NEXA: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.067514] [DEBUG] [LOCAL     ] Loaded configuration for QUIK: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.067587] [DEBUG] [LOCAL     ] Loaded configuration for GOOGL: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.067648] [DEBUG] [LOCAL     ] Loaded configuration for GEL: 4 features, 100.0% accuracy
[2025-12-01T20:50:31.067703] [DEBUG] [LOCAL     ] Loaded configuration for WBD: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.067757] [DEBUG] [LOCAL     ] Loaded configuration for TIGO: 0 features, 80.0% accuracy
[2025-12-01T20:50:31.067812] [DEBUG] [LOCAL     ] Loaded configuration for LPX: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.067866] [DEBUG] [LOCAL     ] Loaded configuration for TGTX: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.067920] [DEBUG] [LOCAL     ] Loaded configuration for CVCO: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.067975] [DEBUG] [LOCAL     ] Loaded configuration for SLS: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.068030] [DEBUG] [LOCAL     ] Loaded configuration for HON: 3 features, 70.0% accuracy
[2025-12-01T20:50:31.068084] [DEBUG] [LOCAL     ] Loaded configuration for COIN: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.068139] [DEBUG] [LOCAL     ] Loaded configuration for CRWS: 6 features, 60.0% accuracy
[2025-12-01T20:50:31.068193] [DEBUG] [LOCAL     ] Loaded configuration for CSPI: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.068247] [DEBUG] [LOCAL     ] Loaded configuration for ATEX: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.068301] [DEBUG] [LOCAL     ] Loaded configuration for EFX: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.068368] [DEBUG] [LOCAL     ] Loaded configuration for EXEL: 3 features, 80.0% accuracy
[2025-12-01T20:50:31.068423] [DEBUG] [LOCAL     ] Loaded configuration for REAX: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.068478] [DEBUG] [LOCAL     ] Loaded configuration for LANDP: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.068532] [DEBUG] [LOCAL     ] Loaded configuration for JHI: 0 features, 70.0% accuracy
[2025-12-01T20:50:31.068605] [DEBUG] [LOCAL     ] Loaded configuration for MCO: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.068663] [DEBUG] [LOCAL     ] Loaded configuration for LEN: 6 features, 100.0% accuracy
[2025-12-01T20:50:31.068726] [DEBUG] [LOCAL     ] Loaded configuration for MKTX: 4 features, 80.0% accuracy
[2025-12-01T20:50:31.068787] [DEBUG] [LOCAL     ] Loaded configuration for EFC: 1 features, 90.0% accuracy
[2025-12-01T20:50:31.068843] [DEBUG] [LOCAL     ] Loaded configuration for WLFC: 3 features, 60.0% accuracy
[2025-12-01T20:50:31.068898] [DEBUG] [LOCAL     ] Loaded configuration for NN: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.068953] [DEBUG] [LOCAL     ] Loaded configuration for HOPE: 1 features, 70.0% accuracy
[2025-12-01T20:50:31.069007] [DEBUG] [LOCAL     ] Loaded configuration for EAI: 2 features, 70.0% accuracy
[2025-12-01T20:50:31.069061] [DEBUG] [LOCAL     ] Loaded configuration for OPP: 5 features, 90.0% accuracy
[2025-12-01T20:50:31.069116] [DEBUG] [LOCAL     ] Loaded configuration for GBDC: 3 features, 90.0% accuracy
[2025-12-01T20:50:31.069171] [DEBUG] [LOCAL     ] Loaded configuration for ELVN: 2 features, 80.0% accuracy
[2025-12-01T20:50:31.070195] [INFO ] [LOCAL     ] Saved consolidated report: 2837 forecasts -> ./output/forecasts/full/2025-12-02.txt
[2025-12-01T20:50:31.070236] [INFO ] [sig       ] [35/35] Successfully generated report for 2025-12-02: 2837 entries
[2025-12-01T20:50:31.070265] [INFO ] [sig       ] ==================================================
[2025-12-01T20:50:31.070290] [INFO ] [sig       ] Report generation complete: 35/35 reports succeeded
[2025-12-01T20:50:31.891346] [DEBUG] [EMAIL     ] Email sent to 'chris.punches@silogroup.org' with subject: 'COMPLETE_OK: SIGR FORECAST'
[2025-12-01T20:50:31.891523] [INFO ] [sig       ] Email notification sent
[2025-12-01T20:50:31.892010] [WARN ] [STATE     ] State set to: COMPLETED_OK
[2025-12-01T20:50:31.892162] [INFO ] [STATE     ] Last completion updated: 2025-12-01T20:50:31.892072